crabs-exploration-test-data/ml-runs/317777717624044570/40b1688a76d94bd08175cb380d0a6e0e/artifacts/slurm_array.5313275-0.gpu-sr670-22.out

Channels:
 - defaults
Platform: linux-64
Collecting package metadata (repodata.json): ...working... done
Solving environment: ...working... done

## Package Plan ##

  environment location: /tmp/crabs-dev-42-5313275

  added / updated specs:
    - python=3.10


The following NEW packages will be INSTALLED:

  _libgcc_mutex      pkgs/main/linux-64::_libgcc_mutex-0.1-main 
  _openmp_mutex      pkgs/main/linux-64::_openmp_mutex-5.1-1_gnu 
  bzip2              pkgs/main/linux-64::bzip2-1.0.8-h5eee18b_6 
  ca-certificates    pkgs/main/linux-64::ca-certificates-2024.3.11-h06a4308_0 
  ld_impl_linux-64   pkgs/main/linux-64::ld_impl_linux-64-2.38-h1181459_1 
  libffi             pkgs/main/linux-64::libffi-3.4.4-h6a678d5_1 
  libgcc-ng          pkgs/main/linux-64::libgcc-ng-11.2.0-h1234567_1 
  libgomp            pkgs/main/linux-64::libgomp-11.2.0-h1234567_1 
  libstdcxx-ng       pkgs/main/linux-64::libstdcxx-ng-11.2.0-h1234567_1 
  libuuid            pkgs/main/linux-64::libuuid-1.41.5-h5eee18b_0 
  ncurses            pkgs/main/linux-64::ncurses-6.4-h6a678d5_0 
  openssl            pkgs/main/linux-64::openssl-3.0.14-h5eee18b_0 
  pip                pkgs/main/linux-64::pip-24.0-py310h06a4308_0 
  python             pkgs/main/linux-64::python-3.10.14-h955ad1f_1 
  readline           pkgs/main/linux-64::readline-8.2-h5eee18b_0 
  setuptools         pkgs/main/linux-64::setuptools-69.5.1-py310h06a4308_0 
  sqlite             pkgs/main/linux-64::sqlite-3.45.3-h5eee18b_0 
  tk                 pkgs/main/linux-64::tk-8.6.14-h39e8969_0 
  tzdata             pkgs/main/noarch::tzdata-2024a-h04d1e81_0 
  wheel              pkgs/main/linux-64::wheel-0.43.0-py310h06a4308_0 
  xz                 pkgs/main/linux-64::xz-5.4.6-h5eee18b_1 
  zlib               pkgs/main/linux-64::zlib-1.2.13-h5eee18b_1 



Downloading and Extracting Packages: ...working... done
Preparing transaction: ...working... done
Verifying transaction: ...working... done
Executing transaction: ...working... done
#
# To activate this environment, use
#
#     $ conda activate /tmp/crabs-dev-42-5313275
#
# To deactivate an active environment, use
#
#     $ conda deactivate

Collecting git+https://github.com/SainsburyWellcomeCentre/crabs-exploration.git@main
  Cloning https://github.com/SainsburyWellcomeCentre/crabs-exploration.git (to revision main) to /tmp/pip-req-build-bazt9owa
  Resolved https://github.com/SainsburyWellcomeCentre/crabs-exploration.git to commit 73d539d5a79f750db24bb22f6e00ab5dee594100
  Installing build dependencies: started
  Installing build dependencies: finished with status 'done'
  Getting requirements to build wheel: started
  Getting requirements to build wheel: finished with status 'done'
  Preparing metadata (pyproject.toml): started
  Preparing metadata (pyproject.toml): finished with status 'done'
Collecting opencv-python (from crabs==0.1.dev401+g73d539d)
  Using cached opencv_python-4.10.0.84-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (20 kB)
Collecting sleap==1.3.3 (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached sleap-1.3.3-py3-none-any.whl.metadata (17 kB)
Collecting typer (from crabs==0.1.dev401+g73d539d)
  Using cached typer-0.12.3-py3-none-any.whl.metadata (15 kB)
Collecting timecode (from crabs==0.1.dev401+g73d539d)
  Using cached timecode-1.4.0-py2.py3-none-any.whl
Collecting torch (from crabs==0.1.dev401+g73d539d)
  Using cached torch-2.3.1-cp310-cp310-manylinux1_x86_64.whl.metadata (26 kB)
Collecting torchvision (from crabs==0.1.dev401+g73d539d)
  Using cached torchvision-0.18.1-cp310-cp310-manylinux1_x86_64.whl.metadata (6.6 kB)
Collecting pycocotools (from crabs==0.1.dev401+g73d539d)
  Using cached pycocotools-2.0.8-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (1.1 kB)
Collecting filterpy (from crabs==0.1.dev401+g73d539d)
  Using cached filterpy-1.4.5-py3-none-any.whl
Collecting lightning (from crabs==0.1.dev401+g73d539d)
  Using cached lightning-2.3.1-py3-none-any.whl.metadata (54 kB)
Collecting mlflow (from crabs==0.1.dev401+g73d539d)
  Using cached mlflow-2.14.1-py3-none-any.whl.metadata (29 kB)
Collecting optuna (from crabs==0.1.dev401+g73d539d)
  Using cached optuna-3.6.1-py3-none-any.whl.metadata (17 kB)
Collecting imgstore<0.3.0 (from sleap==1.3.3->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached imgstore-0.2.9-py2.py3-none-any.whl.metadata (7.2 kB)
Collecting ndx-pose (from sleap==1.3.3->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached ndx_pose-0.1.1-py2.py3-none-any.whl.metadata (3.7 kB)
Collecting nixio>=1.5.3 (from sleap==1.3.3->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached nixio-1.5.3-py3-none-any.whl.metadata (2.3 kB)
Collecting qimage2ndarray (from sleap==1.3.3->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached qimage2ndarray-1.10.0-py3-none-any.whl.metadata (2.3 kB)
Collecting segmentation-models (from sleap==1.3.3->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached segmentation_models-1.0.1-py3-none-any.whl.metadata (938 bytes)
Collecting pynwb>=2.3.3 (from sleap==1.3.3->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached pynwb-2.8.0-py3-none-any.whl.metadata (8.8 kB)
Collecting attrs<=21.4.0,>=21.2.0 (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached attrs-21.4.0-py2.py3-none-any.whl.metadata (9.8 kB)
Collecting cattrs==1.1.1 (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached cattrs-1.1.1-py3-none-any.whl.metadata (12 kB)
Collecting jsmin (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached jsmin-3.0.1-py3-none-any.whl
Collecting jsonpickle==1.2 (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached jsonpickle-1.2-py2.py3-none-any.whl.metadata (1.1 kB)
Collecting networkx (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached networkx-3.3-py3-none-any.whl.metadata (5.1 kB)
Collecting numpy<1.23.0,>=1.19.5 (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached numpy-1.22.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (2.0 kB)
Collecting opencv-python (from crabs==0.1.dev401+g73d539d)
  Using cached opencv_python-4.5.5.64-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (18 kB)
Collecting pandas (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached pandas-2.2.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (19 kB)
Collecting pillow<=8.4.0,>=8.3.1 (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached Pillow-8.4.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (7.5 kB)
Collecting psutil (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached psutil-6.0.0-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (21 kB)
Collecting pykalman==0.9.5 (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached pykalman-0.9.5-py3-none-any.whl
Collecting pyyaml (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached PyYAML-6.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (2.1 kB)
Collecting pyzmq (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached pyzmq-26.0.3-cp310-cp310-manylinux_2_28_x86_64.whl.metadata (6.1 kB)
Collecting qtpy>=2.0.1 (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached QtPy-2.4.1-py3-none-any.whl.metadata (12 kB)
Collecting rich==10.16.1 (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached rich-10.16.1-py3-none-any.whl.metadata (19 kB)
Collecting imgaug==0.4.0 (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached imgaug-0.4.0-py2.py3-none-any.whl.metadata (1.8 kB)
Collecting scipy<=1.9.0,>=1.4.1 (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached scipy-1.9.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (2.2 kB)
Collecting scikit-image (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached scikit_image-0.24.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (14 kB)
Collecting scikit-learn==1.0.* (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached scikit_learn-1.0.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (10 kB)
Collecting scikit-video (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached scikit_video-1.1.11-py2.py3-none-any.whl.metadata (1.1 kB)
Collecting seaborn (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached seaborn-0.13.2-py3-none-any.whl.metadata (5.4 kB)
Collecting tensorflow-hub<=0.14.0 (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached tensorflow_hub-0.14.0-py2.py3-none-any.whl.metadata (1.4 kB)
Collecting urllib3<2.0 (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached urllib3-1.26.19-py2.py3-none-any.whl.metadata (49 kB)
Collecting protobuf<3.20 (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached protobuf-3.19.6-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (787 bytes)
Collecting PySide2<=5.14.1,>=5.13.2 (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached PySide2-5.13.2-5.13.2-cp35.cp36.cp37-abi3-manylinux1_x86_64.whl.metadata (4.8 kB)
Collecting tensorflow<2.9,>=2.6.3 (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached tensorflow-2.8.4-cp310-cp310-manylinux2010_x86_64.whl.metadata (2.9 kB)
Collecting python-rapidjson (from sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached python_rapidjson-1.17-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (21 kB)
Collecting six (from imgaug==0.4.0->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached six-1.16.0-py2.py3-none-any.whl.metadata (1.8 kB)
Collecting matplotlib (from imgaug==0.4.0->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached matplotlib-3.9.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (11 kB)
Collecting imageio (from imgaug==0.4.0->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached imageio-2.34.2-py3-none-any.whl.metadata (4.9 kB)
Collecting Shapely (from imgaug==0.4.0->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached shapely-2.0.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (7.0 kB)
Collecting colorama<0.5.0,>=0.4.0 (from rich==10.16.1->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached colorama-0.4.6-py2.py3-none-any.whl.metadata (17 kB)
Collecting commonmark<0.10.0,>=0.9.0 (from rich==10.16.1->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached commonmark-0.9.1-py2.py3-none-any.whl.metadata (5.7 kB)
Collecting pygments<3.0.0,>=2.6.0 (from rich==10.16.1->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached pygments-2.18.0-py3-none-any.whl.metadata (2.5 kB)
Collecting joblib>=0.11 (from scikit-learn==1.0.*->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached joblib-1.4.2-py3-none-any.whl.metadata (5.4 kB)
Collecting threadpoolctl>=2.0.0 (from scikit-learn==1.0.*->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
  Using cached threadpoolctl-3.5.0-py3-none-any.whl.metadata (13 kB)
Collecting fsspec<2026.0,>=2022.5.0 (from fsspec[http]<2026.0,>=2022.5.0->lightning->crabs==0.1.dev401+g73d539d)
  Using cached fsspec-2024.6.1-py3-none-any.whl.metadata (11 kB)
Collecting lightning-utilities<2.0,>=0.10.0 (from lightning->crabs==0.1.dev401+g73d539d)
  Using cached lightning_utilities-0.11.3.post0-py3-none-any.whl.metadata (4.7 kB)
Collecting packaging<25.0,>=20.0 (from lightning->crabs==0.1.dev401+g73d539d)
  Using cached packaging-24.1-py3-none-any.whl.metadata (3.2 kB)
Collecting torchmetrics<3.0,>=0.7.0 (from lightning->crabs==0.1.dev401+g73d539d)
  Using cached torchmetrics-1.4.0.post0-py3-none-any.whl.metadata (19 kB)
Collecting tqdm<6.0,>=4.57.0 (from lightning->crabs==0.1.dev401+g73d539d)
  Using cached tqdm-4.66.4-py3-none-any.whl.metadata (57 kB)
Collecting typing-extensions<6.0,>=4.4.0 (from lightning->crabs==0.1.dev401+g73d539d)
  Using cached typing_extensions-4.12.2-py3-none-any.whl.metadata (3.0 kB)
Collecting pytorch-lightning (from lightning->crabs==0.1.dev401+g73d539d)
  Using cached pytorch_lightning-2.3.1-py3-none-any.whl.metadata (21 kB)
Collecting filelock (from torch->crabs==0.1.dev401+g73d539d)
  Using cached filelock-3.15.4-py3-none-any.whl.metadata (2.9 kB)
Collecting sympy (from torch->crabs==0.1.dev401+g73d539d)
  Using cached sympy-1.12.1-py3-none-any.whl.metadata (12 kB)
Collecting jinja2 (from torch->crabs==0.1.dev401+g73d539d)
  Using cached jinja2-3.1.4-py3-none-any.whl.metadata (2.6 kB)
Collecting nvidia-cuda-nvrtc-cu12==12.1.105 (from torch->crabs==0.1.dev401+g73d539d)
  Using cached nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)
Collecting nvidia-cuda-runtime-cu12==12.1.105 (from torch->crabs==0.1.dev401+g73d539d)
  Using cached nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)
Collecting nvidia-cuda-cupti-cu12==12.1.105 (from torch->crabs==0.1.dev401+g73d539d)
  Using cached nvidia_cuda_cupti_cu12-12.1.105-py3-none-manylinux1_x86_64.whl.metadata (1.6 kB)
Collecting nvidia-cudnn-cu12==8.9.2.26 (from torch->crabs==0.1.dev401+g73d539d)
  Using cached nvidia_cudnn_cu12-8.9.2.26-py3-none-manylinux1_x86_64.whl.metadata (1.6 kB)
Collecting nvidia-cublas-cu12==12.1.3.1 (from torch->crabs==0.1.dev401+g73d539d)
  Using cached nvidia_cublas_cu12-12.1.3.1-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)
Collecting nvidia-cufft-cu12==11.0.2.54 (from torch->crabs==0.1.dev401+g73d539d)
  Using cached nvidia_cufft_cu12-11.0.2.54-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)
Collecting nvidia-curand-cu12==10.3.2.106 (from torch->crabs==0.1.dev401+g73d539d)
  Using cached nvidia_curand_cu12-10.3.2.106-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)
Collecting nvidia-cusolver-cu12==11.4.5.107 (from torch->crabs==0.1.dev401+g73d539d)
  Using cached nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl.metadata (1.6 kB)
Collecting nvidia-cusparse-cu12==12.1.0.106 (from torch->crabs==0.1.dev401+g73d539d)
  Using cached nvidia_cusparse_cu12-12.1.0.106-py3-none-manylinux1_x86_64.whl.metadata (1.6 kB)
Collecting nvidia-nccl-cu12==2.20.5 (from torch->crabs==0.1.dev401+g73d539d)
  Using cached nvidia_nccl_cu12-2.20.5-py3-none-manylinux2014_x86_64.whl.metadata (1.8 kB)
Collecting nvidia-nvtx-cu12==12.1.105 (from torch->crabs==0.1.dev401+g73d539d)
  Using cached nvidia_nvtx_cu12-12.1.105-py3-none-manylinux1_x86_64.whl.metadata (1.7 kB)
Collecting triton==2.3.1 (from torch->crabs==0.1.dev401+g73d539d)
  Using cached triton-2.3.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (1.4 kB)
Collecting nvidia-nvjitlink-cu12 (from nvidia-cusolver-cu12==11.4.5.107->torch->crabs==0.1.dev401+g73d539d)
  Using cached nvidia_nvjitlink_cu12-12.5.40-py3-none-manylinux2014_x86_64.whl.metadata (1.5 kB)
Collecting Flask<4 (from mlflow->crabs==0.1.dev401+g73d539d)
  Using cached flask-3.0.3-py3-none-any.whl.metadata (3.2 kB)
Collecting alembic!=1.10.0,<2 (from mlflow->crabs==0.1.dev401+g73d539d)
  Using cached alembic-1.13.2-py3-none-any.whl.metadata (7.4 kB)
Collecting cachetools<6,>=5.0.0 (from mlflow->crabs==0.1.dev401+g73d539d)
  Using cached cachetools-5.3.3-py3-none-any.whl.metadata (5.3 kB)
Collecting click<9,>=7.0 (from mlflow->crabs==0.1.dev401+g73d539d)
  Using cached click-8.1.7-py3-none-any.whl.metadata (3.0 kB)
Collecting cloudpickle<4 (from mlflow->crabs==0.1.dev401+g73d539d)
  Using cached cloudpickle-3.0.0-py3-none-any.whl.metadata (7.0 kB)
Collecting docker<8,>=4.0.0 (from mlflow->crabs==0.1.dev401+g73d539d)
  Using cached docker-7.1.0-py3-none-any.whl.metadata (3.8 kB)
Collecting entrypoints<1 (from mlflow->crabs==0.1.dev401+g73d539d)
  Using cached entrypoints-0.4-py3-none-any.whl.metadata (2.6 kB)
Collecting gitpython<4,>=3.1.9 (from mlflow->crabs==0.1.dev401+g73d539d)
  Using cached GitPython-3.1.43-py3-none-any.whl.metadata (13 kB)
Collecting graphene<4 (from mlflow->crabs==0.1.dev401+g73d539d)
  Using cached graphene-3.3-py2.py3-none-any.whl.metadata (7.7 kB)
Collecting importlib-metadata!=4.7.0,<8,>=3.7.0 (from mlflow->crabs==0.1.dev401+g73d539d)
  Using cached importlib_metadata-7.2.1-py3-none-any.whl.metadata (4.6 kB)
Collecting markdown<4,>=3.3 (from mlflow->crabs==0.1.dev401+g73d539d)
  Using cached Markdown-3.6-py3-none-any.whl.metadata (7.0 kB)
Collecting opentelemetry-api<3,>=1.9.0 (from mlflow->crabs==0.1.dev401+g73d539d)
  Using cached opentelemetry_api-1.25.0-py3-none-any.whl.metadata (1.4 kB)
Collecting opentelemetry-sdk<3,>=1.9.0 (from mlflow->crabs==0.1.dev401+g73d539d)
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Collecting yarl<2.0,>=1.0 (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<2026.0,>=2022.5.0->lightning->crabs==0.1.dev401+g73d539d)
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Collecting jsonschema>=2.6.0 (from hdmf>=3.14.0->pynwb>=2.3.3->sleap==1.3.3->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
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Collecting ruamel-yaml>=0.16 (from hdmf>=3.14.0->pynwb>=2.3.3->sleap==1.3.3->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
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Collecting google-auth-oauthlib<0.5,>=0.4.1 (from tensorboard<2.9,>=2.8->tensorflow<2.9,>=2.6.3->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
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Collecting pyasn1-modules>=0.2.1 (from google-auth<3,>=1.6.3->tensorboard<2.9,>=2.8->tensorflow<2.9,>=2.6.3->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
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Collecting rsa<5,>=3.1.4 (from google-auth<3,>=1.6.3->tensorboard<2.9,>=2.8->tensorflow<2.9,>=2.6.3->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
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Collecting requests-oauthlib>=0.7.0 (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.9,>=2.8->tensorflow<2.9,>=2.6.3->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
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Collecting jsonschema>=2.6.0 (from hdmf>=3.14.0->pynwb>=2.3.3->sleap==1.3.3->sleap[pypi]==1.3.3->crabs==0.1.dev401+g73d539d)
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Building wheels for collected packages: crabs
  Building wheel for crabs (pyproject.toml): started
  Building wheel for crabs (pyproject.toml): finished with status 'done'
  Created wheel for crabs: filename=crabs-0.1.dev401+g73d539d-py3-none-any.whl size=58300 sha256=c1ac64b9a525077b62de6f7d974682c6745060cb267781e2475fea7138739c68
  Stored in directory: /tmp/pip-ephem-wheel-cache-zil516eq/wheels/c8/45/0b/078b38b543d95b0623f05b93cbc9daa748c0067e97d76cc8a3
Successfully built crabs
Installing collected packages: timecode, tensorflow-estimator, tensorboard-plugin-wit, shiboken2, pytz, pykalman, mpmath, libclang, keras, jsonpickle, jsmin, flatbuffers, commonmark, aniso8601, zipp, wrapt, urllib3, tzlocal, tzdata, typing-extensions, tqdm, threadpoolctl, termcolor, tensorflow-io-gcs-filesystem, tensorboard-data-server, sympy, sqlparse, smmap, six, shellingham, ruamel.yaml.clib, pyzmq, pyyaml, python-rapidjson, PySide2, pyrsistent, pyparsing, pygments, pyasn1, psutil, protobuf, pillow, packaging, oauthlib, nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, numpy, networkx, multidict, MarkupSafe, markdown, kiwisolver, joblib, itsdangerous, idna, grpcio, greenlet, graphql-core, gast, fsspec, frozenlist, fonttools, filelock, entrypoints, cycler, colorlog, colorama, cloudpickle, click, charset-normalizer, certifi, cachetools, blinker, attrs, async-timeout, absl-py, yarl, Werkzeug, triton, tifffile, tensorflow-hub, sqlalchemy, Shapely, scipy, ruamel-yaml, rsa, rich, requests, querystring-parser, qtpy, qimage2ndarray, PyWavelets, python-dateutil, pyasn1-modules, pyarrow, opt-einsum, opencv-python, nvidia-cusparse-cu12, nvidia-cudnn-cu12, Mako, lightning-utilities, keras-preprocessing, jsonschema, jinja2, importlib-metadata, imageio, h5py, gunicorn, graphql-relay, google-pasta, gitdb, deprecated, contourpy, cattrs, astunparse, aiosignal, typer, scikit-video, scikit-learn, scikit-image, requests-oauthlib, pandas, opentelemetry-api, nvidia-cusolver-cu12, nixio, matplotlib, keras-applications, graphene, google-auth, gitpython, Flask, docker, alembic, aiohttp, torch, seaborn, pycocotools, optuna, opentelemetry-semantic-conventions, imgstore, imgaug, image-classifiers, hdmf, google-auth-oauthlib, filterpy, efficientnet, torchvision, torchmetrics, tensorboard, segmentation-models, pynwb, opentelemetry-sdk, tensorflow, pytorch-lightning, ndx-pose, mlflow, sleap, lightning, crabs
Successfully installed Flask-3.0.3 Mako-1.3.5 MarkupSafe-2.1.5 PySide2-5.13.2 PyWavelets-1.6.0 Shapely-2.0.4 Werkzeug-3.0.3 absl-py-2.1.0 aiohttp-3.9.5 aiosignal-1.3.1 alembic-1.13.2 aniso8601-9.0.1 astunparse-1.6.3 async-timeout-4.0.3 attrs-21.4.0 blinker-1.8.2 cachetools-5.3.3 cattrs-1.1.1 certifi-2024.6.2 charset-normalizer-3.3.2 click-8.1.7 cloudpickle-3.0.0 colorama-0.4.6 colorlog-6.8.2 commonmark-0.9.1 contourpy-1.2.1 crabs-0.1.dev401+g73d539d cycler-0.12.1 deprecated-1.2.14 docker-7.1.0 efficientnet-1.0.0 entrypoints-0.4 filelock-3.15.4 filterpy-1.4.5 flatbuffers-24.3.25 fonttools-4.53.0 frozenlist-1.4.1 fsspec-2024.6.1 gast-0.6.0 gitdb-4.0.11 gitpython-3.1.43 google-auth-2.30.0 google-auth-oauthlib-0.4.6 google-pasta-0.2.0 graphene-3.3 graphql-core-3.2.3 graphql-relay-3.2.0 greenlet-3.0.3 grpcio-1.64.1 gunicorn-22.0.0 h5py-3.11.0 hdmf-3.14.1 idna-3.7 image-classifiers-1.0.0 imageio-2.34.2 imgaug-0.4.0 imgstore-0.2.9 importlib-metadata-7.1.0 itsdangerous-2.2.0 jinja2-3.1.4 joblib-1.4.2 jsmin-3.0.1 jsonpickle-1.2 jsonschema-4.17.3 keras-2.8.0 keras-applications-1.0.8 keras-preprocessing-1.1.2 kiwisolver-1.4.5 libclang-18.1.1 lightning-2.3.1 lightning-utilities-0.11.3.post0 markdown-3.6 matplotlib-3.8.4 mlflow-2.14.1 mpmath-1.3.0 multidict-6.0.5 ndx-pose-0.1.1 networkx-3.3 nixio-1.5.3 numpy-1.22.4 nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.20.5 nvidia-nvjitlink-cu12-12.5.40 nvidia-nvtx-cu12-12.1.105 oauthlib-3.2.2 opencv-python-4.5.5.64 opentelemetry-api-1.25.0 opentelemetry-sdk-1.25.0 opentelemetry-semantic-conventions-0.46b0 opt-einsum-3.3.0 optuna-3.6.1 packaging-24.1 pandas-2.2.2 pillow-8.4.0 protobuf-3.19.6 psutil-6.0.0 pyarrow-15.0.2 pyasn1-0.6.0 pyasn1-modules-0.4.0 pycocotools-2.0.8 pygments-2.18.0 pykalman-0.9.5 pynwb-2.8.0 pyparsing-3.1.2 pyrsistent-0.20.0 python-dateutil-2.9.0.post0 python-rapidjson-1.17 pytorch-lightning-2.3.1 pytz-2024.1 pyyaml-6.0.1 pyzmq-26.0.3 qimage2ndarray-1.10.0 qtpy-2.4.1 querystring-parser-1.2.4 requests-2.32.3 requests-oauthlib-2.0.0 rich-10.16.1 rsa-4.9 ruamel-yaml-0.18.6 ruamel.yaml.clib-0.2.8 scikit-image-0.19.3 scikit-learn-1.0.2 scikit-video-1.1.11 scipy-1.9.0 seaborn-0.13.2 segmentation-models-1.0.1 shellingham-1.5.4 shiboken2-5.13.2 six-1.16.0 sleap-1.3.3 smmap-5.0.1 sqlalchemy-2.0.31 sqlparse-0.5.0 sympy-1.12.1 tensorboard-2.8.0 tensorboard-data-server-0.6.1 tensorboard-plugin-wit-1.8.1 tensorflow-2.8.4 tensorflow-estimator-2.8.0 tensorflow-hub-0.14.0 tensorflow-io-gcs-filesystem-0.37.0 termcolor-2.4.0 threadpoolctl-3.5.0 tifffile-2024.6.18 timecode-1.4.0 torch-2.3.1 torchmetrics-1.4.0.post0 torchvision-0.18.1 tqdm-4.66.4 triton-2.3.1 typer-0.12.3 typing-extensions-4.12.2 tzdata-2024.1 tzlocal-5.2 urllib3-1.26.19 wrapt-1.16.0 yarl-1.9.4 zipp-3.19.2
/tmp/crabs-dev-42-5313275
/tmp/crabs-dev-42-5313275/bin/python
/tmp/crabs-dev-42-5313275/bin/pip
Git branch: main
# packages in environment at /tmp/crabs-dev-42-5313275:
#
# Name                    Version                   Build  Channel
crabs                     0.1.dev401+g73d539d          pypi_0    pypi
-----
Memory used per GPU before training
name, memory.total [MiB], memory.free [MiB], memory.used [MiB] NVIDIA A100-SXM4-40GB, 40960 MiB, 30706 MiB, 9633 MiB
-----
loading annotations into memory...
Done (t=0.21s)
creating index...
index created!
loading annotations into memory...
Done (t=0.22s)
creating index...
index created!

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Epoch 0:  81%|████████  | 88/109 [06:25<01:32,  0.23it/s, v_num=6e0e]
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Epoch 0:  82%|████████▏ | 89/109 [06:26<01:26,  0.23it/s, v_num=6e0e]
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Epoch 0:  86%|████████▌ | 94/109 [07:02<01:07,  0.22it/s, v_num=6e0e]
Epoch 0:  86%|████████▌ | 94/109 [07:02<01:07,  0.22it/s, v_num=6e0e]
Epoch 0:  87%|████████▋ | 95/109 [07:02<01:02,  0.22it/s, v_num=6e0e]
Epoch 0:  87%|████████▋ | 95/109 [07:02<01:02,  0.22it/s, v_num=6e0e]
Epoch 0:  88%|████████▊ | 96/109 [07:03<00:57,  0.23it/s, v_num=6e0e]
Epoch 0:  88%|████████▊ | 96/109 [07:03<00:57,  0.23it/s, v_num=6e0e]
Epoch 0:  89%|████████▉ | 97/109 [07:04<00:52,  0.23it/s, v_num=6e0e]
Epoch 0:  89%|████████▉ | 97/109 [07:04<00:52,  0.23it/s, v_num=6e0e]
Epoch 0:  90%|████████▉ | 98/109 [07:21<00:49,  0.22it/s, v_num=6e0e]
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Epoch 0:  91%|█████████ | 99/109 [07:21<00:44,  0.22it/s, v_num=6e0e]
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Epoch 0:  92%|█████████▏| 100/109 [07:22<00:39,  0.23it/s, v_num=6e0e]
Epoch 0:  92%|█████████▏| 100/109 [07:22<00:39,  0.23it/s, v_num=6e0e]
Epoch 0:  93%|█████████▎| 101/109 [07:23<00:35,  0.23it/s, v_num=6e0e]
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Epoch 0:  94%|█████████▎| 102/109 [07:38<00:31,  0.22it/s, v_num=6e0e]
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Epoch 0:  95%|█████████▌| 104/109 [07:40<00:22,  0.23it/s, v_num=6e0e]
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Epoch 0:  96%|█████████▋| 105/109 [07:41<00:17,  0.23it/s, v_num=6e0e]
Epoch 0:  96%|█████████▋| 105/109 [07:41<00:17,  0.23it/s, v_num=6e0e]
Epoch 0:  97%|█████████▋| 106/109 [07:54<00:13,  0.22it/s, v_num=6e0e]
Epoch 0:  97%|█████████▋| 106/109 [07:54<00:13,  0.22it/s, v_num=6e0e]
Epoch 0:  98%|█████████▊| 107/109 [07:55<00:08,  0.22it/s, v_num=6e0e]
Epoch 0:  98%|█████████▊| 107/109 [07:55<00:08,  0.22it/s, v_num=6e0e]
Epoch 0:  99%|█████████▉| 108/109 [07:56<00:04,  0.23it/s, v_num=6e0e]
Epoch 0:  99%|█████████▉| 108/109 [07:56<00:04,  0.23it/s, v_num=6e0e]
Epoch 0: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 0: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:12,  1.03it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.94it/s]

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Validation DataLoader 0:  64%|██████▍   | 9/14 [00:08<00:04,  1.01it/s]

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Validation DataLoader 0:  86%|████████▌ | 12/14 [00:11<00:01,  1.01it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  1.00it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:13<00:00,  1.03it/s]

                                                                        
Epoch 0: 100%|██████████| 109/109 [08:13<00:00,  0.22it/s, v_num=6e0e]
Epoch 0: 100%|██████████| 109/109 [08:13<00:00,  0.22it/s, v_num=6e0e]
Epoch 0:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 1:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 1:   1%|          | 1/109 [00:17<31:29,  0.06it/s, v_num=6e0e]
Epoch 1:   1%|          | 1/109 [00:17<31:29,  0.06it/s, v_num=6e0e]
Epoch 1:   2%|▏         | 2/109 [00:18<16:18,  0.11it/s, v_num=6e0e]
Epoch 1:   2%|▏         | 2/109 [00:18<16:18,  0.11it/s, v_num=6e0e]
Epoch 1:   3%|▎         | 3/109 [00:19<11:15,  0.16it/s, v_num=6e0e]
Epoch 1:   3%|▎         | 3/109 [00:19<11:15,  0.16it/s, v_num=6e0e]
Epoch 1:   4%|▎         | 4/109 [00:19<08:43,  0.20it/s, v_num=6e0e]
Epoch 1:   4%|▎         | 4/109 [00:19<08:43,  0.20it/s, v_num=6e0e]
Epoch 1:   5%|▍         | 5/109 [00:33<11:42,  0.15it/s, v_num=6e0e]
Epoch 1:   5%|▍         | 5/109 [00:33<11:42,  0.15it/s, v_num=6e0e]
Epoch 1:   6%|▌         | 6/109 [00:34<09:53,  0.17it/s, v_num=6e0e]
Epoch 1:   6%|▌         | 6/109 [00:34<09:53,  0.17it/s, v_num=6e0e]
Epoch 1:   6%|▋         | 7/109 [00:35<08:35,  0.20it/s, v_num=6e0e]
Epoch 1:   6%|▋         | 7/109 [00:35<08:35,  0.20it/s, v_num=6e0e]
Epoch 1:   7%|▋         | 8/109 [00:36<07:37,  0.22it/s, v_num=6e0e]
Epoch 1:   7%|▋         | 8/109 [00:36<07:37,  0.22it/s, v_num=6e0e]
Epoch 1:   8%|▊         | 9/109 [00:50<09:20,  0.18it/s, v_num=6e0e]
Epoch 1:   8%|▊         | 9/109 [00:50<09:20,  0.18it/s, v_num=6e0e]
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Epoch 1:   9%|▉         | 10/109 [00:51<08:27,  0.20it/s, v_num=6e0e]
Epoch 1:  10%|█         | 11/109 [00:52<07:44,  0.21it/s, v_num=6e0e]
Epoch 1:  10%|█         | 11/109 [00:52<07:44,  0.21it/s, v_num=6e0e]
Epoch 1:  11%|█         | 12/109 [00:52<07:07,  0.23it/s, v_num=6e0e]
Epoch 1:  11%|█         | 12/109 [00:52<07:07,  0.23it/s, v_num=6e0e]
Epoch 1:  12%|█▏        | 13/109 [01:05<08:06,  0.20it/s, v_num=6e0e]
Epoch 1:  12%|█▏        | 13/109 [01:05<08:06,  0.20it/s, v_num=6e0e]
Epoch 1:  13%|█▎        | 14/109 [01:06<07:32,  0.21it/s, v_num=6e0e]
Epoch 1:  13%|█▎        | 14/109 [01:06<07:32,  0.21it/s, v_num=6e0e]
Epoch 1:  14%|█▍        | 15/109 [01:09<07:13,  0.22it/s, v_num=6e0e]
Epoch 1:  14%|█▍        | 15/109 [01:09<07:13,  0.22it/s, v_num=6e0e]
Epoch 1:  15%|█▍        | 16/109 [01:09<06:46,  0.23it/s, v_num=6e0e]
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Epoch 1:  17%|█▋        | 19/109 [01:26<06:50,  0.22it/s, v_num=6e0e]
Epoch 1:  18%|█▊        | 20/109 [01:27<06:29,  0.23it/s, v_num=6e0e]
Epoch 1:  18%|█▊        | 20/109 [01:27<06:29,  0.23it/s, v_num=6e0e]
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Epoch 1:  20%|██        | 22/109 [01:41<06:41,  0.22it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:13<00:00,  1.04it/s]

                                                                        
Epoch 1: 100%|██████████| 109/109 [08:11<00:00,  0.22it/s, v_num=6e0e]
Epoch 1: 100%|██████████| 109/109 [08:11<00:00,  0.22it/s, v_num=6e0e]
Epoch 1:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 2:  87%|████████▋ | 95/109 [06:56<01:01,  0.23it/s, v_num=6e0e]
Epoch 2:  88%|████████▊ | 96/109 [06:57<00:56,  0.23it/s, v_num=6e0e]
Epoch 2:  88%|████████▊ | 96/109 [06:57<00:56,  0.23it/s, v_num=6e0e]
Epoch 2:  89%|████████▉ | 97/109 [06:58<00:51,  0.23it/s, v_num=6e0e]
Epoch 2:  89%|████████▉ | 97/109 [06:58<00:51,  0.23it/s, v_num=6e0e]
Epoch 2:  90%|████████▉ | 98/109 [07:11<00:48,  0.23it/s, v_num=6e0e]
Epoch 2:  90%|████████▉ | 98/109 [07:11<00:48,  0.23it/s, v_num=6e0e]
Epoch 2:  91%|█████████ | 99/109 [07:12<00:43,  0.23it/s, v_num=6e0e]
Epoch 2:  91%|█████████ | 99/109 [07:12<00:43,  0.23it/s, v_num=6e0e]
Epoch 2:  92%|█████████▏| 100/109 [07:13<00:38,  0.23it/s, v_num=6e0e]
Epoch 2:  92%|█████████▏| 100/109 [07:13<00:38,  0.23it/s, v_num=6e0e]
Epoch 2:  93%|█████████▎| 101/109 [07:14<00:34,  0.23it/s, v_num=6e0e]
Epoch 2:  93%|█████████▎| 101/109 [07:14<00:34,  0.23it/s, v_num=6e0e]
Epoch 2:  94%|█████████▎| 102/109 [07:29<00:30,  0.23it/s, v_num=6e0e]
Epoch 2:  94%|█████████▎| 102/109 [07:29<00:30,  0.23it/s, v_num=6e0e]
Epoch 2:  94%|█████████▍| 103/109 [07:30<00:26,  0.23it/s, v_num=6e0e]
Epoch 2:  94%|█████████▍| 103/109 [07:30<00:26,  0.23it/s, v_num=6e0e]
Epoch 2:  95%|█████████▌| 104/109 [07:30<00:21,  0.23it/s, v_num=6e0e]
Epoch 2:  95%|█████████▌| 104/109 [07:30<00:21,  0.23it/s, v_num=6e0e]
Epoch 2:  96%|█████████▋| 105/109 [07:31<00:17,  0.23it/s, v_num=6e0e]
Epoch 2:  96%|█████████▋| 105/109 [07:31<00:17,  0.23it/s, v_num=6e0e]
Epoch 2:  97%|█████████▋| 106/109 [07:46<00:13,  0.23it/s, v_num=6e0e]
Epoch 2:  97%|█████████▋| 106/109 [07:46<00:13,  0.23it/s, v_num=6e0e]
Epoch 2:  98%|█████████▊| 107/109 [07:47<00:08,  0.23it/s, v_num=6e0e]
Epoch 2:  98%|█████████▊| 107/109 [07:47<00:08,  0.23it/s, v_num=6e0e]
Epoch 2:  99%|█████████▉| 108/109 [07:47<00:04,  0.23it/s, v_num=6e0e]
Epoch 2:  99%|█████████▉| 108/109 [07:47<00:04,  0.23it/s, v_num=6e0e]
Epoch 2: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]
Epoch 2: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:12,  1.05it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.97it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.99it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:03<00:09,  1.03it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:04<00:08,  1.04it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:05<00:07,  1.04it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:06<00:06,  1.02it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:07<00:05,  1.04it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:08<00:04,  1.05it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:09<00:03,  1.05it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:10<00:02,  1.05it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:11<00:01,  1.04it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:12<00:00,  1.03it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:13<00:00,  1.07it/s]

                                                                        
Epoch 2: 100%|██████████| 109/109 [08:04<00:00,  0.23it/s, v_num=6e0e]
Epoch 2: 100%|██████████| 109/109 [08:04<00:00,  0.23it/s, v_num=6e0e]
Epoch 2:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 3:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 3:   1%|          | 1/109 [00:16<30:25,  0.06it/s, v_num=6e0e]
Epoch 3:   1%|          | 1/109 [00:16<30:25,  0.06it/s, v_num=6e0e]
Epoch 3:   2%|▏         | 2/109 [00:17<15:45,  0.11it/s, v_num=6e0e]
Epoch 3:   2%|▏         | 2/109 [00:17<15:45,  0.11it/s, v_num=6e0e]
Epoch 3:   3%|▎         | 3/109 [00:18<10:51,  0.16it/s, v_num=6e0e]
Epoch 3:   3%|▎         | 3/109 [00:18<10:51,  0.16it/s, v_num=6e0e]
Epoch 3:   4%|▎         | 4/109 [00:19<08:25,  0.21it/s, v_num=6e0e]
Epoch 3:   4%|▎         | 4/109 [00:19<08:25,  0.21it/s, v_num=6e0e]
Epoch 3:   5%|▍         | 5/109 [00:30<10:41,  0.16it/s, v_num=6e0e]
Epoch 3:   5%|▍         | 5/109 [00:30<10:41,  0.16it/s, v_num=6e0e]
Epoch 3:   6%|▌         | 6/109 [00:32<09:21,  0.18it/s, v_num=6e0e]
Epoch 3:   6%|▌         | 6/109 [00:32<09:21,  0.18it/s, v_num=6e0e]
Epoch 3:   6%|▋         | 7/109 [00:33<08:07,  0.21it/s, v_num=6e0e]
Epoch 3:   6%|▋         | 7/109 [00:33<08:07,  0.21it/s, v_num=6e0e]
Epoch 3:   7%|▋         | 8/109 [00:34<07:12,  0.23it/s, v_num=6e0e]
Epoch 3:   7%|▋         | 8/109 [00:34<07:12,  0.23it/s, v_num=6e0e]
Epoch 3:   8%|▊         | 9/109 [00:45<08:27,  0.20it/s, v_num=6e0e]
Epoch 3:   8%|▊         | 9/109 [00:45<08:27,  0.20it/s, v_num=6e0e]
Epoch 3:   9%|▉         | 10/109 [00:46<07:43,  0.21it/s, v_num=6e0e]
Epoch 3:   9%|▉         | 10/109 [00:46<07:43,  0.21it/s, v_num=6e0e]
Epoch 3:  10%|█         | 11/109 [00:47<07:04,  0.23it/s, v_num=6e0e]
Epoch 3:  10%|█         | 11/109 [00:47<07:04,  0.23it/s, v_num=6e0e]
Epoch 3:  11%|█         | 12/109 [00:48<06:31,  0.25it/s, v_num=6e0e]
Epoch 3:  11%|█         | 12/109 [00:48<06:31,  0.25it/s, v_num=6e0e]
Epoch 3:  12%|█▏        | 13/109 [01:01<07:30,  0.21it/s, v_num=6e0e]
Epoch 3:  12%|█▏        | 13/109 [01:01<07:30,  0.21it/s, v_num=6e0e]
Epoch 3:  13%|█▎        | 14/109 [01:03<07:08,  0.22it/s, v_num=6e0e]
Epoch 3:  13%|█▎        | 14/109 [01:03<07:08,  0.22it/s, v_num=6e0e]
Epoch 3:  14%|█▍        | 15/109 [01:04<06:41,  0.23it/s, v_num=6e0e]
Epoch 3:  14%|█▍        | 15/109 [01:04<06:41,  0.23it/s, v_num=6e0e]
Epoch 3:  15%|█▍        | 16/109 [01:04<06:16,  0.25it/s, v_num=6e0e]
Epoch 3:  15%|█▍        | 16/109 [01:04<06:16,  0.25it/s, v_num=6e0e]
Epoch 3:  16%|█▌        | 17/109 [01:16<06:54,  0.22it/s, v_num=6e0e]
Epoch 3:  16%|█▌        | 17/109 [01:16<06:54,  0.22it/s, v_num=6e0e]
Epoch 3:  17%|█▋        | 18/109 [01:17<06:30,  0.23it/s, v_num=6e0e]
Epoch 3:  17%|█▋        | 18/109 [01:17<06:30,  0.23it/s, v_num=6e0e]
Epoch 3:  17%|█▋        | 19/109 [01:18<06:09,  0.24it/s, v_num=6e0e]
Epoch 3:  17%|█▋        | 19/109 [01:18<06:09,  0.24it/s, v_num=6e0e]
Epoch 3:  18%|█▊        | 20/109 [01:18<05:50,  0.25it/s, v_num=6e0e]
Epoch 3:  18%|█▊        | 20/109 [01:18<05:50,  0.25it/s, v_num=6e0e]
Epoch 3:  19%|█▉        | 21/109 [01:33<06:29,  0.23it/s, v_num=6e0e]
Epoch 3:  19%|█▉        | 21/109 [01:33<06:29,  0.23it/s, v_num=6e0e]
Epoch 3:  20%|██        | 22/109 [01:33<06:11,  0.23it/s, v_num=6e0e]
Epoch 3:  20%|██        | 22/109 [01:33<06:11,  0.23it/s, v_num=6e0e]
Epoch 3:  21%|██        | 23/109 [01:34<05:53,  0.24it/s, v_num=6e0e]
Epoch 3:  21%|██        | 23/109 [01:34<05:53,  0.24it/s, v_num=6e0e]
Epoch 3:  22%|██▏       | 24/109 [01:35<05:37,  0.25it/s, v_num=6e0e]
Epoch 3:  22%|██▏       | 24/109 [01:35<05:37,  0.25it/s, v_num=6e0e]
Epoch 3:  23%|██▎       | 25/109 [01:49<06:09,  0.23it/s, v_num=6e0e]
Epoch 3:  23%|██▎       | 25/109 [01:49<06:09,  0.23it/s, v_num=6e0e]
Epoch 3:  24%|██▍       | 26/109 [01:50<05:53,  0.23it/s, v_num=6e0e]
Epoch 3:  24%|██▍       | 26/109 [01:50<05:53,  0.23it/s, v_num=6e0e]
Epoch 3:  25%|██▍       | 27/109 [01:51<05:38,  0.24it/s, v_num=6e0e]
Epoch 3:  25%|██▍       | 27/109 [01:51<05:38,  0.24it/s, v_num=6e0e]
Epoch 3:  26%|██▌       | 28/109 [01:52<05:26,  0.25it/s, v_num=6e0e]
Epoch 3:  26%|██▌       | 28/109 [01:52<05:26,  0.25it/s, v_num=6e0e]
Epoch 3:  27%|██▋       | 29/109 [02:07<05:52,  0.23it/s, v_num=6e0e]
Epoch 3:  27%|██▋       | 29/109 [02:07<05:52,  0.23it/s, v_num=6e0e]
Epoch 3:  28%|██▊       | 30/109 [02:08<05:38,  0.23it/s, v_num=6e0e]
Epoch 3:  28%|██▊       | 30/109 [02:08<05:38,  0.23it/s, v_num=6e0e]
Epoch 3:  28%|██▊       | 31/109 [02:09<05:25,  0.24it/s, v_num=6e0e]
Epoch 3:  28%|██▊       | 31/109 [02:09<05:25,  0.24it/s, v_num=6e0e]
Epoch 3:  29%|██▉       | 32/109 [02:10<05:12,  0.25it/s, v_num=6e0e]
Epoch 3:  29%|██▉       | 32/109 [02:10<05:13,  0.25it/s, v_num=6e0e]
Epoch 3:  30%|███       | 33/109 [02:22<05:27,  0.23it/s, v_num=6e0e]
Epoch 3:  30%|███       | 33/109 [02:22<05:27,  0.23it/s, v_num=6e0e]
Epoch 3:  31%|███       | 34/109 [02:23<05:15,  0.24it/s, v_num=6e0e]
Epoch 3:  31%|███       | 34/109 [02:23<05:15,  0.24it/s, v_num=6e0e]
Epoch 3:  32%|███▏      | 35/109 [02:23<05:04,  0.24it/s, v_num=6e0e]
Epoch 3:  32%|███▏      | 35/109 [02:23<05:04,  0.24it/s, v_num=6e0e]
Epoch 3:  33%|███▎      | 36/109 [02:24<04:53,  0.25it/s, v_num=6e0e]
Epoch 3:  33%|███▎      | 36/109 [02:24<04:53,  0.25it/s, v_num=6e0e]
Epoch 3:  34%|███▍      | 37/109 [02:38<05:08,  0.23it/s, v_num=6e0e]
Epoch 3:  34%|███▍      | 37/109 [02:38<05:08,  0.23it/s, v_num=6e0e]
Epoch 3:  35%|███▍      | 38/109 [02:39<04:57,  0.24it/s, v_num=6e0e]
Epoch 3:  35%|███▍      | 38/109 [02:39<04:57,  0.24it/s, v_num=6e0e]
Epoch 3:  36%|███▌      | 39/109 [02:40<04:47,  0.24it/s, v_num=6e0e]
Epoch 3:  36%|███▌      | 39/109 [02:40<04:47,  0.24it/s, v_num=6e0e]
Epoch 3:  37%|███▋      | 40/109 [02:40<04:37,  0.25it/s, v_num=6e0e]
Epoch 3:  37%|███▋      | 40/109 [02:40<04:37,  0.25it/s, v_num=6e0e]
Epoch 3:  38%|███▊      | 41/109 [02:54<04:48,  0.24it/s, v_num=6e0e]
Epoch 3:  38%|███▊      | 41/109 [02:54<04:48,  0.24it/s, v_num=6e0e]
Epoch 3:  39%|███▊      | 42/109 [02:56<04:41,  0.24it/s, v_num=6e0e]
Epoch 3:  39%|███▊      | 42/109 [02:56<04:41,  0.24it/s, v_num=6e0e]
Epoch 3:  39%|███▉      | 43/109 [02:57<04:31,  0.24it/s, v_num=6e0e]
Epoch 3:  39%|███▉      | 43/109 [02:57<04:31,  0.24it/s, v_num=6e0e]
Epoch 3:  40%|████      | 44/109 [02:57<04:22,  0.25it/s, v_num=6e0e]
Epoch 3:  40%|████      | 44/109 [02:57<04:22,  0.25it/s, v_num=6e0e]
Epoch 3:  41%|████▏     | 45/109 [03:08<04:28,  0.24it/s, v_num=6e0e]
Epoch 3:  41%|████▏     | 45/109 [03:08<04:28,  0.24it/s, v_num=6e0e]
Epoch 3:  42%|████▏     | 46/109 [03:12<04:23,  0.24it/s, v_num=6e0e]
Epoch 3:  42%|████▏     | 46/109 [03:12<04:23,  0.24it/s, v_num=6e0e]
Epoch 3:  43%|████▎     | 47/109 [03:12<04:14,  0.24it/s, v_num=6e0e]
Epoch 3:  43%|████▎     | 47/109 [03:12<04:14,  0.24it/s, v_num=6e0e]
Epoch 3:  44%|████▍     | 48/109 [03:13<04:06,  0.25it/s, v_num=6e0e]
Epoch 3:  44%|████▍     | 48/109 [03:13<04:06,  0.25it/s, v_num=6e0e]
Epoch 3:  45%|████▍     | 49/109 [03:26<04:13,  0.24it/s, v_num=6e0e]
Epoch 3:  45%|████▍     | 49/109 [03:26<04:13,  0.24it/s, v_num=6e0e]
Epoch 3:  46%|████▌     | 50/109 [03:27<04:05,  0.24it/s, v_num=6e0e]
Epoch 3:  46%|████▌     | 50/109 [03:27<04:05,  0.24it/s, v_num=6e0e]
Epoch 3:  47%|████▋     | 51/109 [03:28<03:57,  0.24it/s, v_num=6e0e]
Epoch 3:  47%|████▋     | 51/109 [03:28<03:57,  0.24it/s, v_num=6e0e]
Epoch 3:  48%|████▊     | 52/109 [03:30<03:50,  0.25it/s, v_num=6e0e]
Epoch 3:  48%|████▊     | 52/109 [03:30<03:50,  0.25it/s, v_num=6e0e]
Epoch 3:  49%|████▊     | 53/109 [03:43<03:55,  0.24it/s, v_num=6e0e]
Epoch 3:  49%|████▊     | 53/109 [03:43<03:55,  0.24it/s, v_num=6e0e]
Epoch 3:  50%|████▉     | 54/109 [03:44<03:48,  0.24it/s, v_num=6e0e]
Epoch 3:  50%|████▉     | 54/109 [03:44<03:48,  0.24it/s, v_num=6e0e]
Epoch 3:  50%|█████     | 55/109 [03:45<03:41,  0.24it/s, v_num=6e0e]
Epoch 3:  50%|█████     | 55/109 [03:45<03:41,  0.24it/s, v_num=6e0e]
Epoch 3:  51%|█████▏    | 56/109 [03:47<03:35,  0.25it/s, v_num=6e0e]
Epoch 3:  51%|█████▏    | 56/109 [03:47<03:35,  0.25it/s, v_num=6e0e]
Epoch 3:  52%|█████▏    | 57/109 [03:58<03:37,  0.24it/s, v_num=6e0e]
Epoch 3:  52%|█████▏    | 57/109 [03:58<03:37,  0.24it/s, v_num=6e0e]
Epoch 3:  53%|█████▎    | 58/109 [04:01<03:32,  0.24it/s, v_num=6e0e]
Epoch 3:  53%|█████▎    | 58/109 [04:01<03:32,  0.24it/s, v_num=6e0e]
Epoch 3:  54%|█████▍    | 59/109 [04:02<03:25,  0.24it/s, v_num=6e0e]
Epoch 3:  54%|█████▍    | 59/109 [04:02<03:25,  0.24it/s, v_num=6e0e]
Epoch 3:  55%|█████▌    | 60/109 [04:03<03:19,  0.25it/s, v_num=6e0e]
Epoch 3:  55%|█████▌    | 60/109 [04:03<03:19,  0.25it/s, v_num=6e0e]
Epoch 3:  56%|█████▌    | 61/109 [04:15<03:21,  0.24it/s, v_num=6e0e]
Epoch 3:  56%|█████▌    | 61/109 [04:15<03:21,  0.24it/s, v_num=6e0e]
Epoch 3:  57%|█████▋    | 62/109 [04:19<03:16,  0.24it/s, v_num=6e0e]
Epoch 3:  57%|█████▋    | 62/109 [04:19<03:16,  0.24it/s, v_num=6e0e]
Epoch 3:  58%|█████▊    | 63/109 [04:20<03:10,  0.24it/s, v_num=6e0e]
Epoch 3:  58%|█████▊    | 63/109 [04:20<03:10,  0.24it/s, v_num=6e0e]
Epoch 3:  59%|█████▊    | 64/109 [04:21<03:04,  0.24it/s, v_num=6e0e]
Epoch 3:  59%|█████▊    | 64/109 [04:21<03:04,  0.24it/s, v_num=6e0e]
Epoch 3:  60%|█████▉    | 65/109 [04:31<03:03,  0.24it/s, v_num=6e0e]
Epoch 3:  60%|█████▉    | 65/109 [04:31<03:03,  0.24it/s, v_num=6e0e]
Epoch 3:  61%|██████    | 66/109 [04:37<03:00,  0.24it/s, v_num=6e0e]
Epoch 3:  61%|██████    | 66/109 [04:37<03:00,  0.24it/s, v_num=6e0e]
Epoch 3:  61%|██████▏   | 67/109 [04:38<02:54,  0.24it/s, v_num=6e0e]
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Epoch 3:  62%|██████▏   | 68/109 [04:38<02:48,  0.24it/s, v_num=6e0e]
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Epoch 3:  65%|██████▌   | 71/109 [04:54<02:37,  0.24it/s, v_num=6e0e]
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Epoch 3:  68%|██████▊   | 74/109 [05:09<02:26,  0.24it/s, v_num=6e0e]
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Epoch 3:  71%|███████   | 77/109 [05:20<02:13,  0.24it/s, v_num=6e0e]
Epoch 3:  72%|███████▏  | 78/109 [05:25<02:09,  0.24it/s, v_num=6e0e]
Epoch 3:  72%|███████▏  | 78/109 [05:25<02:09,  0.24it/s, v_num=6e0e]
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Epoch 3:  73%|███████▎  | 80/109 [05:26<01:58,  0.24it/s, v_num=6e0e]
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Epoch 3:  74%|███████▍  | 81/109 [05:35<01:55,  0.24it/s, v_num=6e0e]
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Epoch 3:  75%|███████▌  | 82/109 [05:41<01:52,  0.24it/s, v_num=6e0e]
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Epoch 3:  76%|███████▌  | 83/109 [05:42<01:47,  0.24it/s, v_num=6e0e]
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Epoch 3:  78%|███████▊  | 85/109 [05:50<01:38,  0.24it/s, v_num=6e0e]
Epoch 3:  78%|███████▊  | 85/109 [05:50<01:38,  0.24it/s, v_num=6e0e]
Epoch 3:  79%|███████▉  | 86/109 [05:56<01:35,  0.24it/s, v_num=6e0e]
Epoch 3:  79%|███████▉  | 86/109 [05:56<01:35,  0.24it/s, v_num=6e0e]
Epoch 3:  80%|███████▉  | 87/109 [05:57<01:30,  0.24it/s, v_num=6e0e]
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Epoch 3:  81%|████████  | 88/109 [05:59<01:25,  0.24it/s, v_num=6e0e]
Epoch 3:  81%|████████  | 88/109 [05:59<01:25,  0.24it/s, v_num=6e0e]
Epoch 3:  82%|████████▏ | 89/109 [06:05<01:22,  0.24it/s, v_num=6e0e]
Epoch 3:  82%|████████▏ | 89/109 [06:05<01:22,  0.24it/s, v_num=6e0e]
Epoch 3:  83%|████████▎ | 90/109 [06:12<01:18,  0.24it/s, v_num=6e0e]
Epoch 3:  83%|████████▎ | 90/109 [06:12<01:18,  0.24it/s, v_num=6e0e]
Epoch 3:  83%|████████▎ | 91/109 [06:13<01:13,  0.24it/s, v_num=6e0e]
Epoch 3:  83%|████████▎ | 91/109 [06:13<01:13,  0.24it/s, v_num=6e0e]
Epoch 3:  84%|████████▍ | 92/109 [06:16<01:09,  0.24it/s, v_num=6e0e]
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Epoch 3:  86%|████████▌ | 94/109 [06:32<01:02,  0.24it/s, v_num=6e0e]
Epoch 3:  86%|████████▌ | 94/109 [06:32<01:02,  0.24it/s, v_num=6e0e]
Epoch 3:  87%|████████▋ | 95/109 [06:33<00:58,  0.24it/s, v_num=6e0e]
Epoch 3:  87%|████████▋ | 95/109 [06:33<00:58,  0.24it/s, v_num=6e0e]
Epoch 3:  88%|████████▊ | 96/109 [06:34<00:53,  0.24it/s, v_num=6e0e]
Epoch 3:  88%|████████▊ | 96/109 [06:34<00:53,  0.24it/s, v_num=6e0e]
Epoch 3:  89%|████████▉ | 97/109 [06:40<00:49,  0.24it/s, v_num=6e0e]
Epoch 3:  89%|████████▉ | 97/109 [06:40<00:49,  0.24it/s, v_num=6e0e]
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Epoch 3:  91%|█████████ | 99/109 [06:50<00:41,  0.24it/s, v_num=6e0e]
Epoch 3:  91%|█████████ | 99/109 [06:50<00:41,  0.24it/s, v_num=6e0e]
Epoch 3:  92%|█████████▏| 100/109 [06:52<00:37,  0.24it/s, v_num=6e0e]
Epoch 3:  92%|█████████▏| 100/109 [06:52<00:37,  0.24it/s, v_num=6e0e]
Epoch 3:  93%|█████████▎| 101/109 [06:57<00:33,  0.24it/s, v_num=6e0e]
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Epoch 3:  94%|█████████▎| 102/109 [07:07<00:29,  0.24it/s, v_num=6e0e]
Epoch 3:  94%|█████████▎| 102/109 [07:07<00:29,  0.24it/s, v_num=6e0e]
Epoch 3:  94%|█████████▍| 103/109 [07:08<00:24,  0.24it/s, v_num=6e0e]
Epoch 3:  94%|█████████▍| 103/109 [07:08<00:24,  0.24it/s, v_num=6e0e]
Epoch 3:  95%|█████████▌| 104/109 [07:13<00:20,  0.24it/s, v_num=6e0e]
Epoch 3:  95%|█████████▌| 104/109 [07:13<00:20,  0.24it/s, v_num=6e0e]
Epoch 3:  96%|█████████▋| 105/109 [07:14<00:16,  0.24it/s, v_num=6e0e]
Epoch 3:  96%|█████████▋| 105/109 [07:14<00:16,  0.24it/s, v_num=6e0e]
Epoch 3:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 3:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 3:  98%|█████████▊| 107/109 [07:26<00:08,  0.24it/s, v_num=6e0e]
Epoch 3:  98%|█████████▊| 107/109 [07:26<00:08,  0.24it/s, v_num=6e0e]
Epoch 3:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 3:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 3: 100%|██████████| 109/109 [07:31<00:00,  0.24it/s, v_num=6e0e]
Epoch 3: 100%|██████████| 109/109 [07:31<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:12,  1.03it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.91it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.92it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.91it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.96it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.97it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.98it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.98it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.98it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.97it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:13<00:00,  1.00it/s]

                                                                        
Epoch 3: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]
Epoch 3: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]
Epoch 3:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 4:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 4:   1%|          | 1/109 [00:20<37:07,  0.05it/s, v_num=6e0e]
Epoch 4:   1%|          | 1/109 [00:20<37:07,  0.05it/s, v_num=6e0e]
Epoch 4:   2%|▏         | 2/109 [00:21<19:02,  0.09it/s, v_num=6e0e]
Epoch 4:   2%|▏         | 2/109 [00:21<19:02,  0.09it/s, v_num=6e0e]
Epoch 4:   3%|▎         | 3/109 [00:22<13:00,  0.14it/s, v_num=6e0e]
Epoch 4:   3%|▎         | 3/109 [00:22<13:00,  0.14it/s, v_num=6e0e]
Epoch 4:   4%|▎         | 4/109 [00:22<09:59,  0.18it/s, v_num=6e0e]
Epoch 4:   4%|▎         | 4/109 [00:22<09:59,  0.18it/s, v_num=6e0e]
Epoch 4:   5%|▍         | 5/109 [00:36<12:43,  0.14it/s, v_num=6e0e]
Epoch 4:   5%|▍         | 5/109 [00:36<12:43,  0.14it/s, v_num=6e0e]
Epoch 4:   6%|▌         | 6/109 [00:37<10:44,  0.16it/s, v_num=6e0e]
Epoch 4:   6%|▌         | 6/109 [00:37<10:44,  0.16it/s, v_num=6e0e]
Epoch 4:   6%|▋         | 7/109 [00:38<09:18,  0.18it/s, v_num=6e0e]
Epoch 4:   6%|▋         | 7/109 [00:38<09:18,  0.18it/s, v_num=6e0e]
Epoch 4:   7%|▋         | 8/109 [00:39<08:14,  0.20it/s, v_num=6e0e]
Epoch 4:   7%|▋         | 8/109 [00:39<08:14,  0.20it/s, v_num=6e0e]
Epoch 4:   8%|▊         | 9/109 [00:52<09:45,  0.17it/s, v_num=6e0e]
Epoch 4:   8%|▊         | 9/109 [00:52<09:45,  0.17it/s, v_num=6e0e]
Epoch 4:   9%|▉         | 10/109 [00:53<08:49,  0.19it/s, v_num=6e0e]
Epoch 4:   9%|▉         | 10/109 [00:53<08:49,  0.19it/s, v_num=6e0e]
Epoch 4:  10%|█         | 11/109 [00:54<08:03,  0.20it/s, v_num=6e0e]
Epoch 4:  10%|█         | 11/109 [00:54<08:03,  0.20it/s, v_num=6e0e]
Epoch 4:  11%|█         | 12/109 [00:55<07:25,  0.22it/s, v_num=6e0e]
Epoch 4:  11%|█         | 12/109 [00:55<07:25,  0.22it/s, v_num=6e0e]
Epoch 4:  12%|█▏        | 13/109 [01:09<08:35,  0.19it/s, v_num=6e0e]
Epoch 4:  12%|█▏        | 13/109 [01:09<08:35,  0.19it/s, v_num=6e0e]
Epoch 4:  13%|█▎        | 14/109 [01:10<07:59,  0.20it/s, v_num=6e0e]
Epoch 4:  13%|█▎        | 14/109 [01:10<07:59,  0.20it/s, v_num=6e0e]
Epoch 4:  14%|█▍        | 15/109 [01:11<07:27,  0.21it/s, v_num=6e0e]
Epoch 4:  14%|█▍        | 15/109 [01:11<07:27,  0.21it/s, v_num=6e0e]
Epoch 4:  15%|█▍        | 16/109 [01:12<07:00,  0.22it/s, v_num=6e0e]
Epoch 4:  15%|█▍        | 16/109 [01:12<07:00,  0.22it/s, v_num=6e0e]
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Epoch 4:  17%|█▋        | 19/109 [01:28<06:57,  0.22it/s, v_num=6e0e]
Epoch 4:  18%|█▊        | 20/109 [01:29<06:36,  0.22it/s, v_num=6e0e]
Epoch 4:  18%|█▊        | 20/109 [01:29<06:36,  0.22it/s, v_num=6e0e]
Epoch 4:  19%|█▉        | 21/109 [01:41<07:07,  0.21it/s, v_num=6e0e]
Epoch 4:  19%|█▉        | 21/109 [01:41<07:07,  0.21it/s, v_num=6e0e]
Epoch 4:  20%|██        | 22/109 [01:43<06:50,  0.21it/s, v_num=6e0e]
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Epoch 4:  21%|██        | 23/109 [01:44<06:31,  0.22it/s, v_num=6e0e]
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Epoch 4:  22%|██▏       | 24/109 [01:45<06:13,  0.23it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:13<00:00,  1.03it/s]

                                                                        
Epoch 4: 100%|██████████| 109/109 [08:12<00:00,  0.22it/s, v_num=6e0e]
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Epoch 5:  94%|█████████▎| 102/109 [07:39<00:31,  0.22it/s, v_num=6e0e]
Epoch 5:  94%|█████████▎| 102/109 [07:39<00:31,  0.22it/s, v_num=6e0e]
Epoch 5:  94%|█████████▍| 103/109 [07:40<00:26,  0.22it/s, v_num=6e0e]
Epoch 5:  94%|█████████▍| 103/109 [07:40<00:26,  0.22it/s, v_num=6e0e]
Epoch 5:  95%|█████████▌| 104/109 [07:40<00:22,  0.23it/s, v_num=6e0e]
Epoch 5:  95%|█████████▌| 104/109 [07:40<00:22,  0.23it/s, v_num=6e0e]
Epoch 5:  96%|█████████▋| 105/109 [07:48<00:17,  0.22it/s, v_num=6e0e]
Epoch 5:  96%|█████████▋| 105/109 [07:48<00:17,  0.22it/s, v_num=6e0e]
Epoch 5:  97%|█████████▋| 106/109 [07:55<00:13,  0.22it/s, v_num=6e0e]
Epoch 5:  97%|█████████▋| 106/109 [07:55<00:13,  0.22it/s, v_num=6e0e]
Epoch 5:  98%|█████████▊| 107/109 [07:56<00:08,  0.22it/s, v_num=6e0e]
Epoch 5:  98%|█████████▊| 107/109 [07:56<00:08,  0.22it/s, v_num=6e0e]
Epoch 5:  99%|█████████▉| 108/109 [07:57<00:04,  0.23it/s, v_num=6e0e]
Epoch 5:  99%|█████████▉| 108/109 [07:57<00:04,  0.23it/s, v_num=6e0e]
Epoch 5: 100%|██████████| 109/109 [08:04<00:00,  0.23it/s, v_num=6e0e]
Epoch 5: 100%|██████████| 109/109 [08:04<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:12,  1.01it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.91it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.93it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.92it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.91it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.92it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.91it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 5: 100%|██████████| 109/109 [08:21<00:00,  0.22it/s, v_num=6e0e]
Epoch 5: 100%|██████████| 109/109 [08:21<00:00,  0.22it/s, v_num=6e0e]
Epoch 5:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 6:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 6:   1%|          | 1/109 [00:17<32:17,  0.06it/s, v_num=6e0e]
Epoch 6:   1%|          | 1/109 [00:17<32:17,  0.06it/s, v_num=6e0e]
Epoch 6:   2%|▏         | 2/109 [00:18<16:47,  0.11it/s, v_num=6e0e]
Epoch 6:   2%|▏         | 2/109 [00:18<16:47,  0.11it/s, v_num=6e0e]
Epoch 6:   3%|▎         | 3/109 [00:19<11:33,  0.15it/s, v_num=6e0e]
Epoch 6:   3%|▎         | 3/109 [00:19<11:33,  0.15it/s, v_num=6e0e]
Epoch 6:   4%|▎         | 4/109 [00:20<08:56,  0.20it/s, v_num=6e0e]
Epoch 6:   4%|▎         | 4/109 [00:20<08:56,  0.20it/s, v_num=6e0e]
Epoch 6:   5%|▍         | 5/109 [00:36<12:47,  0.14it/s, v_num=6e0e]
Epoch 6:   5%|▍         | 5/109 [00:36<12:47,  0.14it/s, v_num=6e0e]
Epoch 6:   6%|▌         | 6/109 [00:37<10:45,  0.16it/s, v_num=6e0e]
Epoch 6:   6%|▌         | 6/109 [00:37<10:45,  0.16it/s, v_num=6e0e]
Epoch 6:   6%|▋         | 7/109 [00:38<09:18,  0.18it/s, v_num=6e0e]
Epoch 6:   6%|▋         | 7/109 [00:38<09:18,  0.18it/s, v_num=6e0e]
Epoch 6:   7%|▋         | 8/109 [00:39<08:13,  0.20it/s, v_num=6e0e]
Epoch 6:   7%|▋         | 8/109 [00:39<08:13,  0.20it/s, v_num=6e0e]
Epoch 6:   8%|▊         | 9/109 [00:52<09:48,  0.17it/s, v_num=6e0e]
Epoch 6:   8%|▊         | 9/109 [00:52<09:48,  0.17it/s, v_num=6e0e]
Epoch 6:   9%|▉         | 10/109 [00:53<08:52,  0.19it/s, v_num=6e0e]
Epoch 6:   9%|▉         | 10/109 [00:53<08:52,  0.19it/s, v_num=6e0e]
Epoch 6:  10%|█         | 11/109 [00:54<08:06,  0.20it/s, v_num=6e0e]
Epoch 6:  10%|█         | 11/109 [00:54<08:06,  0.20it/s, v_num=6e0e]
Epoch 6:  11%|█         | 12/109 [00:55<07:28,  0.22it/s, v_num=6e0e]
Epoch 6:  11%|█         | 12/109 [00:55<07:28,  0.22it/s, v_num=6e0e]
Epoch 6:  12%|█▏        | 13/109 [01:12<08:55,  0.18it/s, v_num=6e0e]
Epoch 6:  12%|█▏        | 13/109 [01:12<08:55,  0.18it/s, v_num=6e0e]
Epoch 6:  13%|█▎        | 14/109 [01:13<08:17,  0.19it/s, v_num=6e0e]
Epoch 6:  13%|█▎        | 14/109 [01:13<08:17,  0.19it/s, v_num=6e0e]
Epoch 6:  14%|█▍        | 15/109 [01:14<07:44,  0.20it/s, v_num=6e0e]
Epoch 6:  14%|█▍        | 15/109 [01:14<07:44,  0.20it/s, v_num=6e0e]
Epoch 6:  15%|█▍        | 16/109 [01:14<07:15,  0.21it/s, v_num=6e0e]
Epoch 6:  15%|█▍        | 16/109 [01:14<07:15,  0.21it/s, v_num=6e0e]
Epoch 6:  16%|█▌        | 17/109 [01:29<08:01,  0.19it/s, v_num=6e0e]
Epoch 6:  16%|█▌        | 17/109 [01:29<08:01,  0.19it/s, v_num=6e0e]
Epoch 6:  17%|█▋        | 18/109 [01:29<07:33,  0.20it/s, v_num=6e0e]
Epoch 6:  17%|█▋        | 18/109 [01:29<07:33,  0.20it/s, v_num=6e0e]
Epoch 6:  17%|█▋        | 19/109 [01:30<07:08,  0.21it/s, v_num=6e0e]
Epoch 6:  17%|█▋        | 19/109 [01:30<07:08,  0.21it/s, v_num=6e0e]
Epoch 6:  18%|█▊        | 20/109 [01:31<06:45,  0.22it/s, v_num=6e0e]
Epoch 6:  18%|█▊        | 20/109 [01:31<06:45,  0.22it/s, v_num=6e0e]
Epoch 6:  19%|█▉        | 21/109 [01:47<07:29,  0.20it/s, v_num=6e0e]
Epoch 6:  19%|█▉        | 21/109 [01:47<07:29,  0.20it/s, v_num=6e0e]
Epoch 6:  20%|██        | 22/109 [01:48<07:07,  0.20it/s, v_num=6e0e]
Epoch 6:  20%|██        | 22/109 [01:48<07:07,  0.20it/s, v_num=6e0e]
Epoch 6:  21%|██        | 23/109 [01:48<06:47,  0.21it/s, v_num=6e0e]
Epoch 6:  21%|██        | 23/109 [01:48<06:47,  0.21it/s, v_num=6e0e]
Epoch 6:  22%|██▏       | 24/109 [01:51<06:34,  0.22it/s, v_num=6e0e]
Epoch 6:  22%|██▏       | 24/109 [01:51<06:34,  0.22it/s, v_num=6e0e]
Epoch 6:  23%|██▎       | 25/109 [02:05<07:00,  0.20it/s, v_num=6e0e]
Epoch 6:  23%|██▎       | 25/109 [02:05<07:00,  0.20it/s, v_num=6e0e]
Epoch 6:  24%|██▍       | 26/109 [02:05<06:42,  0.21it/s, v_num=6e0e]
Epoch 6:  24%|██▍       | 26/109 [02:05<06:42,  0.21it/s, v_num=6e0e]
Epoch 6:  25%|██▍       | 27/109 [02:06<06:25,  0.21it/s, v_num=6e0e]
Epoch 6:  25%|██▍       | 27/109 [02:06<06:25,  0.21it/s, v_num=6e0e]
Epoch 6:  26%|██▌       | 28/109 [02:08<06:10,  0.22it/s, v_num=6e0e]
Epoch 6:  26%|██▌       | 28/109 [02:08<06:10,  0.22it/s, v_num=6e0e]
Epoch 6:  27%|██▋       | 29/109 [02:22<06:32,  0.20it/s, v_num=6e0e]
Epoch 6:  27%|██▋       | 29/109 [02:22<06:32,  0.20it/s, v_num=6e0e]
Epoch 6:  28%|██▊       | 30/109 [02:23<06:16,  0.21it/s, v_num=6e0e]
Epoch 6:  28%|██▊       | 30/109 [02:23<06:16,  0.21it/s, v_num=6e0e]
Epoch 6:  28%|██▊       | 31/109 [02:23<06:02,  0.22it/s, v_num=6e0e]
Epoch 6:  28%|██▊       | 31/109 [02:23<06:02,  0.22it/s, v_num=6e0e]
Epoch 6:  29%|██▉       | 32/109 [02:24<05:48,  0.22it/s, v_num=6e0e]
Epoch 6:  29%|██▉       | 32/109 [02:24<05:48,  0.22it/s, v_num=6e0e]
Epoch 6:  30%|███       | 33/109 [02:40<06:10,  0.21it/s, v_num=6e0e]
Epoch 6:  30%|███       | 33/109 [02:40<06:10,  0.21it/s, v_num=6e0e]
Epoch 6:  31%|███       | 34/109 [02:41<05:56,  0.21it/s, v_num=6e0e]
Epoch 6:  31%|███       | 34/109 [02:41<05:56,  0.21it/s, v_num=6e0e]
Epoch 6:  32%|███▏      | 35/109 [02:42<05:43,  0.22it/s, v_num=6e0e]
Epoch 6:  32%|███▏      | 35/109 [02:42<05:43,  0.22it/s, v_num=6e0e]
Epoch 6:  33%|███▎      | 36/109 [02:43<05:30,  0.22it/s, v_num=6e0e]
Epoch 6:  33%|███▎      | 36/109 [02:43<05:30,  0.22it/s, v_num=6e0e]
Epoch 6:  34%|███▍      | 37/109 [02:57<05:44,  0.21it/s, v_num=6e0e]
Epoch 6:  34%|███▍      | 37/109 [02:57<05:44,  0.21it/s, v_num=6e0e]
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Epoch 6:  36%|███▌      | 39/109 [02:58<05:20,  0.22it/s, v_num=6e0e]
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Epoch 6:  37%|███▋      | 40/109 [02:59<05:09,  0.22it/s, v_num=6e0e]
Epoch 6:  37%|███▋      | 40/109 [02:59<05:09,  0.22it/s, v_num=6e0e]
Epoch 6:  38%|███▊      | 41/109 [03:14<05:22,  0.21it/s, v_num=6e0e]
Epoch 6:  38%|███▊      | 41/109 [03:14<05:22,  0.21it/s, v_num=6e0e]
Epoch 6:  39%|███▊      | 42/109 [03:15<05:11,  0.22it/s, v_num=6e0e]
Epoch 6:  39%|███▊      | 42/109 [03:15<05:11,  0.22it/s, v_num=6e0e]
Epoch 6:  39%|███▉      | 43/109 [03:16<05:00,  0.22it/s, v_num=6e0e]
Epoch 6:  39%|███▉      | 43/109 [03:16<05:00,  0.22it/s, v_num=6e0e]
Epoch 6:  40%|████      | 44/109 [03:16<04:50,  0.22it/s, v_num=6e0e]
Epoch 6:  40%|████      | 44/109 [03:16<04:50,  0.22it/s, v_num=6e0e]
Epoch 6:  41%|████▏     | 45/109 [03:31<05:00,  0.21it/s, v_num=6e0e]
Epoch 6:  41%|████▏     | 45/109 [03:31<05:00,  0.21it/s, v_num=6e0e]
Epoch 6:  42%|████▏     | 46/109 [03:31<04:50,  0.22it/s, v_num=6e0e]
Epoch 6:  42%|████▏     | 46/109 [03:31<04:50,  0.22it/s, v_num=6e0e]
Epoch 6:  43%|████▎     | 47/109 [03:32<04:40,  0.22it/s, v_num=6e0e]
Epoch 6:  43%|████▎     | 47/109 [03:32<04:40,  0.22it/s, v_num=6e0e]
Epoch 6:  44%|████▍     | 48/109 [03:33<04:31,  0.22it/s, v_num=6e0e]
Epoch 6:  44%|████▍     | 48/109 [03:33<04:31,  0.22it/s, v_num=6e0e]
Epoch 6:  45%|████▍     | 49/109 [03:48<04:39,  0.21it/s, v_num=6e0e]
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Epoch 6:  46%|████▌     | 50/109 [03:48<04:30,  0.22it/s, v_num=6e0e]
Epoch 6:  46%|████▌     | 50/109 [03:48<04:30,  0.22it/s, v_num=6e0e]
Epoch 6:  47%|████▋     | 51/109 [03:49<04:21,  0.22it/s, v_num=6e0e]
Epoch 6:  47%|████▋     | 51/109 [03:49<04:21,  0.22it/s, v_num=6e0e]
Epoch 6:  48%|████▊     | 52/109 [03:51<04:14,  0.22it/s, v_num=6e0e]
Epoch 6:  48%|████▊     | 52/109 [03:51<04:14,  0.22it/s, v_num=6e0e]
Epoch 6:  49%|████▊     | 53/109 [04:05<04:19,  0.22it/s, v_num=6e0e]
Epoch 6:  49%|████▊     | 53/109 [04:05<04:19,  0.22it/s, v_num=6e0e]
Epoch 6:  50%|████▉     | 54/109 [04:06<04:10,  0.22it/s, v_num=6e0e]
Epoch 6:  50%|████▉     | 54/109 [04:06<04:10,  0.22it/s, v_num=6e0e]
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Epoch 6:  50%|█████     | 55/109 [04:07<04:02,  0.22it/s, v_num=6e0e]
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Epoch 6:  52%|█████▏    | 57/109 [04:24<04:01,  0.22it/s, v_num=6e0e]
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Epoch 6:  55%|█████▌    | 60/109 [04:26<03:37,  0.22it/s, v_num=6e0e]
Epoch 6:  55%|█████▌    | 60/109 [04:26<03:37,  0.22it/s, v_num=6e0e]
Epoch 6:  56%|█████▌    | 61/109 [04:41<03:41,  0.22it/s, v_num=6e0e]
Epoch 6:  56%|█████▌    | 61/109 [04:41<03:41,  0.22it/s, v_num=6e0e]
Epoch 6:  57%|█████▋    | 62/109 [04:42<03:34,  0.22it/s, v_num=6e0e]
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Epoch 6:  58%|█████▊    | 63/109 [04:43<03:26,  0.22it/s, v_num=6e0e]
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Epoch 6:  59%|█████▊    | 64/109 [04:46<03:21,  0.22it/s, v_num=6e0e]
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Epoch 6:  60%|█████▉    | 65/109 [05:00<03:23,  0.22it/s, v_num=6e0e]
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Epoch 6:  61%|██████    | 66/109 [05:01<03:16,  0.22it/s, v_num=6e0e]
Epoch 6:  61%|██████▏   | 67/109 [05:02<03:09,  0.22it/s, v_num=6e0e]
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Epoch 6:  72%|███████▏  | 78/109 [05:57<02:21,  0.22it/s, v_num=6e0e]
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Epoch 6:  73%|███████▎  | 80/109 [05:58<02:10,  0.22it/s, v_num=6e0e]
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Epoch 6:  79%|███████▉  | 86/109 [06:29<01:44,  0.22it/s, v_num=6e0e]
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Epoch 6:  80%|███████▉  | 87/109 [06:30<01:38,  0.22it/s, v_num=6e0e]
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Epoch 6:  82%|████████▏ | 89/109 [06:43<01:30,  0.22it/s, v_num=6e0e]
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Epoch 6:  83%|████████▎ | 90/109 [06:44<01:25,  0.22it/s, v_num=6e0e]
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Epoch 6:  83%|████████▎ | 91/109 [06:45<01:20,  0.22it/s, v_num=6e0e]
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Epoch 6:  84%|████████▍ | 92/109 [06:46<01:15,  0.23it/s, v_num=6e0e]
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Epoch 6:  87%|████████▋ | 95/109 [07:00<01:02,  0.23it/s, v_num=6e0e]
Epoch 6:  87%|████████▋ | 95/109 [07:00<01:02,  0.23it/s, v_num=6e0e]
Epoch 6:  88%|████████▊ | 96/109 [07:03<00:57,  0.23it/s, v_num=6e0e]
Epoch 6:  88%|████████▊ | 96/109 [07:03<00:57,  0.23it/s, v_num=6e0e]
Epoch 6:  89%|████████▉ | 97/109 [07:16<00:53,  0.22it/s, v_num=6e0e]
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Epoch 6:  92%|█████████▏| 100/109 [07:20<00:39,  0.23it/s, v_num=6e0e]
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Epoch 6:  94%|█████████▎| 102/109 [07:34<00:31,  0.22it/s, v_num=6e0e]
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Epoch 6:  95%|█████████▌| 104/109 [07:39<00:22,  0.23it/s, v_num=6e0e]
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Epoch 6:  96%|█████████▋| 105/109 [07:48<00:17,  0.22it/s, v_num=6e0e]
Epoch 6:  96%|█████████▋| 105/109 [07:48<00:17,  0.22it/s, v_num=6e0e]
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Epoch 6:  97%|█████████▋| 106/109 [07:49<00:13,  0.23it/s, v_num=6e0e]
Epoch 6:  98%|█████████▊| 107/109 [07:50<00:08,  0.23it/s, v_num=6e0e]
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Epoch 6: 100%|██████████| 109/109 [08:04<00:00,  0.23it/s, v_num=6e0e]
Epoch 6: 100%|██████████| 109/109 [08:04<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.98it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.90it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.93it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.95it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.96it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.97it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 6: 100%|██████████| 109/109 [08:21<00:00,  0.22it/s, v_num=6e0e]
Epoch 6: 100%|██████████| 109/109 [08:21<00:00,  0.22it/s, v_num=6e0e]
Epoch 6:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 7:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 7:   1%|          | 1/109 [00:17<31:08,  0.06it/s, v_num=6e0e]
Epoch 7:   2%|▏         | 2/109 [00:18<16:14,  0.11it/s, v_num=6e0e]
Epoch 7:   2%|▏         | 2/109 [00:18<16:14,  0.11it/s, v_num=6e0e]
Epoch 7:   3%|▎         | 3/109 [00:19<11:12,  0.16it/s, v_num=6e0e]
Epoch 7:   3%|▎         | 3/109 [00:19<11:12,  0.16it/s, v_num=6e0e]
Epoch 7:   4%|▎         | 4/109 [00:19<08:41,  0.20it/s, v_num=6e0e]
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Epoch 7:   5%|▍         | 5/109 [00:32<11:23,  0.15it/s, v_num=6e0e]
Epoch 7:   5%|▍         | 5/109 [00:32<11:23,  0.15it/s, v_num=6e0e]
Epoch 7:   6%|▌         | 6/109 [00:35<10:16,  0.17it/s, v_num=6e0e]
Epoch 7:   6%|▌         | 6/109 [00:35<10:16,  0.17it/s, v_num=6e0e]
Epoch 7:   6%|▋         | 7/109 [00:36<08:58,  0.19it/s, v_num=6e0e]
Epoch 7:   6%|▋         | 7/109 [00:36<08:58,  0.19it/s, v_num=6e0e]
Epoch 7:   7%|▋         | 8/109 [00:37<07:57,  0.21it/s, v_num=6e0e]
Epoch 7:   7%|▋         | 8/109 [00:37<07:57,  0.21it/s, v_num=6e0e]
Epoch 7:   8%|▊         | 9/109 [00:49<09:07,  0.18it/s, v_num=6e0e]
Epoch 7:   8%|▊         | 9/109 [00:49<09:07,  0.18it/s, v_num=6e0e]
Epoch 7:   9%|▉         | 10/109 [00:53<08:46,  0.19it/s, v_num=6e0e]
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Epoch 7:  10%|█         | 11/109 [00:54<08:02,  0.20it/s, v_num=6e0e]
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Epoch 7:  11%|█         | 12/109 [00:54<07:24,  0.22it/s, v_num=6e0e]
Epoch 7:  11%|█         | 12/109 [00:54<07:24,  0.22it/s, v_num=6e0e]
Epoch 7:  12%|█▏        | 13/109 [01:07<08:17,  0.19it/s, v_num=6e0e]
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Epoch 7:  13%|█▎        | 14/109 [01:09<07:51,  0.20it/s, v_num=6e0e]
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Epoch 7:  14%|█▍        | 15/109 [01:10<07:20,  0.21it/s, v_num=6e0e]
Epoch 7:  14%|█▍        | 15/109 [01:10<07:20,  0.21it/s, v_num=6e0e]
Epoch 7:  15%|█▍        | 16/109 [01:11<06:52,  0.23it/s, v_num=6e0e]
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Epoch 7:  20%|██        | 22/109 [01:43<06:49,  0.21it/s, v_num=6e0e]
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Epoch 7: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 7: 100%|██████████| 109/109 [08:14<00:00,  0.22it/s, v_num=6e0e]
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Epoch 7:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 8:  99%|█████████▉| 108/109 [08:04<00:04,  0.22it/s, v_num=6e0e]
Epoch 8:  99%|█████████▉| 108/109 [08:04<00:04,  0.22it/s, v_num=6e0e]
Epoch 8: 100%|██████████| 109/109 [08:05<00:00,  0.22it/s, v_num=6e0e]
Epoch 8: 100%|██████████| 109/109 [08:05<00:00,  0.22it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.98it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.88it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.86it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.90it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.91it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.92it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.91it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 8: 100%|██████████| 109/109 [08:22<00:00,  0.22it/s, v_num=6e0e]
Epoch 8: 100%|██████████| 109/109 [08:22<00:00,  0.22it/s, v_num=6e0e]
Epoch 8:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 9:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 9:   1%|          | 1/109 [00:18<32:30,  0.06it/s, v_num=6e0e]
Epoch 9:   1%|          | 1/109 [00:18<32:30,  0.06it/s, v_num=6e0e]
Epoch 9:   2%|▏         | 2/109 [00:20<17:52,  0.10it/s, v_num=6e0e]
Epoch 9:   2%|▏         | 2/109 [00:20<17:52,  0.10it/s, v_num=6e0e]
Epoch 9:   3%|▎         | 3/109 [00:20<12:17,  0.14it/s, v_num=6e0e]
Epoch 9:   3%|▎         | 3/109 [00:20<12:17,  0.14it/s, v_num=6e0e]
Epoch 9:   4%|▎         | 4/109 [00:21<09:29,  0.18it/s, v_num=6e0e]
Epoch 9:   4%|▎         | 4/109 [00:21<09:29,  0.18it/s, v_num=6e0e]
Epoch 9:   5%|▍         | 5/109 [00:35<12:13,  0.14it/s, v_num=6e0e]
Epoch 9:   5%|▍         | 5/109 [00:35<12:13,  0.14it/s, v_num=6e0e]
Epoch 9:   6%|▌         | 6/109 [00:38<11:02,  0.16it/s, v_num=6e0e]
Epoch 9:   6%|▌         | 6/109 [00:38<11:02,  0.16it/s, v_num=6e0e]
Epoch 9:   6%|▋         | 7/109 [00:39<09:34,  0.18it/s, v_num=6e0e]
Epoch 9:   6%|▋         | 7/109 [00:39<09:34,  0.18it/s, v_num=6e0e]
Epoch 9:   7%|▋         | 8/109 [00:40<08:28,  0.20it/s, v_num=6e0e]
Epoch 9:   7%|▋         | 8/109 [00:40<08:28,  0.20it/s, v_num=6e0e]
Epoch 9:   8%|▊         | 9/109 [00:52<09:44,  0.17it/s, v_num=6e0e]
Epoch 9:   8%|▊         | 9/109 [00:52<09:44,  0.17it/s, v_num=6e0e]
Epoch 9:   9%|▉         | 10/109 [00:56<09:18,  0.18it/s, v_num=6e0e]
Epoch 9:   9%|▉         | 10/109 [00:56<09:18,  0.18it/s, v_num=6e0e]
Epoch 9:  10%|█         | 11/109 [00:57<08:29,  0.19it/s, v_num=6e0e]
Epoch 9:  10%|█         | 11/109 [00:57<08:29,  0.19it/s, v_num=6e0e]
Epoch 9:  11%|█         | 12/109 [00:58<07:48,  0.21it/s, v_num=6e0e]
Epoch 9:  11%|█         | 12/109 [00:58<07:48,  0.21it/s, v_num=6e0e]
Epoch 9:  12%|█▏        | 13/109 [01:10<08:43,  0.18it/s, v_num=6e0e]
Epoch 9:  12%|█▏        | 13/109 [01:10<08:43,  0.18it/s, v_num=6e0e]
Epoch 9:  13%|█▎        | 14/109 [01:14<08:25,  0.19it/s, v_num=6e0e]
Epoch 9:  13%|█▎        | 14/109 [01:14<08:25,  0.19it/s, v_num=6e0e]
Epoch 9:  14%|█▍        | 15/109 [01:15<07:52,  0.20it/s, v_num=6e0e]
Epoch 9:  14%|█▍        | 15/109 [01:15<07:52,  0.20it/s, v_num=6e0e]
Epoch 9:  15%|█▍        | 16/109 [01:16<07:22,  0.21it/s, v_num=6e0e]
Epoch 9:  15%|█▍        | 16/109 [01:16<07:22,  0.21it/s, v_num=6e0e]
Epoch 9:  16%|█▌        | 17/109 [01:27<07:55,  0.19it/s, v_num=6e0e]
Epoch 9:  16%|█▌        | 17/109 [01:27<07:55,  0.19it/s, v_num=6e0e]
Epoch 9:  17%|█▋        | 18/109 [01:32<07:47,  0.19it/s, v_num=6e0e]
Epoch 9:  17%|█▋        | 18/109 [01:32<07:47,  0.19it/s, v_num=6e0e]
Epoch 9:  17%|█▋        | 19/109 [01:33<07:21,  0.20it/s, v_num=6e0e]
Epoch 9:  17%|█▋        | 19/109 [01:33<07:21,  0.20it/s, v_num=6e0e]
Epoch 9:  18%|█▊        | 20/109 [01:34<06:58,  0.21it/s, v_num=6e0e]
Epoch 9:  18%|█▊        | 20/109 [01:34<06:58,  0.21it/s, v_num=6e0e]
Epoch 9:  19%|█▉        | 21/109 [01:44<07:18,  0.20it/s, v_num=6e0e]
Epoch 9:  19%|█▉        | 21/109 [01:44<07:18,  0.20it/s, v_num=6e0e]
Epoch 9:  20%|██        | 22/109 [01:49<07:11,  0.20it/s, v_num=6e0e]
Epoch 9:  20%|██        | 22/109 [01:49<07:11,  0.20it/s, v_num=6e0e]
Epoch 9:  21%|██        | 23/109 [01:49<06:51,  0.21it/s, v_num=6e0e]
Epoch 9:  21%|██        | 23/109 [01:49<06:51,  0.21it/s, v_num=6e0e]
Epoch 9:  22%|██▏       | 24/109 [01:50<06:32,  0.22it/s, v_num=6e0e]
Epoch 9:  22%|██▏       | 24/109 [01:50<06:32,  0.22it/s, v_num=6e0e]
Epoch 9:  23%|██▎       | 25/109 [02:03<06:54,  0.20it/s, v_num=6e0e]
Epoch 9:  23%|██▎       | 25/109 [02:03<06:54,  0.20it/s, v_num=6e0e]
Epoch 9:  24%|██▍       | 26/109 [02:08<06:51,  0.20it/s, v_num=6e0e]
Epoch 9:  24%|██▍       | 26/109 [02:08<06:51,  0.20it/s, v_num=6e0e]
Epoch 9:  25%|██▍       | 27/109 [02:09<06:33,  0.21it/s, v_num=6e0e]
Epoch 9:  25%|██▍       | 27/109 [02:09<06:33,  0.21it/s, v_num=6e0e]
Epoch 9:  26%|██▌       | 28/109 [02:10<06:17,  0.21it/s, v_num=6e0e]
Epoch 9:  26%|██▌       | 28/109 [02:10<06:17,  0.21it/s, v_num=6e0e]
Epoch 9:  27%|██▋       | 29/109 [02:21<06:29,  0.21it/s, v_num=6e0e]
Epoch 9:  27%|██▋       | 29/109 [02:21<06:29,  0.21it/s, v_num=6e0e]
Epoch 9:  28%|██▊       | 30/109 [02:24<06:21,  0.21it/s, v_num=6e0e]
Epoch 9:  28%|██▊       | 30/109 [02:24<06:21,  0.21it/s, v_num=6e0e]
Epoch 9:  28%|██▊       | 31/109 [02:25<06:06,  0.21it/s, v_num=6e0e]
Epoch 9:  28%|██▊       | 31/109 [02:25<06:06,  0.21it/s, v_num=6e0e]
Epoch 9:  29%|██▉       | 32/109 [02:26<05:52,  0.22it/s, v_num=6e0e]
Epoch 9:  29%|██▉       | 32/109 [02:26<05:52,  0.22it/s, v_num=6e0e]
Epoch 9:  30%|███       | 33/109 [02:38<06:05,  0.21it/s, v_num=6e0e]
Epoch 9:  30%|███       | 33/109 [02:38<06:05,  0.21it/s, v_num=6e0e]
Epoch 9:  31%|███       | 34/109 [02:40<05:54,  0.21it/s, v_num=6e0e]
Epoch 9:  31%|███       | 34/109 [02:40<05:54,  0.21it/s, v_num=6e0e]
Epoch 9:  32%|███▏      | 35/109 [02:41<05:41,  0.22it/s, v_num=6e0e]
Epoch 9:  32%|███▏      | 35/109 [02:41<05:41,  0.22it/s, v_num=6e0e]
Epoch 9:  33%|███▎      | 36/109 [02:42<05:29,  0.22it/s, v_num=6e0e]
Epoch 9:  33%|███▎      | 36/109 [02:42<05:29,  0.22it/s, v_num=6e0e]
Epoch 9:  34%|███▍      | 37/109 [02:56<05:44,  0.21it/s, v_num=6e0e]
Epoch 9:  34%|███▍      | 37/109 [02:56<05:44,  0.21it/s, v_num=6e0e]
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Epoch 9:  36%|███▌      | 39/109 [02:58<05:20,  0.22it/s, v_num=6e0e]
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Epoch 9:  37%|███▋      | 40/109 [02:59<05:09,  0.22it/s, v_num=6e0e]
Epoch 9:  37%|███▋      | 40/109 [02:59<05:09,  0.22it/s, v_num=6e0e]
Epoch 9:  38%|███▊      | 41/109 [03:16<05:26,  0.21it/s, v_num=6e0e]
Epoch 9:  38%|███▊      | 41/109 [03:16<05:26,  0.21it/s, v_num=6e0e]
Epoch 9:  39%|███▊      | 42/109 [03:17<05:15,  0.21it/s, v_num=6e0e]
Epoch 9:  39%|███▊      | 42/109 [03:17<05:15,  0.21it/s, v_num=6e0e]
Epoch 9:  39%|███▉      | 43/109 [03:18<05:04,  0.22it/s, v_num=6e0e]
Epoch 9:  39%|███▉      | 43/109 [03:18<05:04,  0.22it/s, v_num=6e0e]
Epoch 9:  40%|████      | 44/109 [03:19<04:54,  0.22it/s, v_num=6e0e]
Epoch 9:  40%|████      | 44/109 [03:19<04:54,  0.22it/s, v_num=6e0e]
Epoch 9:  41%|████▏     | 45/109 [03:32<05:01,  0.21it/s, v_num=6e0e]
Epoch 9:  41%|████▏     | 45/109 [03:32<05:01,  0.21it/s, v_num=6e0e]
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Epoch 9:  42%|████▏     | 46/109 [03:32<04:51,  0.22it/s, v_num=6e0e]
Epoch 9:  43%|████▎     | 47/109 [03:33<04:41,  0.22it/s, v_num=6e0e]
Epoch 9:  43%|████▎     | 47/109 [03:33<04:41,  0.22it/s, v_num=6e0e]
Epoch 9:  44%|████▍     | 48/109 [03:34<04:32,  0.22it/s, v_num=6e0e]
Epoch 9:  44%|████▍     | 48/109 [03:34<04:32,  0.22it/s, v_num=6e0e]
Epoch 9:  45%|████▍     | 49/109 [03:51<04:43,  0.21it/s, v_num=6e0e]
Epoch 9:  45%|████▍     | 49/109 [05:07<06:16,  0.16it/s, v_num=6e0e]
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Epoch 9:  46%|████▌     | 50/109 [05:07<06:03,  0.16it/s, v_num=6e0e]
Epoch 9:  47%|████▋     | 51/109 [05:08<05:51,  0.17it/s, v_num=6e0e]
Epoch 9:  47%|████▋     | 51/109 [05:08<05:51,  0.17it/s, v_num=6e0e]
Epoch 9:  48%|████▊     | 52/109 [05:09<05:39,  0.17it/s, v_num=6e0e]
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Epoch 9:  49%|████▊     | 53/109 [05:10<05:27,  0.17it/s, v_num=6e0e]
Epoch 9:  50%|████▉     | 54/109 [05:11<05:17,  0.17it/s, v_num=6e0e]
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Epoch 9:  52%|█████▏    | 57/109 [05:13<04:46,  0.18it/s, v_num=6e0e]
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Epoch 9:  55%|█████▌    | 60/109 [05:27<04:27,  0.18it/s, v_num=6e0e]
Epoch 9:  55%|█████▌    | 60/109 [05:27<04:27,  0.18it/s, v_num=6e0e]
Epoch 9:  56%|█████▌    | 61/109 [05:28<04:18,  0.19it/s, v_num=6e0e]
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Epoch 9:  58%|█████▊    | 63/109 [05:45<04:12,  0.18it/s, v_num=6e0e]
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Epoch 9:  61%|██████    | 66/109 [05:58<03:53,  0.18it/s, v_num=6e0e]
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Epoch 9:  73%|███████▎  | 80/109 [06:54<02:30,  0.19it/s, v_num=6e0e]
Epoch 9:  74%|███████▍  | 81/109 [06:54<02:23,  0.20it/s, v_num=6e0e]
Epoch 9:  74%|███████▍  | 81/109 [06:54<02:23,  0.20it/s, v_num=6e0e]
Epoch 9:  75%|███████▌  | 82/109 [07:03<02:19,  0.19it/s, v_num=6e0e]
Epoch 9:  75%|███████▌  | 82/109 [07:03<02:19,  0.19it/s, v_num=6e0e]
Epoch 9:  76%|███████▌  | 83/109 [07:09<02:14,  0.19it/s, v_num=6e0e]
Epoch 9:  76%|███████▌  | 83/109 [07:09<02:14,  0.19it/s, v_num=6e0e]
Epoch 9:  77%|███████▋  | 84/109 [07:10<02:08,  0.20it/s, v_num=6e0e]
Epoch 9:  77%|███████▋  | 84/109 [07:10<02:08,  0.20it/s, v_num=6e0e]
Epoch 9:  78%|███████▊  | 85/109 [07:11<02:01,  0.20it/s, v_num=6e0e]
Epoch 9:  78%|███████▊  | 85/109 [07:11<02:01,  0.20it/s, v_num=6e0e]
Epoch 9:  79%|███████▉  | 86/109 [07:19<01:57,  0.20it/s, v_num=6e0e]
Epoch 9:  79%|███████▉  | 86/109 [07:19<01:57,  0.20it/s, v_num=6e0e]
Epoch 9:  80%|███████▉  | 87/109 [07:26<01:52,  0.19it/s, v_num=6e0e]
Epoch 9:  80%|███████▉  | 87/109 [07:26<01:52,  0.19it/s, v_num=6e0e]
Epoch 9:  81%|████████  | 88/109 [07:27<01:46,  0.20it/s, v_num=6e0e]
Epoch 9:  81%|████████  | 88/109 [07:27<01:46,  0.20it/s, v_num=6e0e]
Epoch 9:  82%|████████▏ | 89/109 [07:28<01:40,  0.20it/s, v_num=6e0e]
Epoch 9:  82%|████████▏ | 89/109 [07:28<01:40,  0.20it/s, v_num=6e0e]
Epoch 9:  83%|████████▎ | 90/109 [07:35<01:36,  0.20it/s, v_num=6e0e]
Epoch 9:  83%|████████▎ | 90/109 [07:35<01:36,  0.20it/s, v_num=6e0e]
Epoch 9:  83%|████████▎ | 91/109 [07:44<01:31,  0.20it/s, v_num=6e0e]
Epoch 9:  83%|████████▎ | 91/109 [07:44<01:31,  0.20it/s, v_num=6e0e]
Epoch 9:  84%|████████▍ | 92/109 [07:45<01:25,  0.20it/s, v_num=6e0e]
Epoch 9:  84%|████████▍ | 92/109 [07:45<01:25,  0.20it/s, v_num=6e0e]
Epoch 9:  85%|████████▌ | 93/109 [07:45<01:20,  0.20it/s, v_num=6e0e]
Epoch 9:  85%|████████▌ | 93/109 [07:45<01:20,  0.20it/s, v_num=6e0e]
Epoch 9:  86%|████████▌ | 94/109 [07:50<01:15,  0.20it/s, v_num=6e0e]
Epoch 9:  86%|████████▌ | 94/109 [07:50<01:15,  0.20it/s, v_num=6e0e]
Epoch 9:  87%|████████▋ | 95/109 [08:02<01:11,  0.20it/s, v_num=6e0e]
Epoch 9:  87%|████████▋ | 95/109 [08:02<01:11,  0.20it/s, v_num=6e0e]
Epoch 9:  88%|████████▊ | 96/109 [08:03<01:05,  0.20it/s, v_num=6e0e]
Epoch 9:  88%|████████▊ | 96/109 [08:03<01:05,  0.20it/s, v_num=6e0e]
Epoch 9:  89%|████████▉ | 97/109 [08:04<00:59,  0.20it/s, v_num=6e0e]
Epoch 9:  89%|████████▉ | 97/109 [08:04<00:59,  0.20it/s, v_num=6e0e]
Epoch 9:  90%|████████▉ | 98/109 [08:11<00:55,  0.20it/s, v_num=6e0e]
Epoch 9:  90%|████████▉ | 98/109 [08:11<00:55,  0.20it/s, v_num=6e0e]
Epoch 9:  91%|█████████ | 99/109 [08:21<00:50,  0.20it/s, v_num=6e0e]
Epoch 9:  91%|█████████ | 99/109 [08:21<00:50,  0.20it/s, v_num=6e0e]
Epoch 9:  92%|█████████▏| 100/109 [08:21<00:45,  0.20it/s, v_num=6e0e]
Epoch 9:  92%|█████████▏| 100/109 [08:21<00:45,  0.20it/s, v_num=6e0e]
Epoch 9:  93%|█████████▎| 101/109 [08:22<00:39,  0.20it/s, v_num=6e0e]
Epoch 9:  93%|█████████▎| 101/109 [08:22<00:39,  0.20it/s, v_num=6e0e]
Epoch 9:  94%|█████████▎| 102/109 [08:28<00:34,  0.20it/s, v_num=6e0e]
Epoch 9:  94%|█████████▎| 102/109 [08:28<00:34,  0.20it/s, v_num=6e0e]
Epoch 9:  94%|█████████▍| 103/109 [08:37<00:30,  0.20it/s, v_num=6e0e]
Epoch 9:  94%|█████████▍| 103/109 [08:37<00:30,  0.20it/s, v_num=6e0e]
Epoch 9:  95%|█████████▌| 104/109 [08:38<00:24,  0.20it/s, v_num=6e0e]
Epoch 9:  95%|█████████▌| 104/109 [08:38<00:24,  0.20it/s, v_num=6e0e]
Epoch 9:  96%|█████████▋| 105/109 [08:39<00:19,  0.20it/s, v_num=6e0e]
Epoch 9:  96%|█████████▋| 105/109 [08:39<00:19,  0.20it/s, v_num=6e0e]
Epoch 9:  97%|█████████▋| 106/109 [08:45<00:14,  0.20it/s, v_num=6e0e]
Epoch 9:  97%|█████████▋| 106/109 [08:45<00:14,  0.20it/s, v_num=6e0e]
Epoch 9:  98%|█████████▊| 107/109 [08:54<00:09,  0.20it/s, v_num=6e0e]
Epoch 9:  98%|█████████▊| 107/109 [08:54<00:09,  0.20it/s, v_num=6e0e]
Epoch 9:  99%|█████████▉| 108/109 [08:54<00:04,  0.20it/s, v_num=6e0e]
Epoch 9:  99%|█████████▉| 108/109 [08:54<00:04,  0.20it/s, v_num=6e0e]
Epoch 9: 100%|██████████| 109/109 [08:55<00:00,  0.20it/s, v_num=6e0e]
Epoch 9: 100%|██████████| 109/109 [08:55<00:00,  0.20it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.97it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.88it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:13,  0.84it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.86it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.88it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:09,  0.87it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:08<00:08,  0.87it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.89it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.91it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.92it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.92it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.92it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.94it/s]

                                                                        
Epoch 9: 100%|██████████| 109/109 [09:12<00:00,  0.20it/s, v_num=6e0e]
Epoch 9: 100%|██████████| 109/109 [09:13<00:00,  0.20it/s, v_num=6e0e]
Epoch 9:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 10:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 10:   1%|          | 1/109 [00:18<33:12,  0.05it/s, v_num=6e0e]
Epoch 10:   1%|          | 1/109 [00:18<33:12,  0.05it/s, v_num=6e0e]
Epoch 10:   2%|▏         | 2/109 [00:19<17:12,  0.10it/s, v_num=6e0e]
Epoch 10:   2%|▏         | 2/109 [00:19<17:12,  0.10it/s, v_num=6e0e]
Epoch 10:   3%|▎         | 3/109 [00:20<11:50,  0.15it/s, v_num=6e0e]
Epoch 10:   3%|▎         | 3/109 [00:20<11:50,  0.15it/s, v_num=6e0e]
Epoch 10:   4%|▎         | 4/109 [00:20<09:09,  0.19it/s, v_num=6e0e]
Epoch 10:   4%|▎         | 4/109 [00:20<09:09,  0.19it/s, v_num=6e0e]
Epoch 10:   5%|▍         | 5/109 [00:34<11:56,  0.15it/s, v_num=6e0e]
Epoch 10:   5%|▍         | 5/109 [00:34<11:56,  0.15it/s, v_num=6e0e]
Epoch 10:   6%|▌         | 6/109 [00:35<10:08,  0.17it/s, v_num=6e0e]
Epoch 10:   6%|▌         | 6/109 [00:35<10:08,  0.17it/s, v_num=6e0e]
Epoch 10:   6%|▋         | 7/109 [00:36<08:54,  0.19it/s, v_num=6e0e]
Epoch 10:   6%|▋         | 7/109 [00:36<08:54,  0.19it/s, v_num=6e0e]
Epoch 10:   7%|▋         | 8/109 [00:37<07:53,  0.21it/s, v_num=6e0e]
Epoch 10:   7%|▋         | 8/109 [00:37<07:53,  0.21it/s, v_num=6e0e]
Epoch 10:   8%|▊         | 9/109 [00:53<09:53,  0.17it/s, v_num=6e0e]
Epoch 10:   8%|▊         | 9/109 [00:53<09:53,  0.17it/s, v_num=6e0e]
Epoch 10:   9%|▉         | 10/109 [00:54<08:56,  0.18it/s, v_num=6e0e]
Epoch 10:   9%|▉         | 10/109 [00:54<08:56,  0.18it/s, v_num=6e0e]
Epoch 10:  10%|█         | 11/109 [00:55<08:10,  0.20it/s, v_num=6e0e]
Epoch 10:  10%|█         | 11/109 [00:55<08:10,  0.20it/s, v_num=6e0e]
Epoch 10:  11%|█         | 12/109 [00:55<07:31,  0.21it/s, v_num=6e0e]
Epoch 10:  11%|█         | 12/109 [00:55<07:31,  0.21it/s, v_num=6e0e]
Epoch 10:  12%|█▏        | 13/109 [01:11<08:45,  0.18it/s, v_num=6e0e]
Epoch 10:  12%|█▏        | 13/109 [01:11<08:45,  0.18it/s, v_num=6e0e]
Epoch 10:  13%|█▎        | 14/109 [01:12<08:08,  0.19it/s, v_num=6e0e]
Epoch 10:  13%|█▎        | 14/109 [01:12<08:08,  0.19it/s, v_num=6e0e]
Epoch 10:  14%|█▍        | 15/109 [01:12<07:36,  0.21it/s, v_num=6e0e]
Epoch 10:  14%|█▍        | 15/109 [01:12<07:36,  0.21it/s, v_num=6e0e]
Epoch 10:  15%|█▍        | 16/109 [01:13<07:08,  0.22it/s, v_num=6e0e]
Epoch 10:  15%|█▍        | 16/109 [01:13<07:08,  0.22it/s, v_num=6e0e]
Epoch 10:  16%|█▌        | 17/109 [01:26<07:50,  0.20it/s, v_num=6e0e]
Epoch 10:  16%|█▌        | 17/109 [01:26<07:50,  0.20it/s, v_num=6e0e]
Epoch 10:  17%|█▋        | 18/109 [01:28<07:25,  0.20it/s, v_num=6e0e]
Epoch 10:  17%|█▋        | 18/109 [01:28<07:25,  0.20it/s, v_num=6e0e]
Epoch 10:  17%|█▋        | 19/109 [01:30<07:06,  0.21it/s, v_num=6e0e]
Epoch 10:  17%|█▋        | 19/109 [01:30<07:06,  0.21it/s, v_num=6e0e]
Epoch 10:  18%|█▊        | 20/109 [01:30<06:44,  0.22it/s, v_num=6e0e]
Epoch 10:  18%|█▊        | 20/109 [01:30<06:44,  0.22it/s, v_num=6e0e]
Epoch 10:  19%|█▉        | 21/109 [01:42<07:11,  0.20it/s, v_num=6e0e]
Epoch 10:  19%|█▉        | 21/109 [01:42<07:11,  0.20it/s, v_num=6e0e]
Epoch 10:  20%|██        | 22/109 [01:46<07:02,  0.21it/s, v_num=6e0e]
Epoch 10:  20%|██        | 22/109 [01:46<07:02,  0.21it/s, v_num=6e0e]
Epoch 10:  21%|██        | 23/109 [01:48<06:44,  0.21it/s, v_num=6e0e]
Epoch 10:  21%|██        | 23/109 [01:48<06:44,  0.21it/s, v_num=6e0e]
Epoch 10:  22%|██▏       | 24/109 [01:48<06:25,  0.22it/s, v_num=6e0e]
Epoch 10:  22%|██▏       | 24/109 [01:48<06:25,  0.22it/s, v_num=6e0e]
Epoch 10:  23%|██▎       | 25/109 [01:59<06:41,  0.21it/s, v_num=6e0e]
Epoch 10:  23%|██▎       | 25/109 [01:59<06:41,  0.21it/s, v_num=6e0e]
Epoch 10:  24%|██▍       | 26/109 [02:07<06:48,  0.20it/s, v_num=6e0e]
Epoch 10:  24%|██▍       | 26/109 [02:07<06:48,  0.20it/s, v_num=6e0e]
Epoch 10:  25%|██▍       | 27/109 [02:08<06:30,  0.21it/s, v_num=6e0e]
Epoch 10:  25%|██▍       | 27/109 [02:08<06:30,  0.21it/s, v_num=6e0e]
Epoch 10:  26%|██▌       | 28/109 [02:09<06:14,  0.22it/s, v_num=6e0e]
Epoch 10:  26%|██▌       | 28/109 [02:09<06:14,  0.22it/s, v_num=6e0e]
Epoch 10:  27%|██▋       | 29/109 [02:16<06:16,  0.21it/s, v_num=6e0e]
Epoch 10:  27%|██▋       | 29/109 [02:16<06:16,  0.21it/s, v_num=6e0e]
Epoch 10:  28%|██▊       | 30/109 [02:25<06:22,  0.21it/s, v_num=6e0e]
Epoch 10:  28%|██▊       | 30/109 [02:25<06:22,  0.21it/s, v_num=6e0e]
Epoch 10:  28%|██▊       | 31/109 [02:26<06:07,  0.21it/s, v_num=6e0e]
Epoch 10:  28%|██▊       | 31/109 [02:26<06:07,  0.21it/s, v_num=6e0e]
Epoch 10:  29%|██▉       | 32/109 [02:26<05:53,  0.22it/s, v_num=6e0e]
Epoch 10:  29%|██▉       | 32/109 [02:26<05:53,  0.22it/s, v_num=6e0e]
Epoch 10:  30%|███       | 33/109 [02:32<05:51,  0.22it/s, v_num=6e0e]
Epoch 10:  30%|███       | 33/109 [02:32<05:51,  0.22it/s, v_num=6e0e]
Epoch 10:  31%|███       | 34/109 [02:43<06:00,  0.21it/s, v_num=6e0e]
Epoch 10:  31%|███       | 34/109 [02:43<06:00,  0.21it/s, v_num=6e0e]
Epoch 10:  32%|███▏      | 35/109 [02:44<05:47,  0.21it/s, v_num=6e0e]
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Epoch 10:  33%|███▎      | 36/109 [02:45<05:34,  0.22it/s, v_num=6e0e]
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Epoch 10:  38%|███▊      | 41/109 [03:08<05:12,  0.22it/s, v_num=6e0e]
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Epoch 10:  39%|███▊      | 42/109 [03:15<05:12,  0.21it/s, v_num=6e0e]
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Epoch 10:  87%|████████▋ | 95/109 [07:03<01:02,  0.22it/s, v_num=6e0e]
Epoch 10:  87%|████████▋ | 95/109 [07:03<01:02,  0.22it/s, v_num=6e0e]
Epoch 10:  88%|████████▊ | 96/109 [07:04<00:57,  0.23it/s, v_num=6e0e]
Epoch 10:  88%|████████▊ | 96/109 [07:04<00:57,  0.23it/s, v_num=6e0e]
Epoch 10:  89%|████████▉ | 97/109 [07:07<00:52,  0.23it/s, v_num=6e0e]
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Epoch 10:  96%|█████████▋| 105/109 [07:41<00:17,  0.23it/s, v_num=6e0e]
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Epoch 10:  97%|█████████▋| 106/109 [07:57<00:13,  0.22it/s, v_num=6e0e]
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Epoch 10: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 10: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.98it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.96it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 10: 100%|██████████| 109/109 [08:17<00:00,  0.22it/s, v_num=6e0e]
Epoch 10: 100%|██████████| 109/109 [08:17<00:00,  0.22it/s, v_num=6e0e]
Epoch 10:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 11:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 11:   1%|          | 1/109 [00:17<31:58,  0.06it/s, v_num=6e0e]
Epoch 11:   2%|▏         | 2/109 [00:18<16:31,  0.11it/s, v_num=6e0e]
Epoch 11:   2%|▏         | 2/109 [00:18<16:31,  0.11it/s, v_num=6e0e]
Epoch 11:   3%|▎         | 3/109 [00:19<11:21,  0.16it/s, v_num=6e0e]
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Epoch 11:   6%|▋         | 7/109 [00:38<09:19,  0.18it/s, v_num=6e0e]
Epoch 11:   6%|▋         | 7/109 [00:38<09:19,  0.18it/s, v_num=6e0e]
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Epoch 11:  11%|█         | 12/109 [00:56<07:39,  0.21it/s, v_num=6e0e]
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Epoch 11:  12%|█▏        | 13/109 [01:11<08:48,  0.18it/s, v_num=6e0e]
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Epoch 11:  13%|█▎        | 14/109 [01:12<08:11,  0.19it/s, v_num=6e0e]
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Epoch 11:  14%|█▍        | 15/109 [01:13<07:38,  0.20it/s, v_num=6e0e]
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Epoch 11:  15%|█▍        | 16/109 [01:14<07:10,  0.22it/s, v_num=6e0e]
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Epoch 11:  18%|█▊        | 20/109 [01:31<06:46,  0.22it/s, v_num=6e0e]
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Epoch 11:  20%|██        | 22/109 [01:43<06:47,  0.21it/s, v_num=6e0e]
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Epoch 11:  21%|██        | 23/109 [01:45<06:33,  0.22it/s, v_num=6e0e]
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Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 11: 100%|██████████| 109/109 [08:23<00:00,  0.22it/s, v_num=6e0e]
Epoch 11: 100%|██████████| 109/109 [08:23<00:00,  0.22it/s, v_num=6e0e]
Epoch 11:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 12:  80%|███████▉  | 87/109 [06:26<01:37,  0.23it/s, v_num=6e0e]
Epoch 12:  80%|███████▉  | 87/109 [06:26<01:37,  0.23it/s, v_num=6e0e]
Epoch 12:  81%|████████  | 88/109 [06:27<01:32,  0.23it/s, v_num=6e0e]
Epoch 12:  81%|████████  | 88/109 [06:27<01:32,  0.23it/s, v_num=6e0e]
Epoch 12:  82%|████████▏ | 89/109 [06:33<01:28,  0.23it/s, v_num=6e0e]
Epoch 12:  82%|████████▏ | 89/109 [06:33<01:28,  0.23it/s, v_num=6e0e]
Epoch 12:  83%|████████▎ | 90/109 [06:46<01:25,  0.22it/s, v_num=6e0e]
Epoch 12:  83%|████████▎ | 90/109 [06:46<01:25,  0.22it/s, v_num=6e0e]
Epoch 12:  83%|████████▎ | 91/109 [06:47<01:20,  0.22it/s, v_num=6e0e]
Epoch 12:  83%|████████▎ | 91/109 [06:47<01:20,  0.22it/s, v_num=6e0e]
Epoch 12:  84%|████████▍ | 92/109 [06:48<01:15,  0.23it/s, v_num=6e0e]
Epoch 12:  84%|████████▍ | 92/109 [06:48<01:15,  0.23it/s, v_num=6e0e]
Epoch 12:  85%|████████▌ | 93/109 [06:50<01:10,  0.23it/s, v_num=6e0e]
Epoch 12:  85%|████████▌ | 93/109 [06:50<01:10,  0.23it/s, v_num=6e0e]
Epoch 12:  86%|████████▌ | 94/109 [07:04<01:07,  0.22it/s, v_num=6e0e]
Epoch 12:  86%|████████▌ | 94/109 [07:04<01:07,  0.22it/s, v_num=6e0e]
Epoch 12:  87%|████████▋ | 95/109 [07:05<01:02,  0.22it/s, v_num=6e0e]
Epoch 12:  87%|████████▋ | 95/109 [07:05<01:02,  0.22it/s, v_num=6e0e]
Epoch 12:  88%|████████▊ | 96/109 [07:06<00:57,  0.23it/s, v_num=6e0e]
Epoch 12:  88%|████████▊ | 96/109 [07:06<00:57,  0.23it/s, v_num=6e0e]
Epoch 12:  89%|████████▉ | 97/109 [07:07<00:52,  0.23it/s, v_num=6e0e]
Epoch 12:  89%|████████▉ | 97/109 [07:07<00:52,  0.23it/s, v_num=6e0e]
Epoch 12:  90%|████████▉ | 98/109 [07:22<00:49,  0.22it/s, v_num=6e0e]
Epoch 12:  90%|████████▉ | 98/109 [07:22<00:49,  0.22it/s, v_num=6e0e]
Epoch 12:  91%|█████████ | 99/109 [07:23<00:44,  0.22it/s, v_num=6e0e]
Epoch 12:  91%|█████████ | 99/109 [07:23<00:44,  0.22it/s, v_num=6e0e]
Epoch 12:  92%|█████████▏| 100/109 [07:24<00:39,  0.23it/s, v_num=6e0e]
Epoch 12:  92%|█████████▏| 100/109 [07:24<00:39,  0.23it/s, v_num=6e0e]
Epoch 12:  93%|█████████▎| 101/109 [07:25<00:35,  0.23it/s, v_num=6e0e]
Epoch 12:  93%|█████████▎| 101/109 [07:25<00:35,  0.23it/s, v_num=6e0e]
Epoch 12:  94%|█████████▎| 102/109 [07:38<00:31,  0.22it/s, v_num=6e0e]
Epoch 12:  94%|█████████▎| 102/109 [07:38<00:31,  0.22it/s, v_num=6e0e]
Epoch 12:  94%|█████████▍| 103/109 [07:39<00:26,  0.22it/s, v_num=6e0e]
Epoch 12:  94%|█████████▍| 103/109 [07:39<00:26,  0.22it/s, v_num=6e0e]
Epoch 12:  95%|█████████▌| 104/109 [07:40<00:22,  0.23it/s, v_num=6e0e]
Epoch 12:  95%|█████████▌| 104/109 [07:40<00:22,  0.23it/s, v_num=6e0e]
Epoch 12:  96%|█████████▋| 105/109 [07:41<00:17,  0.23it/s, v_num=6e0e]
Epoch 12:  96%|█████████▋| 105/109 [07:41<00:17,  0.23it/s, v_num=6e0e]
Epoch 12:  97%|█████████▋| 106/109 [07:55<00:13,  0.22it/s, v_num=6e0e]
Epoch 12:  97%|█████████▋| 106/109 [07:55<00:13,  0.22it/s, v_num=6e0e]
Epoch 12:  98%|█████████▊| 107/109 [07:55<00:08,  0.22it/s, v_num=6e0e]
Epoch 12:  98%|█████████▊| 107/109 [07:55<00:08,  0.22it/s, v_num=6e0e]
Epoch 12:  99%|█████████▉| 108/109 [07:56<00:04,  0.23it/s, v_num=6e0e]
Epoch 12:  99%|█████████▉| 108/109 [07:56<00:04,  0.23it/s, v_num=6e0e]
Epoch 12: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 12: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.91it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.91it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.93it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 12: 100%|██████████| 109/109 [08:15<00:00,  0.22it/s, v_num=6e0e]
Epoch 12: 100%|██████████| 109/109 [08:15<00:00,  0.22it/s, v_num=6e0e]
Epoch 12:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 13:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 13:   1%|          | 1/109 [00:18<33:23,  0.05it/s, v_num=6e0e]
Epoch 13:   1%|          | 1/109 [00:18<33:23,  0.05it/s, v_num=6e0e]
Epoch 13:   2%|▏         | 2/109 [00:19<17:14,  0.10it/s, v_num=6e0e]
Epoch 13:   2%|▏         | 2/109 [00:19<17:14,  0.10it/s, v_num=6e0e]
Epoch 13:   3%|▎         | 3/109 [00:20<11:52,  0.15it/s, v_num=6e0e]
Epoch 13:   3%|▎         | 3/109 [00:20<11:52,  0.15it/s, v_num=6e0e]
Epoch 13:   4%|▎         | 4/109 [00:20<09:10,  0.19it/s, v_num=6e0e]
Epoch 13:   4%|▎         | 4/109 [00:20<09:10,  0.19it/s, v_num=6e0e]
Epoch 13:   5%|▍         | 5/109 [00:35<12:25,  0.14it/s, v_num=6e0e]
Epoch 13:   5%|▍         | 5/109 [00:35<12:25,  0.14it/s, v_num=6e0e]
Epoch 13:   6%|▌         | 6/109 [00:36<10:29,  0.16it/s, v_num=6e0e]
Epoch 13:   6%|▌         | 6/109 [00:36<10:29,  0.16it/s, v_num=6e0e]
Epoch 13:   6%|▋         | 7/109 [00:37<09:05,  0.19it/s, v_num=6e0e]
Epoch 13:   6%|▋         | 7/109 [00:37<09:05,  0.19it/s, v_num=6e0e]
Epoch 13:   7%|▋         | 8/109 [00:38<08:03,  0.21it/s, v_num=6e0e]
Epoch 13:   7%|▋         | 8/109 [00:38<08:03,  0.21it/s, v_num=6e0e]
Epoch 13:   8%|▊         | 9/109 [00:51<09:37,  0.17it/s, v_num=6e0e]
Epoch 13:   8%|▊         | 9/109 [00:52<09:37,  0.17it/s, v_num=6e0e]
Epoch 13:   9%|▉         | 10/109 [00:52<08:42,  0.19it/s, v_num=6e0e]
Epoch 13:   9%|▉         | 10/109 [00:52<08:42,  0.19it/s, v_num=6e0e]
Epoch 13:  10%|█         | 11/109 [00:54<08:06,  0.20it/s, v_num=6e0e]
Epoch 13:  10%|█         | 11/109 [00:54<08:06,  0.20it/s, v_num=6e0e]
Epoch 13:  11%|█         | 12/109 [00:55<07:27,  0.22it/s, v_num=6e0e]
Epoch 13:  11%|█         | 12/109 [00:55<07:27,  0.22it/s, v_num=6e0e]
Epoch 13:  12%|█▏        | 13/109 [01:07<08:21,  0.19it/s, v_num=6e0e]
Epoch 13:  12%|█▏        | 13/109 [01:07<08:21,  0.19it/s, v_num=6e0e]
Epoch 13:  13%|█▎        | 14/109 [01:08<07:46,  0.20it/s, v_num=6e0e]
Epoch 13:  13%|█▎        | 14/109 [01:08<07:46,  0.20it/s, v_num=6e0e]
Epoch 13:  14%|█▍        | 15/109 [01:13<07:37,  0.21it/s, v_num=6e0e]
Epoch 13:  14%|█▍        | 15/109 [01:13<07:37,  0.21it/s, v_num=6e0e]
Epoch 13:  15%|█▍        | 16/109 [01:13<07:09,  0.22it/s, v_num=6e0e]
Epoch 13:  15%|█▍        | 16/109 [01:13<07:09,  0.22it/s, v_num=6e0e]
Epoch 13:  16%|█▌        | 17/109 [01:24<07:35,  0.20it/s, v_num=6e0e]
Epoch 13:  16%|█▌        | 17/109 [01:24<07:35,  0.20it/s, v_num=6e0e]
Epoch 13:  17%|█▋        | 18/109 [01:24<07:09,  0.21it/s, v_num=6e0e]
Epoch 13:  17%|█▋        | 18/109 [01:24<07:09,  0.21it/s, v_num=6e0e]
Epoch 13:  17%|█▋        | 19/109 [01:30<07:11,  0.21it/s, v_num=6e0e]
Epoch 13:  17%|█▋        | 19/109 [01:30<07:11,  0.21it/s, v_num=6e0e]
Epoch 13:  18%|█▊        | 20/109 [01:31<06:48,  0.22it/s, v_num=6e0e]
Epoch 13:  18%|█▊        | 20/109 [01:31<06:48,  0.22it/s, v_num=6e0e]
Epoch 13:  19%|█▉        | 21/109 [01:42<07:09,  0.21it/s, v_num=6e0e]
Epoch 13:  19%|█▉        | 21/109 [01:42<07:09,  0.21it/s, v_num=6e0e]
Epoch 13:  20%|██        | 22/109 [01:43<06:48,  0.21it/s, v_num=6e0e]
Epoch 13:  20%|██        | 22/109 [01:43<06:48,  0.21it/s, v_num=6e0e]
Epoch 13:  21%|██        | 23/109 [01:47<06:42,  0.21it/s, v_num=6e0e]
Epoch 13:  21%|██        | 23/109 [01:47<06:42,  0.21it/s, v_num=6e0e]
Epoch 13:  22%|██▏       | 24/109 [01:48<06:24,  0.22it/s, v_num=6e0e]
Epoch 13:  22%|██▏       | 24/109 [01:48<06:24,  0.22it/s, v_num=6e0e]
Epoch 13:  23%|██▎       | 25/109 [01:57<06:33,  0.21it/s, v_num=6e0e]
Epoch 13:  23%|██▎       | 25/109 [01:57<06:33,  0.21it/s, v_num=6e0e]
Epoch 13:  24%|██▍       | 26/109 [01:59<06:20,  0.22it/s, v_num=6e0e]
Epoch 13:  24%|██▍       | 26/109 [01:59<06:20,  0.22it/s, v_num=6e0e]
Epoch 13:  25%|██▍       | 27/109 [02:05<06:20,  0.22it/s, v_num=6e0e]
Epoch 13:  25%|██▍       | 27/109 [02:05<06:20,  0.22it/s, v_num=6e0e]
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Epoch 13:  26%|██▌       | 28/109 [02:05<06:04,  0.22it/s, v_num=6e0e]
Epoch 13:  27%|██▋       | 29/109 [02:12<06:05,  0.22it/s, v_num=6e0e]
Epoch 13:  27%|██▋       | 29/109 [02:12<06:05,  0.22it/s, v_num=6e0e]
Epoch 13:  28%|██▊       | 30/109 [02:16<05:59,  0.22it/s, v_num=6e0e]
Epoch 13:  28%|██▊       | 30/109 [02:16<05:59,  0.22it/s, v_num=6e0e]
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Epoch 13:  30%|███       | 33/109 [02:35<05:58,  0.21it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 13: 100%|██████████| 109/109 [08:07<00:00,  0.22it/s, v_num=6e0e]
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Epoch 13:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 14: 100%|██████████| 109/109 [08:20<00:00,  0.22it/s, v_num=6e0e]
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Epoch 15:  85%|████████▌ | 93/109 [07:03<01:12,  0.22it/s, v_num=6e0e]
Epoch 15:  86%|████████▌ | 94/109 [07:04<01:07,  0.22it/s, v_num=6e0e]
Epoch 15:  86%|████████▌ | 94/109 [07:04<01:07,  0.22it/s, v_num=6e0e]
Epoch 15:  87%|████████▋ | 95/109 [07:05<01:02,  0.22it/s, v_num=6e0e]
Epoch 15:  87%|████████▋ | 95/109 [07:05<01:02,  0.22it/s, v_num=6e0e]
Epoch 15:  88%|████████▊ | 96/109 [07:06<00:57,  0.23it/s, v_num=6e0e]
Epoch 15:  88%|████████▊ | 96/109 [07:06<00:57,  0.23it/s, v_num=6e0e]
Epoch 15:  89%|████████▉ | 97/109 [07:20<00:54,  0.22it/s, v_num=6e0e]
Epoch 15:  89%|████████▉ | 97/109 [07:20<00:54,  0.22it/s, v_num=6e0e]
Epoch 15:  90%|████████▉ | 98/109 [07:21<00:49,  0.22it/s, v_num=6e0e]
Epoch 15:  90%|████████▉ | 98/109 [07:21<00:49,  0.22it/s, v_num=6e0e]
Epoch 15:  91%|█████████ | 99/109 [07:22<00:44,  0.22it/s, v_num=6e0e]
Epoch 15:  91%|█████████ | 99/109 [07:22<00:44,  0.22it/s, v_num=6e0e]
Epoch 15:  92%|█████████▏| 100/109 [07:23<00:39,  0.23it/s, v_num=6e0e]
Epoch 15:  92%|█████████▏| 100/109 [07:23<00:39,  0.23it/s, v_num=6e0e]
Epoch 15:  93%|█████████▎| 101/109 [07:36<00:36,  0.22it/s, v_num=6e0e]
Epoch 15:  93%|█████████▎| 101/109 [07:36<00:36,  0.22it/s, v_num=6e0e]
Epoch 15:  94%|█████████▎| 102/109 [07:37<00:31,  0.22it/s, v_num=6e0e]
Epoch 15:  94%|█████████▎| 102/109 [07:37<00:31,  0.22it/s, v_num=6e0e]
Epoch 15:  94%|█████████▍| 103/109 [07:38<00:26,  0.22it/s, v_num=6e0e]
Epoch 15:  94%|█████████▍| 103/109 [07:38<00:26,  0.22it/s, v_num=6e0e]
Epoch 15:  95%|█████████▌| 104/109 [07:39<00:22,  0.23it/s, v_num=6e0e]
Epoch 15:  95%|█████████▌| 104/109 [07:39<00:22,  0.23it/s, v_num=6e0e]
Epoch 15:  96%|█████████▋| 105/109 [07:54<00:18,  0.22it/s, v_num=6e0e]
Epoch 15:  96%|█████████▋| 105/109 [07:54<00:18,  0.22it/s, v_num=6e0e]
Epoch 15:  97%|█████████▋| 106/109 [07:55<00:13,  0.22it/s, v_num=6e0e]
Epoch 15:  97%|█████████▋| 106/109 [07:55<00:13,  0.22it/s, v_num=6e0e]
Epoch 15:  98%|█████████▊| 107/109 [07:56<00:08,  0.22it/s, v_num=6e0e]
Epoch 15:  98%|█████████▊| 107/109 [07:56<00:08,  0.22it/s, v_num=6e0e]
Epoch 15:  99%|█████████▉| 108/109 [07:56<00:04,  0.23it/s, v_num=6e0e]
Epoch 15:  99%|█████████▉| 108/109 [07:56<00:04,  0.23it/s, v_num=6e0e]
Epoch 15: 100%|██████████| 109/109 [08:10<00:00,  0.22it/s, v_num=6e0e]
Epoch 15: 100%|██████████| 109/109 [08:10<00:00,  0.22it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.96it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.87it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:13,  0.83it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.85it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.87it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:09,  0.89it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.88it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.90it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.91it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.92it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.92it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.92it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.94it/s]

                                                                        
Epoch 15: 100%|██████████| 109/109 [08:27<00:00,  0.21it/s, v_num=6e0e]
Epoch 15: 100%|██████████| 109/109 [08:27<00:00,  0.21it/s, v_num=6e0e]
Epoch 15:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 16:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 16:   1%|          | 1/109 [00:17<32:20,  0.06it/s, v_num=6e0e]
Epoch 16:   1%|          | 1/109 [00:17<32:20,  0.06it/s, v_num=6e0e]
Epoch 16:   2%|▏         | 2/109 [00:18<16:41,  0.11it/s, v_num=6e0e]
Epoch 16:   2%|▏         | 2/109 [00:18<16:41,  0.11it/s, v_num=6e0e]
Epoch 16:   3%|▎         | 3/109 [00:19<11:27,  0.15it/s, v_num=6e0e]
Epoch 16:   3%|▎         | 3/109 [00:19<11:27,  0.15it/s, v_num=6e0e]
Epoch 16:   4%|▎         | 4/109 [00:20<08:51,  0.20it/s, v_num=6e0e]
Epoch 16:   4%|▎         | 4/109 [00:20<08:51,  0.20it/s, v_num=6e0e]
Epoch 16:   5%|▍         | 5/109 [00:34<12:03,  0.14it/s, v_num=6e0e]
Epoch 16:   5%|▍         | 5/109 [00:34<12:03,  0.14it/s, v_num=6e0e]
Epoch 16:   6%|▌         | 6/109 [00:36<10:33,  0.16it/s, v_num=6e0e]
Epoch 16:   6%|▌         | 6/109 [00:36<10:33,  0.16it/s, v_num=6e0e]
Epoch 16:   6%|▋         | 7/109 [00:37<09:09,  0.19it/s, v_num=6e0e]
Epoch 16:   6%|▋         | 7/109 [00:37<09:09,  0.19it/s, v_num=6e0e]
Epoch 16:   7%|▋         | 8/109 [00:38<08:06,  0.21it/s, v_num=6e0e]
Epoch 16:   7%|▋         | 8/109 [00:38<08:06,  0.21it/s, v_num=6e0e]
Epoch 16:   8%|▊         | 9/109 [00:51<09:36,  0.17it/s, v_num=6e0e]
Epoch 16:   8%|▊         | 9/109 [00:51<09:36,  0.17it/s, v_num=6e0e]
Epoch 16:   9%|▉         | 10/109 [00:57<09:25,  0.18it/s, v_num=6e0e]
Epoch 16:   9%|▉         | 10/109 [00:57<09:25,  0.18it/s, v_num=6e0e]
Epoch 16:  10%|█         | 11/109 [00:57<08:36,  0.19it/s, v_num=6e0e]
Epoch 16:  10%|█         | 11/109 [00:57<08:36,  0.19it/s, v_num=6e0e]
Epoch 16:  11%|█         | 12/109 [00:58<07:55,  0.20it/s, v_num=6e0e]
Epoch 16:  11%|█         | 12/109 [00:58<07:55,  0.20it/s, v_num=6e0e]
Epoch 16:  12%|█▏        | 13/109 [01:08<08:29,  0.19it/s, v_num=6e0e]
Epoch 16:  12%|█▏        | 13/109 [01:08<08:29,  0.19it/s, v_num=6e0e]
Epoch 16:  13%|█▎        | 14/109 [01:14<08:28,  0.19it/s, v_num=6e0e]
Epoch 16:  13%|█▎        | 14/109 [01:14<08:28,  0.19it/s, v_num=6e0e]
Epoch 16:  14%|█▍        | 15/109 [01:15<07:54,  0.20it/s, v_num=6e0e]
Epoch 16:  14%|█▍        | 15/109 [01:15<07:54,  0.20it/s, v_num=6e0e]
Epoch 16:  15%|█▍        | 16/109 [01:16<07:25,  0.21it/s, v_num=6e0e]
Epoch 16:  15%|█▍        | 16/109 [01:16<07:25,  0.21it/s, v_num=6e0e]
Epoch 16:  16%|█▌        | 17/109 [01:25<07:45,  0.20it/s, v_num=6e0e]
Epoch 16:  16%|█▌        | 17/109 [01:25<07:45,  0.20it/s, v_num=6e0e]
Epoch 16:  17%|█▋        | 18/109 [01:34<07:57,  0.19it/s, v_num=6e0e]
Epoch 16:  17%|█▋        | 18/109 [01:34<07:57,  0.19it/s, v_num=6e0e]
Epoch 16:  17%|█▋        | 19/109 [01:35<07:31,  0.20it/s, v_num=6e0e]
Epoch 16:  17%|█▋        | 19/109 [01:35<07:31,  0.20it/s, v_num=6e0e]
Epoch 16:  18%|█▊        | 20/109 [01:36<07:08,  0.21it/s, v_num=6e0e]
Epoch 16:  18%|█▊        | 20/109 [01:36<07:08,  0.21it/s, v_num=6e0e]
Epoch 16:  19%|█▉        | 21/109 [01:40<07:02,  0.21it/s, v_num=6e0e]
Epoch 16:  19%|█▉        | 21/109 [01:40<07:02,  0.21it/s, v_num=6e0e]
Epoch 16:  20%|██        | 22/109 [01:52<07:24,  0.20it/s, v_num=6e0e]
Epoch 16:  20%|██        | 22/109 [01:52<07:24,  0.20it/s, v_num=6e0e]
Epoch 16:  21%|██        | 23/109 [01:53<07:03,  0.20it/s, v_num=6e0e]
Epoch 16:  21%|██        | 23/109 [01:53<07:03,  0.20it/s, v_num=6e0e]
Epoch 16:  22%|██▏       | 24/109 [01:54<06:44,  0.21it/s, v_num=6e0e]
Epoch 16:  22%|██▏       | 24/109 [01:54<06:44,  0.21it/s, v_num=6e0e]
Epoch 16:  23%|██▎       | 25/109 [01:55<06:29,  0.22it/s, v_num=6e0e]
Epoch 16:  23%|██▎       | 25/109 [01:55<06:29,  0.22it/s, v_num=6e0e]
Epoch 16:  24%|██▍       | 26/109 [02:10<06:57,  0.20it/s, v_num=6e0e]
Epoch 16:  24%|██▍       | 26/109 [02:10<06:57,  0.20it/s, v_num=6e0e]
Epoch 16:  25%|██▍       | 27/109 [02:11<06:39,  0.21it/s, v_num=6e0e]
Epoch 16:  25%|██▍       | 27/109 [02:11<06:39,  0.21it/s, v_num=6e0e]
Epoch 16:  26%|██▌       | 28/109 [02:12<06:22,  0.21it/s, v_num=6e0e]
Epoch 16:  26%|██▌       | 28/109 [02:12<06:22,  0.21it/s, v_num=6e0e]
Epoch 16:  27%|██▋       | 29/109 [02:14<06:10,  0.22it/s, v_num=6e0e]
Epoch 16:  27%|██▋       | 29/109 [02:14<06:10,  0.22it/s, v_num=6e0e]
Epoch 16:  28%|██▊       | 30/109 [02:29<06:32,  0.20it/s, v_num=6e0e]
Epoch 16:  28%|██▊       | 30/109 [02:29<06:32,  0.20it/s, v_num=6e0e]
Epoch 16:  28%|██▊       | 31/109 [02:29<06:17,  0.21it/s, v_num=6e0e]
Epoch 16:  28%|██▊       | 31/109 [02:29<06:17,  0.21it/s, v_num=6e0e]
Epoch 16:  29%|██▉       | 32/109 [02:30<06:02,  0.21it/s, v_num=6e0e]
Epoch 16:  29%|██▉       | 32/109 [02:30<06:02,  0.21it/s, v_num=6e0e]
Epoch 16:  30%|███       | 33/109 [02:31<05:49,  0.22it/s, v_num=6e0e]
Epoch 16:  30%|███       | 33/109 [02:31<05:49,  0.22it/s, v_num=6e0e]
Epoch 16:  31%|███       | 34/109 [02:45<06:05,  0.21it/s, v_num=6e0e]
Epoch 16:  31%|███       | 34/109 [02:45<06:05,  0.21it/s, v_num=6e0e]
Epoch 16:  32%|███▏      | 35/109 [02:46<05:52,  0.21it/s, v_num=6e0e]
Epoch 16:  32%|███▏      | 35/109 [02:46<05:52,  0.21it/s, v_num=6e0e]
Epoch 16:  33%|███▎      | 36/109 [02:47<05:39,  0.22it/s, v_num=6e0e]
Epoch 16:  33%|███▎      | 36/109 [02:47<05:39,  0.22it/s, v_num=6e0e]
Epoch 16:  34%|███▍      | 37/109 [02:48<05:28,  0.22it/s, v_num=6e0e]
Epoch 16:  34%|███▍      | 37/109 [02:48<05:28,  0.22it/s, v_num=6e0e]
Epoch 16:  35%|███▍      | 38/109 [03:01<05:39,  0.21it/s, v_num=6e0e]
Epoch 16:  35%|███▍      | 38/109 [03:01<05:39,  0.21it/s, v_num=6e0e]
Epoch 16:  36%|███▌      | 39/109 [03:02<05:28,  0.21it/s, v_num=6e0e]
Epoch 16:  36%|███▌      | 39/109 [03:02<05:28,  0.21it/s, v_num=6e0e]
Epoch 16:  37%|███▋      | 40/109 [03:03<05:16,  0.22it/s, v_num=6e0e]
Epoch 16:  37%|███▋      | 40/109 [03:03<05:16,  0.22it/s, v_num=6e0e]
Epoch 16:  38%|███▊      | 41/109 [03:06<05:08,  0.22it/s, v_num=6e0e]
Epoch 16:  38%|███▊      | 41/109 [03:06<05:08,  0.22it/s, v_num=6e0e]
Epoch 16:  39%|███▊      | 42/109 [03:19<05:17,  0.21it/s, v_num=6e0e]
Epoch 16:  39%|███▊      | 42/109 [03:19<05:17,  0.21it/s, v_num=6e0e]
Epoch 16:  39%|███▉      | 43/109 [03:20<05:06,  0.21it/s, v_num=6e0e]
Epoch 16:  39%|███▉      | 43/109 [03:20<05:06,  0.21it/s, v_num=6e0e]
Epoch 16:  40%|████      | 44/109 [03:20<04:56,  0.22it/s, v_num=6e0e]
Epoch 16:  40%|████      | 44/109 [03:20<04:56,  0.22it/s, v_num=6e0e]
Epoch 16:  41%|████▏     | 45/109 [03:22<04:48,  0.22it/s, v_num=6e0e]
Epoch 16:  41%|████▏     | 45/109 [03:22<04:48,  0.22it/s, v_num=6e0e]
Epoch 16:  42%|████▏     | 46/109 [03:37<04:57,  0.21it/s, v_num=6e0e]
Epoch 16:  42%|████▏     | 46/109 [03:37<04:57,  0.21it/s, v_num=6e0e]
Epoch 16:  43%|████▎     | 47/109 [03:38<04:47,  0.22it/s, v_num=6e0e]
Epoch 16:  43%|████▎     | 47/109 [03:38<04:47,  0.22it/s, v_num=6e0e]
Epoch 16:  44%|████▍     | 48/109 [03:39<04:38,  0.22it/s, v_num=6e0e]
Epoch 16:  44%|████▍     | 48/109 [03:39<04:38,  0.22it/s, v_num=6e0e]
Epoch 16:  45%|████▍     | 49/109 [03:39<04:29,  0.22it/s, v_num=6e0e]
Epoch 16:  45%|████▍     | 49/109 [03:39<04:29,  0.22it/s, v_num=6e0e]
Epoch 16:  46%|████▌     | 50/109 [03:54<04:36,  0.21it/s, v_num=6e0e]
Epoch 16:  46%|████▌     | 50/109 [03:54<04:36,  0.21it/s, v_num=6e0e]
Epoch 16:  47%|████▋     | 51/109 [03:55<04:27,  0.22it/s, v_num=6e0e]
Epoch 16:  47%|████▋     | 51/109 [03:55<04:27,  0.22it/s, v_num=6e0e]
Epoch 16:  48%|████▊     | 52/109 [03:55<04:18,  0.22it/s, v_num=6e0e]
Epoch 16:  48%|████▊     | 52/109 [03:55<04:18,  0.22it/s, v_num=6e0e]
Epoch 16:  49%|████▊     | 53/109 [03:56<04:10,  0.22it/s, v_num=6e0e]
Epoch 16:  49%|████▊     | 53/109 [03:56<04:10,  0.22it/s, v_num=6e0e]
Epoch 16:  50%|████▉     | 54/109 [04:12<04:16,  0.21it/s, v_num=6e0e]
Epoch 16:  50%|████▉     | 54/109 [04:12<04:16,  0.21it/s, v_num=6e0e]
Epoch 16:  50%|█████     | 55/109 [04:13<04:08,  0.22it/s, v_num=6e0e]
Epoch 16:  50%|█████     | 55/109 [04:13<04:08,  0.22it/s, v_num=6e0e]
Epoch 16:  51%|█████▏    | 56/109 [04:13<04:00,  0.22it/s, v_num=6e0e]
Epoch 16:  51%|█████▏    | 56/109 [04:13<04:00,  0.22it/s, v_num=6e0e]
Epoch 16:  52%|█████▏    | 57/109 [04:14<03:52,  0.22it/s, v_num=6e0e]
Epoch 16:  52%|█████▏    | 57/109 [04:14<03:52,  0.22it/s, v_num=6e0e]
Epoch 16:  53%|█████▎    | 58/109 [04:29<03:56,  0.22it/s, v_num=6e0e]
Epoch 16:  53%|█████▎    | 58/109 [04:29<03:56,  0.22it/s, v_num=6e0e]
Epoch 16:  54%|█████▍    | 59/109 [04:30<03:48,  0.22it/s, v_num=6e0e]
Epoch 16:  54%|█████▍    | 59/109 [04:30<03:48,  0.22it/s, v_num=6e0e]
Epoch 16:  55%|█████▌    | 60/109 [04:30<03:41,  0.22it/s, v_num=6e0e]
Epoch 16:  55%|█████▌    | 60/109 [04:30<03:41,  0.22it/s, v_num=6e0e]
Epoch 16:  56%|█████▌    | 61/109 [04:31<03:33,  0.22it/s, v_num=6e0e]
Epoch 16:  56%|█████▌    | 61/109 [04:31<03:33,  0.22it/s, v_num=6e0e]
Epoch 16:  57%|█████▋    | 62/109 [04:45<03:36,  0.22it/s, v_num=6e0e]
Epoch 16:  57%|█████▋    | 62/109 [04:45<03:36,  0.22it/s, v_num=6e0e]
Epoch 16:  58%|█████▊    | 63/109 [04:46<03:28,  0.22it/s, v_num=6e0e]
Epoch 16:  58%|█████▊    | 63/109 [04:46<03:28,  0.22it/s, v_num=6e0e]
Epoch 16:  59%|█████▊    | 64/109 [04:46<03:21,  0.22it/s, v_num=6e0e]
Epoch 16:  59%|█████▊    | 64/109 [04:46<03:21,  0.22it/s, v_num=6e0e]
Epoch 16:  60%|█████▉    | 65/109 [04:47<03:14,  0.23it/s, v_num=6e0e]
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Epoch 16:  61%|██████    | 66/109 [05:02<03:17,  0.22it/s, v_num=6e0e]
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Epoch 16:  62%|██████▏   | 68/109 [05:04<03:03,  0.22it/s, v_num=6e0e]
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Epoch 16:  79%|███████▉  | 86/109 [06:26<01:43,  0.22it/s, v_num=6e0e]
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Epoch 16:  80%|███████▉  | 87/109 [06:27<01:37,  0.22it/s, v_num=6e0e]
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Epoch 16:  81%|████████  | 88/109 [06:28<01:32,  0.23it/s, v_num=6e0e]
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Epoch 16:  82%|████████▏ | 89/109 [06:29<01:27,  0.23it/s, v_num=6e0e]
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Epoch 16:  83%|████████▎ | 90/109 [06:44<01:25,  0.22it/s, v_num=6e0e]
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Epoch 16:  83%|████████▎ | 91/109 [06:45<01:20,  0.22it/s, v_num=6e0e]
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Epoch 16:  84%|████████▍ | 92/109 [06:45<01:15,  0.23it/s, v_num=6e0e]
Epoch 16:  84%|████████▍ | 92/109 [06:45<01:15,  0.23it/s, v_num=6e0e]
Epoch 16:  85%|████████▌ | 93/109 [06:47<01:10,  0.23it/s, v_num=6e0e]
Epoch 16:  85%|████████▌ | 93/109 [06:47<01:10,  0.23it/s, v_num=6e0e]
Epoch 16:  86%|████████▌ | 94/109 [07:00<01:07,  0.22it/s, v_num=6e0e]
Epoch 16:  86%|████████▌ | 94/109 [07:00<01:07,  0.22it/s, v_num=6e0e]
Epoch 16:  87%|████████▋ | 95/109 [07:01<01:02,  0.23it/s, v_num=6e0e]
Epoch 16:  87%|████████▋ | 95/109 [07:01<01:02,  0.23it/s, v_num=6e0e]
Epoch 16:  88%|████████▊ | 96/109 [07:02<00:57,  0.23it/s, v_num=6e0e]
Epoch 16:  88%|████████▊ | 96/109 [07:02<00:57,  0.23it/s, v_num=6e0e]
Epoch 16:  89%|████████▉ | 97/109 [07:03<00:52,  0.23it/s, v_num=6e0e]
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Epoch 16:  90%|████████▉ | 98/109 [07:17<00:49,  0.22it/s, v_num=6e0e]
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Epoch 16:  91%|█████████ | 99/109 [07:18<00:44,  0.23it/s, v_num=6e0e]
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Epoch 16:  92%|█████████▏| 100/109 [07:18<00:39,  0.23it/s, v_num=6e0e]
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Epoch 16:  93%|█████████▎| 101/109 [07:23<00:35,  0.23it/s, v_num=6e0e]
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Epoch 16:  94%|█████████▎| 102/109 [07:33<00:31,  0.22it/s, v_num=6e0e]
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Epoch 16:  94%|█████████▍| 103/109 [07:34<00:26,  0.23it/s, v_num=6e0e]
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Epoch 16:  95%|█████████▌| 104/109 [07:35<00:21,  0.23it/s, v_num=6e0e]
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Epoch 16:  96%|█████████▋| 105/109 [07:40<00:17,  0.23it/s, v_num=6e0e]
Epoch 16:  96%|█████████▋| 105/109 [07:40<00:17,  0.23it/s, v_num=6e0e]
Epoch 16:  97%|█████████▋| 106/109 [07:50<00:13,  0.23it/s, v_num=6e0e]
Epoch 16:  97%|█████████▋| 106/109 [07:50<00:13,  0.23it/s, v_num=6e0e]
Epoch 16:  98%|█████████▊| 107/109 [07:51<00:08,  0.23it/s, v_num=6e0e]
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Epoch 16: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 16: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.96it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.93it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.88it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.89it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.91it/s]

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Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.93it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.93it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 16: 100%|██████████| 109/109 [08:14<00:00,  0.22it/s, v_num=6e0e]
Epoch 16: 100%|██████████| 109/109 [08:14<00:00,  0.22it/s, v_num=6e0e]
Epoch 16:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 17:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 17:   1%|          | 1/109 [00:18<33:41,  0.05it/s, v_num=6e0e]
Epoch 17:   2%|▏         | 2/109 [00:19<17:24,  0.10it/s, v_num=6e0e]
Epoch 17:   2%|▏         | 2/109 [00:19<17:24,  0.10it/s, v_num=6e0e]
Epoch 17:   3%|▎         | 3/109 [00:20<11:58,  0.15it/s, v_num=6e0e]
Epoch 17:   3%|▎         | 3/109 [00:20<11:58,  0.15it/s, v_num=6e0e]
Epoch 17:   4%|▎         | 4/109 [00:21<09:14,  0.19it/s, v_num=6e0e]
Epoch 17:   4%|▎         | 4/109 [00:21<09:14,  0.19it/s, v_num=6e0e]
Epoch 17:   5%|▍         | 5/109 [00:35<12:24,  0.14it/s, v_num=6e0e]
Epoch 17:   5%|▍         | 5/109 [00:35<12:24,  0.14it/s, v_num=6e0e]
Epoch 17:   6%|▌         | 6/109 [00:36<10:28,  0.16it/s, v_num=6e0e]
Epoch 17:   6%|▌         | 6/109 [00:36<10:28,  0.16it/s, v_num=6e0e]
Epoch 17:   6%|▋         | 7/109 [00:37<09:06,  0.19it/s, v_num=6e0e]
Epoch 17:   6%|▋         | 7/109 [00:37<09:06,  0.19it/s, v_num=6e0e]
Epoch 17:   7%|▋         | 8/109 [00:38<08:03,  0.21it/s, v_num=6e0e]
Epoch 17:   7%|▋         | 8/109 [00:38<08:03,  0.21it/s, v_num=6e0e]
Epoch 17:   8%|▊         | 9/109 [00:54<10:01,  0.17it/s, v_num=6e0e]
Epoch 17:   8%|▊         | 9/109 [00:54<10:01,  0.17it/s, v_num=6e0e]
Epoch 17:   9%|▉         | 10/109 [00:54<09:03,  0.18it/s, v_num=6e0e]
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Epoch 17:  10%|█         | 11/109 [00:55<08:16,  0.20it/s, v_num=6e0e]
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Epoch 17:  11%|█         | 12/109 [00:56<07:37,  0.21it/s, v_num=6e0e]
Epoch 17:  11%|█         | 12/109 [00:56<07:37,  0.21it/s, v_num=6e0e]
Epoch 17:  12%|█▏        | 13/109 [01:10<08:41,  0.18it/s, v_num=6e0e]
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Epoch 17:  13%|█▎        | 14/109 [01:11<08:04,  0.20it/s, v_num=6e0e]
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Epoch 17:  14%|█▍        | 15/109 [01:12<07:32,  0.21it/s, v_num=6e0e]
Epoch 17:  14%|█▍        | 15/109 [01:12<07:32,  0.21it/s, v_num=6e0e]
Epoch 17:  15%|█▍        | 16/109 [01:13<07:04,  0.22it/s, v_num=6e0e]
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Epoch 17:  16%|█▌        | 17/109 [01:27<07:52,  0.19it/s, v_num=6e0e]
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Epoch 17:  18%|█▊        | 20/109 [01:29<06:39,  0.22it/s, v_num=6e0e]
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Epoch 17:  20%|██        | 22/109 [01:46<07:02,  0.21it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 17: 100%|██████████| 109/109 [08:23<00:00,  0.22it/s, v_num=6e0e]
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Epoch 18:  92%|█████████▏| 100/109 [07:15<00:39,  0.23it/s, v_num=6e0e]
Epoch 18:  92%|█████████▏| 100/109 [07:15<00:39,  0.23it/s, v_num=6e0e]
Epoch 18:  93%|█████████▎| 101/109 [07:28<00:35,  0.22it/s, v_num=6e0e]
Epoch 18:  93%|█████████▎| 101/109 [07:28<00:35,  0.22it/s, v_num=6e0e]
Epoch 18:  94%|█████████▎| 102/109 [07:29<00:30,  0.23it/s, v_num=6e0e]
Epoch 18:  94%|█████████▎| 102/109 [07:29<00:30,  0.23it/s, v_num=6e0e]
Epoch 18:  94%|█████████▍| 103/109 [07:30<00:26,  0.23it/s, v_num=6e0e]
Epoch 18:  94%|█████████▍| 103/109 [07:30<00:26,  0.23it/s, v_num=6e0e]
Epoch 18:  95%|█████████▌| 104/109 [07:33<00:21,  0.23it/s, v_num=6e0e]
Epoch 18:  95%|█████████▌| 104/109 [07:33<00:21,  0.23it/s, v_num=6e0e]
Epoch 18:  96%|█████████▋| 105/109 [07:46<00:17,  0.23it/s, v_num=6e0e]
Epoch 18:  96%|█████████▋| 105/109 [07:46<00:17,  0.23it/s, v_num=6e0e]
Epoch 18:  97%|█████████▋| 106/109 [07:47<00:13,  0.23it/s, v_num=6e0e]
Epoch 18:  97%|█████████▋| 106/109 [07:47<00:13,  0.23it/s, v_num=6e0e]
Epoch 18:  98%|█████████▊| 107/109 [07:47<00:08,  0.23it/s, v_num=6e0e]
Epoch 18:  98%|█████████▊| 107/109 [07:47<00:08,  0.23it/s, v_num=6e0e]
Epoch 18:  99%|█████████▉| 108/109 [07:50<00:04,  0.23it/s, v_num=6e0e]
Epoch 18:  99%|█████████▉| 108/109 [07:50<00:04,  0.23it/s, v_num=6e0e]
Epoch 18: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
Epoch 18: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.96it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.91it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.93it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.96it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.97it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.97it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.95it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.97it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.98it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.98it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 18: 100%|██████████| 109/109 [08:20<00:00,  0.22it/s, v_num=6e0e]
Epoch 18: 100%|██████████| 109/109 [08:20<00:00,  0.22it/s, v_num=6e0e]
Epoch 18:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 19:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 19:   1%|          | 1/109 [00:16<29:36,  0.06it/s, v_num=6e0e]
Epoch 19:   1%|          | 1/109 [00:16<29:36,  0.06it/s, v_num=6e0e]
Epoch 19:   2%|▏         | 2/109 [00:17<15:25,  0.12it/s, v_num=6e0e]
Epoch 19:   2%|▏         | 2/109 [00:17<15:25,  0.12it/s, v_num=6e0e]
Epoch 19:   3%|▎         | 3/109 [00:19<11:19,  0.16it/s, v_num=6e0e]
Epoch 19:   3%|▎         | 3/109 [00:19<11:19,  0.16it/s, v_num=6e0e]
Epoch 19:   4%|▎         | 4/109 [00:20<08:45,  0.20it/s, v_num=6e0e]
Epoch 19:   4%|▎         | 4/109 [00:20<08:45,  0.20it/s, v_num=6e0e]
Epoch 19:   5%|▍         | 5/109 [00:32<11:23,  0.15it/s, v_num=6e0e]
Epoch 19:   5%|▍         | 5/109 [00:32<11:23,  0.15it/s, v_num=6e0e]
Epoch 19:   6%|▌         | 6/109 [00:33<09:38,  0.18it/s, v_num=6e0e]
Epoch 19:   6%|▌         | 6/109 [00:33<09:38,  0.18it/s, v_num=6e0e]
Epoch 19:   6%|▋         | 7/109 [00:37<09:08,  0.19it/s, v_num=6e0e]
Epoch 19:   6%|▋         | 7/109 [00:37<09:08,  0.19it/s, v_num=6e0e]
Epoch 19:   7%|▋         | 8/109 [00:38<08:05,  0.21it/s, v_num=6e0e]
Epoch 19:   7%|▋         | 8/109 [00:38<08:05,  0.21it/s, v_num=6e0e]
Epoch 19:   8%|▊         | 9/109 [00:50<09:18,  0.18it/s, v_num=6e0e]
Epoch 19:   8%|▊         | 9/109 [00:50<09:18,  0.18it/s, v_num=6e0e]
Epoch 19:   9%|▉         | 10/109 [00:51<08:25,  0.20it/s, v_num=6e0e]
Epoch 19:   9%|▉         | 10/109 [00:51<08:25,  0.20it/s, v_num=6e0e]
Epoch 19:  10%|█         | 11/109 [00:54<08:07,  0.20it/s, v_num=6e0e]
Epoch 19:  10%|█         | 11/109 [00:54<08:07,  0.20it/s, v_num=6e0e]
Epoch 19:  11%|█         | 12/109 [00:55<07:28,  0.22it/s, v_num=6e0e]
Epoch 19:  11%|█         | 12/109 [00:55<07:28,  0.22it/s, v_num=6e0e]
Epoch 19:  12%|█▏        | 13/109 [01:08<08:22,  0.19it/s, v_num=6e0e]
Epoch 19:  12%|█▏        | 13/109 [01:08<08:22,  0.19it/s, v_num=6e0e]
Epoch 19:  13%|█▎        | 14/109 [01:08<07:47,  0.20it/s, v_num=6e0e]
Epoch 19:  13%|█▎        | 14/109 [01:08<07:47,  0.20it/s, v_num=6e0e]
Epoch 19:  14%|█▍        | 15/109 [01:15<07:51,  0.20it/s, v_num=6e0e]
Epoch 19:  14%|█▍        | 15/109 [01:15<07:51,  0.20it/s, v_num=6e0e]
Epoch 19:  15%|█▍        | 16/109 [01:16<07:22,  0.21it/s, v_num=6e0e]
Epoch 19:  15%|█▍        | 16/109 [01:16<07:22,  0.21it/s, v_num=6e0e]
Epoch 19:  16%|█▌        | 17/109 [01:26<07:45,  0.20it/s, v_num=6e0e]
Epoch 19:  16%|█▌        | 17/109 [01:26<07:45,  0.20it/s, v_num=6e0e]
Epoch 19:  17%|█▋        | 18/109 [01:26<07:19,  0.21it/s, v_num=6e0e]
Epoch 19:  17%|█▋        | 18/109 [01:26<07:19,  0.21it/s, v_num=6e0e]
Epoch 19:  17%|█▋        | 19/109 [01:33<07:23,  0.20it/s, v_num=6e0e]
Epoch 19:  17%|█▋        | 19/109 [01:33<07:23,  0.20it/s, v_num=6e0e]
Epoch 19:  18%|█▊        | 20/109 [01:34<07:00,  0.21it/s, v_num=6e0e]
Epoch 19:  18%|█▊        | 20/109 [01:34<07:00,  0.21it/s, v_num=6e0e]
Epoch 19:  19%|█▉        | 21/109 [01:42<07:07,  0.21it/s, v_num=6e0e]
Epoch 19:  19%|█▉        | 21/109 [01:42<07:07,  0.21it/s, v_num=6e0e]
Epoch 19:  20%|██        | 22/109 [01:42<06:46,  0.21it/s, v_num=6e0e]
Epoch 19:  20%|██        | 22/109 [01:42<06:46,  0.21it/s, v_num=6e0e]
Epoch 19:  21%|██        | 23/109 [01:48<06:46,  0.21it/s, v_num=6e0e]
Epoch 19:  21%|██        | 23/109 [01:48<06:46,  0.21it/s, v_num=6e0e]
Epoch 19:  22%|██▏       | 24/109 [01:49<06:27,  0.22it/s, v_num=6e0e]
Epoch 19:  22%|██▏       | 24/109 [01:49<06:27,  0.22it/s, v_num=6e0e]
Epoch 19:  23%|██▎       | 25/109 [01:58<06:39,  0.21it/s, v_num=6e0e]
Epoch 19:  23%|██▎       | 25/109 [01:58<06:39,  0.21it/s, v_num=6e0e]
Epoch 19:  24%|██▍       | 26/109 [01:59<06:22,  0.22it/s, v_num=6e0e]
Epoch 19:  24%|██▍       | 26/109 [01:59<06:22,  0.22it/s, v_num=6e0e]
Epoch 19:  25%|██▍       | 27/109 [02:06<06:25,  0.21it/s, v_num=6e0e]
Epoch 19:  25%|██▍       | 27/109 [02:06<06:25,  0.21it/s, v_num=6e0e]
Epoch 19:  26%|██▌       | 28/109 [02:07<06:09,  0.22it/s, v_num=6e0e]
Epoch 19:  26%|██▌       | 28/109 [02:07<06:09,  0.22it/s, v_num=6e0e]
Epoch 19:  27%|██▋       | 29/109 [02:14<06:10,  0.22it/s, v_num=6e0e]
Epoch 19:  27%|██▋       | 29/109 [02:14<06:10,  0.22it/s, v_num=6e0e]
Epoch 19:  28%|██▊       | 30/109 [02:15<05:57,  0.22it/s, v_num=6e0e]
Epoch 19:  28%|██▊       | 30/109 [02:15<05:57,  0.22it/s, v_num=6e0e]
Epoch 19:  28%|██▊       | 31/109 [02:24<06:03,  0.21it/s, v_num=6e0e]
Epoch 19:  28%|██▊       | 31/109 [02:24<06:03,  0.21it/s, v_num=6e0e]
Epoch 19:  29%|██▉       | 32/109 [02:25<05:49,  0.22it/s, v_num=6e0e]
Epoch 19:  29%|██▉       | 32/109 [02:25<05:49,  0.22it/s, v_num=6e0e]
Epoch 19:  30%|███       | 33/109 [02:32<05:50,  0.22it/s, v_num=6e0e]
Epoch 19:  30%|███       | 33/109 [02:32<05:50,  0.22it/s, v_num=6e0e]
Epoch 19:  31%|███       | 34/109 [02:33<05:38,  0.22it/s, v_num=6e0e]
Epoch 19:  31%|███       | 34/109 [02:33<05:38,  0.22it/s, v_num=6e0e]
Epoch 19:  32%|███▏      | 35/109 [02:41<05:42,  0.22it/s, v_num=6e0e]
Epoch 19:  32%|███▏      | 35/109 [02:41<05:42,  0.22it/s, v_num=6e0e]
Epoch 19:  33%|███▎      | 36/109 [02:42<05:29,  0.22it/s, v_num=6e0e]
Epoch 19:  33%|███▎      | 36/109 [02:42<05:29,  0.22it/s, v_num=6e0e]
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Epoch 19:  34%|███▍      | 37/109 [02:49<05:30,  0.22it/s, v_num=6e0e]
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Epoch 19:  37%|███▋      | 40/109 [02:59<05:09,  0.22it/s, v_num=6e0e]
Epoch 19:  38%|███▊      | 41/109 [03:06<05:09,  0.22it/s, v_num=6e0e]
Epoch 19:  38%|███▊      | 41/109 [03:06<05:09,  0.22it/s, v_num=6e0e]
Epoch 19:  39%|███▊      | 42/109 [03:07<04:59,  0.22it/s, v_num=6e0e]
Epoch 19:  39%|███▊      | 42/109 [03:07<04:59,  0.22it/s, v_num=6e0e]
Epoch 19:  39%|███▉      | 43/109 [03:16<05:01,  0.22it/s, v_num=6e0e]
Epoch 19:  39%|███▉      | 43/109 [03:16<05:01,  0.22it/s, v_num=6e0e]
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Epoch 19:  40%|████      | 44/109 [03:17<04:51,  0.22it/s, v_num=6e0e]
Epoch 19:  41%|████▏     | 45/109 [03:21<04:47,  0.22it/s, v_num=6e0e]
Epoch 19:  41%|████▏     | 45/109 [03:21<04:47,  0.22it/s, v_num=6e0e]
Epoch 19:  42%|████▏     | 46/109 [03:23<04:38,  0.23it/s, v_num=6e0e]
Epoch 19:  42%|████▏     | 46/109 [03:23<04:38,  0.23it/s, v_num=6e0e]
Epoch 19:  43%|████▎     | 47/109 [03:33<04:41,  0.22it/s, v_num=6e0e]
Epoch 19:  43%|████▎     | 47/109 [03:33<04:41,  0.22it/s, v_num=6e0e]
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Epoch 19:  44%|████▍     | 48/109 [03:34<04:32,  0.22it/s, v_num=6e0e]
Epoch 19:  45%|████▍     | 49/109 [03:39<04:28,  0.22it/s, v_num=6e0e]
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Epoch 19:  49%|████▊     | 53/109 [03:54<04:07,  0.23it/s, v_num=6e0e]
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Epoch 19:  55%|█████▌    | 60/109 [04:25<03:36,  0.23it/s, v_num=6e0e]
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Epoch 19:  61%|██████    | 66/109 [04:50<03:09,  0.23it/s, v_num=6e0e]
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Epoch 19:  72%|███████▏  | 78/109 [05:42<02:16,  0.23it/s, v_num=6e0e]
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Epoch 19:  79%|███████▉  | 86/109 [06:19<01:41,  0.23it/s, v_num=6e0e]
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Epoch 19:  80%|███████▉  | 87/109 [06:21<01:36,  0.23it/s, v_num=6e0e]
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Epoch 19:  87%|████████▋ | 95/109 [06:56<01:01,  0.23it/s, v_num=6e0e]
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Epoch 19:  88%|████████▊ | 96/109 [06:58<00:56,  0.23it/s, v_num=6e0e]
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Epoch 19:  89%|████████▉ | 97/109 [06:59<00:51,  0.23it/s, v_num=6e0e]
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Epoch 19:  96%|█████████▋| 105/109 [07:33<00:17,  0.23it/s, v_num=6e0e]
Epoch 19:  96%|█████████▋| 105/109 [07:33<00:17,  0.23it/s, v_num=6e0e]
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Epoch 19:  97%|█████████▋| 106/109 [07:44<00:13,  0.23it/s, v_num=6e0e]
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Epoch 19: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]
Epoch 19: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.97it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.94it/s]

                                                                        
Epoch 19: 100%|██████████| 109/109 [08:06<00:00,  0.22it/s, v_num=6e0e]
Epoch 19: 100%|██████████| 109/109 [08:06<00:00,  0.22it/s, v_num=6e0e]
Epoch 19:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 20:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 20:   1%|          | 1/109 [00:17<31:19,  0.06it/s, v_num=6e0e]
Epoch 20:   2%|▏         | 2/109 [00:18<16:29,  0.11it/s, v_num=6e0e]
Epoch 20:   2%|▏         | 2/109 [00:18<16:29,  0.11it/s, v_num=6e0e]
Epoch 20:   3%|▎         | 3/109 [00:19<11:22,  0.16it/s, v_num=6e0e]
Epoch 20:   3%|▎         | 3/109 [00:19<11:22,  0.16it/s, v_num=6e0e]
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Epoch 20:   5%|▍         | 5/109 [00:33<11:46,  0.15it/s, v_num=6e0e]
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Epoch 20:   6%|▌         | 6/109 [00:35<10:01,  0.17it/s, v_num=6e0e]
Epoch 20:   6%|▌         | 6/109 [00:35<10:01,  0.17it/s, v_num=6e0e]
Epoch 20:   6%|▋         | 7/109 [00:35<08:42,  0.20it/s, v_num=6e0e]
Epoch 20:   6%|▋         | 7/109 [00:35<08:42,  0.20it/s, v_num=6e0e]
Epoch 20:   7%|▋         | 8/109 [00:39<08:14,  0.20it/s, v_num=6e0e]
Epoch 20:   7%|▋         | 8/109 [00:39<08:14,  0.20it/s, v_num=6e0e]
Epoch 20:   8%|▊         | 9/109 [00:51<09:28,  0.18it/s, v_num=6e0e]
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Epoch 20:  11%|█         | 12/109 [00:57<07:41,  0.21it/s, v_num=6e0e]
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Epoch 20:  12%|█▏        | 13/109 [01:07<08:19,  0.19it/s, v_num=6e0e]
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Epoch 20:  14%|█▍        | 15/109 [01:12<07:36,  0.21it/s, v_num=6e0e]
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Epoch 20:  18%|█▊        | 20/109 [01:32<06:51,  0.22it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 20: 100%|██████████| 109/109 [08:15<00:00,  0.22it/s, v_num=6e0e]
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Epoch 21:  97%|█████████▋| 106/109 [07:43<00:13,  0.23it/s, v_num=6e0e]
Epoch 21:  97%|█████████▋| 106/109 [07:43<00:13,  0.23it/s, v_num=6e0e]
Epoch 21:  98%|█████████▊| 107/109 [07:43<00:08,  0.23it/s, v_num=6e0e]
Epoch 21:  98%|█████████▊| 107/109 [07:43<00:08,  0.23it/s, v_num=6e0e]
Epoch 21:  99%|█████████▉| 108/109 [07:47<00:04,  0.23it/s, v_num=6e0e]
Epoch 21:  99%|█████████▉| 108/109 [07:47<00:04,  0.23it/s, v_num=6e0e]
Epoch 21: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 21: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.87it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:13,  0.84it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.88it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.90it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.91it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.90it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.93it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.93it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 21: 100%|██████████| 109/109 [08:14<00:00,  0.22it/s, v_num=6e0e]
Epoch 21: 100%|██████████| 109/109 [08:14<00:00,  0.22it/s, v_num=6e0e]
Epoch 21:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 22:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 22:   1%|          | 1/109 [00:16<29:01,  0.06it/s, v_num=6e0e]
Epoch 22:   1%|          | 1/109 [00:16<29:01,  0.06it/s, v_num=6e0e]
Epoch 22:   2%|▏         | 2/109 [00:16<15:01,  0.12it/s, v_num=6e0e]
Epoch 22:   2%|▏         | 2/109 [00:16<15:01,  0.12it/s, v_num=6e0e]
Epoch 22:   3%|▎         | 3/109 [00:19<11:14,  0.16it/s, v_num=6e0e]
Epoch 22:   3%|▎         | 3/109 [00:19<11:14,  0.16it/s, v_num=6e0e]
Epoch 22:   4%|▎         | 4/109 [00:19<08:42,  0.20it/s, v_num=6e0e]
Epoch 22:   4%|▎         | 4/109 [00:19<08:42,  0.20it/s, v_num=6e0e]
Epoch 22:   5%|▍         | 5/109 [00:32<11:11,  0.15it/s, v_num=6e0e]
Epoch 22:   5%|▍         | 5/109 [00:32<11:11,  0.15it/s, v_num=6e0e]
Epoch 22:   6%|▌         | 6/109 [00:34<09:59,  0.17it/s, v_num=6e0e]
Epoch 22:   6%|▌         | 6/109 [00:34<09:59,  0.17it/s, v_num=6e0e]
Epoch 22:   6%|▋         | 7/109 [00:35<08:40,  0.20it/s, v_num=6e0e]
Epoch 22:   6%|▋         | 7/109 [00:35<08:40,  0.20it/s, v_num=6e0e]
Epoch 22:   7%|▋         | 8/109 [00:36<07:41,  0.22it/s, v_num=6e0e]
Epoch 22:   7%|▋         | 8/109 [00:36<07:41,  0.22it/s, v_num=6e0e]
Epoch 22:   8%|▊         | 9/109 [00:48<08:53,  0.19it/s, v_num=6e0e]
Epoch 22:   8%|▊         | 9/109 [00:48<08:53,  0.19it/s, v_num=6e0e]
Epoch 22:   9%|▉         | 10/109 [00:50<08:24,  0.20it/s, v_num=6e0e]
Epoch 22:   9%|▉         | 10/109 [00:50<08:24,  0.20it/s, v_num=6e0e]
Epoch 22:  10%|█         | 11/109 [00:52<07:47,  0.21it/s, v_num=6e0e]
Epoch 22:  10%|█         | 11/109 [00:52<07:47,  0.21it/s, v_num=6e0e]
Epoch 22:  11%|█         | 12/109 [00:53<07:10,  0.23it/s, v_num=6e0e]
Epoch 22:  11%|█         | 12/109 [00:53<07:10,  0.23it/s, v_num=6e0e]
Epoch 22:  12%|█▏        | 13/109 [01:06<08:12,  0.20it/s, v_num=6e0e]
Epoch 22:  12%|█▏        | 13/109 [01:06<08:12,  0.20it/s, v_num=6e0e]
Epoch 22:  13%|█▎        | 14/109 [01:08<07:47,  0.20it/s, v_num=6e0e]
Epoch 22:  13%|█▎        | 14/109 [01:08<07:47,  0.20it/s, v_num=6e0e]
Epoch 22:  14%|█▍        | 15/109 [01:09<07:17,  0.21it/s, v_num=6e0e]
Epoch 22:  14%|█▍        | 15/109 [01:09<07:17,  0.21it/s, v_num=6e0e]
Epoch 22:  15%|█▍        | 16/109 [01:10<06:50,  0.23it/s, v_num=6e0e]
Epoch 22:  15%|█▍        | 16/109 [01:10<06:50,  0.23it/s, v_num=6e0e]
Epoch 22:  16%|█▌        | 17/109 [01:25<07:41,  0.20it/s, v_num=6e0e]
Epoch 22:  16%|█▌        | 17/109 [01:25<07:41,  0.20it/s, v_num=6e0e]
Epoch 22:  17%|█▋        | 18/109 [01:26<07:14,  0.21it/s, v_num=6e0e]
Epoch 22:  17%|█▋        | 18/109 [01:26<07:14,  0.21it/s, v_num=6e0e]
Epoch 22:  17%|█▋        | 19/109 [01:27<06:53,  0.22it/s, v_num=6e0e]
Epoch 22:  17%|█▋        | 19/109 [01:27<06:53,  0.22it/s, v_num=6e0e]
Epoch 22:  18%|█▊        | 20/109 [01:28<06:32,  0.23it/s, v_num=6e0e]
Epoch 22:  18%|█▊        | 20/109 [01:28<06:32,  0.23it/s, v_num=6e0e]
Epoch 22:  19%|█▉        | 21/109 [01:41<07:04,  0.21it/s, v_num=6e0e]
Epoch 22:  19%|█▉        | 21/109 [01:41<07:04,  0.21it/s, v_num=6e0e]
Epoch 22:  20%|██        | 22/109 [01:42<06:44,  0.22it/s, v_num=6e0e]
Epoch 22:  20%|██        | 22/109 [01:42<06:44,  0.22it/s, v_num=6e0e]
Epoch 22:  21%|██        | 23/109 [01:45<06:34,  0.22it/s, v_num=6e0e]
Epoch 22:  21%|██        | 23/109 [01:45<06:34,  0.22it/s, v_num=6e0e]
Epoch 22:  22%|██▏       | 24/109 [01:46<06:16,  0.23it/s, v_num=6e0e]
Epoch 22:  22%|██▏       | 24/109 [01:46<06:16,  0.23it/s, v_num=6e0e]
Epoch 22:  23%|██▎       | 25/109 [01:58<06:36,  0.21it/s, v_num=6e0e]
Epoch 22:  23%|██▎       | 25/109 [01:58<06:36,  0.21it/s, v_num=6e0e]
Epoch 22:  24%|██▍       | 26/109 [01:59<06:22,  0.22it/s, v_num=6e0e]
Epoch 22:  24%|██▍       | 26/109 [01:59<06:22,  0.22it/s, v_num=6e0e]
Epoch 22:  25%|██▍       | 27/109 [02:02<06:12,  0.22it/s, v_num=6e0e]
Epoch 22:  25%|██▍       | 27/109 [02:02<06:12,  0.22it/s, v_num=6e0e]
Epoch 22:  26%|██▌       | 28/109 [02:03<05:57,  0.23it/s, v_num=6e0e]
Epoch 22:  26%|██▌       | 28/109 [02:03<05:57,  0.23it/s, v_num=6e0e]
Epoch 22:  27%|██▋       | 29/109 [02:14<06:11,  0.22it/s, v_num=6e0e]
Epoch 22:  27%|██▋       | 29/109 [02:14<06:11,  0.22it/s, v_num=6e0e]
Epoch 22:  28%|██▊       | 30/109 [02:17<06:02,  0.22it/s, v_num=6e0e]
Epoch 22:  28%|██▊       | 30/109 [02:17<06:02,  0.22it/s, v_num=6e0e]
Epoch 22:  28%|██▊       | 31/109 [02:19<05:50,  0.22it/s, v_num=6e0e]
Epoch 22:  28%|██▊       | 31/109 [02:19<05:50,  0.22it/s, v_num=6e0e]
Epoch 22:  29%|██▉       | 32/109 [02:20<05:36,  0.23it/s, v_num=6e0e]
Epoch 22:  29%|██▉       | 32/109 [02:20<05:36,  0.23it/s, v_num=6e0e]
Epoch 22:  30%|███       | 33/109 [02:31<05:49,  0.22it/s, v_num=6e0e]
Epoch 22:  30%|███       | 33/109 [02:31<05:49,  0.22it/s, v_num=6e0e]
Epoch 22:  31%|███       | 34/109 [02:35<05:43,  0.22it/s, v_num=6e0e]
Epoch 22:  31%|███       | 34/109 [02:35<05:43,  0.22it/s, v_num=6e0e]
Epoch 22:  32%|███▏      | 35/109 [02:36<05:31,  0.22it/s, v_num=6e0e]
Epoch 22:  32%|███▏      | 35/109 [02:36<05:31,  0.22it/s, v_num=6e0e]
Epoch 22:  33%|███▎      | 36/109 [02:37<05:19,  0.23it/s, v_num=6e0e]
Epoch 22:  33%|███▎      | 36/109 [02:37<05:19,  0.23it/s, v_num=6e0e]
Epoch 22:  34%|███▍      | 37/109 [02:51<05:33,  0.22it/s, v_num=6e0e]
Epoch 22:  34%|███▍      | 37/109 [02:51<05:33,  0.22it/s, v_num=6e0e]
Epoch 22:  35%|███▍      | 38/109 [02:52<05:22,  0.22it/s, v_num=6e0e]
Epoch 22:  35%|███▍      | 38/109 [02:52<05:22,  0.22it/s, v_num=6e0e]
Epoch 22:  36%|███▌      | 39/109 [02:53<05:11,  0.22it/s, v_num=6e0e]
Epoch 22:  36%|███▌      | 39/109 [02:53<05:11,  0.22it/s, v_num=6e0e]
Epoch 22:  37%|███▋      | 40/109 [02:54<05:00,  0.23it/s, v_num=6e0e]
Epoch 22:  37%|███▋      | 40/109 [02:54<05:00,  0.23it/s, v_num=6e0e]
Epoch 22:  38%|███▊      | 41/109 [03:08<05:12,  0.22it/s, v_num=6e0e]
Epoch 22:  38%|███▊      | 41/109 [03:08<05:12,  0.22it/s, v_num=6e0e]
Epoch 22:  39%|███▊      | 42/109 [03:09<05:02,  0.22it/s, v_num=6e0e]
Epoch 22:  39%|███▊      | 42/109 [03:09<05:02,  0.22it/s, v_num=6e0e]
Epoch 22:  39%|███▉      | 43/109 [03:10<04:52,  0.23it/s, v_num=6e0e]
Epoch 22:  39%|███▉      | 43/109 [03:10<04:52,  0.23it/s, v_num=6e0e]
Epoch 22:  40%|████      | 44/109 [03:11<04:42,  0.23it/s, v_num=6e0e]
Epoch 22:  40%|████      | 44/109 [03:11<04:42,  0.23it/s, v_num=6e0e]
Epoch 22:  41%|████▏     | 45/109 [03:25<04:51,  0.22it/s, v_num=6e0e]
Epoch 22:  41%|████▏     | 45/109 [03:25<04:51,  0.22it/s, v_num=6e0e]
Epoch 22:  42%|████▏     | 46/109 [03:28<04:46,  0.22it/s, v_num=6e0e]
Epoch 22:  42%|████▏     | 46/109 [03:28<04:46,  0.22it/s, v_num=6e0e]
Epoch 22:  43%|████▎     | 47/109 [03:29<04:36,  0.22it/s, v_num=6e0e]
Epoch 22:  43%|████▎     | 47/109 [03:29<04:36,  0.22it/s, v_num=6e0e]
Epoch 22:  44%|████▍     | 48/109 [03:30<04:27,  0.23it/s, v_num=6e0e]
Epoch 22:  44%|████▍     | 48/109 [03:30<04:27,  0.23it/s, v_num=6e0e]
Epoch 22:  45%|████▍     | 49/109 [03:44<04:34,  0.22it/s, v_num=6e0e]
Epoch 22:  45%|████▍     | 49/109 [03:44<04:34,  0.22it/s, v_num=6e0e]
Epoch 22:  46%|████▌     | 50/109 [03:48<04:29,  0.22it/s, v_num=6e0e]
Epoch 22:  46%|████▌     | 50/109 [03:48<04:29,  0.22it/s, v_num=6e0e]
Epoch 22:  47%|████▋     | 51/109 [03:49<04:20,  0.22it/s, v_num=6e0e]
Epoch 22:  47%|████▋     | 51/109 [03:49<04:20,  0.22it/s, v_num=6e0e]
Epoch 22:  48%|████▊     | 52/109 [03:49<04:12,  0.23it/s, v_num=6e0e]
Epoch 22:  48%|████▊     | 52/109 [03:49<04:12,  0.23it/s, v_num=6e0e]
Epoch 22:  49%|████▊     | 53/109 [04:00<04:14,  0.22it/s, v_num=6e0e]
Epoch 22:  49%|████▊     | 53/109 [04:00<04:14,  0.22it/s, v_num=6e0e]
Epoch 22:  50%|████▉     | 54/109 [04:05<04:10,  0.22it/s, v_num=6e0e]
Epoch 22:  50%|████▉     | 54/109 [04:05<04:10,  0.22it/s, v_num=6e0e]
Epoch 22:  50%|█████     | 55/109 [04:06<04:02,  0.22it/s, v_num=6e0e]
Epoch 22:  50%|█████     | 55/109 [04:06<04:02,  0.22it/s, v_num=6e0e]
Epoch 22:  51%|█████▏    | 56/109 [04:07<03:54,  0.23it/s, v_num=6e0e]
Epoch 22:  51%|█████▏    | 56/109 [04:07<03:54,  0.23it/s, v_num=6e0e]
Epoch 22:  52%|█████▏    | 57/109 [04:18<03:55,  0.22it/s, v_num=6e0e]
Epoch 22:  52%|█████▏    | 57/109 [04:18<03:55,  0.22it/s, v_num=6e0e]
Epoch 22:  53%|█████▎    | 58/109 [04:23<03:51,  0.22it/s, v_num=6e0e]
Epoch 22:  53%|█████▎    | 58/109 [04:23<03:51,  0.22it/s, v_num=6e0e]
Epoch 22:  54%|█████▍    | 59/109 [04:23<03:43,  0.22it/s, v_num=6e0e]
Epoch 22:  54%|█████▍    | 59/109 [04:23<03:43,  0.22it/s, v_num=6e0e]
Epoch 22:  55%|█████▌    | 60/109 [04:24<03:36,  0.23it/s, v_num=6e0e]
Epoch 22:  55%|█████▌    | 60/109 [04:24<03:36,  0.23it/s, v_num=6e0e]
Epoch 22:  56%|█████▌    | 61/109 [04:36<03:37,  0.22it/s, v_num=6e0e]
Epoch 22:  56%|█████▌    | 61/109 [04:36<03:37,  0.22it/s, v_num=6e0e]
Epoch 22:  57%|█████▋    | 62/109 [04:39<03:32,  0.22it/s, v_num=6e0e]
Epoch 22:  57%|█████▋    | 62/109 [04:39<03:32,  0.22it/s, v_num=6e0e]
Epoch 22:  58%|█████▊    | 63/109 [04:40<03:24,  0.22it/s, v_num=6e0e]
Epoch 22:  58%|█████▊    | 63/109 [04:40<03:24,  0.22it/s, v_num=6e0e]
Epoch 22:  59%|█████▊    | 64/109 [04:41<03:17,  0.23it/s, v_num=6e0e]
Epoch 22:  59%|█████▊    | 64/109 [04:41<03:17,  0.23it/s, v_num=6e0e]
Epoch 22:  60%|█████▉    | 65/109 [04:51<03:17,  0.22it/s, v_num=6e0e]
Epoch 22:  60%|█████▉    | 65/109 [04:51<03:17,  0.22it/s, v_num=6e0e]
Epoch 22:  61%|██████    | 66/109 [04:55<03:12,  0.22it/s, v_num=6e0e]
Epoch 22:  61%|██████    | 66/109 [04:55<03:12,  0.22it/s, v_num=6e0e]
Epoch 22:  61%|██████▏   | 67/109 [04:59<03:07,  0.22it/s, v_num=6e0e]
Epoch 22:  61%|██████▏   | 67/109 [04:59<03:07,  0.22it/s, v_num=6e0e]
Epoch 22:  62%|██████▏   | 68/109 [04:59<03:00,  0.23it/s, v_num=6e0e]
Epoch 22:  62%|██████▏   | 68/109 [04:59<03:00,  0.23it/s, v_num=6e0e]
Epoch 22:  63%|██████▎   | 69/109 [05:09<02:59,  0.22it/s, v_num=6e0e]
Epoch 22:  63%|██████▎   | 69/109 [05:09<02:59,  0.22it/s, v_num=6e0e]
Epoch 22:  64%|██████▍   | 70/109 [05:12<02:54,  0.22it/s, v_num=6e0e]
Epoch 22:  64%|██████▍   | 70/109 [05:12<02:54,  0.22it/s, v_num=6e0e]
Epoch 22:  65%|██████▌   | 71/109 [05:17<02:50,  0.22it/s, v_num=6e0e]
Epoch 22:  65%|██████▌   | 71/109 [05:17<02:50,  0.22it/s, v_num=6e0e]
Epoch 22:  66%|██████▌   | 72/109 [05:18<02:43,  0.23it/s, v_num=6e0e]
Epoch 22:  66%|██████▌   | 72/109 [05:18<02:43,  0.23it/s, v_num=6e0e]
Epoch 22:  67%|██████▋   | 73/109 [05:27<02:41,  0.22it/s, v_num=6e0e]
Epoch 22:  67%|██████▋   | 73/109 [05:27<02:41,  0.22it/s, v_num=6e0e]
Epoch 22:  68%|██████▊   | 74/109 [05:28<02:35,  0.22it/s, v_num=6e0e]
Epoch 22:  68%|██████▊   | 74/109 [05:28<02:35,  0.22it/s, v_num=6e0e]
Epoch 22:  69%|██████▉   | 75/109 [05:34<02:31,  0.22it/s, v_num=6e0e]
Epoch 22:  69%|██████▉   | 75/109 [05:34<02:31,  0.22it/s, v_num=6e0e]
Epoch 22:  70%|██████▉   | 76/109 [05:35<02:25,  0.23it/s, v_num=6e0e]
Epoch 22:  70%|██████▉   | 76/109 [05:35<02:25,  0.23it/s, v_num=6e0e]
Epoch 22:  71%|███████   | 77/109 [05:44<02:23,  0.22it/s, v_num=6e0e]
Epoch 22:  71%|███████   | 77/109 [05:44<02:23,  0.22it/s, v_num=6e0e]
Epoch 22:  72%|███████▏  | 78/109 [05:45<02:17,  0.23it/s, v_num=6e0e]
Epoch 22:  72%|███████▏  | 78/109 [05:45<02:17,  0.23it/s, v_num=6e0e]
Epoch 22:  72%|███████▏  | 79/109 [05:49<02:12,  0.23it/s, v_num=6e0e]
Epoch 22:  72%|███████▏  | 79/109 [05:49<02:12,  0.23it/s, v_num=6e0e]
Epoch 22:  73%|███████▎  | 80/109 [05:50<02:07,  0.23it/s, v_num=6e0e]
Epoch 22:  73%|███████▎  | 80/109 [05:50<02:07,  0.23it/s, v_num=6e0e]
Epoch 22:  74%|███████▍  | 81/109 [06:02<02:05,  0.22it/s, v_num=6e0e]
Epoch 22:  74%|███████▍  | 81/109 [06:02<02:05,  0.22it/s, v_num=6e0e]
Epoch 22:  75%|███████▌  | 82/109 [06:03<01:59,  0.23it/s, v_num=6e0e]
Epoch 22:  75%|███████▌  | 82/109 [06:03<01:59,  0.23it/s, v_num=6e0e]
Epoch 22:  76%|███████▌  | 83/109 [06:06<01:54,  0.23it/s, v_num=6e0e]
Epoch 22:  76%|███████▌  | 83/109 [06:06<01:54,  0.23it/s, v_num=6e0e]
Epoch 22:  77%|███████▋  | 84/109 [06:06<01:49,  0.23it/s, v_num=6e0e]
Epoch 22:  77%|███████▋  | 84/109 [06:06<01:49,  0.23it/s, v_num=6e0e]
Epoch 22:  78%|███████▊  | 85/109 [06:20<01:47,  0.22it/s, v_num=6e0e]
Epoch 22:  78%|███████▊  | 85/109 [06:20<01:47,  0.22it/s, v_num=6e0e]
Epoch 22:  79%|███████▉  | 86/109 [06:21<01:41,  0.23it/s, v_num=6e0e]
Epoch 22:  79%|███████▉  | 86/109 [06:21<01:41,  0.23it/s, v_num=6e0e]
Epoch 22:  80%|███████▉  | 87/109 [06:21<01:36,  0.23it/s, v_num=6e0e]
Epoch 22:  80%|███████▉  | 87/109 [06:21<01:36,  0.23it/s, v_num=6e0e]
Epoch 22:  81%|████████  | 88/109 [06:24<01:31,  0.23it/s, v_num=6e0e]
Epoch 22:  81%|████████  | 88/109 [06:24<01:31,  0.23it/s, v_num=6e0e]
Epoch 22:  82%|████████▏ | 89/109 [06:36<01:29,  0.22it/s, v_num=6e0e]
Epoch 22:  82%|████████▏ | 89/109 [06:36<01:29,  0.22it/s, v_num=6e0e]
Epoch 22:  83%|████████▎ | 90/109 [06:37<01:23,  0.23it/s, v_num=6e0e]
Epoch 22:  83%|████████▎ | 90/109 [06:37<01:23,  0.23it/s, v_num=6e0e]
Epoch 22:  83%|████████▎ | 91/109 [06:38<01:18,  0.23it/s, v_num=6e0e]
Epoch 22:  83%|████████▎ | 91/109 [06:38<01:18,  0.23it/s, v_num=6e0e]
Epoch 22:  84%|████████▍ | 92/109 [06:42<01:14,  0.23it/s, v_num=6e0e]
Epoch 22:  84%|████████▍ | 92/109 [06:42<01:14,  0.23it/s, v_num=6e0e]
Epoch 22:  85%|████████▌ | 93/109 [06:52<01:10,  0.23it/s, v_num=6e0e]
Epoch 22:  85%|████████▌ | 93/109 [06:52<01:10,  0.23it/s, v_num=6e0e]
Epoch 22:  86%|████████▌ | 94/109 [06:53<01:06,  0.23it/s, v_num=6e0e]
Epoch 22:  86%|████████▌ | 94/109 [06:53<01:06,  0.23it/s, v_num=6e0e]
Epoch 22:  87%|████████▋ | 95/109 [06:55<01:01,  0.23it/s, v_num=6e0e]
Epoch 22:  87%|████████▋ | 95/109 [06:55<01:01,  0.23it/s, v_num=6e0e]
Epoch 22:  88%|████████▊ | 96/109 [06:58<00:56,  0.23it/s, v_num=6e0e]
Epoch 22:  88%|████████▊ | 96/109 [06:58<00:56,  0.23it/s, v_num=6e0e]
Epoch 22:  89%|████████▉ | 97/109 [07:09<00:53,  0.23it/s, v_num=6e0e]
Epoch 22:  89%|████████▉ | 97/109 [07:09<00:53,  0.23it/s, v_num=6e0e]
Epoch 22:  90%|████████▉ | 98/109 [07:10<00:48,  0.23it/s, v_num=6e0e]
Epoch 22:  90%|████████▉ | 98/109 [07:10<00:48,  0.23it/s, v_num=6e0e]
Epoch 22:  91%|█████████ | 99/109 [07:13<00:43,  0.23it/s, v_num=6e0e]
Epoch 22:  91%|█████████ | 99/109 [07:13<00:43,  0.23it/s, v_num=6e0e]
Epoch 22:  92%|█████████▏| 100/109 [07:15<00:39,  0.23it/s, v_num=6e0e]
Epoch 22:  92%|█████████▏| 100/109 [07:15<00:39,  0.23it/s, v_num=6e0e]
Epoch 22:  93%|█████████▎| 101/109 [07:26<00:35,  0.23it/s, v_num=6e0e]
Epoch 22:  93%|█████████▎| 101/109 [07:26<00:35,  0.23it/s, v_num=6e0e]
Epoch 22:  94%|█████████▎| 102/109 [07:27<00:30,  0.23it/s, v_num=6e0e]
Epoch 22:  94%|█████████▎| 102/109 [07:27<00:30,  0.23it/s, v_num=6e0e]
Epoch 22:  94%|█████████▍| 103/109 [07:30<00:26,  0.23it/s, v_num=6e0e]
Epoch 22:  94%|█████████▍| 103/109 [07:30<00:26,  0.23it/s, v_num=6e0e]
Epoch 22:  95%|█████████▌| 104/109 [07:31<00:21,  0.23it/s, v_num=6e0e]
Epoch 22:  95%|█████████▌| 104/109 [07:31<00:21,  0.23it/s, v_num=6e0e]
Epoch 22:  96%|█████████▋| 105/109 [07:43<00:17,  0.23it/s, v_num=6e0e]
Epoch 22:  96%|█████████▋| 105/109 [07:43<00:17,  0.23it/s, v_num=6e0e]
Epoch 22:  97%|█████████▋| 106/109 [07:44<00:13,  0.23it/s, v_num=6e0e]
Epoch 22:  97%|█████████▋| 106/109 [07:44<00:13,  0.23it/s, v_num=6e0e]
Epoch 22:  98%|█████████▊| 107/109 [07:47<00:08,  0.23it/s, v_num=6e0e]
Epoch 22:  98%|█████████▊| 107/109 [07:47<00:08,  0.23it/s, v_num=6e0e]
Epoch 22:  99%|█████████▉| 108/109 [07:48<00:04,  0.23it/s, v_num=6e0e]
Epoch 22:  99%|█████████▉| 108/109 [07:48<00:04,  0.23it/s, v_num=6e0e]
Epoch 22: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 22: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.88it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:13,  0.84it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.87it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.90it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:09,  0.87it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:08<00:08,  0.87it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.89it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.90it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.91it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:12<00:03,  0.91it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.91it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.90it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.93it/s]

                                                                        
Epoch 22: 100%|██████████| 109/109 [08:16<00:00,  0.22it/s, v_num=6e0e]
Epoch 22: 100%|██████████| 109/109 [08:16<00:00,  0.22it/s, v_num=6e0e]
Epoch 22:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 23:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 23:   1%|          | 1/109 [00:18<33:36,  0.05it/s, v_num=6e0e]
Epoch 23:   1%|          | 1/109 [00:18<33:36,  0.05it/s, v_num=6e0e]
Epoch 23:   2%|▏         | 2/109 [00:19<17:22,  0.10it/s, v_num=6e0e]
Epoch 23:   2%|▏         | 2/109 [00:19<17:22,  0.10it/s, v_num=6e0e]
Epoch 23:   3%|▎         | 3/109 [00:20<11:57,  0.15it/s, v_num=6e0e]
Epoch 23:   3%|▎         | 3/109 [00:20<11:57,  0.15it/s, v_num=6e0e]
Epoch 23:   4%|▎         | 4/109 [00:21<09:14,  0.19it/s, v_num=6e0e]
Epoch 23:   4%|▎         | 4/109 [00:21<09:14,  0.19it/s, v_num=6e0e]
Epoch 23:   5%|▍         | 5/109 [00:35<12:09,  0.14it/s, v_num=6e0e]
Epoch 23:   5%|▍         | 5/109 [00:35<12:09,  0.14it/s, v_num=6e0e]
Epoch 23:   6%|▌         | 6/109 [00:35<10:16,  0.17it/s, v_num=6e0e]
Epoch 23:   6%|▌         | 6/109 [00:35<10:16,  0.17it/s, v_num=6e0e]
Epoch 23:   6%|▋         | 7/109 [00:36<08:55,  0.19it/s, v_num=6e0e]
Epoch 23:   6%|▋         | 7/109 [00:36<08:55,  0.19it/s, v_num=6e0e]
Epoch 23:   7%|▋         | 8/109 [00:37<07:54,  0.21it/s, v_num=6e0e]
Epoch 23:   7%|▋         | 8/109 [00:37<07:54,  0.21it/s, v_num=6e0e]
Epoch 23:   8%|▊         | 9/109 [00:50<09:21,  0.18it/s, v_num=6e0e]
Epoch 23:   8%|▊         | 9/109 [00:50<09:21,  0.18it/s, v_num=6e0e]
Epoch 23:   9%|▉         | 10/109 [00:51<08:33,  0.19it/s, v_num=6e0e]
Epoch 23:   9%|▉         | 10/109 [00:51<08:33,  0.19it/s, v_num=6e0e]
Epoch 23:  10%|█         | 11/109 [00:52<07:51,  0.21it/s, v_num=6e0e]
Epoch 23:  10%|█         | 11/109 [00:52<07:51,  0.21it/s, v_num=6e0e]
Epoch 23:  11%|█         | 12/109 [00:53<07:13,  0.22it/s, v_num=6e0e]
Epoch 23:  11%|█         | 12/109 [00:53<07:13,  0.22it/s, v_num=6e0e]
Epoch 23:  12%|█▏        | 13/109 [01:07<08:15,  0.19it/s, v_num=6e0e]
Epoch 23:  12%|█▏        | 13/109 [01:07<08:15,  0.19it/s, v_num=6e0e]
Epoch 23:  13%|█▎        | 14/109 [01:09<07:49,  0.20it/s, v_num=6e0e]
Epoch 23:  13%|█▎        | 14/109 [01:09<07:49,  0.20it/s, v_num=6e0e]
Epoch 23:  14%|█▍        | 15/109 [01:10<07:20,  0.21it/s, v_num=6e0e]
Epoch 23:  14%|█▍        | 15/109 [01:10<07:20,  0.21it/s, v_num=6e0e]
Epoch 23:  15%|█▍        | 16/109 [01:11<06:53,  0.23it/s, v_num=6e0e]
Epoch 23:  15%|█▍        | 16/109 [01:11<06:53,  0.23it/s, v_num=6e0e]
Epoch 23:  16%|█▌        | 17/109 [01:22<07:28,  0.21it/s, v_num=6e0e]
Epoch 23:  16%|█▌        | 17/109 [01:22<07:28,  0.21it/s, v_num=6e0e]
Epoch 23:  17%|█▋        | 18/109 [01:26<07:16,  0.21it/s, v_num=6e0e]
Epoch 23:  17%|█▋        | 18/109 [01:26<07:16,  0.21it/s, v_num=6e0e]
Epoch 23:  17%|█▋        | 19/109 [01:27<06:55,  0.22it/s, v_num=6e0e]
Epoch 23:  17%|█▋        | 19/109 [01:27<06:55,  0.22it/s, v_num=6e0e]
Epoch 23:  18%|█▊        | 20/109 [01:29<06:37,  0.22it/s, v_num=6e0e]
Epoch 23:  18%|█▊        | 20/109 [01:29<06:37,  0.22it/s, v_num=6e0e]
Epoch 23:  19%|█▉        | 21/109 [01:38<06:53,  0.21it/s, v_num=6e0e]
Epoch 23:  19%|█▉        | 21/109 [01:38<06:53,  0.21it/s, v_num=6e0e]
Epoch 23:  20%|██        | 22/109 [01:43<06:49,  0.21it/s, v_num=6e0e]
Epoch 23:  20%|██        | 22/109 [01:43<06:49,  0.21it/s, v_num=6e0e]
Epoch 23:  21%|██        | 23/109 [01:45<06:35,  0.22it/s, v_num=6e0e]
Epoch 23:  21%|██        | 23/109 [01:45<06:35,  0.22it/s, v_num=6e0e]
Epoch 23:  22%|██▏       | 24/109 [01:49<06:28,  0.22it/s, v_num=6e0e]
Epoch 23:  22%|██▏       | 24/109 [01:49<06:28,  0.22it/s, v_num=6e0e]
Epoch 23:  23%|██▎       | 25/109 [01:56<06:30,  0.22it/s, v_num=6e0e]
Epoch 23:  23%|██▎       | 25/109 [01:56<06:30,  0.22it/s, v_num=6e0e]
Epoch 23:  24%|██▍       | 26/109 [02:00<06:24,  0.22it/s, v_num=6e0e]
Epoch 23:  24%|██▍       | 26/109 [02:00<06:24,  0.22it/s, v_num=6e0e]
Epoch 23:  25%|██▍       | 27/109 [02:03<06:15,  0.22it/s, v_num=6e0e]
Epoch 23:  25%|██▍       | 27/109 [02:03<06:15,  0.22it/s, v_num=6e0e]
Epoch 23:  26%|██▌       | 28/109 [02:05<06:01,  0.22it/s, v_num=6e0e]
Epoch 23:  26%|██▌       | 28/109 [02:05<06:01,  0.22it/s, v_num=6e0e]
Epoch 23:  27%|██▋       | 29/109 [02:12<06:06,  0.22it/s, v_num=6e0e]
Epoch 23:  27%|██▋       | 29/109 [02:12<06:06,  0.22it/s, v_num=6e0e]
Epoch 23:  28%|██▊       | 30/109 [02:18<06:03,  0.22it/s, v_num=6e0e]
Epoch 23:  28%|██▊       | 30/109 [02:18<06:03,  0.22it/s, v_num=6e0e]
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Epoch 23:  29%|██▉       | 32/109 [02:24<05:48,  0.22it/s, v_num=6e0e]
Epoch 23:  29%|██▉       | 32/109 [02:24<05:48,  0.22it/s, v_num=6e0e]
Epoch 23:  30%|███       | 33/109 [02:29<05:44,  0.22it/s, v_num=6e0e]
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Epoch 23:  31%|███       | 34/109 [02:35<05:41,  0.22it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 23: 100%|██████████| 109/109 [08:12<00:00,  0.22it/s, v_num=6e0e]
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Epoch 23:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 24: 100%|██████████| 109/109 [08:09<00:00,  0.22it/s, v_num=6e0e]
Epoch 24: 100%|██████████| 109/109 [08:09<00:00,  0.22it/s, v_num=6e0e]
Epoch 24:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 25:   5%|▍         | 5/109 [00:36<12:39,  0.14it/s, v_num=6e0e]
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Epoch 25:   6%|▋         | 7/109 [00:38<09:15,  0.18it/s, v_num=6e0e]
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Epoch 25:  78%|███████▊  | 85/109 [06:20<01:47,  0.22it/s, v_num=6e0e]
Epoch 25:  78%|███████▊  | 85/109 [06:20<01:47,  0.22it/s, v_num=6e0e]
Epoch 25:  79%|███████▉  | 86/109 [06:21<01:42,  0.23it/s, v_num=6e0e]
Epoch 25:  79%|███████▉  | 86/109 [06:21<01:42,  0.23it/s, v_num=6e0e]
Epoch 25:  80%|███████▉  | 87/109 [06:22<01:36,  0.23it/s, v_num=6e0e]
Epoch 25:  80%|███████▉  | 87/109 [06:22<01:36,  0.23it/s, v_num=6e0e]
Epoch 25:  81%|████████  | 88/109 [06:23<01:31,  0.23it/s, v_num=6e0e]
Epoch 25:  81%|████████  | 88/109 [06:23<01:31,  0.23it/s, v_num=6e0e]
Epoch 25:  82%|████████▏ | 89/109 [06:38<01:29,  0.22it/s, v_num=6e0e]
Epoch 25:  82%|████████▏ | 89/109 [06:38<01:29,  0.22it/s, v_num=6e0e]
Epoch 25:  83%|████████▎ | 90/109 [06:39<01:24,  0.23it/s, v_num=6e0e]
Epoch 25:  83%|████████▎ | 90/109 [06:39<01:24,  0.23it/s, v_num=6e0e]
Epoch 25:  83%|████████▎ | 91/109 [06:39<01:19,  0.23it/s, v_num=6e0e]
Epoch 25:  83%|████████▎ | 91/109 [06:39<01:19,  0.23it/s, v_num=6e0e]
Epoch 25:  84%|████████▍ | 92/109 [06:40<01:14,  0.23it/s, v_num=6e0e]
Epoch 25:  84%|████████▍ | 92/109 [06:40<01:14,  0.23it/s, v_num=6e0e]
Epoch 25:  85%|████████▌ | 93/109 [06:54<01:11,  0.22it/s, v_num=6e0e]
Epoch 25:  85%|████████▌ | 93/109 [06:54<01:11,  0.22it/s, v_num=6e0e]
Epoch 25:  86%|████████▌ | 94/109 [06:55<01:06,  0.23it/s, v_num=6e0e]
Epoch 25:  86%|████████▌ | 94/109 [06:55<01:06,  0.23it/s, v_num=6e0e]
Epoch 25:  87%|████████▋ | 95/109 [06:56<01:01,  0.23it/s, v_num=6e0e]
Epoch 25:  87%|████████▋ | 95/109 [06:56<01:01,  0.23it/s, v_num=6e0e]
Epoch 25:  88%|████████▊ | 96/109 [06:57<00:56,  0.23it/s, v_num=6e0e]
Epoch 25:  88%|████████▊ | 96/109 [06:57<00:56,  0.23it/s, v_num=6e0e]
Epoch 25:  89%|████████▉ | 97/109 [07:11<00:53,  0.22it/s, v_num=6e0e]
Epoch 25:  89%|████████▉ | 97/109 [07:11<00:53,  0.22it/s, v_num=6e0e]
Epoch 25:  90%|████████▉ | 98/109 [07:11<00:48,  0.23it/s, v_num=6e0e]
Epoch 25:  90%|████████▉ | 98/109 [07:11<00:48,  0.23it/s, v_num=6e0e]
Epoch 25:  91%|█████████ | 99/109 [07:12<00:43,  0.23it/s, v_num=6e0e]
Epoch 25:  91%|█████████ | 99/109 [07:12<00:43,  0.23it/s, v_num=6e0e]
Epoch 25:  92%|█████████▏| 100/109 [07:13<00:39,  0.23it/s, v_num=6e0e]
Epoch 25:  92%|█████████▏| 100/109 [07:13<00:39,  0.23it/s, v_num=6e0e]
Epoch 25:  93%|█████████▎| 101/109 [07:30<00:35,  0.22it/s, v_num=6e0e]
Epoch 25:  93%|█████████▎| 101/109 [07:30<00:35,  0.22it/s, v_num=6e0e]
Epoch 25:  94%|█████████▎| 102/109 [07:31<00:30,  0.23it/s, v_num=6e0e]
Epoch 25:  94%|█████████▎| 102/109 [07:31<00:30,  0.23it/s, v_num=6e0e]
Epoch 25:  94%|█████████▍| 103/109 [07:31<00:26,  0.23it/s, v_num=6e0e]
Epoch 25:  94%|█████████▍| 103/109 [07:31<00:26,  0.23it/s, v_num=6e0e]
Epoch 25:  95%|█████████▌| 104/109 [07:32<00:21,  0.23it/s, v_num=6e0e]
Epoch 25:  95%|█████████▌| 104/109 [07:32<00:21,  0.23it/s, v_num=6e0e]
Epoch 25:  96%|█████████▋| 105/109 [07:47<00:17,  0.22it/s, v_num=6e0e]
Epoch 25:  96%|█████████▋| 105/109 [07:47<00:17,  0.22it/s, v_num=6e0e]
Epoch 25:  97%|█████████▋| 106/109 [07:47<00:13,  0.23it/s, v_num=6e0e]
Epoch 25:  97%|█████████▋| 106/109 [07:47<00:13,  0.23it/s, v_num=6e0e]
Epoch 25:  98%|█████████▊| 107/109 [07:48<00:08,  0.23it/s, v_num=6e0e]
Epoch 25:  98%|█████████▊| 107/109 [07:48<00:08,  0.23it/s, v_num=6e0e]
Epoch 25:  99%|█████████▉| 108/109 [07:49<00:04,  0.23it/s, v_num=6e0e]
Epoch 25:  99%|█████████▉| 108/109 [07:49<00:04,  0.23it/s, v_num=6e0e]
Epoch 25: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]
Epoch 25: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.96it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.93it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.94it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.94it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.93it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 25: 100%|██████████| 109/109 [08:19<00:00,  0.22it/s, v_num=6e0e]
Epoch 25: 100%|██████████| 109/109 [08:19<00:00,  0.22it/s, v_num=6e0e]
Epoch 25:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 26:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 26:   1%|          | 1/109 [00:16<30:11,  0.06it/s, v_num=6e0e]
Epoch 26:   1%|          | 1/109 [00:16<30:11,  0.06it/s, v_num=6e0e]
Epoch 26:   2%|▏         | 2/109 [00:17<15:42,  0.11it/s, v_num=6e0e]
Epoch 26:   2%|▏         | 2/109 [00:17<15:42,  0.11it/s, v_num=6e0e]
Epoch 26:   3%|▎         | 3/109 [00:18<10:51,  0.16it/s, v_num=6e0e]
Epoch 26:   3%|▎         | 3/109 [00:18<10:51,  0.16it/s, v_num=6e0e]
Epoch 26:   4%|▎         | 4/109 [00:19<08:25,  0.21it/s, v_num=6e0e]
Epoch 26:   4%|▎         | 4/109 [00:19<08:25,  0.21it/s, v_num=6e0e]
Epoch 26:   5%|▍         | 5/109 [00:32<11:17,  0.15it/s, v_num=6e0e]
Epoch 26:   5%|▍         | 5/109 [00:32<11:17,  0.15it/s, v_num=6e0e]
Epoch 26:   6%|▌         | 6/109 [00:36<10:20,  0.17it/s, v_num=6e0e]
Epoch 26:   6%|▌         | 6/109 [00:36<10:20,  0.17it/s, v_num=6e0e]
Epoch 26:   6%|▋         | 7/109 [00:37<08:59,  0.19it/s, v_num=6e0e]
Epoch 26:   6%|▋         | 7/109 [00:37<08:59,  0.19it/s, v_num=6e0e]
Epoch 26:   7%|▋         | 8/109 [00:37<07:57,  0.21it/s, v_num=6e0e]
Epoch 26:   7%|▋         | 8/109 [00:37<07:57,  0.21it/s, v_num=6e0e]
Epoch 26:   8%|▊         | 9/109 [00:49<09:10,  0.18it/s, v_num=6e0e]
Epoch 26:   8%|▊         | 9/109 [00:49<09:10,  0.18it/s, v_num=6e0e]
Epoch 26:   9%|▉         | 10/109 [00:54<08:57,  0.18it/s, v_num=6e0e]
Epoch 26:   9%|▉         | 10/109 [00:54<08:57,  0.18it/s, v_num=6e0e]
Epoch 26:  10%|█         | 11/109 [00:55<08:10,  0.20it/s, v_num=6e0e]
Epoch 26:  10%|█         | 11/109 [00:55<08:10,  0.20it/s, v_num=6e0e]
Epoch 26:  11%|█         | 12/109 [00:55<07:32,  0.21it/s, v_num=6e0e]
Epoch 26:  11%|█         | 12/109 [00:55<07:32,  0.21it/s, v_num=6e0e]
Epoch 26:  12%|█▏        | 13/109 [01:06<08:11,  0.20it/s, v_num=6e0e]
Epoch 26:  12%|█▏        | 13/109 [01:06<08:11,  0.20it/s, v_num=6e0e]
Epoch 26:  13%|█▎        | 14/109 [01:10<08:00,  0.20it/s, v_num=6e0e]
Epoch 26:  13%|█▎        | 14/109 [01:10<08:00,  0.20it/s, v_num=6e0e]
Epoch 26:  14%|█▍        | 15/109 [01:11<07:28,  0.21it/s, v_num=6e0e]
Epoch 26:  14%|█▍        | 15/109 [01:11<07:28,  0.21it/s, v_num=6e0e]
Epoch 26:  15%|█▍        | 16/109 [01:12<07:00,  0.22it/s, v_num=6e0e]
Epoch 26:  15%|█▍        | 16/109 [01:12<07:00,  0.22it/s, v_num=6e0e]
Epoch 26:  16%|█▌        | 17/109 [01:22<07:26,  0.21it/s, v_num=6e0e]
Epoch 26:  16%|█▌        | 17/109 [01:22<07:26,  0.21it/s, v_num=6e0e]
Epoch 26:  17%|█▋        | 18/109 [01:28<07:28,  0.20it/s, v_num=6e0e]
Epoch 26:  17%|█▋        | 18/109 [01:28<07:28,  0.20it/s, v_num=6e0e]
Epoch 26:  17%|█▋        | 19/109 [01:29<07:04,  0.21it/s, v_num=6e0e]
Epoch 26:  17%|█▋        | 19/109 [01:29<07:04,  0.21it/s, v_num=6e0e]
Epoch 26:  18%|█▊        | 20/109 [01:30<06:41,  0.22it/s, v_num=6e0e]
Epoch 26:  18%|█▊        | 20/109 [01:30<06:41,  0.22it/s, v_num=6e0e]
Epoch 26:  19%|█▉        | 21/109 [01:41<07:07,  0.21it/s, v_num=6e0e]
Epoch 26:  19%|█▉        | 21/109 [01:41<07:07,  0.21it/s, v_num=6e0e]
Epoch 26:  20%|██        | 22/109 [01:45<06:57,  0.21it/s, v_num=6e0e]
Epoch 26:  20%|██        | 22/109 [01:45<06:57,  0.21it/s, v_num=6e0e]
Epoch 26:  21%|██        | 23/109 [01:46<06:37,  0.22it/s, v_num=6e0e]
Epoch 26:  21%|██        | 23/109 [01:46<06:37,  0.22it/s, v_num=6e0e]
Epoch 26:  22%|██▏       | 24/109 [01:47<06:19,  0.22it/s, v_num=6e0e]
Epoch 26:  22%|██▏       | 24/109 [01:47<06:19,  0.22it/s, v_num=6e0e]
Epoch 26:  23%|██▎       | 25/109 [02:01<06:49,  0.21it/s, v_num=6e0e]
Epoch 26:  23%|██▎       | 25/109 [02:01<06:49,  0.21it/s, v_num=6e0e]
Epoch 26:  24%|██▍       | 26/109 [02:02<06:31,  0.21it/s, v_num=6e0e]
Epoch 26:  24%|██▍       | 26/109 [02:02<06:31,  0.21it/s, v_num=6e0e]
Epoch 26:  25%|██▍       | 27/109 [02:03<06:14,  0.22it/s, v_num=6e0e]
Epoch 26:  25%|██▍       | 27/109 [02:03<06:14,  0.22it/s, v_num=6e0e]
Epoch 26:  26%|██▌       | 28/109 [02:04<05:59,  0.23it/s, v_num=6e0e]
Epoch 26:  26%|██▌       | 28/109 [02:04<05:59,  0.23it/s, v_num=6e0e]
Epoch 26:  27%|██▋       | 29/109 [02:18<06:22,  0.21it/s, v_num=6e0e]
Epoch 26:  27%|██▋       | 29/109 [02:18<06:22,  0.21it/s, v_num=6e0e]
Epoch 26:  28%|██▊       | 30/109 [02:19<06:07,  0.22it/s, v_num=6e0e]
Epoch 26:  28%|██▊       | 30/109 [02:19<06:07,  0.22it/s, v_num=6e0e]
Epoch 26:  28%|██▊       | 31/109 [02:20<05:52,  0.22it/s, v_num=6e0e]
Epoch 26:  28%|██▊       | 31/109 [02:20<05:52,  0.22it/s, v_num=6e0e]
Epoch 26:  29%|██▉       | 32/109 [02:21<05:39,  0.23it/s, v_num=6e0e]
Epoch 26:  29%|██▉       | 32/109 [02:21<05:39,  0.23it/s, v_num=6e0e]
Epoch 26:  30%|███       | 33/109 [02:36<06:00,  0.21it/s, v_num=6e0e]
Epoch 26:  30%|███       | 33/109 [02:36<06:00,  0.21it/s, v_num=6e0e]
Epoch 26:  31%|███       | 34/109 [02:37<05:47,  0.22it/s, v_num=6e0e]
Epoch 26:  31%|███       | 34/109 [02:37<05:47,  0.22it/s, v_num=6e0e]
Epoch 26:  32%|███▏      | 35/109 [02:38<05:34,  0.22it/s, v_num=6e0e]
Epoch 26:  32%|███▏      | 35/109 [02:38<05:34,  0.22it/s, v_num=6e0e]
Epoch 26:  33%|███▎      | 36/109 [02:39<05:22,  0.23it/s, v_num=6e0e]
Epoch 26:  33%|███▎      | 36/109 [02:39<05:22,  0.23it/s, v_num=6e0e]
Epoch 26:  34%|███▍      | 37/109 [02:55<05:42,  0.21it/s, v_num=6e0e]
Epoch 26:  34%|███▍      | 37/109 [02:55<05:42,  0.21it/s, v_num=6e0e]
Epoch 26:  35%|███▍      | 38/109 [02:56<05:30,  0.22it/s, v_num=6e0e]
Epoch 26:  35%|███▍      | 38/109 [02:56<05:30,  0.22it/s, v_num=6e0e]
Epoch 26:  36%|███▌      | 39/109 [02:57<05:18,  0.22it/s, v_num=6e0e]
Epoch 26:  36%|███▌      | 39/109 [02:57<05:18,  0.22it/s, v_num=6e0e]
Epoch 26:  37%|███▋      | 40/109 [02:58<05:07,  0.22it/s, v_num=6e0e]
Epoch 26:  37%|███▋      | 40/109 [02:58<05:07,  0.22it/s, v_num=6e0e]
Epoch 26:  38%|███▊      | 41/109 [03:12<05:19,  0.21it/s, v_num=6e0e]
Epoch 26:  38%|███▊      | 41/109 [03:12<05:19,  0.21it/s, v_num=6e0e]
Epoch 26:  39%|███▊      | 42/109 [03:13<05:08,  0.22it/s, v_num=6e0e]
Epoch 26:  39%|███▊      | 42/109 [03:13<05:08,  0.22it/s, v_num=6e0e]
Epoch 26:  39%|███▉      | 43/109 [03:14<04:57,  0.22it/s, v_num=6e0e]
Epoch 26:  39%|███▉      | 43/109 [03:14<04:57,  0.22it/s, v_num=6e0e]
Epoch 26:  40%|████      | 44/109 [03:14<04:47,  0.23it/s, v_num=6e0e]
Epoch 26:  40%|████      | 44/109 [03:14<04:47,  0.23it/s, v_num=6e0e]
Epoch 26:  41%|████▏     | 45/109 [03:28<04:57,  0.22it/s, v_num=6e0e]
Epoch 26:  41%|████▏     | 45/109 [03:28<04:57,  0.22it/s, v_num=6e0e]
Epoch 26:  42%|████▏     | 46/109 [03:29<04:47,  0.22it/s, v_num=6e0e]
Epoch 26:  42%|████▏     | 46/109 [03:29<04:47,  0.22it/s, v_num=6e0e]
Epoch 26:  43%|████▎     | 47/109 [03:30<04:37,  0.22it/s, v_num=6e0e]
Epoch 26:  43%|████▎     | 47/109 [03:30<04:37,  0.22it/s, v_num=6e0e]
Epoch 26:  44%|████▍     | 48/109 [03:31<04:28,  0.23it/s, v_num=6e0e]
Epoch 26:  44%|████▍     | 48/109 [03:31<04:28,  0.23it/s, v_num=6e0e]
Epoch 26:  45%|████▍     | 49/109 [03:46<04:37,  0.22it/s, v_num=6e0e]
Epoch 26:  45%|████▍     | 49/109 [03:46<04:37,  0.22it/s, v_num=6e0e]
Epoch 26:  46%|████▌     | 50/109 [03:47<04:28,  0.22it/s, v_num=6e0e]
Epoch 26:  46%|████▌     | 50/109 [03:47<04:28,  0.22it/s, v_num=6e0e]
Epoch 26:  47%|████▋     | 51/109 [03:48<04:19,  0.22it/s, v_num=6e0e]
Epoch 26:  47%|████▋     | 51/109 [03:48<04:19,  0.22it/s, v_num=6e0e]
Epoch 26:  48%|████▊     | 52/109 [03:49<04:11,  0.23it/s, v_num=6e0e]
Epoch 26:  48%|████▊     | 52/109 [03:49<04:11,  0.23it/s, v_num=6e0e]
Epoch 26:  49%|████▊     | 53/109 [04:04<04:18,  0.22it/s, v_num=6e0e]
Epoch 26:  49%|████▊     | 53/109 [04:04<04:18,  0.22it/s, v_num=6e0e]
Epoch 26:  50%|████▉     | 54/109 [04:05<04:09,  0.22it/s, v_num=6e0e]
Epoch 26:  50%|████▉     | 54/109 [04:05<04:09,  0.22it/s, v_num=6e0e]
Epoch 26:  50%|█████     | 55/109 [04:05<04:01,  0.22it/s, v_num=6e0e]
Epoch 26:  50%|█████     | 55/109 [04:05<04:01,  0.22it/s, v_num=6e0e]
Epoch 26:  51%|█████▏    | 56/109 [04:06<03:53,  0.23it/s, v_num=6e0e]
Epoch 26:  51%|█████▏    | 56/109 [04:06<03:53,  0.23it/s, v_num=6e0e]
Epoch 26:  52%|█████▏    | 57/109 [04:19<03:57,  0.22it/s, v_num=6e0e]
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Epoch 26:  53%|█████▎    | 58/109 [04:20<03:49,  0.22it/s, v_num=6e0e]
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Epoch 26:  79%|███████▉  | 86/109 [06:21<01:42,  0.23it/s, v_num=6e0e]
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Epoch 26:  83%|████████▎ | 90/109 [06:37<01:23,  0.23it/s, v_num=6e0e]
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Epoch 26:  87%|████████▋ | 95/109 [06:56<01:01,  0.23it/s, v_num=6e0e]
Epoch 26:  87%|████████▋ | 95/109 [06:56<01:01,  0.23it/s, v_num=6e0e]
Epoch 26:  88%|████████▊ | 96/109 [06:57<00:56,  0.23it/s, v_num=6e0e]
Epoch 26:  88%|████████▊ | 96/109 [06:57<00:56,  0.23it/s, v_num=6e0e]
Epoch 26:  89%|████████▉ | 97/109 [07:12<00:53,  0.22it/s, v_num=6e0e]
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Epoch 26:  90%|████████▉ | 98/109 [07:12<00:48,  0.23it/s, v_num=6e0e]
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Epoch 26:  91%|█████████ | 99/109 [07:13<00:43,  0.23it/s, v_num=6e0e]
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Epoch 26:  92%|█████████▏| 100/109 [07:14<00:39,  0.23it/s, v_num=6e0e]
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Epoch 26:  94%|█████████▎| 102/109 [07:30<00:30,  0.23it/s, v_num=6e0e]
Epoch 26:  94%|█████████▍| 103/109 [07:31<00:26,  0.23it/s, v_num=6e0e]
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Epoch 26:  95%|█████████▌| 104/109 [07:32<00:21,  0.23it/s, v_num=6e0e]
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Epoch 26:  96%|█████████▋| 105/109 [07:47<00:17,  0.22it/s, v_num=6e0e]
Epoch 26:  96%|█████████▋| 105/109 [07:47<00:17,  0.22it/s, v_num=6e0e]
Epoch 26:  97%|█████████▋| 106/109 [07:48<00:13,  0.23it/s, v_num=6e0e]
Epoch 26:  97%|█████████▋| 106/109 [07:48<00:13,  0.23it/s, v_num=6e0e]
Epoch 26:  98%|█████████▊| 107/109 [07:51<00:08,  0.23it/s, v_num=6e0e]
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Epoch 26: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
Epoch 26: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:10,  1.18it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.07it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 26: 100%|██████████| 109/109 [08:21<00:00,  0.22it/s, v_num=6e0e]
Epoch 26: 100%|██████████| 109/109 [08:21<00:00,  0.22it/s, v_num=6e0e]
Epoch 26:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 27:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 27:   1%|          | 1/109 [00:18<33:07,  0.05it/s, v_num=6e0e]
Epoch 27:   2%|▏         | 2/109 [00:19<17:08,  0.10it/s, v_num=6e0e]
Epoch 27:   2%|▏         | 2/109 [00:19<17:09,  0.10it/s, v_num=6e0e]
Epoch 27:   3%|▎         | 3/109 [00:20<11:48,  0.15it/s, v_num=6e0e]
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Epoch 27:   5%|▍         | 5/109 [00:35<12:17,  0.14it/s, v_num=6e0e]
Epoch 27:   5%|▍         | 5/109 [00:35<12:17,  0.14it/s, v_num=6e0e]
Epoch 27:   6%|▌         | 6/109 [00:36<10:23,  0.17it/s, v_num=6e0e]
Epoch 27:   6%|▌         | 6/109 [00:36<10:23,  0.17it/s, v_num=6e0e]
Epoch 27:   6%|▋         | 7/109 [00:37<09:00,  0.19it/s, v_num=6e0e]
Epoch 27:   6%|▋         | 7/109 [00:37<09:00,  0.19it/s, v_num=6e0e]
Epoch 27:   7%|▋         | 8/109 [00:40<08:30,  0.20it/s, v_num=6e0e]
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Epoch 27:  11%|█         | 12/109 [00:57<07:44,  0.21it/s, v_num=6e0e]
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Epoch 27:  13%|█▎        | 14/109 [01:12<08:10,  0.19it/s, v_num=6e0e]
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Epoch 27:  14%|█▍        | 15/109 [01:13<07:38,  0.21it/s, v_num=6e0e]
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Epoch 27:  20%|██        | 22/109 [01:52<07:26,  0.19it/s, v_num=6e0e]
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Epoch 27: 100%|██████████| 109/109 [08:23<00:00,  0.22it/s, v_num=6e0e]
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Epoch 28:  83%|████████▎ | 91/109 [06:42<01:19,  0.23it/s, v_num=6e0e]
Epoch 28:  84%|████████▍ | 92/109 [06:43<01:14,  0.23it/s, v_num=6e0e]
Epoch 28:  84%|████████▍ | 92/109 [06:43<01:14,  0.23it/s, v_num=6e0e]
Epoch 28:  85%|████████▌ | 93/109 [06:50<01:10,  0.23it/s, v_num=6e0e]
Epoch 28:  85%|████████▌ | 93/109 [06:50<01:10,  0.23it/s, v_num=6e0e]
Epoch 28:  86%|████████▌ | 94/109 [06:56<01:06,  0.23it/s, v_num=6e0e]
Epoch 28:  86%|████████▌ | 94/109 [06:56<01:06,  0.23it/s, v_num=6e0e]
Epoch 28:  87%|████████▋ | 95/109 [06:58<01:01,  0.23it/s, v_num=6e0e]
Epoch 28:  87%|████████▋ | 95/109 [06:58<01:01,  0.23it/s, v_num=6e0e]
Epoch 28:  88%|████████▊ | 96/109 [06:58<00:56,  0.23it/s, v_num=6e0e]
Epoch 28:  88%|████████▊ | 96/109 [06:58<00:56,  0.23it/s, v_num=6e0e]
Epoch 28:  89%|████████▉ | 97/109 [07:06<00:52,  0.23it/s, v_num=6e0e]
Epoch 28:  89%|████████▉ | 97/109 [07:06<00:52,  0.23it/s, v_num=6e0e]
Epoch 28:  90%|████████▉ | 98/109 [07:12<00:48,  0.23it/s, v_num=6e0e]
Epoch 28:  90%|████████▉ | 98/109 [07:12<00:48,  0.23it/s, v_num=6e0e]
Epoch 28:  91%|█████████ | 99/109 [07:13<00:43,  0.23it/s, v_num=6e0e]
Epoch 28:  91%|█████████ | 99/109 [07:13<00:43,  0.23it/s, v_num=6e0e]
Epoch 28:  92%|█████████▏| 100/109 [07:14<00:39,  0.23it/s, v_num=6e0e]
Epoch 28:  92%|█████████▏| 100/109 [07:14<00:39,  0.23it/s, v_num=6e0e]
Epoch 28:  93%|█████████▎| 101/109 [07:23<00:35,  0.23it/s, v_num=6e0e]
Epoch 28:  93%|█████████▎| 101/109 [07:23<00:35,  0.23it/s, v_num=6e0e]
Epoch 28:  94%|█████████▎| 102/109 [07:33<00:31,  0.22it/s, v_num=6e0e]
Epoch 28:  94%|█████████▎| 102/109 [07:33<00:31,  0.22it/s, v_num=6e0e]
Epoch 28:  94%|█████████▍| 103/109 [07:34<00:26,  0.23it/s, v_num=6e0e]
Epoch 28:  94%|█████████▍| 103/109 [07:34<00:26,  0.23it/s, v_num=6e0e]
Epoch 28:  95%|█████████▌| 104/109 [07:35<00:21,  0.23it/s, v_num=6e0e]
Epoch 28:  95%|█████████▌| 104/109 [07:35<00:21,  0.23it/s, v_num=6e0e]
Epoch 28:  96%|█████████▋| 105/109 [07:39<00:17,  0.23it/s, v_num=6e0e]
Epoch 28:  96%|█████████▋| 105/109 [07:39<00:17,  0.23it/s, v_num=6e0e]
Epoch 28:  97%|█████████▋| 106/109 [07:51<00:13,  0.22it/s, v_num=6e0e]
Epoch 28:  97%|█████████▋| 106/109 [07:51<00:13,  0.22it/s, v_num=6e0e]
Epoch 28:  98%|█████████▊| 107/109 [07:52<00:08,  0.23it/s, v_num=6e0e]
Epoch 28:  98%|█████████▊| 107/109 [07:52<00:08,  0.23it/s, v_num=6e0e]
Epoch 28:  99%|█████████▉| 108/109 [07:52<00:04,  0.23it/s, v_num=6e0e]
Epoch 28:  99%|█████████▉| 108/109 [07:52<00:04,  0.23it/s, v_num=6e0e]
Epoch 28: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 28: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.91it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.92it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.92it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.90it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.93it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 28: 100%|██████████| 109/109 [08:12<00:00,  0.22it/s, v_num=6e0e]
Epoch 28: 100%|██████████| 109/109 [08:12<00:00,  0.22it/s, v_num=6e0e]
Epoch 28:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 29:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 29:   1%|          | 1/109 [00:17<31:32,  0.06it/s, v_num=6e0e]
Epoch 29:   1%|          | 1/109 [00:17<31:32,  0.06it/s, v_num=6e0e]
Epoch 29:   2%|▏         | 2/109 [00:18<16:21,  0.11it/s, v_num=6e0e]
Epoch 29:   2%|▏         | 2/109 [00:18<16:21,  0.11it/s, v_num=6e0e]
Epoch 29:   3%|▎         | 3/109 [00:19<11:16,  0.16it/s, v_num=6e0e]
Epoch 29:   3%|▎         | 3/109 [00:19<11:16,  0.16it/s, v_num=6e0e]
Epoch 29:   4%|▎         | 4/109 [00:19<08:43,  0.20it/s, v_num=6e0e]
Epoch 29:   4%|▎         | 4/109 [00:19<08:43,  0.20it/s, v_num=6e0e]
Epoch 29:   5%|▍         | 5/109 [00:34<11:49,  0.15it/s, v_num=6e0e]
Epoch 29:   5%|▍         | 5/109 [00:34<11:49,  0.15it/s, v_num=6e0e]
Epoch 29:   6%|▌         | 6/109 [00:34<09:58,  0.17it/s, v_num=6e0e]
Epoch 29:   6%|▌         | 6/109 [00:34<09:58,  0.17it/s, v_num=6e0e]
Epoch 29:   6%|▋         | 7/109 [00:36<08:50,  0.19it/s, v_num=6e0e]
Epoch 29:   6%|▋         | 7/109 [00:36<08:50,  0.19it/s, v_num=6e0e]
Epoch 29:   7%|▋         | 8/109 [00:37<07:50,  0.21it/s, v_num=6e0e]
Epoch 29:   7%|▋         | 8/109 [00:37<07:50,  0.21it/s, v_num=6e0e]
Epoch 29:   8%|▊         | 9/109 [00:52<09:45,  0.17it/s, v_num=6e0e]
Epoch 29:   8%|▊         | 9/109 [00:52<09:46,  0.17it/s, v_num=6e0e]
Epoch 29:   9%|▉         | 10/109 [00:53<08:50,  0.19it/s, v_num=6e0e]
Epoch 29:   9%|▉         | 10/109 [00:53<08:50,  0.19it/s, v_num=6e0e]
Epoch 29:  10%|█         | 11/109 [00:54<08:04,  0.20it/s, v_num=6e0e]
Epoch 29:  10%|█         | 11/109 [00:54<08:04,  0.20it/s, v_num=6e0e]
Epoch 29:  11%|█         | 12/109 [00:55<07:26,  0.22it/s, v_num=6e0e]
Epoch 29:  11%|█         | 12/109 [00:55<07:26,  0.22it/s, v_num=6e0e]
Epoch 29:  12%|█▏        | 13/109 [01:10<08:42,  0.18it/s, v_num=6e0e]
Epoch 29:  12%|█▏        | 13/109 [01:10<08:42,  0.18it/s, v_num=6e0e]
Epoch 29:  13%|█▎        | 14/109 [01:11<08:05,  0.20it/s, v_num=6e0e]
Epoch 29:  13%|█▎        | 14/109 [01:11<08:05,  0.20it/s, v_num=6e0e]
Epoch 29:  14%|█▍        | 15/109 [01:12<07:33,  0.21it/s, v_num=6e0e]
Epoch 29:  14%|█▍        | 15/109 [01:12<07:33,  0.21it/s, v_num=6e0e]
Epoch 29:  15%|█▍        | 16/109 [01:13<07:05,  0.22it/s, v_num=6e0e]
Epoch 29:  15%|█▍        | 16/109 [01:13<07:05,  0.22it/s, v_num=6e0e]
Epoch 29:  16%|█▌        | 17/109 [01:27<07:53,  0.19it/s, v_num=6e0e]
Epoch 29:  16%|█▌        | 17/109 [01:27<07:53,  0.19it/s, v_num=6e0e]
Epoch 29:  17%|█▋        | 18/109 [01:28<07:26,  0.20it/s, v_num=6e0e]
Epoch 29:  17%|█▋        | 18/109 [01:28<07:26,  0.20it/s, v_num=6e0e]
Epoch 29:  17%|█▋        | 19/109 [01:29<07:02,  0.21it/s, v_num=6e0e]
Epoch 29:  17%|█▋        | 19/109 [01:29<07:02,  0.21it/s, v_num=6e0e]
Epoch 29:  18%|█▊        | 20/109 [01:29<06:40,  0.22it/s, v_num=6e0e]
Epoch 29:  18%|█▊        | 20/109 [01:29<06:40,  0.22it/s, v_num=6e0e]
Epoch 29:  19%|█▉        | 21/109 [01:47<07:30,  0.20it/s, v_num=6e0e]
Epoch 29:  19%|█▉        | 21/109 [01:47<07:30,  0.20it/s, v_num=6e0e]
Epoch 29:  20%|██        | 22/109 [01:48<07:08,  0.20it/s, v_num=6e0e]
Epoch 29:  20%|██        | 22/109 [01:48<07:08,  0.20it/s, v_num=6e0e]
Epoch 29:  21%|██        | 23/109 [01:49<06:48,  0.21it/s, v_num=6e0e]
Epoch 29:  21%|██        | 23/109 [01:49<06:48,  0.21it/s, v_num=6e0e]
Epoch 29:  22%|██▏       | 24/109 [01:49<06:29,  0.22it/s, v_num=6e0e]
Epoch 29:  22%|██▏       | 24/109 [01:49<06:29,  0.22it/s, v_num=6e0e]
Epoch 29:  23%|██▎       | 25/109 [02:06<07:06,  0.20it/s, v_num=6e0e]
Epoch 29:  23%|██▎       | 25/109 [02:06<07:06,  0.20it/s, v_num=6e0e]
Epoch 29:  24%|██▍       | 26/109 [02:07<06:47,  0.20it/s, v_num=6e0e]
Epoch 29:  24%|██▍       | 26/109 [02:07<06:47,  0.20it/s, v_num=6e0e]
Epoch 29:  25%|██▍       | 27/109 [02:08<06:30,  0.21it/s, v_num=6e0e]
Epoch 29:  25%|██▍       | 27/109 [02:08<06:30,  0.21it/s, v_num=6e0e]
Epoch 29:  26%|██▌       | 28/109 [02:09<06:13,  0.22it/s, v_num=6e0e]
Epoch 29:  26%|██▌       | 28/109 [02:09<06:13,  0.22it/s, v_num=6e0e]
Epoch 29:  27%|██▋       | 29/109 [02:23<06:36,  0.20it/s, v_num=6e0e]
Epoch 29:  27%|██▋       | 29/109 [02:23<06:36,  0.20it/s, v_num=6e0e]
Epoch 29:  28%|██▊       | 30/109 [02:24<06:21,  0.21it/s, v_num=6e0e]
Epoch 29:  28%|██▊       | 30/109 [02:24<06:21,  0.21it/s, v_num=6e0e]
Epoch 29:  28%|██▊       | 31/109 [02:25<06:06,  0.21it/s, v_num=6e0e]
Epoch 29:  28%|██▊       | 31/109 [02:25<06:06,  0.21it/s, v_num=6e0e]
Epoch 29:  29%|██▉       | 32/109 [02:26<05:52,  0.22it/s, v_num=6e0e]
Epoch 29:  29%|██▉       | 32/109 [02:26<05:52,  0.22it/s, v_num=6e0e]
Epoch 29:  30%|███       | 33/109 [02:40<06:09,  0.21it/s, v_num=6e0e]
Epoch 29:  30%|███       | 33/109 [02:40<06:09,  0.21it/s, v_num=6e0e]
Epoch 29:  31%|███       | 34/109 [02:41<05:55,  0.21it/s, v_num=6e0e]
Epoch 29:  31%|███       | 34/109 [02:41<05:55,  0.21it/s, v_num=6e0e]
Epoch 29:  32%|███▏      | 35/109 [02:41<05:42,  0.22it/s, v_num=6e0e]
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Epoch 29:  38%|███▊      | 41/109 [03:19<05:31,  0.21it/s, v_num=6e0e]
Epoch 29:  38%|███▊      | 41/109 [03:19<05:31,  0.21it/s, v_num=6e0e]
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Epoch 29:  39%|███▊      | 42/109 [03:20<05:20,  0.21it/s, v_num=6e0e]
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Epoch 29:  88%|████████▊ | 96/109 [07:03<00:57,  0.23it/s, v_num=6e0e]
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Epoch 29:  89%|████████▉ | 97/109 [07:13<00:53,  0.22it/s, v_num=6e0e]
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Epoch 29:  97%|█████████▋| 106/109 [07:48<00:13,  0.23it/s, v_num=6e0e]
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Epoch 29: 100%|██████████| 109/109 [08:04<00:00,  0.22it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 29: 100%|██████████| 109/109 [08:21<00:00,  0.22it/s, v_num=6e0e]
Epoch 29: 100%|██████████| 109/109 [08:21<00:00,  0.22it/s, v_num=6e0e]
Epoch 29:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 30:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 30:   2%|▏         | 2/109 [00:18<16:07,  0.11it/s, v_num=6e0e]
Epoch 30:   2%|▏         | 2/109 [00:18<16:07,  0.11it/s, v_num=6e0e]
Epoch 30:   3%|▎         | 3/109 [00:18<11:07,  0.16it/s, v_num=6e0e]
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Epoch 30:   6%|▌         | 6/109 [00:34<09:56,  0.17it/s, v_num=6e0e]
Epoch 30:   6%|▋         | 7/109 [00:35<08:37,  0.20it/s, v_num=6e0e]
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Epoch 30:   7%|▋         | 8/109 [00:37<07:50,  0.21it/s, v_num=6e0e]
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Epoch 30:  11%|█         | 12/109 [00:55<07:26,  0.22it/s, v_num=6e0e]
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Epoch 30:  14%|█▍        | 15/109 [01:13<07:40,  0.20it/s, v_num=6e0e]
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Epoch 30:  20%|██        | 22/109 [01:46<07:02,  0.21it/s, v_num=6e0e]
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Epoch 30: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 30: 100%|██████████| 109/109 [08:17<00:00,  0.22it/s, v_num=6e0e]
Epoch 30: 100%|██████████| 109/109 [08:17<00:00,  0.22it/s, v_num=6e0e]
Epoch 30:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 31:   2%|▏         | 2/109 [00:20<18:14,  0.10it/s, v_num=6e0e]
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Epoch 31:   6%|▋         | 7/109 [00:37<09:10,  0.19it/s, v_num=6e0e]
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Epoch 31:  90%|████████▉ | 98/109 [07:21<00:49,  0.22it/s, v_num=6e0e]
Epoch 31:  90%|████████▉ | 98/109 [07:21<00:49,  0.22it/s, v_num=6e0e]
Epoch 31:  91%|█████████ | 99/109 [07:21<00:44,  0.22it/s, v_num=6e0e]
Epoch 31:  91%|█████████ | 99/109 [07:21<00:44,  0.22it/s, v_num=6e0e]
Epoch 31:  92%|█████████▏| 100/109 [07:25<00:40,  0.22it/s, v_num=6e0e]
Epoch 31:  92%|█████████▏| 100/109 [07:25<00:40,  0.22it/s, v_num=6e0e]
Epoch 31:  93%|█████████▎| 101/109 [07:38<00:36,  0.22it/s, v_num=6e0e]
Epoch 31:  93%|█████████▎| 101/109 [07:38<00:36,  0.22it/s, v_num=6e0e]
Epoch 31:  94%|█████████▎| 102/109 [07:38<00:31,  0.22it/s, v_num=6e0e]
Epoch 31:  94%|█████████▎| 102/109 [07:38<00:31,  0.22it/s, v_num=6e0e]
Epoch 31:  94%|█████████▍| 103/109 [07:39<00:26,  0.22it/s, v_num=6e0e]
Epoch 31:  94%|█████████▍| 103/109 [07:39<00:26,  0.22it/s, v_num=6e0e]
Epoch 31:  95%|█████████▌| 104/109 [07:41<00:22,  0.23it/s, v_num=6e0e]
Epoch 31:  95%|█████████▌| 104/109 [07:41<00:22,  0.23it/s, v_num=6e0e]
Epoch 31:  96%|█████████▋| 105/109 [07:55<00:18,  0.22it/s, v_num=6e0e]
Epoch 31:  96%|█████████▋| 105/109 [07:55<00:18,  0.22it/s, v_num=6e0e]
Epoch 31:  97%|█████████▋| 106/109 [07:56<00:13,  0.22it/s, v_num=6e0e]
Epoch 31:  97%|█████████▋| 106/109 [07:56<00:13,  0.22it/s, v_num=6e0e]
Epoch 31:  98%|█████████▊| 107/109 [07:57<00:08,  0.22it/s, v_num=6e0e]
Epoch 31:  98%|█████████▊| 107/109 [07:57<00:08,  0.22it/s, v_num=6e0e]
Epoch 31:  99%|█████████▉| 108/109 [07:58<00:04,  0.23it/s, v_num=6e0e]
Epoch 31:  99%|█████████▉| 108/109 [07:58<00:04,  0.23it/s, v_num=6e0e]
Epoch 31: 100%|██████████| 109/109 [08:11<00:00,  0.22it/s, v_num=6e0e]
Epoch 31: 100%|██████████| 109/109 [08:11<00:00,  0.22it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.16it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.02it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.98it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:03<00:09,  1.00it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.99it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.98it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.95it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.97it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.98it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.97it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 31: 100%|██████████| 109/109 [08:29<00:00,  0.21it/s, v_num=6e0e]
Epoch 31: 100%|██████████| 109/109 [08:29<00:00,  0.21it/s, v_num=6e0e]
Epoch 31:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 32:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 32:   1%|          | 1/109 [00:17<31:14,  0.06it/s, v_num=6e0e]
Epoch 32:   1%|          | 1/109 [00:17<31:14,  0.06it/s, v_num=6e0e]
Epoch 32:   2%|▏         | 2/109 [00:18<16:15,  0.11it/s, v_num=6e0e]
Epoch 32:   2%|▏         | 2/109 [00:18<16:15,  0.11it/s, v_num=6e0e]
Epoch 32:   3%|▎         | 3/109 [00:19<11:31,  0.15it/s, v_num=6e0e]
Epoch 32:   3%|▎         | 3/109 [00:19<11:31,  0.15it/s, v_num=6e0e]
Epoch 32:   4%|▎         | 4/109 [00:20<08:55,  0.20it/s, v_num=6e0e]
Epoch 32:   4%|▎         | 4/109 [00:20<08:55,  0.20it/s, v_num=6e0e]
Epoch 32:   5%|▍         | 5/109 [00:32<11:18,  0.15it/s, v_num=6e0e]
Epoch 32:   5%|▍         | 5/109 [00:32<11:18,  0.15it/s, v_num=6e0e]
Epoch 32:   6%|▌         | 6/109 [00:36<10:28,  0.16it/s, v_num=6e0e]
Epoch 32:   6%|▌         | 6/109 [00:36<10:28,  0.16it/s, v_num=6e0e]
Epoch 32:   6%|▋         | 7/109 [00:37<09:05,  0.19it/s, v_num=6e0e]
Epoch 32:   6%|▋         | 7/109 [00:37<09:05,  0.19it/s, v_num=6e0e]
Epoch 32:   7%|▋         | 8/109 [00:38<08:02,  0.21it/s, v_num=6e0e]
Epoch 32:   7%|▋         | 8/109 [00:38<08:02,  0.21it/s, v_num=6e0e]
Epoch 32:   8%|▊         | 9/109 [00:48<09:03,  0.18it/s, v_num=6e0e]
Epoch 32:   8%|▊         | 9/109 [00:48<09:03,  0.18it/s, v_num=6e0e]
Epoch 32:   9%|▉         | 10/109 [00:53<08:54,  0.19it/s, v_num=6e0e]
Epoch 32:   9%|▉         | 10/109 [00:53<08:54,  0.19it/s, v_num=6e0e]
Epoch 32:  10%|█         | 11/109 [00:54<08:07,  0.20it/s, v_num=6e0e]
Epoch 32:  10%|█         | 11/109 [00:54<08:07,  0.20it/s, v_num=6e0e]
Epoch 32:  11%|█         | 12/109 [00:55<07:29,  0.22it/s, v_num=6e0e]
Epoch 32:  11%|█         | 12/109 [00:55<07:29,  0.22it/s, v_num=6e0e]
Epoch 32:  12%|█▏        | 13/109 [01:07<08:17,  0.19it/s, v_num=6e0e]
Epoch 32:  12%|█▏        | 13/109 [01:07<08:18,  0.19it/s, v_num=6e0e]
Epoch 32:  13%|█▎        | 14/109 [01:11<08:08,  0.19it/s, v_num=6e0e]
Epoch 32:  13%|█▎        | 14/109 [01:11<08:08,  0.19it/s, v_num=6e0e]
Epoch 32:  14%|█▍        | 15/109 [01:12<07:35,  0.21it/s, v_num=6e0e]
Epoch 32:  14%|█▍        | 15/109 [01:12<07:35,  0.21it/s, v_num=6e0e]
Epoch 32:  15%|█▍        | 16/109 [01:13<07:07,  0.22it/s, v_num=6e0e]
Epoch 32:  15%|█▍        | 16/109 [01:13<07:07,  0.22it/s, v_num=6e0e]
Epoch 32:  16%|█▌        | 17/109 [01:25<07:43,  0.20it/s, v_num=6e0e]
Epoch 32:  16%|█▌        | 17/109 [01:25<07:43,  0.20it/s, v_num=6e0e]
Epoch 32:  17%|█▋        | 18/109 [01:30<07:37,  0.20it/s, v_num=6e0e]
Epoch 32:  17%|█▋        | 18/109 [01:30<07:37,  0.20it/s, v_num=6e0e]
Epoch 32:  17%|█▋        | 19/109 [01:31<07:12,  0.21it/s, v_num=6e0e]
Epoch 32:  17%|█▋        | 19/109 [01:31<07:12,  0.21it/s, v_num=6e0e]
Epoch 32:  18%|█▊        | 20/109 [01:32<06:50,  0.22it/s, v_num=6e0e]
Epoch 32:  18%|█▊        | 20/109 [01:32<06:50,  0.22it/s, v_num=6e0e]
Epoch 32:  19%|█▉        | 21/109 [01:42<07:10,  0.20it/s, v_num=6e0e]
Epoch 32:  19%|█▉        | 21/109 [01:42<07:10,  0.20it/s, v_num=6e0e]
Epoch 32:  20%|██        | 22/109 [01:47<07:06,  0.20it/s, v_num=6e0e]
Epoch 32:  20%|██        | 22/109 [01:47<07:06,  0.20it/s, v_num=6e0e]
Epoch 32:  21%|██        | 23/109 [01:48<06:46,  0.21it/s, v_num=6e0e]
Epoch 32:  21%|██        | 23/109 [01:48<06:46,  0.21it/s, v_num=6e0e]
Epoch 32:  22%|██▏       | 24/109 [01:49<06:27,  0.22it/s, v_num=6e0e]
Epoch 32:  22%|██▏       | 24/109 [01:49<06:27,  0.22it/s, v_num=6e0e]
Epoch 32:  23%|██▎       | 25/109 [01:59<06:41,  0.21it/s, v_num=6e0e]
Epoch 32:  23%|██▎       | 25/109 [01:59<06:41,  0.21it/s, v_num=6e0e]
Epoch 32:  24%|██▍       | 26/109 [02:03<06:33,  0.21it/s, v_num=6e0e]
Epoch 32:  24%|██▍       | 26/109 [02:03<06:33,  0.21it/s, v_num=6e0e]
Epoch 32:  25%|██▍       | 27/109 [02:05<06:19,  0.22it/s, v_num=6e0e]
Epoch 32:  25%|██▍       | 27/109 [02:05<06:19,  0.22it/s, v_num=6e0e]
Epoch 32:  26%|██▌       | 28/109 [02:05<06:04,  0.22it/s, v_num=6e0e]
Epoch 32:  26%|██▌       | 28/109 [02:05<06:04,  0.22it/s, v_num=6e0e]
Epoch 32:  27%|██▋       | 29/109 [02:17<06:18,  0.21it/s, v_num=6e0e]
Epoch 32:  27%|██▋       | 29/109 [02:17<06:18,  0.21it/s, v_num=6e0e]
Epoch 32:  28%|██▊       | 30/109 [02:21<06:13,  0.21it/s, v_num=6e0e]
Epoch 32:  28%|██▊       | 30/109 [02:21<06:13,  0.21it/s, v_num=6e0e]
Epoch 32:  28%|██▊       | 31/109 [02:22<05:59,  0.22it/s, v_num=6e0e]
Epoch 32:  28%|██▊       | 31/109 [02:22<05:59,  0.22it/s, v_num=6e0e]
Epoch 32:  29%|██▉       | 32/109 [02:23<05:45,  0.22it/s, v_num=6e0e]
Epoch 32:  29%|██▉       | 32/109 [02:23<05:45,  0.22it/s, v_num=6e0e]
Epoch 32:  30%|███       | 33/109 [02:32<05:52,  0.22it/s, v_num=6e0e]
Epoch 32:  30%|███       | 33/109 [02:32<05:52,  0.22it/s, v_num=6e0e]
Epoch 32:  31%|███       | 34/109 [02:38<05:49,  0.21it/s, v_num=6e0e]
Epoch 32:  31%|███       | 34/109 [02:38<05:49,  0.21it/s, v_num=6e0e]
Epoch 32:  32%|███▏      | 35/109 [02:39<05:36,  0.22it/s, v_num=6e0e]
Epoch 32:  32%|███▏      | 35/109 [02:39<05:36,  0.22it/s, v_num=6e0e]
Epoch 32:  33%|███▎      | 36/109 [02:40<05:24,  0.22it/s, v_num=6e0e]
Epoch 32:  33%|███▎      | 36/109 [02:40<05:24,  0.22it/s, v_num=6e0e]
Epoch 32:  34%|███▍      | 37/109 [02:50<05:31,  0.22it/s, v_num=6e0e]
Epoch 32:  34%|███▍      | 37/109 [02:50<05:31,  0.22it/s, v_num=6e0e]
Epoch 32:  35%|███▍      | 38/109 [02:53<05:25,  0.22it/s, v_num=6e0e]
Epoch 32:  35%|███▍      | 38/109 [02:53<05:25,  0.22it/s, v_num=6e0e]
Epoch 32:  36%|███▌      | 39/109 [02:57<05:18,  0.22it/s, v_num=6e0e]
Epoch 32:  36%|███▌      | 39/109 [02:57<05:18,  0.22it/s, v_num=6e0e]
Epoch 32:  37%|███▋      | 40/109 [02:58<05:07,  0.22it/s, v_num=6e0e]
Epoch 32:  37%|███▋      | 40/109 [02:58<05:07,  0.22it/s, v_num=6e0e]
Epoch 32:  38%|███▊      | 41/109 [03:08<05:12,  0.22it/s, v_num=6e0e]
Epoch 32:  38%|███▊      | 41/109 [03:08<05:12,  0.22it/s, v_num=6e0e]
Epoch 32:  39%|███▊      | 42/109 [03:11<05:04,  0.22it/s, v_num=6e0e]
Epoch 32:  39%|███▊      | 42/109 [03:11<05:04,  0.22it/s, v_num=6e0e]
Epoch 32:  39%|███▉      | 43/109 [03:11<04:54,  0.22it/s, v_num=6e0e]
Epoch 32:  39%|███▉      | 43/109 [03:11<04:54,  0.22it/s, v_num=6e0e]
Epoch 32:  40%|████      | 44/109 [03:13<04:46,  0.23it/s, v_num=6e0e]
Epoch 32:  40%|████      | 44/109 [03:13<04:46,  0.23it/s, v_num=6e0e]
Epoch 32:  41%|████▏     | 45/109 [03:25<04:52,  0.22it/s, v_num=6e0e]
Epoch 32:  41%|████▏     | 45/109 [03:25<04:52,  0.22it/s, v_num=6e0e]
Epoch 32:  42%|████▏     | 46/109 [03:26<04:42,  0.22it/s, v_num=6e0e]
Epoch 32:  42%|████▏     | 46/109 [03:26<04:42,  0.22it/s, v_num=6e0e]
Epoch 32:  43%|████▎     | 47/109 [03:28<04:35,  0.23it/s, v_num=6e0e]
Epoch 32:  43%|████▎     | 47/109 [03:28<04:35,  0.23it/s, v_num=6e0e]
Epoch 32:  44%|████▍     | 48/109 [03:31<04:28,  0.23it/s, v_num=6e0e]
Epoch 32:  44%|████▍     | 48/109 [03:31<04:28,  0.23it/s, v_num=6e0e]
Epoch 32:  45%|████▍     | 49/109 [03:41<04:31,  0.22it/s, v_num=6e0e]
Epoch 32:  45%|████▍     | 49/109 [03:41<04:31,  0.22it/s, v_num=6e0e]
Epoch 32:  46%|████▌     | 50/109 [03:42<04:22,  0.22it/s, v_num=6e0e]
Epoch 32:  46%|████▌     | 50/109 [03:42<04:22,  0.22it/s, v_num=6e0e]
Epoch 32:  47%|████▋     | 51/109 [03:47<04:18,  0.22it/s, v_num=6e0e]
Epoch 32:  47%|████▋     | 51/109 [03:47<04:18,  0.22it/s, v_num=6e0e]
Epoch 32:  48%|████▊     | 52/109 [03:51<04:13,  0.22it/s, v_num=6e0e]
Epoch 32:  48%|████▊     | 52/109 [03:51<04:13,  0.22it/s, v_num=6e0e]
Epoch 32:  49%|████▊     | 53/109 [03:59<04:12,  0.22it/s, v_num=6e0e]
Epoch 32:  49%|████▊     | 53/109 [03:59<04:12,  0.22it/s, v_num=6e0e]
Epoch 32:  50%|████▉     | 54/109 [03:59<04:04,  0.23it/s, v_num=6e0e]
Epoch 32:  50%|████▉     | 54/109 [03:59<04:04,  0.23it/s, v_num=6e0e]
Epoch 32:  50%|█████     | 55/109 [04:02<03:58,  0.23it/s, v_num=6e0e]
Epoch 32:  50%|█████     | 55/109 [04:02<03:58,  0.23it/s, v_num=6e0e]
Epoch 32:  51%|█████▏    | 56/109 [04:08<03:55,  0.23it/s, v_num=6e0e]
Epoch 32:  51%|█████▏    | 56/109 [04:08<03:55,  0.23it/s, v_num=6e0e]
Epoch 32:  52%|█████▏    | 57/109 [04:16<03:54,  0.22it/s, v_num=6e0e]
Epoch 32:  52%|█████▏    | 57/109 [04:16<03:54,  0.22it/s, v_num=6e0e]
Epoch 32:  53%|█████▎    | 58/109 [04:17<03:46,  0.23it/s, v_num=6e0e]
Epoch 32:  53%|█████▎    | 58/109 [04:17<03:46,  0.23it/s, v_num=6e0e]
Epoch 32:  54%|█████▍    | 59/109 [04:21<03:41,  0.23it/s, v_num=6e0e]
Epoch 32:  54%|█████▍    | 59/109 [04:21<03:41,  0.23it/s, v_num=6e0e]
Epoch 32:  55%|█████▌    | 60/109 [04:25<03:37,  0.23it/s, v_num=6e0e]
Epoch 32:  55%|█████▌    | 60/109 [04:25<03:37,  0.23it/s, v_num=6e0e]
Epoch 32:  56%|█████▌    | 61/109 [04:34<03:35,  0.22it/s, v_num=6e0e]
Epoch 32:  56%|█████▌    | 61/109 [04:34<03:35,  0.22it/s, v_num=6e0e]
Epoch 32:  57%|█████▋    | 62/109 [04:35<03:28,  0.23it/s, v_num=6e0e]
Epoch 32:  57%|█████▋    | 62/109 [04:35<03:28,  0.23it/s, v_num=6e0e]
Epoch 32:  58%|█████▊    | 63/109 [04:36<03:22,  0.23it/s, v_num=6e0e]
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Epoch 32:  59%|█████▊    | 64/109 [04:44<03:20,  0.22it/s, v_num=6e0e]
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Epoch 32:  60%|█████▉    | 65/109 [04:50<03:16,  0.22it/s, v_num=6e0e]
Epoch 32:  60%|█████▉    | 65/109 [04:50<03:16,  0.22it/s, v_num=6e0e]
Epoch 32:  61%|██████    | 66/109 [04:52<03:10,  0.23it/s, v_num=6e0e]
Epoch 32:  61%|██████    | 66/109 [04:52<03:10,  0.23it/s, v_num=6e0e]
Epoch 32:  61%|██████▏   | 67/109 [04:54<03:04,  0.23it/s, v_num=6e0e]
Epoch 32:  61%|██████▏   | 67/109 [04:54<03:04,  0.23it/s, v_num=6e0e]
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Epoch 32:  62%|██████▏   | 68/109 [05:01<03:01,  0.23it/s, v_num=6e0e]
Epoch 32:  63%|██████▎   | 69/109 [05:07<02:58,  0.22it/s, v_num=6e0e]
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Epoch 32:  64%|██████▍   | 70/109 [05:08<02:51,  0.23it/s, v_num=6e0e]
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Epoch 32:  71%|███████   | 77/109 [05:40<02:21,  0.23it/s, v_num=6e0e]
Epoch 32:  72%|███████▏  | 78/109 [05:42<02:16,  0.23it/s, v_num=6e0e]
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Epoch 32:  78%|███████▊  | 85/109 [06:11<01:44,  0.23it/s, v_num=6e0e]
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Epoch 32:  79%|███████▉  | 86/109 [06:17<01:40,  0.23it/s, v_num=6e0e]
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Epoch 32:  80%|███████▉  | 87/109 [06:19<01:35,  0.23it/s, v_num=6e0e]
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Epoch 32:  81%|████████  | 88/109 [06:25<01:32,  0.23it/s, v_num=6e0e]
Epoch 32:  81%|████████  | 88/109 [06:25<01:32,  0.23it/s, v_num=6e0e]
Epoch 32:  82%|████████▏ | 89/109 [06:27<01:27,  0.23it/s, v_num=6e0e]
Epoch 32:  82%|████████▏ | 89/109 [06:27<01:27,  0.23it/s, v_num=6e0e]
Epoch 32:  83%|████████▎ | 90/109 [06:33<01:23,  0.23it/s, v_num=6e0e]
Epoch 32:  83%|████████▎ | 90/109 [06:33<01:23,  0.23it/s, v_num=6e0e]
Epoch 32:  83%|████████▎ | 91/109 [06:37<01:18,  0.23it/s, v_num=6e0e]
Epoch 32:  83%|████████▎ | 91/109 [06:37<01:18,  0.23it/s, v_num=6e0e]
Epoch 32:  84%|████████▍ | 92/109 [06:42<01:14,  0.23it/s, v_num=6e0e]
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Epoch 32:  87%|████████▋ | 95/109 [06:53<01:00,  0.23it/s, v_num=6e0e]
Epoch 32:  87%|████████▋ | 95/109 [06:53<01:00,  0.23it/s, v_num=6e0e]
Epoch 32:  88%|████████▊ | 96/109 [07:00<00:56,  0.23it/s, v_num=6e0e]
Epoch 32:  88%|████████▊ | 96/109 [07:00<00:56,  0.23it/s, v_num=6e0e]
Epoch 32:  89%|████████▉ | 97/109 [07:01<00:52,  0.23it/s, v_num=6e0e]
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Epoch 32:  92%|█████████▏| 100/109 [07:16<00:39,  0.23it/s, v_num=6e0e]
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Epoch 32:  94%|█████████▎| 102/109 [07:23<00:30,  0.23it/s, v_num=6e0e]
Epoch 32:  94%|█████████▎| 102/109 [07:23<00:30,  0.23it/s, v_num=6e0e]
Epoch 32:  94%|█████████▍| 103/109 [07:26<00:26,  0.23it/s, v_num=6e0e]
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Epoch 32:  95%|█████████▌| 104/109 [07:34<00:21,  0.23it/s, v_num=6e0e]
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Epoch 32:  96%|█████████▋| 105/109 [07:35<00:17,  0.23it/s, v_num=6e0e]
Epoch 32:  96%|█████████▋| 105/109 [07:35<00:17,  0.23it/s, v_num=6e0e]
Epoch 32:  97%|█████████▋| 106/109 [07:39<00:13,  0.23it/s, v_num=6e0e]
Epoch 32:  97%|█████████▋| 106/109 [07:39<00:13,  0.23it/s, v_num=6e0e]
Epoch 32:  98%|█████████▊| 107/109 [07:42<00:08,  0.23it/s, v_num=6e0e]
Epoch 32:  98%|█████████▊| 107/109 [07:42<00:08,  0.23it/s, v_num=6e0e]
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Epoch 32: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 32: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.18it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.06it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.99it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.97it/s]

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Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.98it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.97it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 32: 100%|██████████| 109/109 [08:09<00:00,  0.22it/s, v_num=6e0e]
Epoch 32: 100%|██████████| 109/109 [08:09<00:00,  0.22it/s, v_num=6e0e]
Epoch 32:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 33:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 33:   1%|          | 1/109 [00:18<32:55,  0.05it/s, v_num=6e0e]
Epoch 33:   2%|▏         | 2/109 [00:19<17:02,  0.10it/s, v_num=6e0e]
Epoch 33:   2%|▏         | 2/109 [00:19<17:02,  0.10it/s, v_num=6e0e]
Epoch 33:   3%|▎         | 3/109 [00:19<11:44,  0.15it/s, v_num=6e0e]
Epoch 33:   3%|▎         | 3/109 [00:19<11:44,  0.15it/s, v_num=6e0e]
Epoch 33:   4%|▎         | 4/109 [00:20<09:05,  0.19it/s, v_num=6e0e]
Epoch 33:   4%|▎         | 4/109 [00:20<09:05,  0.19it/s, v_num=6e0e]
Epoch 33:   5%|▍         | 5/109 [00:35<12:09,  0.14it/s, v_num=6e0e]
Epoch 33:   5%|▍         | 5/109 [00:35<12:09,  0.14it/s, v_num=6e0e]
Epoch 33:   6%|▌         | 6/109 [00:35<10:16,  0.17it/s, v_num=6e0e]
Epoch 33:   6%|▌         | 6/109 [00:35<10:16,  0.17it/s, v_num=6e0e]
Epoch 33:   6%|▋         | 7/109 [00:36<08:56,  0.19it/s, v_num=6e0e]
Epoch 33:   6%|▋         | 7/109 [00:36<08:56,  0.19it/s, v_num=6e0e]
Epoch 33:   7%|▋         | 8/109 [00:37<07:57,  0.21it/s, v_num=6e0e]
Epoch 33:   7%|▋         | 8/109 [00:37<07:57,  0.21it/s, v_num=6e0e]
Epoch 33:   8%|▊         | 9/109 [00:52<09:43,  0.17it/s, v_num=6e0e]
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Epoch 33:   9%|▉         | 10/109 [00:53<08:47,  0.19it/s, v_num=6e0e]
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Epoch 33:  10%|█         | 11/109 [00:54<08:01,  0.20it/s, v_num=6e0e]
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Epoch 33:  11%|█         | 12/109 [00:56<07:35,  0.21it/s, v_num=6e0e]
Epoch 33:  11%|█         | 12/109 [00:56<07:35,  0.21it/s, v_num=6e0e]
Epoch 33:  12%|█▏        | 13/109 [01:09<08:33,  0.19it/s, v_num=6e0e]
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Epoch 33:  13%|█▎        | 14/109 [01:10<07:57,  0.20it/s, v_num=6e0e]
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Epoch 33:  14%|█▍        | 15/109 [01:11<07:25,  0.21it/s, v_num=6e0e]
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Epoch 33:  15%|█▍        | 16/109 [01:12<06:59,  0.22it/s, v_num=6e0e]
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Epoch 33:  17%|█▋        | 19/109 [01:29<07:04,  0.21it/s, v_num=6e0e]
Epoch 33:  18%|█▊        | 20/109 [01:30<06:42,  0.22it/s, v_num=6e0e]
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Epoch 33:  20%|██        | 22/109 [01:46<07:00,  0.21it/s, v_num=6e0e]
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Epoch 33:  21%|██        | 23/109 [01:47<06:40,  0.21it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 33: 100%|██████████| 109/109 [08:15<00:00,  0.22it/s, v_num=6e0e]
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Epoch 34:  95%|█████████▌| 104/109 [07:40<00:22,  0.23it/s, v_num=6e0e]
Epoch 34:  95%|█████████▌| 104/109 [07:40<00:22,  0.23it/s, v_num=6e0e]
Epoch 34:  96%|█████████▋| 105/109 [07:55<00:18,  0.22it/s, v_num=6e0e]
Epoch 34:  96%|█████████▋| 105/109 [07:55<00:18,  0.22it/s, v_num=6e0e]
Epoch 34:  97%|█████████▋| 106/109 [07:56<00:13,  0.22it/s, v_num=6e0e]
Epoch 34:  97%|█████████▋| 106/109 [07:56<00:13,  0.22it/s, v_num=6e0e]
Epoch 34:  98%|█████████▊| 107/109 [07:57<00:08,  0.22it/s, v_num=6e0e]
Epoch 34:  98%|█████████▊| 107/109 [07:57<00:08,  0.22it/s, v_num=6e0e]
Epoch 34:  99%|█████████▉| 108/109 [07:57<00:04,  0.23it/s, v_num=6e0e]
Epoch 34:  99%|█████████▉| 108/109 [07:57<00:04,  0.23it/s, v_num=6e0e]
Epoch 34: 100%|██████████| 109/109 [08:12<00:00,  0.22it/s, v_num=6e0e]
Epoch 34: 100%|██████████| 109/109 [08:12<00:00,  0.22it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.17it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.03it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.97it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.98it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.97it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.96it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.93it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.95it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.96it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 34: 100%|██████████| 109/109 [08:30<00:00,  0.21it/s, v_num=6e0e]
Epoch 34: 100%|██████████| 109/109 [08:30<00:00,  0.21it/s, v_num=6e0e]
Epoch 34:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 35:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 35:   1%|          | 1/109 [00:16<29:39,  0.06it/s, v_num=6e0e]
Epoch 35:   1%|          | 1/109 [00:16<29:39,  0.06it/s, v_num=6e0e]
Epoch 35:   2%|▏         | 2/109 [00:18<16:06,  0.11it/s, v_num=6e0e]
Epoch 35:   2%|▏         | 2/109 [00:18<16:06,  0.11it/s, v_num=6e0e]
Epoch 35:   3%|▎         | 3/109 [00:19<11:43,  0.15it/s, v_num=6e0e]
Epoch 35:   3%|▎         | 3/109 [00:19<11:43,  0.15it/s, v_num=6e0e]
Epoch 35:   4%|▎         | 4/109 [00:20<09:02,  0.19it/s, v_num=6e0e]
Epoch 35:   4%|▎         | 4/109 [00:20<09:02,  0.19it/s, v_num=6e0e]
Epoch 35:   5%|▍         | 5/109 [00:33<11:43,  0.15it/s, v_num=6e0e]
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Epoch 35:   6%|▌         | 6/109 [00:34<09:54,  0.17it/s, v_num=6e0e]
Epoch 35:   6%|▌         | 6/109 [00:34<09:54,  0.17it/s, v_num=6e0e]
Epoch 35:   6%|▋         | 7/109 [00:37<08:59,  0.19it/s, v_num=6e0e]
Epoch 35:   6%|▋         | 7/109 [00:37<08:59,  0.19it/s, v_num=6e0e]
Epoch 35:   7%|▋         | 8/109 [00:37<07:57,  0.21it/s, v_num=6e0e]
Epoch 35:   7%|▋         | 8/109 [00:37<07:57,  0.21it/s, v_num=6e0e]
Epoch 35:   8%|▊         | 9/109 [00:49<09:08,  0.18it/s, v_num=6e0e]
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Epoch 35:   9%|▉         | 10/109 [00:50<08:16,  0.20it/s, v_num=6e0e]
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Epoch 35:  10%|█         | 11/109 [00:53<07:56,  0.21it/s, v_num=6e0e]
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Epoch 35:  11%|█         | 12/109 [00:54<07:18,  0.22it/s, v_num=6e0e]
Epoch 35:  11%|█         | 12/109 [00:54<07:18,  0.22it/s, v_num=6e0e]
Epoch 35:  12%|█▏        | 13/109 [01:04<07:59,  0.20it/s, v_num=6e0e]
Epoch 35:  12%|█▏        | 13/109 [01:04<07:59,  0.20it/s, v_num=6e0e]
Epoch 35:  13%|█▎        | 14/109 [01:05<07:26,  0.21it/s, v_num=6e0e]
Epoch 35:  13%|█▎        | 14/109 [01:05<07:26,  0.21it/s, v_num=6e0e]
Epoch 35:  14%|█▍        | 15/109 [01:09<07:14,  0.22it/s, v_num=6e0e]
Epoch 35:  14%|█▍        | 15/109 [01:09<07:14,  0.22it/s, v_num=6e0e]
Epoch 35:  15%|█▍        | 16/109 [01:10<06:47,  0.23it/s, v_num=6e0e]
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Epoch 35:  17%|█▋        | 19/109 [01:27<06:54,  0.22it/s, v_num=6e0e]
Epoch 35:  17%|█▋        | 19/109 [01:27<06:54,  0.22it/s, v_num=6e0e]
Epoch 35:  18%|█▊        | 20/109 [01:28<06:33,  0.23it/s, v_num=6e0e]
Epoch 35:  18%|█▊        | 20/109 [01:28<06:33,  0.23it/s, v_num=6e0e]
Epoch 35:  19%|█▉        | 21/109 [01:40<06:59,  0.21it/s, v_num=6e0e]
Epoch 35:  19%|█▉        | 21/109 [01:40<06:59,  0.21it/s, v_num=6e0e]
Epoch 35:  20%|██        | 22/109 [01:40<06:38,  0.22it/s, v_num=6e0e]
Epoch 35:  20%|██        | 22/109 [01:40<06:38,  0.22it/s, v_num=6e0e]
Epoch 35:  21%|██        | 23/109 [01:45<06:34,  0.22it/s, v_num=6e0e]
Epoch 35:  21%|██        | 23/109 [01:45<06:34,  0.22it/s, v_num=6e0e]
Epoch 35:  22%|██▏       | 24/109 [01:46<06:16,  0.23it/s, v_num=6e0e]
Epoch 35:  22%|██▏       | 24/109 [01:46<06:16,  0.23it/s, v_num=6e0e]
Epoch 35:  23%|██▎       | 25/109 [01:56<06:32,  0.21it/s, v_num=6e0e]
Epoch 35:  23%|██▎       | 25/109 [01:56<06:32,  0.21it/s, v_num=6e0e]
Epoch 35:  24%|██▍       | 26/109 [01:57<06:15,  0.22it/s, v_num=6e0e]
Epoch 35:  24%|██▍       | 26/109 [01:57<06:15,  0.22it/s, v_num=6e0e]
Epoch 35:  25%|██▍       | 27/109 [02:03<06:14,  0.22it/s, v_num=6e0e]
Epoch 35:  25%|██▍       | 27/109 [02:03<06:14,  0.22it/s, v_num=6e0e]
Epoch 35:  26%|██▌       | 28/109 [02:04<05:59,  0.23it/s, v_num=6e0e]
Epoch 35:  26%|██▌       | 28/109 [02:04<05:59,  0.23it/s, v_num=6e0e]
Epoch 35:  27%|██▋       | 29/109 [02:12<06:06,  0.22it/s, v_num=6e0e]
Epoch 35:  27%|██▋       | 29/109 [02:12<06:06,  0.22it/s, v_num=6e0e]
Epoch 35:  28%|██▊       | 30/109 [02:13<05:52,  0.22it/s, v_num=6e0e]
Epoch 35:  28%|██▊       | 30/109 [02:13<05:52,  0.22it/s, v_num=6e0e]
Epoch 35:  28%|██▊       | 31/109 [02:21<05:55,  0.22it/s, v_num=6e0e]
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Epoch 35:  29%|██▉       | 32/109 [02:22<05:41,  0.23it/s, v_num=6e0e]
Epoch 35:  29%|██▉       | 32/109 [02:22<05:41,  0.23it/s, v_num=6e0e]
Epoch 35:  30%|███       | 33/109 [02:30<05:45,  0.22it/s, v_num=6e0e]
Epoch 35:  30%|███       | 33/109 [02:30<05:45,  0.22it/s, v_num=6e0e]
Epoch 35:  31%|███       | 34/109 [02:31<05:33,  0.23it/s, v_num=6e0e]
Epoch 35:  31%|███       | 34/109 [02:31<05:33,  0.23it/s, v_num=6e0e]
Epoch 35:  32%|███▏      | 35/109 [02:39<05:37,  0.22it/s, v_num=6e0e]
Epoch 35:  32%|███▏      | 35/109 [02:39<05:37,  0.22it/s, v_num=6e0e]
Epoch 35:  33%|███▎      | 36/109 [02:40<05:24,  0.22it/s, v_num=6e0e]
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Epoch 35:  42%|████▏     | 46/109 [03:22<04:37,  0.23it/s, v_num=6e0e]
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Epoch 35:  43%|████▎     | 47/109 [03:30<04:38,  0.22it/s, v_num=6e0e]
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Epoch 35:  72%|███████▏  | 78/109 [05:42<02:16,  0.23it/s, v_num=6e0e]
Epoch 35:  72%|███████▏  | 78/109 [05:42<02:16,  0.23it/s, v_num=6e0e]
Epoch 35:  72%|███████▏  | 79/109 [05:47<02:11,  0.23it/s, v_num=6e0e]
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Epoch 35:  79%|███████▉  | 86/109 [06:15<01:40,  0.23it/s, v_num=6e0e]
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Epoch 35:  80%|███████▉  | 87/109 [06:20<01:36,  0.23it/s, v_num=6e0e]
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Epoch 35:  81%|████████  | 88/109 [06:21<01:30,  0.23it/s, v_num=6e0e]
Epoch 35:  81%|████████  | 88/109 [06:21<01:30,  0.23it/s, v_num=6e0e]
Epoch 35:  82%|████████▏ | 89/109 [06:24<01:26,  0.23it/s, v_num=6e0e]
Epoch 35:  82%|████████▏ | 89/109 [06:24<01:26,  0.23it/s, v_num=6e0e]
Epoch 35:  83%|████████▎ | 90/109 [06:32<01:22,  0.23it/s, v_num=6e0e]
Epoch 35:  83%|████████▎ | 90/109 [06:32<01:22,  0.23it/s, v_num=6e0e]
Epoch 35:  83%|████████▎ | 91/109 [06:36<01:18,  0.23it/s, v_num=6e0e]
Epoch 35:  83%|████████▎ | 91/109 [06:36<01:18,  0.23it/s, v_num=6e0e]
Epoch 35:  84%|████████▍ | 92/109 [06:37<01:13,  0.23it/s, v_num=6e0e]
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Epoch 35:  85%|████████▌ | 93/109 [06:42<01:09,  0.23it/s, v_num=6e0e]
Epoch 35:  86%|████████▌ | 94/109 [06:49<01:05,  0.23it/s, v_num=6e0e]
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Epoch 35:  87%|████████▋ | 95/109 [06:53<01:00,  0.23it/s, v_num=6e0e]
Epoch 35:  87%|████████▋ | 95/109 [06:53<01:00,  0.23it/s, v_num=6e0e]
Epoch 35:  88%|████████▊ | 96/109 [06:54<00:56,  0.23it/s, v_num=6e0e]
Epoch 35:  88%|████████▊ | 96/109 [06:54<00:56,  0.23it/s, v_num=6e0e]
Epoch 35:  89%|████████▉ | 97/109 [06:57<00:51,  0.23it/s, v_num=6e0e]
Epoch 35:  89%|████████▉ | 97/109 [06:57<00:51,  0.23it/s, v_num=6e0e]
Epoch 35:  90%|████████▉ | 98/109 [07:04<00:47,  0.23it/s, v_num=6e0e]
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Epoch 35:  94%|█████████▍| 103/109 [07:25<00:25,  0.23it/s, v_num=6e0e]
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Epoch 35:  95%|█████████▌| 104/109 [07:26<00:21,  0.23it/s, v_num=6e0e]
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Epoch 35:  96%|█████████▋| 105/109 [07:29<00:17,  0.23it/s, v_num=6e0e]
Epoch 35:  96%|█████████▋| 105/109 [07:29<00:17,  0.23it/s, v_num=6e0e]
Epoch 35:  97%|█████████▋| 106/109 [07:35<00:12,  0.23it/s, v_num=6e0e]
Epoch 35:  97%|█████████▋| 106/109 [07:35<00:12,  0.23it/s, v_num=6e0e]
Epoch 35:  98%|█████████▊| 107/109 [07:41<00:08,  0.23it/s, v_num=6e0e]
Epoch 35:  98%|█████████▊| 107/109 [07:41<00:08,  0.23it/s, v_num=6e0e]
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Epoch 35: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]
Epoch 35: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.96it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.88it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:13,  0.84it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.87it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.90it/s]

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Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.92it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.92it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.92it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.92it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.94it/s]

                                                                        
Epoch 35: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]
Epoch 35: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]
Epoch 35:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 36:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 36:   1%|          | 1/109 [00:16<30:30,  0.06it/s, v_num=6e0e]
Epoch 36:   2%|▏         | 2/109 [00:17<15:51,  0.11it/s, v_num=6e0e]
Epoch 36:   2%|▏         | 2/109 [00:17<15:51,  0.11it/s, v_num=6e0e]
Epoch 36:   3%|▎         | 3/109 [00:18<10:57,  0.16it/s, v_num=6e0e]
Epoch 36:   3%|▎         | 3/109 [00:18<10:57,  0.16it/s, v_num=6e0e]
Epoch 36:   4%|▎         | 4/109 [00:19<08:29,  0.21it/s, v_num=6e0e]
Epoch 36:   4%|▎         | 4/109 [00:19<08:31,  0.21it/s, v_num=6e0e]
Epoch 36:   5%|▍         | 5/109 [00:33<11:32,  0.15it/s, v_num=6e0e]
Epoch 36:   5%|▍         | 5/109 [00:33<11:32,  0.15it/s, v_num=6e0e]
Epoch 36:   6%|▌         | 6/109 [00:36<10:21,  0.17it/s, v_num=6e0e]
Epoch 36:   6%|▌         | 6/109 [00:36<10:21,  0.17it/s, v_num=6e0e]
Epoch 36:   6%|▋         | 7/109 [00:37<08:59,  0.19it/s, v_num=6e0e]
Epoch 36:   6%|▋         | 7/109 [00:37<08:59,  0.19it/s, v_num=6e0e]
Epoch 36:   7%|▋         | 8/109 [00:37<07:57,  0.21it/s, v_num=6e0e]
Epoch 36:   7%|▋         | 8/109 [00:37<07:57,  0.21it/s, v_num=6e0e]
Epoch 36:   8%|▊         | 9/109 [00:49<09:12,  0.18it/s, v_num=6e0e]
Epoch 36:   8%|▊         | 9/109 [00:49<09:12,  0.18it/s, v_num=6e0e]
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Epoch 36:  10%|█         | 11/109 [00:53<07:56,  0.21it/s, v_num=6e0e]
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Epoch 36:  11%|█         | 12/109 [00:54<07:18,  0.22it/s, v_num=6e0e]
Epoch 36:  11%|█         | 12/109 [00:54<07:18,  0.22it/s, v_num=6e0e]
Epoch 36:  12%|█▏        | 13/109 [01:06<08:08,  0.20it/s, v_num=6e0e]
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Epoch 36:  13%|█▎        | 14/109 [01:10<07:57,  0.20it/s, v_num=6e0e]
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Epoch 36:  14%|█▍        | 15/109 [01:11<07:26,  0.21it/s, v_num=6e0e]
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Epoch 36:  17%|█▋        | 19/109 [01:28<06:57,  0.22it/s, v_num=6e0e]
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Epoch 36:  18%|█▊        | 20/109 [01:29<06:36,  0.22it/s, v_num=6e0e]
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Epoch 36:  20%|██        | 22/109 [01:43<06:50,  0.21it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 36: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.89it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.90it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.94it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.96it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.96it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.94it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.96it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.97it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.97it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 37: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 37: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 37:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 38:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 38:   1%|          | 1/109 [00:17<30:38,  0.06it/s, v_num=6e0e]
Epoch 38:   1%|          | 1/109 [00:17<30:38,  0.06it/s, v_num=6e0e]
Epoch 38:   2%|▏         | 2/109 [00:17<15:55,  0.11it/s, v_num=6e0e]
Epoch 38:   2%|▏         | 2/109 [00:17<15:55,  0.11it/s, v_num=6e0e]
Epoch 38:   3%|▎         | 3/109 [00:18<10:59,  0.16it/s, v_num=6e0e]
Epoch 38:   3%|▎         | 3/109 [00:18<10:59,  0.16it/s, v_num=6e0e]
Epoch 38:   4%|▎         | 4/109 [00:19<08:30,  0.21it/s, v_num=6e0e]
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Epoch 38:   5%|▍         | 5/109 [00:35<12:21,  0.14it/s, v_num=6e0e]
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Epoch 38:   6%|▌         | 6/109 [00:36<10:26,  0.16it/s, v_num=6e0e]
Epoch 38:   6%|▌         | 6/109 [00:36<10:26,  0.16it/s, v_num=6e0e]
Epoch 38:   6%|▋         | 7/109 [00:37<09:03,  0.19it/s, v_num=6e0e]
Epoch 38:   6%|▋         | 7/109 [00:37<09:03,  0.19it/s, v_num=6e0e]
Epoch 38:   7%|▋         | 8/109 [00:38<08:01,  0.21it/s, v_num=6e0e]
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Epoch 38:   8%|▊         | 9/109 [00:51<09:36,  0.17it/s, v_num=6e0e]
Epoch 38:   8%|▊         | 9/109 [00:51<09:36,  0.17it/s, v_num=6e0e]
Epoch 38:   9%|▉         | 10/109 [00:52<08:41,  0.19it/s, v_num=6e0e]
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Epoch 38:  10%|█         | 11/109 [00:53<07:56,  0.21it/s, v_num=6e0e]
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Epoch 38:  11%|█         | 12/109 [00:54<07:18,  0.22it/s, v_num=6e0e]
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Epoch 38:  12%|█▏        | 13/109 [01:07<08:17,  0.19it/s, v_num=6e0e]
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Epoch 38:  13%|█▎        | 14/109 [01:10<07:55,  0.20it/s, v_num=6e0e]
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Epoch 38:  14%|█▍        | 15/109 [01:10<07:23,  0.21it/s, v_num=6e0e]
Epoch 38:  14%|█▍        | 15/109 [01:10<07:23,  0.21it/s, v_num=6e0e]
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Epoch 38:  17%|█▋        | 19/109 [01:28<07:00,  0.21it/s, v_num=6e0e]
Epoch 38:  17%|█▋        | 19/109 [01:28<07:00,  0.21it/s, v_num=6e0e]
Epoch 38:  18%|█▊        | 20/109 [01:29<06:38,  0.22it/s, v_num=6e0e]
Epoch 38:  18%|█▊        | 20/109 [01:29<06:38,  0.22it/s, v_num=6e0e]
Epoch 38:  19%|█▉        | 21/109 [01:41<07:04,  0.21it/s, v_num=6e0e]
Epoch 38:  19%|█▉        | 21/109 [01:41<07:04,  0.21it/s, v_num=6e0e]
Epoch 38:  20%|██        | 22/109 [01:43<06:49,  0.21it/s, v_num=6e0e]
Epoch 38:  20%|██        | 22/109 [01:43<06:49,  0.21it/s, v_num=6e0e]
Epoch 38:  21%|██        | 23/109 [01:44<06:30,  0.22it/s, v_num=6e0e]
Epoch 38:  21%|██        | 23/109 [01:44<06:30,  0.22it/s, v_num=6e0e]
Epoch 38:  22%|██▏       | 24/109 [01:45<06:14,  0.23it/s, v_num=6e0e]
Epoch 38:  22%|██▏       | 24/109 [01:45<06:14,  0.23it/s, v_num=6e0e]
Epoch 38:  23%|██▎       | 25/109 [01:57<06:35,  0.21it/s, v_num=6e0e]
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Epoch 38:  29%|██▉       | 32/109 [02:21<05:39,  0.23it/s, v_num=6e0e]
Epoch 38:  30%|███       | 33/109 [02:31<05:49,  0.22it/s, v_num=6e0e]
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Epoch 38:  76%|███████▌  | 83/109 [05:59<01:52,  0.23it/s, v_num=6e0e]
Epoch 38:  77%|███████▋  | 84/109 [06:05<01:48,  0.23it/s, v_num=6e0e]
Epoch 38:  77%|███████▋  | 84/109 [06:05<01:48,  0.23it/s, v_num=6e0e]
Epoch 38:  78%|███████▊  | 85/109 [06:11<01:44,  0.23it/s, v_num=6e0e]
Epoch 38:  78%|███████▊  | 85/109 [06:11<01:44,  0.23it/s, v_num=6e0e]
Epoch 38:  79%|███████▉  | 86/109 [06:14<01:40,  0.23it/s, v_num=6e0e]
Epoch 38:  79%|███████▉  | 86/109 [06:14<01:40,  0.23it/s, v_num=6e0e]
Epoch 38:  80%|███████▉  | 87/109 [06:15<01:34,  0.23it/s, v_num=6e0e]
Epoch 38:  80%|███████▉  | 87/109 [06:15<01:34,  0.23it/s, v_num=6e0e]
Epoch 38:  81%|████████  | 88/109 [06:22<01:31,  0.23it/s, v_num=6e0e]
Epoch 38:  81%|████████  | 88/109 [06:22<01:31,  0.23it/s, v_num=6e0e]
Epoch 38:  82%|████████▏ | 89/109 [06:27<01:27,  0.23it/s, v_num=6e0e]
Epoch 38:  82%|████████▏ | 89/109 [06:27<01:27,  0.23it/s, v_num=6e0e]
Epoch 38:  83%|████████▎ | 90/109 [06:31<01:22,  0.23it/s, v_num=6e0e]
Epoch 38:  83%|████████▎ | 90/109 [06:31<01:22,  0.23it/s, v_num=6e0e]
Epoch 38:  83%|████████▎ | 91/109 [06:32<01:17,  0.23it/s, v_num=6e0e]
Epoch 38:  83%|████████▎ | 91/109 [06:32<01:17,  0.23it/s, v_num=6e0e]
Epoch 38:  84%|████████▍ | 92/109 [06:39<01:13,  0.23it/s, v_num=6e0e]
Epoch 38:  84%|████████▍ | 92/109 [06:39<01:13,  0.23it/s, v_num=6e0e]
Epoch 38:  85%|████████▌ | 93/109 [06:44<01:09,  0.23it/s, v_num=6e0e]
Epoch 38:  85%|████████▌ | 93/109 [06:44<01:09,  0.23it/s, v_num=6e0e]
Epoch 38:  86%|████████▌ | 94/109 [06:54<01:06,  0.23it/s, v_num=6e0e]
Epoch 38:  86%|████████▌ | 94/109 [06:54<01:06,  0.23it/s, v_num=6e0e]
Epoch 38:  87%|████████▋ | 95/109 [06:55<01:01,  0.23it/s, v_num=6e0e]
Epoch 38:  87%|████████▋ | 95/109 [06:55<01:01,  0.23it/s, v_num=6e0e]
Epoch 38:  88%|████████▊ | 96/109 [06:57<00:56,  0.23it/s, v_num=6e0e]
Epoch 38:  88%|████████▊ | 96/109 [06:57<00:56,  0.23it/s, v_num=6e0e]
Epoch 38:  89%|████████▉ | 97/109 [07:02<00:52,  0.23it/s, v_num=6e0e]
Epoch 38:  89%|████████▉ | 97/109 [07:02<00:52,  0.23it/s, v_num=6e0e]
Epoch 38:  90%|████████▉ | 98/109 [07:10<00:48,  0.23it/s, v_num=6e0e]
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Epoch 38:  91%|█████████ | 99/109 [07:11<00:43,  0.23it/s, v_num=6e0e]
Epoch 38:  91%|█████████ | 99/109 [07:11<00:43,  0.23it/s, v_num=6e0e]
Epoch 38:  92%|█████████▏| 100/109 [07:13<00:38,  0.23it/s, v_num=6e0e]
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Epoch 38:  93%|█████████▎| 101/109 [07:18<00:34,  0.23it/s, v_num=6e0e]
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Epoch 38:  94%|█████████▎| 102/109 [07:28<00:30,  0.23it/s, v_num=6e0e]
Epoch 38:  94%|█████████▎| 102/109 [07:28<00:30,  0.23it/s, v_num=6e0e]
Epoch 38:  94%|█████████▍| 103/109 [07:29<00:26,  0.23it/s, v_num=6e0e]
Epoch 38:  94%|█████████▍| 103/109 [07:29<00:26,  0.23it/s, v_num=6e0e]
Epoch 38:  95%|█████████▌| 104/109 [07:30<00:21,  0.23it/s, v_num=6e0e]
Epoch 38:  95%|█████████▌| 104/109 [07:30<00:21,  0.23it/s, v_num=6e0e]
Epoch 38:  96%|█████████▋| 105/109 [07:34<00:17,  0.23it/s, v_num=6e0e]
Epoch 38:  96%|█████████▋| 105/109 [07:34<00:17,  0.23it/s, v_num=6e0e]
Epoch 38:  97%|█████████▋| 106/109 [07:43<00:13,  0.23it/s, v_num=6e0e]
Epoch 38:  97%|█████████▋| 106/109 [07:43<00:13,  0.23it/s, v_num=6e0e]
Epoch 38:  98%|█████████▊| 107/109 [07:44<00:08,  0.23it/s, v_num=6e0e]
Epoch 38:  98%|█████████▊| 107/109 [07:44<00:08,  0.23it/s, v_num=6e0e]
Epoch 38:  99%|█████████▉| 108/109 [07:45<00:04,  0.23it/s, v_num=6e0e]
Epoch 38:  99%|█████████▉| 108/109 [07:45<00:04,  0.23it/s, v_num=6e0e]
Epoch 38: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]
Epoch 38: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:15,  0.83it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.85it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.94it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.95it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.96it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.96it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.97it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.97it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 38: 100%|██████████| 109/109 [08:07<00:00,  0.22it/s, v_num=6e0e]
Epoch 38: 100%|██████████| 109/109 [08:07<00:00,  0.22it/s, v_num=6e0e]
Epoch 38:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 39:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 39:   1%|          | 1/109 [00:17<31:33,  0.06it/s, v_num=6e0e]
Epoch 39:   1%|          | 1/109 [00:17<31:33,  0.06it/s, v_num=6e0e]
Epoch 39:   2%|▏         | 2/109 [00:19<17:25,  0.10it/s, v_num=6e0e]
Epoch 39:   2%|▏         | 2/109 [00:19<17:25,  0.10it/s, v_num=6e0e]
Epoch 39:   3%|▎         | 3/109 [00:20<11:59,  0.15it/s, v_num=6e0e]
Epoch 39:   3%|▎         | 3/109 [00:20<11:59,  0.15it/s, v_num=6e0e]
Epoch 39:   4%|▎         | 4/109 [00:21<09:15,  0.19it/s, v_num=6e0e]
Epoch 39:   4%|▎         | 4/109 [00:21<09:15,  0.19it/s, v_num=6e0e]
Epoch 39:   5%|▍         | 5/109 [00:34<12:00,  0.14it/s, v_num=6e0e]
Epoch 39:   5%|▍         | 5/109 [00:34<12:00,  0.14it/s, v_num=6e0e]
Epoch 39:   6%|▌         | 6/109 [00:38<10:55,  0.16it/s, v_num=6e0e]
Epoch 39:   6%|▌         | 6/109 [00:38<10:55,  0.16it/s, v_num=6e0e]
Epoch 39:   6%|▋         | 7/109 [00:39<09:28,  0.18it/s, v_num=6e0e]
Epoch 39:   6%|▋         | 7/109 [00:39<09:28,  0.18it/s, v_num=6e0e]
Epoch 39:   7%|▋         | 8/109 [00:39<08:23,  0.20it/s, v_num=6e0e]
Epoch 39:   7%|▋         | 8/109 [00:39<08:23,  0.20it/s, v_num=6e0e]
Epoch 39:   8%|▊         | 9/109 [00:51<09:30,  0.18it/s, v_num=6e0e]
Epoch 39:   8%|▊         | 9/109 [00:51<09:30,  0.18it/s, v_num=6e0e]
Epoch 39:   9%|▉         | 10/109 [00:53<08:52,  0.19it/s, v_num=6e0e]
Epoch 39:   9%|▉         | 10/109 [00:53<08:52,  0.19it/s, v_num=6e0e]
Epoch 39:  10%|█         | 11/109 [00:55<08:14,  0.20it/s, v_num=6e0e]
Epoch 39:  10%|█         | 11/109 [00:55<08:14,  0.20it/s, v_num=6e0e]
Epoch 39:  11%|█         | 12/109 [00:56<07:35,  0.21it/s, v_num=6e0e]
Epoch 39:  11%|█         | 12/109 [00:56<07:35,  0.21it/s, v_num=6e0e]
Epoch 39:  12%|█▏        | 13/109 [01:10<08:38,  0.19it/s, v_num=6e0e]
Epoch 39:  12%|█▏        | 13/109 [01:10<08:38,  0.19it/s, v_num=6e0e]
Epoch 39:  13%|█▎        | 14/109 [01:11<08:04,  0.20it/s, v_num=6e0e]
Epoch 39:  13%|█▎        | 14/109 [01:11<08:04,  0.20it/s, v_num=6e0e]
Epoch 39:  14%|█▍        | 15/109 [01:13<07:41,  0.20it/s, v_num=6e0e]
Epoch 39:  14%|█▍        | 15/109 [01:13<07:41,  0.20it/s, v_num=6e0e]
Epoch 39:  15%|█▍        | 16/109 [01:14<07:12,  0.21it/s, v_num=6e0e]
Epoch 39:  15%|█▍        | 16/109 [01:14<07:12,  0.21it/s, v_num=6e0e]
Epoch 39:  16%|█▌        | 17/109 [01:26<07:48,  0.20it/s, v_num=6e0e]
Epoch 39:  16%|█▌        | 17/109 [01:26<07:48,  0.20it/s, v_num=6e0e]
Epoch 39:  17%|█▋        | 18/109 [01:27<07:21,  0.21it/s, v_num=6e0e]
Epoch 39:  17%|█▋        | 18/109 [01:27<07:21,  0.21it/s, v_num=6e0e]
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Epoch 39:  17%|█▋        | 19/109 [01:30<07:09,  0.21it/s, v_num=6e0e]
Epoch 39:  18%|█▊        | 20/109 [01:31<06:47,  0.22it/s, v_num=6e0e]
Epoch 39:  18%|█▊        | 20/109 [01:31<06:47,  0.22it/s, v_num=6e0e]
Epoch 39:  19%|█▉        | 21/109 [01:45<07:22,  0.20it/s, v_num=6e0e]
Epoch 39:  19%|█▉        | 21/109 [01:45<07:22,  0.20it/s, v_num=6e0e]
Epoch 39:  20%|██        | 22/109 [01:46<07:00,  0.21it/s, v_num=6e0e]
Epoch 39:  20%|██        | 22/109 [01:46<07:00,  0.21it/s, v_num=6e0e]
Epoch 39:  21%|██        | 23/109 [01:48<06:43,  0.21it/s, v_num=6e0e]
Epoch 39:  21%|██        | 23/109 [01:48<06:43,  0.21it/s, v_num=6e0e]
Epoch 39:  22%|██▏       | 24/109 [01:48<06:25,  0.22it/s, v_num=6e0e]
Epoch 39:  22%|██▏       | 24/109 [01:48<06:25,  0.22it/s, v_num=6e0e]
Epoch 39:  23%|██▎       | 25/109 [02:02<06:52,  0.20it/s, v_num=6e0e]
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Epoch 39:  24%|██▍       | 26/109 [02:03<06:34,  0.21it/s, v_num=6e0e]
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Epoch 39:  25%|██▍       | 27/109 [02:06<06:24,  0.21it/s, v_num=6e0e]
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Epoch 39:  27%|██▋       | 29/109 [02:22<06:33,  0.20it/s, v_num=6e0e]
Epoch 39:  27%|██▋       | 29/109 [02:22<06:33,  0.20it/s, v_num=6e0e]
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Epoch 39:  28%|██▊       | 30/109 [02:23<06:18,  0.21it/s, v_num=6e0e]
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Epoch 39:  29%|██▉       | 32/109 [02:25<05:49,  0.22it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 39: 100%|██████████| 109/109 [08:20<00:00,  0.22it/s, v_num=6e0e]
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Epoch 40: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 40: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 40:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 41:  83%|████████▎ | 90/109 [06:36<01:23,  0.23it/s, v_num=6e0e]
Epoch 41:  83%|████████▎ | 90/109 [06:36<01:23,  0.23it/s, v_num=6e0e]
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Epoch 41:  87%|████████▋ | 95/109 [06:53<01:00,  0.23it/s, v_num=6e0e]
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Epoch 41:  88%|████████▊ | 96/109 [06:54<00:56,  0.23it/s, v_num=6e0e]
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Epoch 41:  89%|████████▉ | 97/109 [06:55<00:51,  0.23it/s, v_num=6e0e]
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Epoch 41: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]
Epoch 41: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.96it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.91it/s]

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Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.93it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.92it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.92it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.94it/s]

                                                                        
Epoch 41: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]
Epoch 41: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]
Epoch 41:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 42:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 42:   2%|▏         | 2/109 [00:18<16:50,  0.11it/s, v_num=6e0e]
Epoch 42:   2%|▏         | 2/109 [00:18<16:51,  0.11it/s, v_num=6e0e]
Epoch 42:   3%|▎         | 3/109 [00:19<11:35,  0.15it/s, v_num=6e0e]
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Epoch 42:   6%|▋         | 7/109 [00:34<08:28,  0.20it/s, v_num=6e0e]
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Epoch 42:   8%|▊         | 9/109 [00:48<08:58,  0.19it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 42: 100%|██████████| 109/109 [08:09<00:00,  0.22it/s, v_num=6e0e]
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Epoch 43: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
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Epoch 44:  88%|████████▊ | 96/109 [06:52<00:55,  0.23it/s, v_num=6e0e]
Epoch 44:  89%|████████▉ | 97/109 [06:58<00:51,  0.23it/s, v_num=6e0e]
Epoch 44:  89%|████████▉ | 97/109 [06:58<00:51,  0.23it/s, v_num=6e0e]
Epoch 44:  90%|████████▉ | 98/109 [06:59<00:47,  0.23it/s, v_num=6e0e]
Epoch 44:  90%|████████▉ | 98/109 [06:59<00:47,  0.23it/s, v_num=6e0e]
Epoch 44:  91%|█████████ | 99/109 [07:08<00:43,  0.23it/s, v_num=6e0e]
Epoch 44:  91%|█████████ | 99/109 [07:08<00:43,  0.23it/s, v_num=6e0e]
Epoch 44:  92%|█████████▏| 100/109 [07:09<00:38,  0.23it/s, v_num=6e0e]
Epoch 44:  92%|█████████▏| 100/109 [07:09<00:38,  0.23it/s, v_num=6e0e]
Epoch 44:  93%|█████████▎| 101/109 [07:14<00:34,  0.23it/s, v_num=6e0e]
Epoch 44:  93%|█████████▎| 101/109 [07:14<00:34,  0.23it/s, v_num=6e0e]
Epoch 44:  94%|█████████▎| 102/109 [07:15<00:29,  0.23it/s, v_num=6e0e]
Epoch 44:  94%|█████████▎| 102/109 [07:15<00:29,  0.23it/s, v_num=6e0e]
Epoch 44:  94%|█████████▍| 103/109 [07:26<00:26,  0.23it/s, v_num=6e0e]
Epoch 44:  94%|█████████▍| 103/109 [07:26<00:26,  0.23it/s, v_num=6e0e]
Epoch 44:  95%|█████████▌| 104/109 [07:27<00:21,  0.23it/s, v_num=6e0e]
Epoch 44:  95%|█████████▌| 104/109 [07:27<00:21,  0.23it/s, v_num=6e0e]
Epoch 44:  96%|█████████▋| 105/109 [07:31<00:17,  0.23it/s, v_num=6e0e]
Epoch 44:  96%|█████████▋| 105/109 [07:31<00:17,  0.23it/s, v_num=6e0e]
Epoch 44:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 44:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 44:  98%|█████████▊| 107/109 [07:42<00:08,  0.23it/s, v_num=6e0e]
Epoch 44:  98%|█████████▊| 107/109 [07:42<00:08,  0.23it/s, v_num=6e0e]
Epoch 44:  99%|█████████▉| 108/109 [07:43<00:04,  0.23it/s, v_num=6e0e]
Epoch 44:  99%|█████████▉| 108/109 [07:43<00:04,  0.23it/s, v_num=6e0e]
Epoch 44: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]
Epoch 44: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.88it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.85it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.90it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.93it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.91it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 44: 100%|██████████| 109/109 [08:05<00:00,  0.22it/s, v_num=6e0e]
Epoch 44: 100%|██████████| 109/109 [08:05<00:00,  0.22it/s, v_num=6e0e]
Epoch 44:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 45:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 45:   1%|          | 1/109 [00:16<29:37,  0.06it/s, v_num=6e0e]
Epoch 45:   1%|          | 1/109 [00:16<29:37,  0.06it/s, v_num=6e0e]
Epoch 45:   2%|▏         | 2/109 [00:18<16:13,  0.11it/s, v_num=6e0e]
Epoch 45:   2%|▏         | 2/109 [00:18<16:13,  0.11it/s, v_num=6e0e]
Epoch 45:   3%|▎         | 3/109 [00:18<11:10,  0.16it/s, v_num=6e0e]
Epoch 45:   3%|▎         | 3/109 [00:18<11:10,  0.16it/s, v_num=6e0e]
Epoch 45:   4%|▎         | 4/109 [00:19<08:39,  0.20it/s, v_num=6e0e]
Epoch 45:   4%|▎         | 4/109 [00:19<08:39,  0.20it/s, v_num=6e0e]
Epoch 45:   5%|▍         | 5/109 [00:32<11:25,  0.15it/s, v_num=6e0e]
Epoch 45:   5%|▍         | 5/109 [00:32<11:25,  0.15it/s, v_num=6e0e]
Epoch 45:   6%|▌         | 6/109 [00:33<09:38,  0.18it/s, v_num=6e0e]
Epoch 45:   6%|▌         | 6/109 [00:33<09:38,  0.18it/s, v_num=6e0e]
Epoch 45:   6%|▋         | 7/109 [00:34<08:22,  0.20it/s, v_num=6e0e]
Epoch 45:   6%|▋         | 7/109 [00:34<08:22,  0.20it/s, v_num=6e0e]
Epoch 45:   7%|▋         | 8/109 [00:35<07:24,  0.23it/s, v_num=6e0e]
Epoch 45:   7%|▋         | 8/109 [00:35<07:24,  0.23it/s, v_num=6e0e]
Epoch 45:   8%|▊         | 9/109 [00:51<09:37,  0.17it/s, v_num=6e0e]
Epoch 45:   8%|▊         | 9/109 [00:51<09:37,  0.17it/s, v_num=6e0e]
Epoch 45:   9%|▉         | 10/109 [00:52<08:42,  0.19it/s, v_num=6e0e]
Epoch 45:   9%|▉         | 10/109 [00:52<08:42,  0.19it/s, v_num=6e0e]
Epoch 45:  10%|█         | 11/109 [00:53<07:57,  0.21it/s, v_num=6e0e]
Epoch 45:  10%|█         | 11/109 [00:53<07:57,  0.21it/s, v_num=6e0e]
Epoch 45:  11%|█         | 12/109 [00:54<07:20,  0.22it/s, v_num=6e0e]
Epoch 45:  11%|█         | 12/109 [00:54<07:20,  0.22it/s, v_num=6e0e]
Epoch 45:  12%|█▏        | 13/109 [01:10<08:37,  0.19it/s, v_num=6e0e]
Epoch 45:  12%|█▏        | 13/109 [01:10<08:37,  0.19it/s, v_num=6e0e]
Epoch 45:  13%|█▎        | 14/109 [01:10<08:00,  0.20it/s, v_num=6e0e]
Epoch 45:  13%|█▎        | 14/109 [01:10<08:00,  0.20it/s, v_num=6e0e]
Epoch 45:  14%|█▍        | 15/109 [01:11<07:29,  0.21it/s, v_num=6e0e]
Epoch 45:  14%|█▍        | 15/109 [01:11<07:29,  0.21it/s, v_num=6e0e]
Epoch 45:  15%|█▍        | 16/109 [01:12<07:01,  0.22it/s, v_num=6e0e]
Epoch 45:  15%|█▍        | 16/109 [01:12<07:01,  0.22it/s, v_num=6e0e]
Epoch 45:  16%|█▌        | 17/109 [01:28<07:56,  0.19it/s, v_num=6e0e]
Epoch 45:  16%|█▌        | 17/109 [01:28<07:56,  0.19it/s, v_num=6e0e]
Epoch 45:  17%|█▋        | 18/109 [01:28<07:29,  0.20it/s, v_num=6e0e]
Epoch 45:  17%|█▋        | 18/109 [01:28<07:29,  0.20it/s, v_num=6e0e]
Epoch 45:  17%|█▋        | 19/109 [01:29<07:04,  0.21it/s, v_num=6e0e]
Epoch 45:  17%|█▋        | 19/109 [01:29<07:04,  0.21it/s, v_num=6e0e]
Epoch 45:  18%|█▊        | 20/109 [01:30<06:42,  0.22it/s, v_num=6e0e]
Epoch 45:  18%|█▊        | 20/109 [01:30<06:42,  0.22it/s, v_num=6e0e]
Epoch 45:  19%|█▉        | 21/109 [01:44<07:18,  0.20it/s, v_num=6e0e]
Epoch 45:  19%|█▉        | 21/109 [01:44<07:18,  0.20it/s, v_num=6e0e]
Epoch 45:  20%|██        | 22/109 [01:45<06:56,  0.21it/s, v_num=6e0e]
Epoch 45:  20%|██        | 22/109 [01:45<06:56,  0.21it/s, v_num=6e0e]
Epoch 45:  21%|██        | 23/109 [01:46<06:36,  0.22it/s, v_num=6e0e]
Epoch 45:  21%|██        | 23/109 [01:46<06:36,  0.22it/s, v_num=6e0e]
Epoch 45:  22%|██▏       | 24/109 [01:46<06:18,  0.22it/s, v_num=6e0e]
Epoch 45:  22%|██▏       | 24/109 [01:46<06:18,  0.22it/s, v_num=6e0e]
Epoch 45:  23%|██▎       | 25/109 [02:00<06:44,  0.21it/s, v_num=6e0e]
Epoch 45:  23%|██▎       | 25/109 [02:00<06:44,  0.21it/s, v_num=6e0e]
Epoch 45:  24%|██▍       | 26/109 [02:01<06:27,  0.21it/s, v_num=6e0e]
Epoch 45:  24%|██▍       | 26/109 [02:01<06:27,  0.21it/s, v_num=6e0e]
Epoch 45:  25%|██▍       | 27/109 [02:02<06:10,  0.22it/s, v_num=6e0e]
Epoch 45:  25%|██▍       | 27/109 [02:02<06:10,  0.22it/s, v_num=6e0e]
Epoch 45:  26%|██▌       | 28/109 [02:02<05:55,  0.23it/s, v_num=6e0e]
Epoch 45:  26%|██▌       | 28/109 [02:02<05:55,  0.23it/s, v_num=6e0e]
Epoch 45:  27%|██▋       | 29/109 [02:15<06:12,  0.21it/s, v_num=6e0e]
Epoch 45:  27%|██▋       | 29/109 [02:15<06:12,  0.21it/s, v_num=6e0e]
Epoch 45:  28%|██▊       | 30/109 [02:15<05:57,  0.22it/s, v_num=6e0e]
Epoch 45:  28%|██▊       | 30/109 [02:15<05:57,  0.22it/s, v_num=6e0e]
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Epoch 45:  29%|██▉       | 32/109 [02:18<05:33,  0.23it/s, v_num=6e0e]
Epoch 45:  29%|██▉       | 32/109 [02:18<05:33,  0.23it/s, v_num=6e0e]
Epoch 45:  30%|███       | 33/109 [02:31<05:49,  0.22it/s, v_num=6e0e]
Epoch 45:  30%|███       | 33/109 [02:31<05:49,  0.22it/s, v_num=6e0e]
Epoch 45:  31%|███       | 34/109 [02:32<05:36,  0.22it/s, v_num=6e0e]
Epoch 45:  31%|███       | 34/109 [02:32<05:36,  0.22it/s, v_num=6e0e]
Epoch 45:  32%|███▏      | 35/109 [02:34<05:26,  0.23it/s, v_num=6e0e]
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Epoch 45:  41%|████▏     | 45/109 [03:20<04:45,  0.22it/s, v_num=6e0e]
Epoch 45:  41%|████▏     | 45/109 [03:20<04:45,  0.22it/s, v_num=6e0e]
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Epoch 45:  87%|████████▋ | 95/109 [06:58<01:01,  0.23it/s, v_num=6e0e]
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Epoch 45:  88%|████████▊ | 96/109 [06:59<00:56,  0.23it/s, v_num=6e0e]
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Epoch 45:  89%|████████▉ | 97/109 [07:03<00:52,  0.23it/s, v_num=6e0e]
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Epoch 45: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.96it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 45: 100%|██████████| 109/109 [08:09<00:00,  0.22it/s, v_num=6e0e]
Epoch 45: 100%|██████████| 109/109 [08:09<00:00,  0.22it/s, v_num=6e0e]
Epoch 45:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 46:   2%|▏         | 2/109 [00:20<17:59,  0.10it/s, v_num=6e0e]
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Epoch 46:   3%|▎         | 3/109 [00:20<12:21,  0.14it/s, v_num=6e0e]
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Epoch 46:   5%|▍         | 5/109 [00:32<11:12,  0.15it/s, v_num=6e0e]
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Epoch 46:   6%|▋         | 7/109 [00:38<09:22,  0.18it/s, v_num=6e0e]
Epoch 46:   6%|▋         | 7/109 [00:38<09:22,  0.18it/s, v_num=6e0e]
Epoch 46:   7%|▋         | 8/109 [00:39<08:17,  0.20it/s, v_num=6e0e]
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Epoch 46:   8%|▊         | 9/109 [00:47<08:42,  0.19it/s, v_num=6e0e]
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Epoch 46:  11%|█         | 12/109 [00:56<07:36,  0.21it/s, v_num=6e0e]
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Epoch 46: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
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Epoch 47:  94%|█████████▍| 103/109 [07:26<00:25,  0.23it/s, v_num=6e0e]
Epoch 47:  94%|█████████▍| 103/109 [07:26<00:25,  0.23it/s, v_num=6e0e]
Epoch 47:  95%|█████████▌| 104/109 [07:27<00:21,  0.23it/s, v_num=6e0e]
Epoch 47:  95%|█████████▌| 104/109 [07:27<00:21,  0.23it/s, v_num=6e0e]
Epoch 47:  96%|█████████▋| 105/109 [07:38<00:17,  0.23it/s, v_num=6e0e]
Epoch 47:  96%|█████████▋| 105/109 [07:38<00:17,  0.23it/s, v_num=6e0e]
Epoch 47:  97%|█████████▋| 106/109 [07:43<00:13,  0.23it/s, v_num=6e0e]
Epoch 47:  97%|█████████▋| 106/109 [07:43<00:13,  0.23it/s, v_num=6e0e]
Epoch 47:  98%|█████████▊| 107/109 [07:43<00:08,  0.23it/s, v_num=6e0e]
Epoch 47:  98%|█████████▊| 107/109 [07:43<00:08,  0.23it/s, v_num=6e0e]
Epoch 47:  99%|█████████▉| 108/109 [07:44<00:04,  0.23it/s, v_num=6e0e]
Epoch 47:  99%|█████████▉| 108/109 [07:44<00:04,  0.23it/s, v_num=6e0e]
Epoch 47: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 47: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.96it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.87it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:13,  0.84it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.85it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.86it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.89it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.91it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.91it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:12<00:03,  0.91it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.91it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.90it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.94it/s]

                                                                        
Epoch 47: 100%|██████████| 109/109 [08:11<00:00,  0.22it/s, v_num=6e0e]
Epoch 47: 100%|██████████| 109/109 [08:11<00:00,  0.22it/s, v_num=6e0e]
Epoch 47:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 48:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 48:   2%|▏         | 2/109 [00:18<16:38,  0.11it/s, v_num=6e0e]
Epoch 48:   2%|▏         | 2/109 [00:18<16:38,  0.11it/s, v_num=6e0e]
Epoch 48:   3%|▎         | 3/109 [00:19<11:28,  0.15it/s, v_num=6e0e]
Epoch 48:   3%|▎         | 3/109 [00:19<11:28,  0.15it/s, v_num=6e0e]
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Epoch 48:   6%|▌         | 6/109 [00:34<09:55,  0.17it/s, v_num=6e0e]
Epoch 48:   6%|▌         | 6/109 [00:34<09:55,  0.17it/s, v_num=6e0e]
Epoch 48:   6%|▋         | 7/109 [00:35<08:35,  0.20it/s, v_num=6e0e]
Epoch 48:   6%|▋         | 7/109 [00:35<08:35,  0.20it/s, v_num=6e0e]
Epoch 48:   7%|▋         | 8/109 [00:36<07:36,  0.22it/s, v_num=6e0e]
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Epoch 48:   8%|▊         | 9/109 [00:51<09:34,  0.17it/s, v_num=6e0e]
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Epoch 48:  11%|█         | 12/109 [00:54<07:18,  0.22it/s, v_num=6e0e]
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Epoch 48:  14%|█▍        | 15/109 [01:09<07:13,  0.22it/s, v_num=6e0e]
Epoch 48:  14%|█▍        | 15/109 [01:09<07:13,  0.22it/s, v_num=6e0e]
Epoch 48:  15%|█▍        | 16/109 [01:09<06:46,  0.23it/s, v_num=6e0e]
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Epoch 48:  17%|█▋        | 19/109 [01:27<06:55,  0.22it/s, v_num=6e0e]
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Epoch 48:  19%|█▉        | 21/109 [01:39<06:56,  0.21it/s, v_num=6e0e]
Epoch 48:  20%|██        | 22/109 [01:41<06:42,  0.22it/s, v_num=6e0e]
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Epoch 48:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
Epoch 48:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
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Epoch 48:  30%|███       | 33/109 [02:29<05:43,  0.22it/s, v_num=6e0e]
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Epoch 48:  31%|███       | 34/109 [02:33<05:37,  0.22it/s, v_num=6e0e]
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Epoch 48:  42%|████▏     | 46/109 [03:24<04:39,  0.23it/s, v_num=6e0e]
Epoch 48:  43%|████▎     | 47/109 [03:25<04:30,  0.23it/s, v_num=6e0e]
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Epoch 48:  70%|██████▉   | 76/109 [05:23<02:20,  0.24it/s, v_num=6e0e]
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Epoch 48:  71%|███████   | 77/109 [05:34<02:18,  0.23it/s, v_num=6e0e]
Epoch 48:  71%|███████   | 77/109 [05:34<02:18,  0.23it/s, v_num=6e0e]
Epoch 48:  72%|███████▏  | 78/109 [05:38<02:14,  0.23it/s, v_num=6e0e]
Epoch 48:  72%|███████▏  | 78/109 [05:38<02:14,  0.23it/s, v_num=6e0e]
Epoch 48:  72%|███████▏  | 79/109 [05:39<02:08,  0.23it/s, v_num=6e0e]
Epoch 48:  72%|███████▏  | 79/109 [05:39<02:08,  0.23it/s, v_num=6e0e]
Epoch 48:  73%|███████▎  | 80/109 [05:40<02:03,  0.24it/s, v_num=6e0e]
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Epoch 48:  74%|███████▍  | 81/109 [05:50<02:01,  0.23it/s, v_num=6e0e]
Epoch 48:  74%|███████▍  | 81/109 [05:50<02:01,  0.23it/s, v_num=6e0e]
Epoch 48:  75%|███████▌  | 82/109 [05:56<01:57,  0.23it/s, v_num=6e0e]
Epoch 48:  75%|███████▌  | 82/109 [05:56<01:57,  0.23it/s, v_num=6e0e]
Epoch 48:  76%|███████▌  | 83/109 [05:57<01:51,  0.23it/s, v_num=6e0e]
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Epoch 48:  77%|███████▋  | 84/109 [05:57<01:46,  0.23it/s, v_num=6e0e]
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Epoch 48:  78%|███████▊  | 85/109 [06:08<01:44,  0.23it/s, v_num=6e0e]
Epoch 48:  78%|███████▊  | 85/109 [06:08<01:44,  0.23it/s, v_num=6e0e]
Epoch 48:  79%|███████▉  | 86/109 [06:12<01:39,  0.23it/s, v_num=6e0e]
Epoch 48:  79%|███████▉  | 86/109 [06:12<01:39,  0.23it/s, v_num=6e0e]
Epoch 48:  80%|███████▉  | 87/109 [06:13<01:34,  0.23it/s, v_num=6e0e]
Epoch 48:  80%|███████▉  | 87/109 [06:13<01:34,  0.23it/s, v_num=6e0e]
Epoch 48:  81%|████████  | 88/109 [06:14<01:29,  0.23it/s, v_num=6e0e]
Epoch 48:  81%|████████  | 88/109 [06:14<01:29,  0.23it/s, v_num=6e0e]
Epoch 48:  82%|████████▏ | 89/109 [06:25<01:26,  0.23it/s, v_num=6e0e]
Epoch 48:  82%|████████▏ | 89/109 [06:25<01:26,  0.23it/s, v_num=6e0e]
Epoch 48:  83%|████████▎ | 90/109 [06:27<01:21,  0.23it/s, v_num=6e0e]
Epoch 48:  83%|████████▎ | 90/109 [06:27<01:21,  0.23it/s, v_num=6e0e]
Epoch 48:  83%|████████▎ | 91/109 [06:28<01:16,  0.23it/s, v_num=6e0e]
Epoch 48:  83%|████████▎ | 91/109 [06:28<01:16,  0.23it/s, v_num=6e0e]
Epoch 48:  84%|████████▍ | 92/109 [06:29<01:11,  0.24it/s, v_num=6e0e]
Epoch 48:  84%|████████▍ | 92/109 [06:29<01:11,  0.24it/s, v_num=6e0e]
Epoch 48:  85%|████████▌ | 93/109 [06:42<01:09,  0.23it/s, v_num=6e0e]
Epoch 48:  85%|████████▌ | 93/109 [06:42<01:09,  0.23it/s, v_num=6e0e]
Epoch 48:  86%|████████▌ | 94/109 [06:43<01:04,  0.23it/s, v_num=6e0e]
Epoch 48:  86%|████████▌ | 94/109 [06:43<01:04,  0.23it/s, v_num=6e0e]
Epoch 48:  87%|████████▋ | 95/109 [06:45<00:59,  0.23it/s, v_num=6e0e]
Epoch 48:  87%|████████▋ | 95/109 [06:45<00:59,  0.23it/s, v_num=6e0e]
Epoch 48:  88%|████████▊ | 96/109 [06:46<00:55,  0.24it/s, v_num=6e0e]
Epoch 48:  88%|████████▊ | 96/109 [06:46<00:55,  0.24it/s, v_num=6e0e]
Epoch 48:  89%|████████▉ | 97/109 [06:58<00:51,  0.23it/s, v_num=6e0e]
Epoch 48:  89%|████████▉ | 97/109 [06:58<00:51,  0.23it/s, v_num=6e0e]
Epoch 48:  90%|████████▉ | 98/109 [06:59<00:47,  0.23it/s, v_num=6e0e]
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Epoch 48:  91%|█████████ | 99/109 [07:01<00:42,  0.24it/s, v_num=6e0e]
Epoch 48:  91%|█████████ | 99/109 [07:01<00:42,  0.24it/s, v_num=6e0e]
Epoch 48:  92%|█████████▏| 100/109 [07:01<00:37,  0.24it/s, v_num=6e0e]
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Epoch 48:  93%|█████████▎| 101/109 [07:15<00:34,  0.23it/s, v_num=6e0e]
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Epoch 48:  94%|█████████▎| 102/109 [07:16<00:29,  0.23it/s, v_num=6e0e]
Epoch 48:  94%|█████████▎| 102/109 [07:16<00:29,  0.23it/s, v_num=6e0e]
Epoch 48:  94%|█████████▍| 103/109 [07:17<00:25,  0.24it/s, v_num=6e0e]
Epoch 48:  94%|█████████▍| 103/109 [07:17<00:25,  0.24it/s, v_num=6e0e]
Epoch 48:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
Epoch 48:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
Epoch 48:  96%|█████████▋| 105/109 [07:31<00:17,  0.23it/s, v_num=6e0e]
Epoch 48:  96%|█████████▋| 105/109 [07:31<00:17,  0.23it/s, v_num=6e0e]
Epoch 48:  97%|█████████▋| 106/109 [07:33<00:12,  0.23it/s, v_num=6e0e]
Epoch 48:  97%|█████████▋| 106/109 [07:33<00:12,  0.23it/s, v_num=6e0e]
Epoch 48:  98%|█████████▊| 107/109 [07:34<00:08,  0.24it/s, v_num=6e0e]
Epoch 48:  98%|█████████▊| 107/109 [07:34<00:08,  0.24it/s, v_num=6e0e]
Epoch 48:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 48:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 48: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]
Epoch 48: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.94it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.88it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.88it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.90it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.91it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 48: 100%|██████████| 109/109 [08:06<00:00,  0.22it/s, v_num=6e0e]
Epoch 48: 100%|██████████| 109/109 [08:06<00:00,  0.22it/s, v_num=6e0e]
Epoch 48:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 49:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 49:   1%|          | 1/109 [00:17<30:42,  0.06it/s, v_num=6e0e]
Epoch 49:   1%|          | 1/109 [00:17<30:42,  0.06it/s, v_num=6e0e]
Epoch 49:   2%|▏         | 2/109 [00:17<15:56,  0.11it/s, v_num=6e0e]
Epoch 49:   2%|▏         | 2/109 [00:17<15:56,  0.11it/s, v_num=6e0e]
Epoch 49:   3%|▎         | 3/109 [00:18<11:00,  0.16it/s, v_num=6e0e]
Epoch 49:   3%|▎         | 3/109 [00:18<11:00,  0.16it/s, v_num=6e0e]
Epoch 49:   4%|▎         | 4/109 [00:19<08:31,  0.21it/s, v_num=6e0e]
Epoch 49:   4%|▎         | 4/109 [00:19<08:31,  0.21it/s, v_num=6e0e]
Epoch 49:   5%|▍         | 5/109 [00:33<11:31,  0.15it/s, v_num=6e0e]
Epoch 49:   5%|▍         | 5/109 [00:33<11:31,  0.15it/s, v_num=6e0e]
Epoch 49:   6%|▌         | 6/109 [00:34<09:46,  0.18it/s, v_num=6e0e]
Epoch 49:   6%|▌         | 6/109 [00:34<09:46,  0.18it/s, v_num=6e0e]
Epoch 49:   6%|▋         | 7/109 [00:34<08:29,  0.20it/s, v_num=6e0e]
Epoch 49:   6%|▋         | 7/109 [00:34<08:29,  0.20it/s, v_num=6e0e]
Epoch 49:   7%|▋         | 8/109 [00:35<07:32,  0.22it/s, v_num=6e0e]
Epoch 49:   7%|▋         | 8/109 [00:35<07:32,  0.22it/s, v_num=6e0e]
Epoch 49:   8%|▊         | 9/109 [00:50<09:19,  0.18it/s, v_num=6e0e]
Epoch 49:   8%|▊         | 9/109 [00:50<09:19,  0.18it/s, v_num=6e0e]
Epoch 49:   9%|▉         | 10/109 [00:51<08:27,  0.20it/s, v_num=6e0e]
Epoch 49:   9%|▉         | 10/109 [00:51<08:27,  0.20it/s, v_num=6e0e]
Epoch 49:  10%|█         | 11/109 [00:52<07:43,  0.21it/s, v_num=6e0e]
Epoch 49:  10%|█         | 11/109 [00:52<07:43,  0.21it/s, v_num=6e0e]
Epoch 49:  11%|█         | 12/109 [00:53<07:08,  0.23it/s, v_num=6e0e]
Epoch 49:  11%|█         | 12/109 [00:53<07:08,  0.23it/s, v_num=6e0e]
Epoch 49:  12%|█▏        | 13/109 [01:06<08:11,  0.20it/s, v_num=6e0e]
Epoch 49:  12%|█▏        | 13/109 [01:06<08:11,  0.20it/s, v_num=6e0e]
Epoch 49:  13%|█▎        | 14/109 [01:07<07:37,  0.21it/s, v_num=6e0e]
Epoch 49:  13%|█▎        | 14/109 [01:07<07:37,  0.21it/s, v_num=6e0e]
Epoch 49:  14%|█▍        | 15/109 [01:08<07:07,  0.22it/s, v_num=6e0e]
Epoch 49:  14%|█▍        | 15/109 [01:08<07:07,  0.22it/s, v_num=6e0e]
Epoch 49:  15%|█▍        | 16/109 [01:08<06:40,  0.23it/s, v_num=6e0e]
Epoch 49:  15%|█▍        | 16/109 [01:08<06:40,  0.23it/s, v_num=6e0e]
Epoch 49:  16%|█▌        | 17/109 [01:22<07:26,  0.21it/s, v_num=6e0e]
Epoch 49:  16%|█▌        | 17/109 [01:22<07:26,  0.21it/s, v_num=6e0e]
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Epoch 49:  17%|█▋        | 18/109 [01:23<07:04,  0.21it/s, v_num=6e0e]
Epoch 49:  17%|█▋        | 19/109 [01:24<06:41,  0.22it/s, v_num=6e0e]
Epoch 49:  17%|█▋        | 19/109 [01:24<06:41,  0.22it/s, v_num=6e0e]
Epoch 49:  18%|█▊        | 20/109 [01:25<06:20,  0.23it/s, v_num=6e0e]
Epoch 49:  18%|█▊        | 20/109 [01:25<06:20,  0.23it/s, v_num=6e0e]
Epoch 49:  19%|█▉        | 21/109 [01:38<06:54,  0.21it/s, v_num=6e0e]
Epoch 49:  19%|█▉        | 21/109 [01:38<06:54,  0.21it/s, v_num=6e0e]
Epoch 49:  20%|██        | 22/109 [01:41<06:43,  0.22it/s, v_num=6e0e]
Epoch 49:  20%|██        | 22/109 [01:41<06:43,  0.22it/s, v_num=6e0e]
Epoch 49:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
Epoch 49:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
Epoch 49:  22%|██▏       | 24/109 [01:43<06:06,  0.23it/s, v_num=6e0e]
Epoch 49:  22%|██▏       | 24/109 [01:43<06:06,  0.23it/s, v_num=6e0e]
Epoch 49:  23%|██▎       | 25/109 [01:53<06:21,  0.22it/s, v_num=6e0e]
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Epoch 49:  24%|██▍       | 26/109 [01:57<06:13,  0.22it/s, v_num=6e0e]
Epoch 49:  24%|██▍       | 26/109 [01:57<06:13,  0.22it/s, v_num=6e0e]
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Epoch 49:  25%|██▍       | 27/109 [01:57<05:57,  0.23it/s, v_num=6e0e]
Epoch 49:  26%|██▌       | 28/109 [01:58<05:43,  0.24it/s, v_num=6e0e]
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Epoch 49:  27%|██▋       | 29/109 [02:08<05:55,  0.23it/s, v_num=6e0e]
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Epoch 49:  30%|███       | 33/109 [02:26<05:36,  0.23it/s, v_num=6e0e]
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Epoch 49:  31%|███       | 34/109 [02:31<05:35,  0.22it/s, v_num=6e0e]
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Epoch 49:  42%|████▏     | 46/109 [03:25<04:41,  0.22it/s, v_num=6e0e]
Epoch 49:  43%|████▎     | 47/109 [03:26<04:31,  0.23it/s, v_num=6e0e]
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Epoch 49: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 49: 100%|██████████| 109/109 [08:05<00:00,  0.22it/s, v_num=6e0e]
Epoch 49: 100%|██████████| 109/109 [08:05<00:00,  0.22it/s, v_num=6e0e]
Epoch 49:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 50: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 50: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.97it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.88it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.91it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.95it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.95it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.94it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.95it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.96it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 50: 100%|██████████| 109/109 [08:15<00:00,  0.22it/s, v_num=6e0e]
Epoch 50: 100%|██████████| 109/109 [08:15<00:00,  0.22it/s, v_num=6e0e]
Epoch 50:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 51:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 51:   2%|▏         | 2/109 [00:17<15:51,  0.11it/s, v_num=6e0e]
Epoch 51:   2%|▏         | 2/109 [00:17<15:52,  0.11it/s, v_num=6e0e]
Epoch 51:   3%|▎         | 3/109 [00:18<10:57,  0.16it/s, v_num=6e0e]
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Epoch 51:   5%|▍         | 5/109 [00:33<11:43,  0.15it/s, v_num=6e0e]
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Epoch 51:   6%|▌         | 6/109 [00:34<09:54,  0.17it/s, v_num=6e0e]
Epoch 51:   6%|▌         | 6/109 [00:34<09:54,  0.17it/s, v_num=6e0e]
Epoch 51:   6%|▋         | 7/109 [00:35<08:37,  0.20it/s, v_num=6e0e]
Epoch 51:   6%|▋         | 7/109 [00:35<08:37,  0.20it/s, v_num=6e0e]
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Epoch 51:   8%|▊         | 9/109 [00:50<09:22,  0.18it/s, v_num=6e0e]
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Epoch 51:  11%|█         | 12/109 [00:55<07:28,  0.22it/s, v_num=6e0e]
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Epoch 51:  13%|█▎        | 14/109 [01:11<08:05,  0.20it/s, v_num=6e0e]
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Epoch 51:  14%|█▍        | 15/109 [01:12<07:33,  0.21it/s, v_num=6e0e]
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Epoch 51:  17%|█▋        | 19/109 [01:28<06:58,  0.21it/s, v_num=6e0e]
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Epoch 51:  18%|█▊        | 20/109 [01:29<06:37,  0.22it/s, v_num=6e0e]
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Epoch 51:  19%|█▉        | 21/109 [01:43<07:14,  0.20it/s, v_num=6e0e]
Epoch 51:  20%|██        | 22/109 [01:44<06:53,  0.21it/s, v_num=6e0e]
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Epoch 51:  21%|██        | 23/109 [01:45<06:34,  0.22it/s, v_num=6e0e]
Epoch 51:  21%|██        | 23/109 [01:45<06:34,  0.22it/s, v_num=6e0e]
Epoch 51:  22%|██▏       | 24/109 [01:46<06:16,  0.23it/s, v_num=6e0e]
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Epoch 51:  30%|███       | 33/109 [02:37<06:02,  0.21it/s, v_num=6e0e]
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Epoch 51:  77%|███████▋  | 84/109 [05:59<01:46,  0.23it/s, v_num=6e0e]
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Epoch 51:  78%|███████▊  | 85/109 [06:12<01:45,  0.23it/s, v_num=6e0e]
Epoch 51:  78%|███████▊  | 85/109 [06:12<01:45,  0.23it/s, v_num=6e0e]
Epoch 51:  79%|███████▉  | 86/109 [06:13<01:39,  0.23it/s, v_num=6e0e]
Epoch 51:  79%|███████▉  | 86/109 [06:13<01:39,  0.23it/s, v_num=6e0e]
Epoch 51:  80%|███████▉  | 87/109 [06:14<01:34,  0.23it/s, v_num=6e0e]
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Epoch 51:  81%|████████  | 88/109 [06:15<01:29,  0.23it/s, v_num=6e0e]
Epoch 51:  81%|████████  | 88/109 [06:15<01:29,  0.23it/s, v_num=6e0e]
Epoch 51:  82%|████████▏ | 89/109 [06:27<01:27,  0.23it/s, v_num=6e0e]
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Epoch 51:  83%|████████▎ | 90/109 [06:28<01:22,  0.23it/s, v_num=6e0e]
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Epoch 51:  83%|████████▎ | 91/109 [06:29<01:17,  0.23it/s, v_num=6e0e]
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Epoch 51:  84%|████████▍ | 92/109 [06:30<01:12,  0.24it/s, v_num=6e0e]
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Epoch 51:  87%|████████▋ | 95/109 [06:46<00:59,  0.23it/s, v_num=6e0e]
Epoch 51:  87%|████████▋ | 95/109 [06:46<00:59,  0.23it/s, v_num=6e0e]
Epoch 51:  88%|████████▊ | 96/109 [06:46<00:55,  0.24it/s, v_num=6e0e]
Epoch 51:  88%|████████▊ | 96/109 [06:46<00:55,  0.24it/s, v_num=6e0e]
Epoch 51:  89%|████████▉ | 97/109 [07:00<00:52,  0.23it/s, v_num=6e0e]
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Epoch 51:  92%|█████████▏| 100/109 [07:02<00:38,  0.24it/s, v_num=6e0e]
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Epoch 51:  94%|█████████▎| 102/109 [07:16<00:29,  0.23it/s, v_num=6e0e]
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Epoch 51:  96%|█████████▋| 105/109 [07:33<00:17,  0.23it/s, v_num=6e0e]
Epoch 51:  96%|█████████▋| 105/109 [07:33<00:17,  0.23it/s, v_num=6e0e]
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Epoch 51:  97%|█████████▋| 106/109 [07:33<00:12,  0.23it/s, v_num=6e0e]
Epoch 51:  98%|█████████▊| 107/109 [07:34<00:08,  0.24it/s, v_num=6e0e]
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Epoch 51: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]
Epoch 51: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.16it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.07it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:02<00:10,  1.02it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.99it/s]

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Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.96it/s]

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Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.98it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.97it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 51: 100%|██████████| 109/109 [08:06<00:00,  0.22it/s, v_num=6e0e]
Epoch 51: 100%|██████████| 109/109 [08:06<00:00,  0.22it/s, v_num=6e0e]
Epoch 51:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 52:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 52:   1%|          | 1/109 [00:17<31:02,  0.06it/s, v_num=6e0e]
Epoch 52:   2%|▏         | 2/109 [00:18<16:05,  0.11it/s, v_num=6e0e]
Epoch 52:   2%|▏         | 2/109 [00:18<16:05,  0.11it/s, v_num=6e0e]
Epoch 52:   3%|▎         | 3/109 [00:18<11:06,  0.16it/s, v_num=6e0e]
Epoch 52:   3%|▎         | 3/109 [00:18<11:06,  0.16it/s, v_num=6e0e]
Epoch 52:   4%|▎         | 4/109 [00:19<08:35,  0.20it/s, v_num=6e0e]
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Epoch 52:   5%|▍         | 5/109 [00:33<11:38,  0.15it/s, v_num=6e0e]
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Epoch 52:   6%|▌         | 6/109 [00:34<09:50,  0.17it/s, v_num=6e0e]
Epoch 52:   6%|▌         | 6/109 [00:34<09:50,  0.17it/s, v_num=6e0e]
Epoch 52:   6%|▋         | 7/109 [00:35<08:32,  0.20it/s, v_num=6e0e]
Epoch 52:   6%|▋         | 7/109 [00:35<08:32,  0.20it/s, v_num=6e0e]
Epoch 52:   7%|▋         | 8/109 [00:35<07:34,  0.22it/s, v_num=6e0e]
Epoch 52:   7%|▋         | 8/109 [00:35<07:34,  0.22it/s, v_num=6e0e]
Epoch 52:   8%|▊         | 9/109 [00:49<09:13,  0.18it/s, v_num=6e0e]
Epoch 52:   8%|▊         | 9/109 [00:49<09:13,  0.18it/s, v_num=6e0e]
Epoch 52:   9%|▉         | 10/109 [00:50<08:21,  0.20it/s, v_num=6e0e]
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Epoch 52:  10%|█         | 11/109 [00:52<07:45,  0.21it/s, v_num=6e0e]
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Epoch 52:  11%|█         | 12/109 [00:53<07:09,  0.23it/s, v_num=6e0e]
Epoch 52:  11%|█         | 12/109 [00:53<07:09,  0.23it/s, v_num=6e0e]
Epoch 52:  12%|█▏        | 13/109 [01:06<08:13,  0.19it/s, v_num=6e0e]
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Epoch 52:  13%|█▎        | 14/109 [01:07<07:39,  0.21it/s, v_num=6e0e]
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Epoch 52:  14%|█▍        | 15/109 [01:08<07:09,  0.22it/s, v_num=6e0e]
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Epoch 52:  20%|██        | 22/109 [01:42<06:44,  0.22it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 52: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 53: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 53: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 53:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 54:  81%|████████  | 88/109 [06:08<01:28,  0.24it/s, v_num=6e0e]
Epoch 54:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
Epoch 54:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
Epoch 54:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 54:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 54:  83%|████████▎ | 91/109 [06:22<01:15,  0.24it/s, v_num=6e0e]
Epoch 54:  83%|████████▎ | 91/109 [06:22<01:15,  0.24it/s, v_num=6e0e]
Epoch 54:  84%|████████▍ | 92/109 [06:27<01:11,  0.24it/s, v_num=6e0e]
Epoch 54:  84%|████████▍ | 92/109 [06:27<01:11,  0.24it/s, v_num=6e0e]
Epoch 54:  85%|████████▌ | 93/109 [06:31<01:07,  0.24it/s, v_num=6e0e]
Epoch 54:  85%|████████▌ | 93/109 [06:31<01:07,  0.24it/s, v_num=6e0e]
Epoch 54:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
Epoch 54:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
Epoch 54:  87%|████████▋ | 95/109 [06:39<00:58,  0.24it/s, v_num=6e0e]
Epoch 54:  87%|████████▋ | 95/109 [06:39<00:58,  0.24it/s, v_num=6e0e]
Epoch 54:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 54:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 54:  89%|████████▉ | 97/109 [06:49<00:50,  0.24it/s, v_num=6e0e]
Epoch 54:  89%|████████▉ | 97/109 [06:49<00:50,  0.24it/s, v_num=6e0e]
Epoch 54:  90%|████████▉ | 98/109 [06:55<00:46,  0.24it/s, v_num=6e0e]
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Epoch 54:  91%|█████████ | 99/109 [06:56<00:42,  0.24it/s, v_num=6e0e]
Epoch 54:  91%|█████████ | 99/109 [06:56<00:42,  0.24it/s, v_num=6e0e]
Epoch 54:  92%|█████████▏| 100/109 [07:00<00:37,  0.24it/s, v_num=6e0e]
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Epoch 54:  93%|█████████▎| 101/109 [07:05<00:33,  0.24it/s, v_num=6e0e]
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Epoch 54:  94%|█████████▎| 102/109 [07:14<00:29,  0.23it/s, v_num=6e0e]
Epoch 54:  94%|█████████▎| 102/109 [07:14<00:29,  0.23it/s, v_num=6e0e]
Epoch 54:  94%|█████████▍| 103/109 [07:15<00:25,  0.24it/s, v_num=6e0e]
Epoch 54:  94%|█████████▍| 103/109 [07:15<00:25,  0.24it/s, v_num=6e0e]
Epoch 54:  95%|█████████▌| 104/109 [07:16<00:21,  0.24it/s, v_num=6e0e]
Epoch 54:  95%|█████████▌| 104/109 [07:16<00:21,  0.24it/s, v_num=6e0e]
Epoch 54:  96%|█████████▋| 105/109 [07:22<00:16,  0.24it/s, v_num=6e0e]
Epoch 54:  96%|█████████▋| 105/109 [07:22<00:16,  0.24it/s, v_num=6e0e]
Epoch 54:  97%|█████████▋| 106/109 [07:31<00:12,  0.23it/s, v_num=6e0e]
Epoch 54:  97%|█████████▋| 106/109 [07:31<00:12,  0.23it/s, v_num=6e0e]
Epoch 54:  98%|█████████▊| 107/109 [07:32<00:08,  0.24it/s, v_num=6e0e]
Epoch 54:  98%|█████████▊| 107/109 [07:32<00:08,  0.24it/s, v_num=6e0e]
Epoch 54:  99%|█████████▉| 108/109 [07:33<00:04,  0.24it/s, v_num=6e0e]
Epoch 54:  99%|█████████▉| 108/109 [07:33<00:04,  0.24it/s, v_num=6e0e]
Epoch 54: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]
Epoch 54: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.92it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.94it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.95it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.96it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.96it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.97it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.97it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 54: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 54: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 54:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 55:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 55:   1%|          | 1/109 [00:17<31:54,  0.06it/s, v_num=6e0e]
Epoch 55:   1%|          | 1/109 [00:17<31:54,  0.06it/s, v_num=6e0e]
Epoch 55:   2%|▏         | 2/109 [00:18<16:31,  0.11it/s, v_num=6e0e]
Epoch 55:   2%|▏         | 2/109 [00:18<16:31,  0.11it/s, v_num=6e0e]
Epoch 55:   3%|▎         | 3/109 [00:19<11:23,  0.16it/s, v_num=6e0e]
Epoch 55:   3%|▎         | 3/109 [00:19<11:23,  0.16it/s, v_num=6e0e]
Epoch 55:   4%|▎         | 4/109 [00:20<08:48,  0.20it/s, v_num=6e0e]
Epoch 55:   4%|▎         | 4/109 [00:20<08:48,  0.20it/s, v_num=6e0e]
Epoch 55:   5%|▍         | 5/109 [00:34<11:56,  0.15it/s, v_num=6e0e]
Epoch 55:   5%|▍         | 5/109 [00:34<11:56,  0.15it/s, v_num=6e0e]
Epoch 55:   6%|▌         | 6/109 [00:35<10:05,  0.17it/s, v_num=6e0e]
Epoch 55:   6%|▌         | 6/109 [00:35<10:05,  0.17it/s, v_num=6e0e]
Epoch 55:   6%|▋         | 7/109 [00:36<08:45,  0.19it/s, v_num=6e0e]
Epoch 55:   6%|▋         | 7/109 [00:36<08:45,  0.19it/s, v_num=6e0e]
Epoch 55:   7%|▋         | 8/109 [00:36<07:45,  0.22it/s, v_num=6e0e]
Epoch 55:   7%|▋         | 8/109 [00:36<07:45,  0.22it/s, v_num=6e0e]
Epoch 55:   8%|▊         | 9/109 [00:49<09:06,  0.18it/s, v_num=6e0e]
Epoch 55:   8%|▊         | 9/109 [00:49<09:06,  0.18it/s, v_num=6e0e]
Epoch 55:   9%|▉         | 10/109 [00:50<08:22,  0.20it/s, v_num=6e0e]
Epoch 55:   9%|▉         | 10/109 [00:50<08:22,  0.20it/s, v_num=6e0e]
Epoch 55:  10%|█         | 11/109 [00:51<07:39,  0.21it/s, v_num=6e0e]
Epoch 55:  10%|█         | 11/109 [00:51<07:39,  0.21it/s, v_num=6e0e]
Epoch 55:  11%|█         | 12/109 [00:53<07:09,  0.23it/s, v_num=6e0e]
Epoch 55:  11%|█         | 12/109 [00:53<07:09,  0.23it/s, v_num=6e0e]
Epoch 55:  12%|█▏        | 13/109 [01:06<08:10,  0.20it/s, v_num=6e0e]
Epoch 55:  12%|█▏        | 13/109 [01:06<08:10,  0.20it/s, v_num=6e0e]
Epoch 55:  13%|█▎        | 14/109 [01:07<07:36,  0.21it/s, v_num=6e0e]
Epoch 55:  13%|█▎        | 14/109 [01:07<07:36,  0.21it/s, v_num=6e0e]
Epoch 55:  14%|█▍        | 15/109 [01:08<07:06,  0.22it/s, v_num=6e0e]
Epoch 55:  14%|█▍        | 15/109 [01:08<07:06,  0.22it/s, v_num=6e0e]
Epoch 55:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 55:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 55:  16%|█▌        | 17/109 [01:23<07:29,  0.20it/s, v_num=6e0e]
Epoch 55:  16%|█▌        | 17/109 [01:23<07:29,  0.20it/s, v_num=6e0e]
Epoch 55:  17%|█▋        | 18/109 [01:24<07:07,  0.21it/s, v_num=6e0e]
Epoch 55:  17%|█▋        | 18/109 [01:24<07:07,  0.21it/s, v_num=6e0e]
Epoch 55:  17%|█▋        | 19/109 [01:25<06:44,  0.22it/s, v_num=6e0e]
Epoch 55:  17%|█▋        | 19/109 [01:25<06:44,  0.22it/s, v_num=6e0e]
Epoch 55:  18%|█▊        | 20/109 [01:26<06:25,  0.23it/s, v_num=6e0e]
Epoch 55:  18%|█▊        | 20/109 [01:26<06:25,  0.23it/s, v_num=6e0e]
Epoch 55:  19%|█▉        | 21/109 [01:38<06:53,  0.21it/s, v_num=6e0e]
Epoch 55:  19%|█▉        | 21/109 [01:38<06:53,  0.21it/s, v_num=6e0e]
Epoch 55:  20%|██        | 22/109 [01:41<06:39,  0.22it/s, v_num=6e0e]
Epoch 55:  20%|██        | 22/109 [01:41<06:39,  0.22it/s, v_num=6e0e]
Epoch 55:  21%|██        | 23/109 [01:41<06:20,  0.23it/s, v_num=6e0e]
Epoch 55:  21%|██        | 23/109 [01:41<06:20,  0.23it/s, v_num=6e0e]
Epoch 55:  22%|██▏       | 24/109 [01:42<06:04,  0.23it/s, v_num=6e0e]
Epoch 55:  22%|██▏       | 24/109 [01:43<06:04,  0.23it/s, v_num=6e0e]
Epoch 55:  23%|██▎       | 25/109 [01:53<06:22,  0.22it/s, v_num=6e0e]
Epoch 55:  23%|██▎       | 25/109 [01:53<06:22,  0.22it/s, v_num=6e0e]
Epoch 55:  24%|██▍       | 26/109 [01:57<06:13,  0.22it/s, v_num=6e0e]
Epoch 55:  24%|██▍       | 26/109 [01:57<06:13,  0.22it/s, v_num=6e0e]
Epoch 55:  25%|██▍       | 27/109 [01:57<05:58,  0.23it/s, v_num=6e0e]
Epoch 55:  25%|██▍       | 27/109 [01:57<05:58,  0.23it/s, v_num=6e0e]
Epoch 55:  26%|██▌       | 28/109 [02:00<05:47,  0.23it/s, v_num=6e0e]
Epoch 55:  26%|██▌       | 28/109 [02:00<05:47,  0.23it/s, v_num=6e0e]
Epoch 55:  27%|██▋       | 29/109 [02:09<05:56,  0.22it/s, v_num=6e0e]
Epoch 55:  27%|██▋       | 29/109 [02:09<05:56,  0.22it/s, v_num=6e0e]
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Epoch 55:  28%|██▊       | 30/109 [02:15<05:56,  0.22it/s, v_num=6e0e]
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Epoch 55:  29%|██▉       | 32/109 [02:16<05:29,  0.23it/s, v_num=6e0e]
Epoch 55:  29%|██▉       | 32/109 [02:16<05:29,  0.23it/s, v_num=6e0e]
Epoch 55:  30%|███       | 33/109 [02:24<05:32,  0.23it/s, v_num=6e0e]
Epoch 55:  30%|███       | 33/109 [02:24<05:32,  0.23it/s, v_num=6e0e]
Epoch 55:  31%|███       | 34/109 [02:30<05:32,  0.23it/s, v_num=6e0e]
Epoch 55:  31%|███       | 34/109 [02:30<05:32,  0.23it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 55: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
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Epoch 55:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 56: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
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Epoch 57:  87%|████████▋ | 95/109 [06:39<00:58,  0.24it/s, v_num=6e0e]
Epoch 57:  87%|████████▋ | 95/109 [06:39<00:58,  0.24it/s, v_num=6e0e]
Epoch 57:  88%|████████▊ | 96/109 [06:40<00:54,  0.24it/s, v_num=6e0e]
Epoch 57:  88%|████████▊ | 96/109 [06:40<00:54,  0.24it/s, v_num=6e0e]
Epoch 57:  89%|████████▉ | 97/109 [06:52<00:51,  0.24it/s, v_num=6e0e]
Epoch 57:  89%|████████▉ | 97/109 [06:52<00:51,  0.24it/s, v_num=6e0e]
Epoch 57:  90%|████████▉ | 98/109 [06:53<00:46,  0.24it/s, v_num=6e0e]
Epoch 57:  90%|████████▉ | 98/109 [06:53<00:46,  0.24it/s, v_num=6e0e]
Epoch 57:  91%|█████████ | 99/109 [06:54<00:41,  0.24it/s, v_num=6e0e]
Epoch 57:  91%|█████████ | 99/109 [06:54<00:41,  0.24it/s, v_num=6e0e]
Epoch 57:  92%|█████████▏| 100/109 [06:55<00:37,  0.24it/s, v_num=6e0e]
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Epoch 57:  93%|█████████▎| 101/109 [07:07<00:33,  0.24it/s, v_num=6e0e]
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Epoch 57:  94%|█████████▎| 102/109 [07:09<00:29,  0.24it/s, v_num=6e0e]
Epoch 57:  94%|█████████▎| 102/109 [07:09<00:29,  0.24it/s, v_num=6e0e]
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Epoch 57:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 57:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 57:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
Epoch 57:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
Epoch 57:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 57:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 57:  98%|█████████▊| 107/109 [07:26<00:08,  0.24it/s, v_num=6e0e]
Epoch 57:  98%|█████████▊| 107/109 [07:26<00:08,  0.24it/s, v_num=6e0e]
Epoch 57:  99%|█████████▉| 108/109 [07:27<00:04,  0.24it/s, v_num=6e0e]
Epoch 57:  99%|█████████▉| 108/109 [07:27<00:04,  0.24it/s, v_num=6e0e]
Epoch 57: 100%|██████████| 109/109 [07:39<00:00,  0.24it/s, v_num=6e0e]
Epoch 57: 100%|██████████| 109/109 [07:39<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.92it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.94it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.92it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.92it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.93it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 57: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 57: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 57:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 58:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 58:   1%|          | 1/109 [00:15<27:59,  0.06it/s, v_num=6e0e]
Epoch 58:   1%|          | 1/109 [00:15<27:59,  0.06it/s, v_num=6e0e]
Epoch 58:   2%|▏         | 2/109 [00:16<14:34,  0.12it/s, v_num=6e0e]
Epoch 58:   2%|▏         | 2/109 [00:16<14:34,  0.12it/s, v_num=6e0e]
Epoch 58:   3%|▎         | 3/109 [00:17<10:06,  0.17it/s, v_num=6e0e]
Epoch 58:   3%|▎         | 3/109 [00:17<10:06,  0.17it/s, v_num=6e0e]
Epoch 58:   4%|▎         | 4/109 [00:17<07:51,  0.22it/s, v_num=6e0e]
Epoch 58:   4%|▎         | 4/109 [00:17<07:51,  0.22it/s, v_num=6e0e]
Epoch 58:   5%|▍         | 5/109 [00:29<10:18,  0.17it/s, v_num=6e0e]
Epoch 58:   5%|▍         | 5/109 [00:29<10:18,  0.17it/s, v_num=6e0e]
Epoch 58:   6%|▌         | 6/109 [00:34<09:43,  0.18it/s, v_num=6e0e]
Epoch 58:   6%|▌         | 6/109 [00:34<09:43,  0.18it/s, v_num=6e0e]
Epoch 58:   6%|▋         | 7/109 [00:34<08:27,  0.20it/s, v_num=6e0e]
Epoch 58:   6%|▋         | 7/109 [00:34<08:27,  0.20it/s, v_num=6e0e]
Epoch 58:   7%|▋         | 8/109 [00:35<07:29,  0.22it/s, v_num=6e0e]
Epoch 58:   7%|▋         | 8/109 [00:35<07:29,  0.22it/s, v_num=6e0e]
Epoch 58:   8%|▊         | 9/109 [00:47<08:42,  0.19it/s, v_num=6e0e]
Epoch 58:   8%|▊         | 9/109 [00:47<08:42,  0.19it/s, v_num=6e0e]
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Epoch 58:  10%|█         | 11/109 [00:54<08:09,  0.20it/s, v_num=6e0e]
Epoch 58:  10%|█         | 11/109 [00:54<08:09,  0.20it/s, v_num=6e0e]
Epoch 58:  11%|█         | 12/109 [00:55<07:30,  0.22it/s, v_num=6e0e]
Epoch 58:  11%|█         | 12/109 [00:55<07:30,  0.22it/s, v_num=6e0e]
Epoch 58:  12%|█▏        | 13/109 [01:06<08:10,  0.20it/s, v_num=6e0e]
Epoch 58:  12%|█▏        | 13/109 [01:06<08:10,  0.20it/s, v_num=6e0e]
Epoch 58:  13%|█▎        | 14/109 [01:11<08:05,  0.20it/s, v_num=6e0e]
Epoch 58:  13%|█▎        | 14/109 [01:11<08:05,  0.20it/s, v_num=6e0e]
Epoch 58:  14%|█▍        | 15/109 [01:12<07:33,  0.21it/s, v_num=6e0e]
Epoch 58:  14%|█▍        | 15/109 [01:12<07:33,  0.21it/s, v_num=6e0e]
Epoch 58:  15%|█▍        | 16/109 [01:13<07:05,  0.22it/s, v_num=6e0e]
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Epoch 58:  16%|█▌        | 17/109 [01:23<07:29,  0.20it/s, v_num=6e0e]
Epoch 58:  16%|█▌        | 17/109 [01:23<07:29,  0.20it/s, v_num=6e0e]
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Epoch 58:  17%|█▋        | 18/109 [01:26<07:19,  0.21it/s, v_num=6e0e]
Epoch 58:  17%|█▋        | 19/109 [01:27<06:55,  0.22it/s, v_num=6e0e]
Epoch 58:  17%|█▋        | 19/109 [01:27<06:55,  0.22it/s, v_num=6e0e]
Epoch 58:  18%|█▊        | 20/109 [01:28<06:33,  0.23it/s, v_num=6e0e]
Epoch 58:  18%|█▊        | 20/109 [01:28<06:33,  0.23it/s, v_num=6e0e]
Epoch 58:  19%|█▉        | 21/109 [01:41<07:03,  0.21it/s, v_num=6e0e]
Epoch 58:  19%|█▉        | 21/109 [01:41<07:03,  0.21it/s, v_num=6e0e]
Epoch 58:  20%|██        | 22/109 [01:42<06:44,  0.22it/s, v_num=6e0e]
Epoch 58:  20%|██        | 22/109 [01:42<06:44,  0.22it/s, v_num=6e0e]
Epoch 58:  21%|██        | 23/109 [01:43<06:25,  0.22it/s, v_num=6e0e]
Epoch 58:  21%|██        | 23/109 [01:43<06:25,  0.22it/s, v_num=6e0e]
Epoch 58:  22%|██▏       | 24/109 [01:43<06:08,  0.23it/s, v_num=6e0e]
Epoch 58:  22%|██▏       | 24/109 [01:43<06:08,  0.23it/s, v_num=6e0e]
Epoch 58:  23%|██▎       | 25/109 [01:56<06:30,  0.22it/s, v_num=6e0e]
Epoch 58:  23%|██▎       | 25/109 [01:56<06:30,  0.22it/s, v_num=6e0e]
Epoch 58:  24%|██▍       | 26/109 [01:59<06:21,  0.22it/s, v_num=6e0e]
Epoch 58:  24%|██▍       | 26/109 [01:59<06:21,  0.22it/s, v_num=6e0e]
Epoch 58:  25%|██▍       | 27/109 [02:00<06:05,  0.22it/s, v_num=6e0e]
Epoch 58:  25%|██▍       | 27/109 [02:00<06:05,  0.22it/s, v_num=6e0e]
Epoch 58:  26%|██▌       | 28/109 [02:01<05:50,  0.23it/s, v_num=6e0e]
Epoch 58:  26%|██▌       | 28/109 [02:01<05:50,  0.23it/s, v_num=6e0e]
Epoch 58:  27%|██▋       | 29/109 [02:13<06:08,  0.22it/s, v_num=6e0e]
Epoch 58:  27%|██▋       | 29/109 [02:13<06:08,  0.22it/s, v_num=6e0e]
Epoch 58:  28%|██▊       | 30/109 [02:16<06:00,  0.22it/s, v_num=6e0e]
Epoch 58:  28%|██▊       | 30/109 [02:16<06:00,  0.22it/s, v_num=6e0e]
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Epoch 58:  29%|██▉       | 32/109 [02:18<05:32,  0.23it/s, v_num=6e0e]
Epoch 58:  29%|██▉       | 32/109 [02:18<05:32,  0.23it/s, v_num=6e0e]
Epoch 58:  30%|███       | 33/109 [02:30<05:46,  0.22it/s, v_num=6e0e]
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Epoch 58:  31%|███       | 34/109 [02:34<05:41,  0.22it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 58: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 58: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 58:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 59:   2%|▏         | 2/109 [00:18<16:22,  0.11it/s, v_num=6e0e]
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Epoch 59:   3%|▎         | 3/109 [00:19<11:17,  0.16it/s, v_num=6e0e]
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Epoch 59:   6%|▋         | 7/109 [00:35<08:33,  0.20it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 59: 100%|██████████| 109/109 [08:05<00:00,  0.22it/s, v_num=6e0e]
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Epoch 60:  93%|█████████▎| 101/109 [07:08<00:33,  0.24it/s, v_num=6e0e]
Epoch 60:  94%|█████████▎| 102/109 [07:17<00:30,  0.23it/s, v_num=6e0e]
Epoch 60:  94%|█████████▎| 102/109 [07:17<00:30,  0.23it/s, v_num=6e0e]
Epoch 60:  94%|█████████▍| 103/109 [07:18<00:25,  0.23it/s, v_num=6e0e]
Epoch 60:  94%|█████████▍| 103/109 [07:18<00:25,  0.23it/s, v_num=6e0e]
Epoch 60:  95%|█████████▌| 104/109 [07:19<00:21,  0.24it/s, v_num=6e0e]
Epoch 60:  95%|█████████▌| 104/109 [07:19<00:21,  0.24it/s, v_num=6e0e]
Epoch 60:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
Epoch 60:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
Epoch 60:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 60:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 60:  98%|█████████▊| 107/109 [07:32<00:08,  0.24it/s, v_num=6e0e]
Epoch 60:  98%|█████████▊| 107/109 [07:32<00:08,  0.24it/s, v_num=6e0e]
Epoch 60:  99%|█████████▉| 108/109 [07:37<00:04,  0.24it/s, v_num=6e0e]
Epoch 60:  99%|█████████▉| 108/109 [07:37<00:04,  0.24it/s, v_num=6e0e]
Epoch 60: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]
Epoch 60: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.94it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.95it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.94it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.93it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 60: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 60: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 60:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 61:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 61:   1%|          | 1/109 [00:17<31:39,  0.06it/s, v_num=6e0e]
Epoch 61:   1%|          | 1/109 [00:17<31:40,  0.06it/s, v_num=6e0e]
Epoch 61:   2%|▏         | 2/109 [00:18<16:22,  0.11it/s, v_num=6e0e]
Epoch 61:   2%|▏         | 2/109 [00:18<16:22,  0.11it/s, v_num=6e0e]
Epoch 61:   3%|▎         | 3/109 [00:19<11:16,  0.16it/s, v_num=6e0e]
Epoch 61:   3%|▎         | 3/109 [00:19<11:16,  0.16it/s, v_num=6e0e]
Epoch 61:   4%|▎         | 4/109 [00:19<08:44,  0.20it/s, v_num=6e0e]
Epoch 61:   4%|▎         | 4/109 [00:19<08:44,  0.20it/s, v_num=6e0e]
Epoch 61:   5%|▍         | 5/109 [00:32<11:19,  0.15it/s, v_num=6e0e]
Epoch 61:   5%|▍         | 5/109 [00:32<11:19,  0.15it/s, v_num=6e0e]
Epoch 61:   6%|▌         | 6/109 [00:33<09:33,  0.18it/s, v_num=6e0e]
Epoch 61:   6%|▌         | 6/109 [00:33<09:33,  0.18it/s, v_num=6e0e]
Epoch 61:   6%|▋         | 7/109 [00:34<08:17,  0.21it/s, v_num=6e0e]
Epoch 61:   6%|▋         | 7/109 [00:34<08:17,  0.21it/s, v_num=6e0e]
Epoch 61:   7%|▋         | 8/109 [00:34<07:19,  0.23it/s, v_num=6e0e]
Epoch 61:   7%|▋         | 8/109 [00:34<07:19,  0.23it/s, v_num=6e0e]
Epoch 61:   8%|▊         | 9/109 [00:49<09:09,  0.18it/s, v_num=6e0e]
Epoch 61:   8%|▊         | 9/109 [00:49<09:09,  0.18it/s, v_num=6e0e]
Epoch 61:   9%|▉         | 10/109 [00:50<08:20,  0.20it/s, v_num=6e0e]
Epoch 61:   9%|▉         | 10/109 [00:50<08:20,  0.20it/s, v_num=6e0e]
Epoch 61:  10%|█         | 11/109 [00:51<07:37,  0.21it/s, v_num=6e0e]
Epoch 61:  10%|█         | 11/109 [00:51<07:37,  0.21it/s, v_num=6e0e]
Epoch 61:  11%|█         | 12/109 [00:52<07:01,  0.23it/s, v_num=6e0e]
Epoch 61:  11%|█         | 12/109 [00:52<07:01,  0.23it/s, v_num=6e0e]
Epoch 61:  12%|█▏        | 13/109 [01:05<08:04,  0.20it/s, v_num=6e0e]
Epoch 61:  12%|█▏        | 13/109 [01:05<08:04,  0.20it/s, v_num=6e0e]
Epoch 61:  13%|█▎        | 14/109 [01:06<07:30,  0.21it/s, v_num=6e0e]
Epoch 61:  13%|█▎        | 14/109 [01:06<07:30,  0.21it/s, v_num=6e0e]
Epoch 61:  14%|█▍        | 15/109 [01:07<07:01,  0.22it/s, v_num=6e0e]
Epoch 61:  14%|█▍        | 15/109 [01:07<07:01,  0.22it/s, v_num=6e0e]
Epoch 61:  15%|█▍        | 16/109 [01:08<06:35,  0.24it/s, v_num=6e0e]
Epoch 61:  15%|█▍        | 16/109 [01:08<06:35,  0.24it/s, v_num=6e0e]
Epoch 61:  16%|█▌        | 17/109 [01:20<07:14,  0.21it/s, v_num=6e0e]
Epoch 61:  16%|█▌        | 17/109 [01:20<07:14,  0.21it/s, v_num=6e0e]
Epoch 61:  17%|█▋        | 18/109 [01:21<06:49,  0.22it/s, v_num=6e0e]
Epoch 61:  17%|█▋        | 18/109 [01:21<06:49,  0.22it/s, v_num=6e0e]
Epoch 61:  17%|█▋        | 19/109 [01:21<06:27,  0.23it/s, v_num=6e0e]
Epoch 61:  17%|█▋        | 19/109 [01:21<06:27,  0.23it/s, v_num=6e0e]
Epoch 61:  18%|█▊        | 20/109 [01:23<06:11,  0.24it/s, v_num=6e0e]
Epoch 61:  18%|█▊        | 20/109 [01:23<06:11,  0.24it/s, v_num=6e0e]
Epoch 61:  19%|█▉        | 21/109 [01:36<06:44,  0.22it/s, v_num=6e0e]
Epoch 61:  19%|█▉        | 21/109 [01:36<06:44,  0.22it/s, v_num=6e0e]
Epoch 61:  20%|██        | 22/109 [01:37<06:24,  0.23it/s, v_num=6e0e]
Epoch 61:  20%|██        | 22/109 [01:37<06:24,  0.23it/s, v_num=6e0e]
Epoch 61:  21%|██        | 23/109 [01:38<06:06,  0.23it/s, v_num=6e0e]
Epoch 61:  21%|██        | 23/109 [01:38<06:06,  0.23it/s, v_num=6e0e]
Epoch 61:  22%|██▏       | 24/109 [01:41<05:59,  0.24it/s, v_num=6e0e]
Epoch 61:  22%|██▏       | 24/109 [01:41<05:59,  0.24it/s, v_num=6e0e]
Epoch 61:  23%|██▎       | 25/109 [01:50<06:12,  0.23it/s, v_num=6e0e]
Epoch 61:  23%|██▎       | 25/109 [01:50<06:12,  0.23it/s, v_num=6e0e]
Epoch 61:  24%|██▍       | 26/109 [01:51<05:56,  0.23it/s, v_num=6e0e]
Epoch 61:  24%|██▍       | 26/109 [01:51<05:56,  0.23it/s, v_num=6e0e]
Epoch 61:  25%|██▍       | 27/109 [01:52<05:42,  0.24it/s, v_num=6e0e]
Epoch 61:  25%|██▍       | 27/109 [01:52<05:42,  0.24it/s, v_num=6e0e]
Epoch 61:  26%|██▌       | 28/109 [01:57<05:40,  0.24it/s, v_num=6e0e]
Epoch 61:  26%|██▌       | 28/109 [01:57<05:40,  0.24it/s, v_num=6e0e]
Epoch 61:  27%|██▋       | 29/109 [02:06<05:47,  0.23it/s, v_num=6e0e]
Epoch 61:  27%|██▋       | 29/109 [02:06<05:47,  0.23it/s, v_num=6e0e]
Epoch 61:  28%|██▊       | 30/109 [02:09<05:40,  0.23it/s, v_num=6e0e]
Epoch 61:  28%|██▊       | 30/109 [02:09<05:40,  0.23it/s, v_num=6e0e]
Epoch 61:  28%|██▊       | 31/109 [02:09<05:26,  0.24it/s, v_num=6e0e]
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Epoch 61:  29%|██▉       | 32/109 [02:12<05:19,  0.24it/s, v_num=6e0e]
Epoch 61:  29%|██▉       | 32/109 [02:12<05:19,  0.24it/s, v_num=6e0e]
Epoch 61:  30%|███       | 33/109 [02:22<05:27,  0.23it/s, v_num=6e0e]
Epoch 61:  30%|███       | 33/109 [02:22<05:27,  0.23it/s, v_num=6e0e]
Epoch 61:  31%|███       | 34/109 [02:25<05:19,  0.23it/s, v_num=6e0e]
Epoch 61:  31%|███       | 34/109 [02:25<05:19,  0.23it/s, v_num=6e0e]
Epoch 61:  32%|███▏      | 35/109 [02:25<05:08,  0.24it/s, v_num=6e0e]
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Epoch 61:  38%|███▊      | 41/109 [02:57<04:54,  0.23it/s, v_num=6e0e]
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Epoch 61:  39%|███▊      | 42/109 [02:58<04:44,  0.24it/s, v_num=6e0e]
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Epoch 61:  41%|████▏     | 45/109 [03:15<04:38,  0.23it/s, v_num=6e0e]
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Epoch 61:  42%|████▏     | 46/109 [03:16<04:28,  0.23it/s, v_num=6e0e]
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Epoch 61:  43%|████▎     | 47/109 [03:17<04:20,  0.24it/s, v_num=6e0e]
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Epoch 61:  44%|████▍     | 48/109 [03:18<04:12,  0.24it/s, v_num=6e0e]
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Epoch 61:  61%|██████    | 66/109 [04:40<03:02,  0.24it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 61: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
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Epoch 61:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 62:   6%|▋         | 7/109 [00:34<08:26,  0.20it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 62: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
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Epoch 63:  98%|█████████▊| 107/109 [07:38<00:08,  0.23it/s, v_num=6e0e]
Epoch 63:  99%|█████████▉| 108/109 [07:39<00:04,  0.23it/s, v_num=6e0e]
Epoch 63:  99%|█████████▉| 108/109 [07:39<00:04,  0.23it/s, v_num=6e0e]
Epoch 63: 100%|██████████| 109/109 [07:40<00:00,  0.24it/s, v_num=6e0e]
Epoch 63: 100%|██████████| 109/109 [07:40<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.15it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.07it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:02<00:10,  1.01it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:03<00:09,  1.03it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:04<00:08,  1.01it/s]

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Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.96it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.98it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.98it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.98it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.98it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.97it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 63: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 63: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 63:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 64:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 64:   1%|          | 1/109 [00:17<31:55,  0.06it/s, v_num=6e0e]
Epoch 64:   2%|▏         | 2/109 [00:18<16:31,  0.11it/s, v_num=6e0e]
Epoch 64:   2%|▏         | 2/109 [00:18<16:31,  0.11it/s, v_num=6e0e]
Epoch 64:   3%|▎         | 3/109 [00:19<11:22,  0.16it/s, v_num=6e0e]
Epoch 64:   3%|▎         | 3/109 [00:19<11:22,  0.16it/s, v_num=6e0e]
Epoch 64:   4%|▎         | 4/109 [00:20<08:48,  0.20it/s, v_num=6e0e]
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Epoch 64:   5%|▍         | 5/109 [00:32<11:07,  0.16it/s, v_num=6e0e]
Epoch 64:   5%|▍         | 5/109 [00:32<11:07,  0.16it/s, v_num=6e0e]
Epoch 64:   6%|▌         | 6/109 [00:33<09:31,  0.18it/s, v_num=6e0e]
Epoch 64:   6%|▌         | 6/109 [00:33<09:31,  0.18it/s, v_num=6e0e]
Epoch 64:   6%|▋         | 7/109 [00:34<08:16,  0.21it/s, v_num=6e0e]
Epoch 64:   6%|▋         | 7/109 [00:34<08:16,  0.21it/s, v_num=6e0e]
Epoch 64:   7%|▋         | 8/109 [00:37<07:48,  0.22it/s, v_num=6e0e]
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Epoch 64:   8%|▊         | 9/109 [00:48<09:01,  0.18it/s, v_num=6e0e]
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Epoch 64:   9%|▉         | 10/109 [00:52<08:35,  0.19it/s, v_num=6e0e]
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Epoch 64:  10%|█         | 11/109 [00:52<07:51,  0.21it/s, v_num=6e0e]
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Epoch 64:  11%|█         | 12/109 [00:53<07:14,  0.22it/s, v_num=6e0e]
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Epoch 64:  12%|█▏        | 13/109 [01:04<07:53,  0.20it/s, v_num=6e0e]
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Epoch 64:  13%|█▎        | 14/109 [01:10<07:56,  0.20it/s, v_num=6e0e]
Epoch 64:  13%|█▎        | 14/109 [01:10<07:56,  0.20it/s, v_num=6e0e]
Epoch 64:  14%|█▍        | 15/109 [01:11<07:25,  0.21it/s, v_num=6e0e]
Epoch 64:  14%|█▍        | 15/109 [01:11<07:25,  0.21it/s, v_num=6e0e]
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Epoch 64:  17%|█▋        | 19/109 [01:29<07:06,  0.21it/s, v_num=6e0e]
Epoch 64:  18%|█▊        | 20/109 [01:30<06:43,  0.22it/s, v_num=6e0e]
Epoch 64:  18%|█▊        | 20/109 [01:30<06:43,  0.22it/s, v_num=6e0e]
Epoch 64:  19%|█▉        | 21/109 [01:34<06:35,  0.22it/s, v_num=6e0e]
Epoch 64:  19%|█▉        | 21/109 [01:34<06:35,  0.22it/s, v_num=6e0e]
Epoch 64:  20%|██        | 22/109 [01:45<06:57,  0.21it/s, v_num=6e0e]
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Epoch 64:  21%|██        | 23/109 [01:46<06:37,  0.22it/s, v_num=6e0e]
Epoch 64:  21%|██        | 23/109 [01:46<06:37,  0.22it/s, v_num=6e0e]
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Epoch 64:  30%|███       | 33/109 [02:26<05:37,  0.23it/s, v_num=6e0e]
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Epoch 64:  79%|███████▉  | 86/109 [06:12<01:39,  0.23it/s, v_num=6e0e]
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Epoch 64:  80%|███████▉  | 87/109 [06:13<01:34,  0.23it/s, v_num=6e0e]
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Epoch 64:  87%|████████▋ | 95/109 [06:43<00:59,  0.24it/s, v_num=6e0e]
Epoch 64:  87%|████████▋ | 95/109 [06:43<00:59,  0.24it/s, v_num=6e0e]
Epoch 64:  88%|████████▊ | 96/109 [06:44<00:54,  0.24it/s, v_num=6e0e]
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Epoch 64: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]
Epoch 64: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.16it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.06it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  1.00it/s]

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Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.97it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.99it/s]

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Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.97it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 64: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 64: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 64:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 65:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 65:   1%|          | 1/109 [00:16<29:37,  0.06it/s, v_num=6e0e]
Epoch 65:   2%|▏         | 2/109 [00:17<15:18,  0.12it/s, v_num=6e0e]
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Epoch 65:   3%|▎         | 3/109 [00:17<10:32,  0.17it/s, v_num=6e0e]
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Epoch 65:   5%|▍         | 5/109 [00:31<10:50,  0.16it/s, v_num=6e0e]
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Epoch 65:   6%|▌         | 6/109 [00:32<09:24,  0.18it/s, v_num=6e0e]
Epoch 65:   6%|▌         | 6/109 [00:32<09:24,  0.18it/s, v_num=6e0e]
Epoch 65:   6%|▋         | 7/109 [00:33<08:11,  0.21it/s, v_num=6e0e]
Epoch 65:   6%|▋         | 7/109 [00:33<08:11,  0.21it/s, v_num=6e0e]
Epoch 65:   7%|▋         | 8/109 [00:34<07:16,  0.23it/s, v_num=6e0e]
Epoch 65:   7%|▋         | 8/109 [00:34<07:16,  0.23it/s, v_num=6e0e]
Epoch 65:   8%|▊         | 9/109 [00:46<08:36,  0.19it/s, v_num=6e0e]
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Epoch 65:   9%|▉         | 10/109 [00:48<08:01,  0.21it/s, v_num=6e0e]
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Epoch 65:  11%|█         | 12/109 [00:50<06:46,  0.24it/s, v_num=6e0e]
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Epoch 65:  12%|█▏        | 13/109 [01:02<07:41,  0.21it/s, v_num=6e0e]
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Epoch 65:  13%|█▎        | 14/109 [01:07<07:35,  0.21it/s, v_num=6e0e]
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Epoch 65:  14%|█▍        | 15/109 [01:07<07:06,  0.22it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 65: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
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Epoch 66: 100%|██████████| 109/109 [08:05<00:00,  0.22it/s, v_num=6e0e]
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Epoch 67:  79%|███████▉  | 86/109 [06:06<01:38,  0.23it/s, v_num=6e0e]
Epoch 67:  80%|███████▉  | 87/109 [06:07<01:32,  0.24it/s, v_num=6e0e]
Epoch 67:  80%|███████▉  | 87/109 [06:07<01:32,  0.24it/s, v_num=6e0e]
Epoch 67:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 67:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 67:  82%|████████▏ | 89/109 [06:16<01:24,  0.24it/s, v_num=6e0e]
Epoch 67:  82%|████████▏ | 89/109 [06:16<01:24,  0.24it/s, v_num=6e0e]
Epoch 67:  83%|████████▎ | 90/109 [06:22<01:20,  0.24it/s, v_num=6e0e]
Epoch 67:  83%|████████▎ | 90/109 [06:22<01:20,  0.24it/s, v_num=6e0e]
Epoch 67:  83%|████████▎ | 91/109 [06:23<01:15,  0.24it/s, v_num=6e0e]
Epoch 67:  83%|████████▎ | 91/109 [06:23<01:15,  0.24it/s, v_num=6e0e]
Epoch 67:  84%|████████▍ | 92/109 [06:24<01:11,  0.24it/s, v_num=6e0e]
Epoch 67:  84%|████████▍ | 92/109 [06:24<01:11,  0.24it/s, v_num=6e0e]
Epoch 67:  85%|████████▌ | 93/109 [06:34<01:07,  0.24it/s, v_num=6e0e]
Epoch 67:  85%|████████▌ | 93/109 [06:34<01:07,  0.24it/s, v_num=6e0e]
Epoch 67:  86%|████████▌ | 94/109 [06:39<01:03,  0.24it/s, v_num=6e0e]
Epoch 67:  86%|████████▌ | 94/109 [06:39<01:03,  0.24it/s, v_num=6e0e]
Epoch 67:  87%|████████▋ | 95/109 [06:40<00:58,  0.24it/s, v_num=6e0e]
Epoch 67:  87%|████████▋ | 95/109 [06:40<00:58,  0.24it/s, v_num=6e0e]
Epoch 67:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 67:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 67:  89%|████████▉ | 97/109 [06:51<00:50,  0.24it/s, v_num=6e0e]
Epoch 67:  89%|████████▉ | 97/109 [06:51<00:50,  0.24it/s, v_num=6e0e]
Epoch 67:  90%|████████▉ | 98/109 [06:54<00:46,  0.24it/s, v_num=6e0e]
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Epoch 67:  91%|█████████ | 99/109 [06:55<00:41,  0.24it/s, v_num=6e0e]
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Epoch 67:  92%|█████████▏| 100/109 [06:57<00:37,  0.24it/s, v_num=6e0e]
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Epoch 67:  93%|█████████▎| 101/109 [07:09<00:34,  0.24it/s, v_num=6e0e]
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Epoch 67:  94%|█████████▎| 102/109 [07:10<00:29,  0.24it/s, v_num=6e0e]
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Epoch 67:  94%|█████████▍| 103/109 [07:11<00:25,  0.24it/s, v_num=6e0e]
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Epoch 67:  95%|█████████▌| 104/109 [07:13<00:20,  0.24it/s, v_num=6e0e]
Epoch 67:  95%|█████████▌| 104/109 [07:13<00:20,  0.24it/s, v_num=6e0e]
Epoch 67:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
Epoch 67:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
Epoch 67:  97%|█████████▋| 106/109 [07:27<00:12,  0.24it/s, v_num=6e0e]
Epoch 67:  97%|█████████▋| 106/109 [07:27<00:12,  0.24it/s, v_num=6e0e]
Epoch 67:  98%|█████████▊| 107/109 [07:28<00:08,  0.24it/s, v_num=6e0e]
Epoch 67:  98%|█████████▊| 107/109 [07:28<00:08,  0.24it/s, v_num=6e0e]
Epoch 67:  99%|█████████▉| 108/109 [07:29<00:04,  0.24it/s, v_num=6e0e]
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Epoch 67: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]
Epoch 67: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.17it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.03it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:02<00:10,  1.01it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:03<00:09,  1.01it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.98it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.98it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.95it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.97it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.98it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.98it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 67: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 67: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 67:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 68:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 68:   1%|          | 1/109 [00:15<28:10,  0.06it/s, v_num=6e0e]
Epoch 68:   1%|          | 1/109 [00:15<28:10,  0.06it/s, v_num=6e0e]
Epoch 68:   2%|▏         | 2/109 [00:16<14:39,  0.12it/s, v_num=6e0e]
Epoch 68:   2%|▏         | 2/109 [00:16<14:39,  0.12it/s, v_num=6e0e]
Epoch 68:   3%|▎         | 3/109 [00:17<10:08,  0.17it/s, v_num=6e0e]
Epoch 68:   3%|▎         | 3/109 [00:17<10:08,  0.17it/s, v_num=6e0e]
Epoch 68:   4%|▎         | 4/109 [00:18<07:53,  0.22it/s, v_num=6e0e]
Epoch 68:   4%|▎         | 4/109 [00:18<07:53,  0.22it/s, v_num=6e0e]
Epoch 68:   5%|▍         | 5/109 [00:32<11:07,  0.16it/s, v_num=6e0e]
Epoch 68:   5%|▍         | 5/109 [00:32<11:07,  0.16it/s, v_num=6e0e]
Epoch 68:   6%|▌         | 6/109 [00:32<09:24,  0.18it/s, v_num=6e0e]
Epoch 68:   6%|▌         | 6/109 [00:32<09:24,  0.18it/s, v_num=6e0e]
Epoch 68:   6%|▋         | 7/109 [00:33<08:09,  0.21it/s, v_num=6e0e]
Epoch 68:   6%|▋         | 7/109 [00:33<08:09,  0.21it/s, v_num=6e0e]
Epoch 68:   7%|▋         | 8/109 [00:34<07:14,  0.23it/s, v_num=6e0e]
Epoch 68:   7%|▋         | 8/109 [00:34<07:14,  0.23it/s, v_num=6e0e]
Epoch 68:   8%|▊         | 9/109 [00:49<09:11,  0.18it/s, v_num=6e0e]
Epoch 68:   8%|▊         | 9/109 [00:49<09:11,  0.18it/s, v_num=6e0e]
Epoch 68:   9%|▉         | 10/109 [00:50<08:18,  0.20it/s, v_num=6e0e]
Epoch 68:   9%|▉         | 10/109 [00:50<08:18,  0.20it/s, v_num=6e0e]
Epoch 68:  10%|█         | 11/109 [00:51<07:35,  0.22it/s, v_num=6e0e]
Epoch 68:  10%|█         | 11/109 [00:51<07:35,  0.22it/s, v_num=6e0e]
Epoch 68:  11%|█         | 12/109 [00:51<06:58,  0.23it/s, v_num=6e0e]
Epoch 68:  11%|█         | 12/109 [00:51<06:58,  0.23it/s, v_num=6e0e]
Epoch 68:  12%|█▏        | 13/109 [01:06<08:14,  0.19it/s, v_num=6e0e]
Epoch 68:  12%|█▏        | 13/109 [01:06<08:14,  0.19it/s, v_num=6e0e]
Epoch 68:  13%|█▎        | 14/109 [01:07<07:40,  0.21it/s, v_num=6e0e]
Epoch 68:  13%|█▎        | 14/109 [01:07<07:40,  0.21it/s, v_num=6e0e]
Epoch 68:  14%|█▍        | 15/109 [01:08<07:09,  0.22it/s, v_num=6e0e]
Epoch 68:  14%|█▍        | 15/109 [01:08<07:09,  0.22it/s, v_num=6e0e]
Epoch 68:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 68:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 68:  16%|█▌        | 17/109 [01:23<07:29,  0.20it/s, v_num=6e0e]
Epoch 68:  16%|█▌        | 17/109 [01:23<07:29,  0.20it/s, v_num=6e0e]
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Epoch 68:  17%|█▋        | 18/109 [01:23<07:04,  0.21it/s, v_num=6e0e]
Epoch 68:  17%|█▋        | 19/109 [01:24<06:41,  0.22it/s, v_num=6e0e]
Epoch 68:  17%|█▋        | 19/109 [01:24<06:41,  0.22it/s, v_num=6e0e]
Epoch 68:  18%|█▊        | 20/109 [01:25<06:20,  0.23it/s, v_num=6e0e]
Epoch 68:  18%|█▊        | 20/109 [01:25<06:20,  0.23it/s, v_num=6e0e]
Epoch 68:  19%|█▉        | 21/109 [01:38<06:54,  0.21it/s, v_num=6e0e]
Epoch 68:  19%|█▉        | 21/109 [01:38<06:54,  0.21it/s, v_num=6e0e]
Epoch 68:  20%|██        | 22/109 [01:39<06:34,  0.22it/s, v_num=6e0e]
Epoch 68:  20%|██        | 22/109 [01:39<06:34,  0.22it/s, v_num=6e0e]
Epoch 68:  21%|██        | 23/109 [01:40<06:16,  0.23it/s, v_num=6e0e]
Epoch 68:  21%|██        | 23/109 [01:40<06:16,  0.23it/s, v_num=6e0e]
Epoch 68:  22%|██▏       | 24/109 [01:41<05:59,  0.24it/s, v_num=6e0e]
Epoch 68:  22%|██▏       | 24/109 [01:41<05:59,  0.24it/s, v_num=6e0e]
Epoch 68:  23%|██▎       | 25/109 [01:55<06:28,  0.22it/s, v_num=6e0e]
Epoch 68:  23%|██▎       | 25/109 [01:55<06:28,  0.22it/s, v_num=6e0e]
Epoch 68:  24%|██▍       | 26/109 [01:56<06:11,  0.22it/s, v_num=6e0e]
Epoch 68:  24%|██▍       | 26/109 [01:56<06:11,  0.22it/s, v_num=6e0e]
Epoch 68:  25%|██▍       | 27/109 [01:57<05:55,  0.23it/s, v_num=6e0e]
Epoch 68:  25%|██▍       | 27/109 [01:57<05:55,  0.23it/s, v_num=6e0e]
Epoch 68:  26%|██▌       | 28/109 [01:57<05:41,  0.24it/s, v_num=6e0e]
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Epoch 68:  27%|██▋       | 29/109 [02:13<06:08,  0.22it/s, v_num=6e0e]
Epoch 68:  27%|██▋       | 29/109 [02:13<06:08,  0.22it/s, v_num=6e0e]
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Epoch 68:  30%|███       | 33/109 [02:30<05:46,  0.22it/s, v_num=6e0e]
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Epoch 68: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 68: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 68: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 68:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 69:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 69:   1%|          | 1/109 [00:16<29:46,  0.06it/s, v_num=6e0e]
Epoch 69:   2%|▏         | 2/109 [00:17<15:26,  0.12it/s, v_num=6e0e]
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Epoch 69:   3%|▎         | 3/109 [00:18<10:40,  0.17it/s, v_num=6e0e]
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Epoch 69:   6%|▌         | 6/109 [00:33<09:31,  0.18it/s, v_num=6e0e]
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Epoch 69:   6%|▋         | 7/109 [00:34<08:17,  0.21it/s, v_num=6e0e]
Epoch 69:   6%|▋         | 7/109 [00:34<08:17,  0.21it/s, v_num=6e0e]
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Epoch 69:  11%|█         | 12/109 [00:54<07:20,  0.22it/s, v_num=6e0e]
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Epoch 69:  20%|██        | 22/109 [01:42<06:47,  0.21it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 69: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 69: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
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Epoch 70:  85%|████████▌ | 93/109 [06:44<01:09,  0.23it/s, v_num=6e0e]
Epoch 70:  85%|████████▌ | 93/109 [06:44<01:09,  0.23it/s, v_num=6e0e]
Epoch 70:  86%|████████▌ | 94/109 [06:45<01:04,  0.23it/s, v_num=6e0e]
Epoch 70:  86%|████████▌ | 94/109 [06:45<01:04,  0.23it/s, v_num=6e0e]
Epoch 70:  87%|████████▋ | 95/109 [06:45<00:59,  0.23it/s, v_num=6e0e]
Epoch 70:  87%|████████▋ | 95/109 [06:45<00:59,  0.23it/s, v_num=6e0e]
Epoch 70:  88%|████████▊ | 96/109 [06:46<00:55,  0.24it/s, v_num=6e0e]
Epoch 70:  88%|████████▊ | 96/109 [06:46<00:55,  0.24it/s, v_num=6e0e]
Epoch 70:  89%|████████▉ | 97/109 [06:59<00:51,  0.23it/s, v_num=6e0e]
Epoch 70:  89%|████████▉ | 97/109 [06:59<00:51,  0.23it/s, v_num=6e0e]
Epoch 70:  90%|████████▉ | 98/109 [07:00<00:47,  0.23it/s, v_num=6e0e]
Epoch 70:  90%|████████▉ | 98/109 [07:00<00:47,  0.23it/s, v_num=6e0e]
Epoch 70:  91%|█████████ | 99/109 [07:01<00:42,  0.24it/s, v_num=6e0e]
Epoch 70:  91%|█████████ | 99/109 [07:01<00:42,  0.24it/s, v_num=6e0e]
Epoch 70:  92%|█████████▏| 100/109 [07:02<00:37,  0.24it/s, v_num=6e0e]
Epoch 70:  92%|█████████▏| 100/109 [07:02<00:37,  0.24it/s, v_num=6e0e]
Epoch 70:  93%|█████████▎| 101/109 [07:17<00:34,  0.23it/s, v_num=6e0e]
Epoch 70:  93%|█████████▎| 101/109 [07:17<00:34,  0.23it/s, v_num=6e0e]
Epoch 70:  94%|█████████▎| 102/109 [07:18<00:30,  0.23it/s, v_num=6e0e]
Epoch 70:  94%|█████████▎| 102/109 [07:18<00:30,  0.23it/s, v_num=6e0e]
Epoch 70:  94%|█████████▍| 103/109 [07:18<00:25,  0.23it/s, v_num=6e0e]
Epoch 70:  94%|█████████▍| 103/109 [07:18<00:25,  0.23it/s, v_num=6e0e]
Epoch 70:  95%|█████████▌| 104/109 [07:19<00:21,  0.24it/s, v_num=6e0e]
Epoch 70:  95%|█████████▌| 104/109 [07:19<00:21,  0.24it/s, v_num=6e0e]
Epoch 70:  96%|█████████▋| 105/109 [07:33<00:17,  0.23it/s, v_num=6e0e]
Epoch 70:  96%|█████████▋| 105/109 [07:33<00:17,  0.23it/s, v_num=6e0e]
Epoch 70:  97%|█████████▋| 106/109 [07:34<00:12,  0.23it/s, v_num=6e0e]
Epoch 70:  97%|█████████▋| 106/109 [07:34<00:12,  0.23it/s, v_num=6e0e]
Epoch 70:  98%|█████████▊| 107/109 [07:35<00:08,  0.24it/s, v_num=6e0e]
Epoch 70:  98%|█████████▊| 107/109 [07:35<00:08,  0.24it/s, v_num=6e0e]
Epoch 70:  99%|█████████▉| 108/109 [07:35<00:04,  0.24it/s, v_num=6e0e]
Epoch 70:  99%|█████████▉| 108/109 [07:35<00:04,  0.24it/s, v_num=6e0e]
Epoch 70: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 70: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.16it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.01it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.98it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:03<00:09,  1.00it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.99it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.99it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.96it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.98it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.99it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.98it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.98it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.97it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 70: 100%|██████████| 109/109 [08:06<00:00,  0.22it/s, v_num=6e0e]
Epoch 70: 100%|██████████| 109/109 [08:06<00:00,  0.22it/s, v_num=6e0e]
Epoch 70:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 71:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 71:   1%|          | 1/109 [00:17<30:58,  0.06it/s, v_num=6e0e]
Epoch 71:   1%|          | 1/109 [00:17<30:58,  0.06it/s, v_num=6e0e]
Epoch 71:   2%|▏         | 2/109 [00:18<16:16,  0.11it/s, v_num=6e0e]
Epoch 71:   2%|▏         | 2/109 [00:18<16:16,  0.11it/s, v_num=6e0e]
Epoch 71:   3%|▎         | 3/109 [00:19<11:12,  0.16it/s, v_num=6e0e]
Epoch 71:   3%|▎         | 3/109 [00:19<11:12,  0.16it/s, v_num=6e0e]
Epoch 71:   4%|▎         | 4/109 [00:19<08:40,  0.20it/s, v_num=6e0e]
Epoch 71:   4%|▎         | 4/109 [00:19<08:40,  0.20it/s, v_num=6e0e]
Epoch 71:   5%|▍         | 5/109 [00:34<11:47,  0.15it/s, v_num=6e0e]
Epoch 71:   5%|▍         | 5/109 [00:34<11:47,  0.15it/s, v_num=6e0e]
Epoch 71:   6%|▌         | 6/109 [00:34<09:58,  0.17it/s, v_num=6e0e]
Epoch 71:   6%|▌         | 6/109 [00:34<09:58,  0.17it/s, v_num=6e0e]
Epoch 71:   6%|▋         | 7/109 [00:35<08:39,  0.20it/s, v_num=6e0e]
Epoch 71:   6%|▋         | 7/109 [00:35<08:39,  0.20it/s, v_num=6e0e]
Epoch 71:   7%|▋         | 8/109 [00:36<07:40,  0.22it/s, v_num=6e0e]
Epoch 71:   7%|▋         | 8/109 [00:36<07:40,  0.22it/s, v_num=6e0e]
Epoch 71:   8%|▊         | 9/109 [00:49<09:14,  0.18it/s, v_num=6e0e]
Epoch 71:   8%|▊         | 9/109 [00:49<09:14,  0.18it/s, v_num=6e0e]
Epoch 71:   9%|▉         | 10/109 [00:51<08:25,  0.20it/s, v_num=6e0e]
Epoch 71:   9%|▉         | 10/109 [00:51<08:25,  0.20it/s, v_num=6e0e]
Epoch 71:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 71:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 71:  11%|█         | 12/109 [00:52<07:05,  0.23it/s, v_num=6e0e]
Epoch 71:  11%|█         | 12/109 [00:52<07:05,  0.23it/s, v_num=6e0e]
Epoch 71:  12%|█▏        | 13/109 [01:07<08:16,  0.19it/s, v_num=6e0e]
Epoch 71:  12%|█▏        | 13/109 [01:07<08:16,  0.19it/s, v_num=6e0e]
Epoch 71:  13%|█▎        | 14/109 [01:08<07:41,  0.21it/s, v_num=6e0e]
Epoch 71:  13%|█▎        | 14/109 [01:08<07:41,  0.21it/s, v_num=6e0e]
Epoch 71:  14%|█▍        | 15/109 [01:08<07:11,  0.22it/s, v_num=6e0e]
Epoch 71:  14%|█▍        | 15/109 [01:08<07:11,  0.22it/s, v_num=6e0e]
Epoch 71:  15%|█▍        | 16/109 [01:09<06:45,  0.23it/s, v_num=6e0e]
Epoch 71:  15%|█▍        | 16/109 [01:09<06:45,  0.23it/s, v_num=6e0e]
Epoch 71:  16%|█▌        | 17/109 [01:24<07:34,  0.20it/s, v_num=6e0e]
Epoch 71:  16%|█▌        | 17/109 [01:24<07:34,  0.20it/s, v_num=6e0e]
Epoch 71:  17%|█▋        | 18/109 [01:24<07:09,  0.21it/s, v_num=6e0e]
Epoch 71:  17%|█▋        | 18/109 [01:24<07:09,  0.21it/s, v_num=6e0e]
Epoch 71:  17%|█▋        | 19/109 [01:25<06:45,  0.22it/s, v_num=6e0e]
Epoch 71:  17%|█▋        | 19/109 [01:25<06:45,  0.22it/s, v_num=6e0e]
Epoch 71:  18%|█▊        | 20/109 [01:26<06:24,  0.23it/s, v_num=6e0e]
Epoch 71:  18%|█▊        | 20/109 [01:26<06:24,  0.23it/s, v_num=6e0e]
Epoch 71:  19%|█▉        | 21/109 [01:40<07:00,  0.21it/s, v_num=6e0e]
Epoch 71:  19%|█▉        | 21/109 [01:40<07:00,  0.21it/s, v_num=6e0e]
Epoch 71:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
Epoch 71:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
Epoch 71:  21%|██        | 23/109 [01:42<06:21,  0.23it/s, v_num=6e0e]
Epoch 71:  21%|██        | 23/109 [01:42<06:21,  0.23it/s, v_num=6e0e]
Epoch 71:  22%|██▏       | 24/109 [01:42<06:04,  0.23it/s, v_num=6e0e]
Epoch 71:  22%|██▏       | 24/109 [01:42<06:04,  0.23it/s, v_num=6e0e]
Epoch 71:  23%|██▎       | 25/109 [01:57<06:34,  0.21it/s, v_num=6e0e]
Epoch 71:  23%|██▎       | 25/109 [01:57<06:34,  0.21it/s, v_num=6e0e]
Epoch 71:  24%|██▍       | 26/109 [01:58<06:17,  0.22it/s, v_num=6e0e]
Epoch 71:  24%|██▍       | 26/109 [01:58<06:17,  0.22it/s, v_num=6e0e]
Epoch 71:  25%|██▍       | 27/109 [01:59<06:01,  0.23it/s, v_num=6e0e]
Epoch 71:  25%|██▍       | 27/109 [01:59<06:01,  0.23it/s, v_num=6e0e]
Epoch 71:  26%|██▌       | 28/109 [01:59<05:46,  0.23it/s, v_num=6e0e]
Epoch 71:  26%|██▌       | 28/109 [01:59<05:46,  0.23it/s, v_num=6e0e]
Epoch 71:  27%|██▋       | 29/109 [02:13<06:08,  0.22it/s, v_num=6e0e]
Epoch 71:  27%|██▋       | 29/109 [02:13<06:08,  0.22it/s, v_num=6e0e]
Epoch 71:  28%|██▊       | 30/109 [02:14<05:53,  0.22it/s, v_num=6e0e]
Epoch 71:  28%|██▊       | 30/109 [02:14<05:53,  0.22it/s, v_num=6e0e]
Epoch 71:  28%|██▊       | 31/109 [02:15<05:40,  0.23it/s, v_num=6e0e]
Epoch 71:  28%|██▊       | 31/109 [02:15<05:40,  0.23it/s, v_num=6e0e]
Epoch 71:  29%|██▉       | 32/109 [02:16<05:27,  0.24it/s, v_num=6e0e]
Epoch 71:  29%|██▉       | 32/109 [02:16<05:27,  0.24it/s, v_num=6e0e]
Epoch 71:  30%|███       | 33/109 [02:30<05:45,  0.22it/s, v_num=6e0e]
Epoch 71:  30%|███       | 33/109 [02:30<05:45,  0.22it/s, v_num=6e0e]
Epoch 71:  31%|███       | 34/109 [02:30<05:32,  0.23it/s, v_num=6e0e]
Epoch 71:  31%|███       | 34/109 [02:30<05:32,  0.23it/s, v_num=6e0e]
Epoch 71:  32%|███▏      | 35/109 [02:31<05:20,  0.23it/s, v_num=6e0e]
Epoch 71:  32%|███▏      | 35/109 [02:31<05:20,  0.23it/s, v_num=6e0e]
Epoch 71:  33%|███▎      | 36/109 [02:32<05:09,  0.24it/s, v_num=6e0e]
Epoch 71:  33%|███▎      | 36/109 [02:32<05:09,  0.24it/s, v_num=6e0e]
Epoch 71:  34%|███▍      | 37/109 [02:45<05:22,  0.22it/s, v_num=6e0e]
Epoch 71:  34%|███▍      | 37/109 [02:45<05:22,  0.22it/s, v_num=6e0e]
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Epoch 71:  37%|███▋      | 40/109 [02:48<04:50,  0.24it/s, v_num=6e0e]
Epoch 71:  38%|███▊      | 41/109 [03:00<04:59,  0.23it/s, v_num=6e0e]
Epoch 71:  38%|███▊      | 41/109 [03:00<04:59,  0.23it/s, v_num=6e0e]
Epoch 71:  39%|███▊      | 42/109 [03:01<04:49,  0.23it/s, v_num=6e0e]
Epoch 71:  39%|███▊      | 42/109 [03:01<04:49,  0.23it/s, v_num=6e0e]
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Epoch 71:  40%|████      | 44/109 [03:02<04:30,  0.24it/s, v_num=6e0e]
Epoch 71:  41%|████▏     | 45/109 [03:17<04:40,  0.23it/s, v_num=6e0e]
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Epoch 71:  42%|████▏     | 46/109 [03:17<04:31,  0.23it/s, v_num=6e0e]
Epoch 71:  43%|████▎     | 47/109 [03:18<04:22,  0.24it/s, v_num=6e0e]
Epoch 71:  43%|████▎     | 47/109 [03:18<04:22,  0.24it/s, v_num=6e0e]
Epoch 71:  44%|████▍     | 48/109 [03:19<04:13,  0.24it/s, v_num=6e0e]
Epoch 71:  44%|████▍     | 48/109 [03:19<04:13,  0.24it/s, v_num=6e0e]
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Epoch 71:  49%|████▊     | 53/109 [03:48<04:01,  0.23it/s, v_num=6e0e]
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Epoch 71:  55%|█████▌    | 60/109 [04:08<03:22,  0.24it/s, v_num=6e0e]
Epoch 71:  55%|█████▌    | 60/109 [04:08<03:22,  0.24it/s, v_num=6e0e]
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Epoch 71: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 71: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 71: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 71:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 72:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 72:   6%|▋         | 7/109 [00:37<09:01,  0.19it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 72: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
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Epoch 73:  91%|█████████ | 99/109 [07:11<00:43,  0.23it/s, v_num=6e0e]
Epoch 73:  92%|█████████▏| 100/109 [07:12<00:38,  0.23it/s, v_num=6e0e]
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Epoch 73:  93%|█████████▎| 101/109 [07:13<00:34,  0.23it/s, v_num=6e0e]
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Epoch 73:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 73:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 73:  94%|█████████▍| 103/109 [07:27<00:26,  0.23it/s, v_num=6e0e]
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Epoch 73:  95%|█████████▌| 104/109 [07:27<00:21,  0.23it/s, v_num=6e0e]
Epoch 73:  95%|█████████▌| 104/109 [07:27<00:21,  0.23it/s, v_num=6e0e]
Epoch 73:  96%|█████████▋| 105/109 [07:28<00:17,  0.23it/s, v_num=6e0e]
Epoch 73:  96%|█████████▋| 105/109 [07:28<00:17,  0.23it/s, v_num=6e0e]
Epoch 73:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 73:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 73:  98%|█████████▊| 107/109 [07:42<00:08,  0.23it/s, v_num=6e0e]
Epoch 73:  98%|█████████▊| 107/109 [07:42<00:08,  0.23it/s, v_num=6e0e]
Epoch 73:  99%|█████████▉| 108/109 [07:43<00:04,  0.23it/s, v_num=6e0e]
Epoch 73:  99%|█████████▉| 108/109 [07:43<00:04,  0.23it/s, v_num=6e0e]
Epoch 73: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]
Epoch 73: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:13,  0.83it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.84it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.87it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.89it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.91it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.91it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:12<00:03,  0.91it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.91it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.90it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.94it/s]

                                                                        
Epoch 73: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 73: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 73:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 74:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 74:   1%|          | 1/109 [00:16<29:39,  0.06it/s, v_num=6e0e]
Epoch 74:   1%|          | 1/109 [00:16<29:39,  0.06it/s, v_num=6e0e]
Epoch 74:   2%|▏         | 2/109 [00:17<15:23,  0.12it/s, v_num=6e0e]
Epoch 74:   2%|▏         | 2/109 [00:17<15:23,  0.12it/s, v_num=6e0e]
Epoch 74:   3%|▎         | 3/109 [00:18<11:02,  0.16it/s, v_num=6e0e]
Epoch 74:   3%|▎         | 3/109 [00:18<11:02,  0.16it/s, v_num=6e0e]
Epoch 74:   4%|▎         | 4/109 [00:19<08:33,  0.20it/s, v_num=6e0e]
Epoch 74:   4%|▎         | 4/109 [00:19<08:33,  0.20it/s, v_num=6e0e]
Epoch 74:   5%|▍         | 5/109 [00:32<11:24,  0.15it/s, v_num=6e0e]
Epoch 74:   5%|▍         | 5/109 [00:32<11:24,  0.15it/s, v_num=6e0e]
Epoch 74:   6%|▌         | 6/109 [00:33<09:38,  0.18it/s, v_num=6e0e]
Epoch 74:   6%|▌         | 6/109 [00:33<09:38,  0.18it/s, v_num=6e0e]
Epoch 74:   6%|▋         | 7/109 [00:34<08:27,  0.20it/s, v_num=6e0e]
Epoch 74:   6%|▋         | 7/109 [00:34<08:27,  0.20it/s, v_num=6e0e]
Epoch 74:   7%|▋         | 8/109 [00:35<07:29,  0.22it/s, v_num=6e0e]
Epoch 74:   7%|▋         | 8/109 [00:35<07:29,  0.22it/s, v_num=6e0e]
Epoch 74:   8%|▊         | 9/109 [00:48<08:57,  0.19it/s, v_num=6e0e]
Epoch 74:   8%|▊         | 9/109 [00:48<08:57,  0.19it/s, v_num=6e0e]
Epoch 74:   9%|▉         | 10/109 [00:49<08:06,  0.20it/s, v_num=6e0e]
Epoch 74:   9%|▉         | 10/109 [00:49<08:06,  0.20it/s, v_num=6e0e]
Epoch 74:  10%|█         | 11/109 [00:50<07:30,  0.22it/s, v_num=6e0e]
Epoch 74:  10%|█         | 11/109 [00:50<07:30,  0.22it/s, v_num=6e0e]
Epoch 74:  11%|█         | 12/109 [00:51<06:55,  0.23it/s, v_num=6e0e]
Epoch 74:  11%|█         | 12/109 [00:51<06:55,  0.23it/s, v_num=6e0e]
Epoch 74:  12%|█▏        | 13/109 [01:03<07:50,  0.20it/s, v_num=6e0e]
Epoch 74:  12%|█▏        | 13/109 [01:03<07:50,  0.20it/s, v_num=6e0e]
Epoch 74:  13%|█▎        | 14/109 [01:04<07:17,  0.22it/s, v_num=6e0e]
Epoch 74:  13%|█▎        | 14/109 [01:04<07:17,  0.22it/s, v_num=6e0e]
Epoch 74:  14%|█▍        | 15/109 [01:05<06:49,  0.23it/s, v_num=6e0e]
Epoch 74:  14%|█▍        | 15/109 [01:05<06:49,  0.23it/s, v_num=6e0e]
Epoch 74:  15%|█▍        | 16/109 [01:06<06:27,  0.24it/s, v_num=6e0e]
Epoch 74:  15%|█▍        | 16/109 [01:06<06:27,  0.24it/s, v_num=6e0e]
Epoch 74:  16%|█▌        | 17/109 [01:22<07:25,  0.21it/s, v_num=6e0e]
Epoch 74:  16%|█▌        | 17/109 [01:22<07:25,  0.21it/s, v_num=6e0e]
Epoch 74:  17%|█▋        | 18/109 [01:23<07:00,  0.22it/s, v_num=6e0e]
Epoch 74:  17%|█▋        | 18/109 [01:23<07:00,  0.22it/s, v_num=6e0e]
Epoch 74:  17%|█▋        | 19/109 [01:24<06:37,  0.23it/s, v_num=6e0e]
Epoch 74:  17%|█▋        | 19/109 [01:24<06:37,  0.23it/s, v_num=6e0e]
Epoch 74:  18%|█▊        | 20/109 [01:25<06:18,  0.23it/s, v_num=6e0e]
Epoch 74:  18%|█▊        | 20/109 [01:25<06:18,  0.23it/s, v_num=6e0e]
Epoch 74:  19%|█▉        | 21/109 [01:38<06:52,  0.21it/s, v_num=6e0e]
Epoch 74:  19%|█▉        | 21/109 [01:38<06:52,  0.21it/s, v_num=6e0e]
Epoch 74:  20%|██        | 22/109 [01:39<06:32,  0.22it/s, v_num=6e0e]
Epoch 74:  20%|██        | 22/109 [01:39<06:32,  0.22it/s, v_num=6e0e]
Epoch 74:  21%|██        | 23/109 [01:40<06:13,  0.23it/s, v_num=6e0e]
Epoch 74:  21%|██        | 23/109 [01:40<06:13,  0.23it/s, v_num=6e0e]
Epoch 74:  22%|██▏       | 24/109 [01:41<05:58,  0.24it/s, v_num=6e0e]
Epoch 74:  22%|██▏       | 24/109 [01:41<05:58,  0.24it/s, v_num=6e0e]
Epoch 74:  23%|██▎       | 25/109 [01:54<06:24,  0.22it/s, v_num=6e0e]
Epoch 74:  23%|██▎       | 25/109 [01:54<06:24,  0.22it/s, v_num=6e0e]
Epoch 74:  24%|██▍       | 26/109 [01:55<06:07,  0.23it/s, v_num=6e0e]
Epoch 74:  24%|██▍       | 26/109 [01:55<06:07,  0.23it/s, v_num=6e0e]
Epoch 74:  25%|██▍       | 27/109 [01:56<05:52,  0.23it/s, v_num=6e0e]
Epoch 74:  25%|██▍       | 27/109 [01:56<05:52,  0.23it/s, v_num=6e0e]
Epoch 74:  26%|██▌       | 28/109 [01:59<05:44,  0.23it/s, v_num=6e0e]
Epoch 74:  26%|██▌       | 28/109 [01:59<05:44,  0.23it/s, v_num=6e0e]
Epoch 74:  27%|██▋       | 29/109 [02:10<05:58,  0.22it/s, v_num=6e0e]
Epoch 74:  27%|██▋       | 29/109 [02:10<05:58,  0.22it/s, v_num=6e0e]
Epoch 74:  28%|██▊       | 30/109 [02:11<05:45,  0.23it/s, v_num=6e0e]
Epoch 74:  28%|██▊       | 30/109 [02:11<05:45,  0.23it/s, v_num=6e0e]
Epoch 74:  28%|██▊       | 31/109 [02:11<05:31,  0.24it/s, v_num=6e0e]
Epoch 74:  28%|██▊       | 31/109 [02:11<05:31,  0.24it/s, v_num=6e0e]
Epoch 74:  29%|██▉       | 32/109 [02:14<05:22,  0.24it/s, v_num=6e0e]
Epoch 74:  29%|██▉       | 32/109 [02:14<05:22,  0.24it/s, v_num=6e0e]
Epoch 74:  30%|███       | 33/109 [02:24<05:32,  0.23it/s, v_num=6e0e]
Epoch 74:  30%|███       | 33/109 [02:24<05:32,  0.23it/s, v_num=6e0e]
Epoch 74:  31%|███       | 34/109 [02:27<05:26,  0.23it/s, v_num=6e0e]
Epoch 74:  31%|███       | 34/109 [02:27<05:26,  0.23it/s, v_num=6e0e]
Epoch 74:  32%|███▏      | 35/109 [02:28<05:14,  0.24it/s, v_num=6e0e]
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Epoch 74:  33%|███▎      | 36/109 [02:31<05:06,  0.24it/s, v_num=6e0e]
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Epoch 74:  87%|████████▋ | 95/109 [06:40<00:59,  0.24it/s, v_num=6e0e]
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Epoch 74:  88%|████████▊ | 96/109 [06:41<00:54,  0.24it/s, v_num=6e0e]
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Epoch 74:  89%|████████▉ | 97/109 [06:55<00:51,  0.23it/s, v_num=6e0e]
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Epoch 74: 100%|██████████| 109/109 [07:43<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 74: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 74: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 74:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 75:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 75:   1%|          | 1/109 [00:14<26:18,  0.07it/s, v_num=6e0e]
Epoch 75:   2%|▏         | 2/109 [00:16<14:22,  0.12it/s, v_num=6e0e]
Epoch 75:   2%|▏         | 2/109 [00:16<14:22,  0.12it/s, v_num=6e0e]
Epoch 75:   3%|▎         | 3/109 [00:16<09:57,  0.18it/s, v_num=6e0e]
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Epoch 75:   5%|▍         | 5/109 [00:29<10:07,  0.17it/s, v_num=6e0e]
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Epoch 75:   6%|▌         | 6/109 [00:30<08:51,  0.19it/s, v_num=6e0e]
Epoch 75:   6%|▌         | 6/109 [00:30<08:51,  0.19it/s, v_num=6e0e]
Epoch 75:   6%|▋         | 7/109 [00:33<08:01,  0.21it/s, v_num=6e0e]
Epoch 75:   6%|▋         | 7/109 [00:33<08:01,  0.21it/s, v_num=6e0e]
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Epoch 75:   8%|▊         | 9/109 [00:45<08:23,  0.20it/s, v_num=6e0e]
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Epoch 75:  11%|█         | 12/109 [00:50<06:51,  0.24it/s, v_num=6e0e]
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Epoch 75:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
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Epoch 75:  97%|█████████▋| 106/109 [07:33<00:12,  0.23it/s, v_num=6e0e]
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Epoch 75: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 75: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 75: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 75:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 76:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 76:   1%|          | 1/109 [00:16<30:00,  0.06it/s, v_num=6e0e]
Epoch 76:   2%|▏         | 2/109 [00:17<15:42,  0.11it/s, v_num=6e0e]
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Epoch 76:   3%|▎         | 3/109 [00:18<10:47,  0.16it/s, v_num=6e0e]
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Epoch 76:   6%|▌         | 6/109 [00:34<09:52,  0.17it/s, v_num=6e0e]
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Epoch 76:   6%|▋         | 7/109 [00:35<08:34,  0.20it/s, v_num=6e0e]
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Epoch 76:  10%|█         | 11/109 [00:51<07:41,  0.21it/s, v_num=6e0e]
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Epoch 76:  11%|█         | 12/109 [00:52<07:04,  0.23it/s, v_num=6e0e]
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Epoch 76:  12%|█▏        | 13/109 [01:07<08:15,  0.19it/s, v_num=6e0e]
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Epoch 76:  13%|█▎        | 14/109 [01:07<07:41,  0.21it/s, v_num=6e0e]
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Epoch 76:  14%|█▍        | 15/109 [01:08<07:10,  0.22it/s, v_num=6e0e]
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Epoch 76:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 76:  97%|█████████▋| 106/109 [07:22<00:12,  0.24it/s, v_num=6e0e]
Epoch 76:  97%|█████████▋| 106/109 [07:22<00:12,  0.24it/s, v_num=6e0e]
Epoch 76:  98%|█████████▊| 107/109 [07:27<00:08,  0.24it/s, v_num=6e0e]
Epoch 76:  98%|█████████▊| 107/109 [07:27<00:08,  0.24it/s, v_num=6e0e]
Epoch 76:  99%|█████████▉| 108/109 [07:29<00:04,  0.24it/s, v_num=6e0e]
Epoch 76:  99%|█████████▉| 108/109 [07:29<00:04,  0.24it/s, v_num=6e0e]
Epoch 76: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]
Epoch 76: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.12it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.04it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.99it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:03<00:09,  1.01it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:04<00:08,  1.01it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.98it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.96it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.97it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.98it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.98it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.98it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.97it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 76: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 76: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 76:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 77:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 77:   1%|          | 1/109 [00:17<32:08,  0.06it/s, v_num=6e0e]
Epoch 77:   1%|          | 1/109 [00:17<32:08,  0.06it/s, v_num=6e0e]
Epoch 77:   2%|▏         | 2/109 [00:18<16:39,  0.11it/s, v_num=6e0e]
Epoch 77:   2%|▏         | 2/109 [00:18<16:39,  0.11it/s, v_num=6e0e]
Epoch 77:   3%|▎         | 3/109 [00:19<11:28,  0.15it/s, v_num=6e0e]
Epoch 77:   3%|▎         | 3/109 [00:19<11:28,  0.15it/s, v_num=6e0e]
Epoch 77:   4%|▎         | 4/109 [00:20<08:53,  0.20it/s, v_num=6e0e]
Epoch 77:   4%|▎         | 4/109 [00:20<08:53,  0.20it/s, v_num=6e0e]
Epoch 77:   5%|▍         | 5/109 [00:35<12:12,  0.14it/s, v_num=6e0e]
Epoch 77:   5%|▍         | 5/109 [00:35<12:12,  0.14it/s, v_num=6e0e]
Epoch 77:   6%|▌         | 6/109 [00:36<10:18,  0.17it/s, v_num=6e0e]
Epoch 77:   6%|▌         | 6/109 [00:36<10:18,  0.17it/s, v_num=6e0e]
Epoch 77:   6%|▋         | 7/109 [00:36<08:56,  0.19it/s, v_num=6e0e]
Epoch 77:   6%|▋         | 7/109 [00:36<08:56,  0.19it/s, v_num=6e0e]
Epoch 77:   7%|▋         | 8/109 [00:37<07:54,  0.21it/s, v_num=6e0e]
Epoch 77:   7%|▋         | 8/109 [00:37<07:54,  0.21it/s, v_num=6e0e]
Epoch 77:   8%|▊         | 9/109 [00:49<09:07,  0.18it/s, v_num=6e0e]
Epoch 77:   8%|▊         | 9/109 [00:49<09:07,  0.18it/s, v_num=6e0e]
Epoch 77:   9%|▉         | 10/109 [00:50<08:15,  0.20it/s, v_num=6e0e]
Epoch 77:   9%|▉         | 10/109 [00:50<08:15,  0.20it/s, v_num=6e0e]
Epoch 77:  10%|█         | 11/109 [00:50<07:33,  0.22it/s, v_num=6e0e]
Epoch 77:  10%|█         | 11/109 [00:50<07:33,  0.22it/s, v_num=6e0e]
Epoch 77:  11%|█         | 12/109 [00:51<06:57,  0.23it/s, v_num=6e0e]
Epoch 77:  11%|█         | 12/109 [00:51<06:57,  0.23it/s, v_num=6e0e]
Epoch 77:  12%|█▏        | 13/109 [01:05<08:03,  0.20it/s, v_num=6e0e]
Epoch 77:  12%|█▏        | 13/109 [01:05<08:03,  0.20it/s, v_num=6e0e]
Epoch 77:  13%|█▎        | 14/109 [01:06<07:28,  0.21it/s, v_num=6e0e]
Epoch 77:  13%|█▎        | 14/109 [01:06<07:28,  0.21it/s, v_num=6e0e]
Epoch 77:  14%|█▍        | 15/109 [01:06<06:58,  0.22it/s, v_num=6e0e]
Epoch 77:  14%|█▍        | 15/109 [01:06<06:58,  0.22it/s, v_num=6e0e]
Epoch 77:  15%|█▍        | 16/109 [01:07<06:32,  0.24it/s, v_num=6e0e]
Epoch 77:  15%|█▍        | 16/109 [01:07<06:32,  0.24it/s, v_num=6e0e]
Epoch 77:  16%|█▌        | 17/109 [01:21<07:19,  0.21it/s, v_num=6e0e]
Epoch 77:  16%|█▌        | 17/109 [01:21<07:19,  0.21it/s, v_num=6e0e]
Epoch 77:  17%|█▋        | 18/109 [01:21<06:54,  0.22it/s, v_num=6e0e]
Epoch 77:  17%|█▋        | 18/109 [01:21<06:54,  0.22it/s, v_num=6e0e]
Epoch 77:  17%|█▋        | 19/109 [01:22<06:31,  0.23it/s, v_num=6e0e]
Epoch 77:  17%|█▋        | 19/109 [01:22<06:31,  0.23it/s, v_num=6e0e]
Epoch 77:  18%|█▊        | 20/109 [01:23<06:11,  0.24it/s, v_num=6e0e]
Epoch 77:  18%|█▊        | 20/109 [01:23<06:11,  0.24it/s, v_num=6e0e]
Epoch 77:  19%|█▉        | 21/109 [01:35<06:40,  0.22it/s, v_num=6e0e]
Epoch 77:  19%|█▉        | 21/109 [01:35<06:40,  0.22it/s, v_num=6e0e]
Epoch 77:  20%|██        | 22/109 [01:36<06:21,  0.23it/s, v_num=6e0e]
Epoch 77:  20%|██        | 22/109 [01:36<06:21,  0.23it/s, v_num=6e0e]
Epoch 77:  21%|██        | 23/109 [01:38<06:06,  0.23it/s, v_num=6e0e]
Epoch 77:  21%|██        | 23/109 [01:38<06:06,  0.23it/s, v_num=6e0e]
Epoch 77:  22%|██▏       | 24/109 [01:38<05:49,  0.24it/s, v_num=6e0e]
Epoch 77:  22%|██▏       | 24/109 [01:38<05:49,  0.24it/s, v_num=6e0e]
Epoch 77:  23%|██▎       | 25/109 [01:51<06:14,  0.22it/s, v_num=6e0e]
Epoch 77:  23%|██▎       | 25/109 [01:51<06:14,  0.22it/s, v_num=6e0e]
Epoch 77:  24%|██▍       | 26/109 [01:52<05:58,  0.23it/s, v_num=6e0e]
Epoch 77:  24%|██▍       | 26/109 [01:52<05:58,  0.23it/s, v_num=6e0e]
Epoch 77:  25%|██▍       | 27/109 [01:54<05:47,  0.24it/s, v_num=6e0e]
Epoch 77:  25%|██▍       | 27/109 [01:54<05:47,  0.24it/s, v_num=6e0e]
Epoch 77:  26%|██▌       | 28/109 [01:55<05:33,  0.24it/s, v_num=6e0e]
Epoch 77:  26%|██▌       | 28/109 [01:55<05:33,  0.24it/s, v_num=6e0e]
Epoch 77:  27%|██▋       | 29/109 [02:08<05:53,  0.23it/s, v_num=6e0e]
Epoch 77:  27%|██▋       | 29/109 [02:08<05:53,  0.23it/s, v_num=6e0e]
Epoch 77:  28%|██▊       | 30/109 [02:08<05:39,  0.23it/s, v_num=6e0e]
Epoch 77:  28%|██▊       | 30/109 [02:08<05:39,  0.23it/s, v_num=6e0e]
Epoch 77:  28%|██▊       | 31/109 [02:11<05:31,  0.24it/s, v_num=6e0e]
Epoch 77:  28%|██▊       | 31/109 [02:11<05:31,  0.24it/s, v_num=6e0e]
Epoch 77:  29%|██▉       | 32/109 [02:12<05:18,  0.24it/s, v_num=6e0e]
Epoch 77:  29%|██▉       | 32/109 [02:12<05:18,  0.24it/s, v_num=6e0e]
Epoch 77:  30%|███       | 33/109 [02:24<05:32,  0.23it/s, v_num=6e0e]
Epoch 77:  30%|███       | 33/109 [02:24<05:32,  0.23it/s, v_num=6e0e]
Epoch 77:  31%|███       | 34/109 [02:25<05:20,  0.23it/s, v_num=6e0e]
Epoch 77:  31%|███       | 34/109 [02:25<05:20,  0.23it/s, v_num=6e0e]
Epoch 77:  32%|███▏      | 35/109 [02:29<05:15,  0.23it/s, v_num=6e0e]
Epoch 77:  32%|███▏      | 35/109 [02:29<05:15,  0.23it/s, v_num=6e0e]
Epoch 77:  33%|███▎      | 36/109 [02:30<05:04,  0.24it/s, v_num=6e0e]
Epoch 77:  33%|███▎      | 36/109 [02:30<05:04,  0.24it/s, v_num=6e0e]
Epoch 77:  34%|███▍      | 37/109 [02:41<05:13,  0.23it/s, v_num=6e0e]
Epoch 77:  34%|███▍      | 37/109 [02:41<05:13,  0.23it/s, v_num=6e0e]
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Epoch 77:  36%|███▌      | 39/109 [02:46<04:58,  0.23it/s, v_num=6e0e]
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Epoch 77:  37%|███▋      | 40/109 [02:46<04:47,  0.24it/s, v_num=6e0e]
Epoch 77:  37%|███▋      | 40/109 [02:46<04:47,  0.24it/s, v_num=6e0e]
Epoch 77:  38%|███▊      | 41/109 [02:58<04:55,  0.23it/s, v_num=6e0e]
Epoch 77:  38%|███▊      | 41/109 [02:58<04:55,  0.23it/s, v_num=6e0e]
Epoch 77:  39%|███▊      | 42/109 [02:58<04:45,  0.23it/s, v_num=6e0e]
Epoch 77:  39%|███▊      | 42/109 [02:58<04:45,  0.23it/s, v_num=6e0e]
Epoch 77:  39%|███▉      | 43/109 [03:01<04:39,  0.24it/s, v_num=6e0e]
Epoch 77:  39%|███▉      | 43/109 [03:01<04:39,  0.24it/s, v_num=6e0e]
Epoch 77:  40%|████      | 44/109 [03:02<04:29,  0.24it/s, v_num=6e0e]
Epoch 77:  40%|████      | 44/109 [03:02<04:29,  0.24it/s, v_num=6e0e]
Epoch 77:  41%|████▏     | 45/109 [03:16<04:39,  0.23it/s, v_num=6e0e]
Epoch 77:  41%|████▏     | 45/109 [03:16<04:39,  0.23it/s, v_num=6e0e]
Epoch 77:  42%|████▏     | 46/109 [03:17<04:30,  0.23it/s, v_num=6e0e]
Epoch 77:  42%|████▏     | 46/109 [03:17<04:30,  0.23it/s, v_num=6e0e]
Epoch 77:  43%|████▎     | 47/109 [03:18<04:21,  0.24it/s, v_num=6e0e]
Epoch 77:  43%|████▎     | 47/109 [03:18<04:21,  0.24it/s, v_num=6e0e]
Epoch 77:  44%|████▍     | 48/109 [03:19<04:13,  0.24it/s, v_num=6e0e]
Epoch 77:  44%|████▍     | 48/109 [03:19<04:13,  0.24it/s, v_num=6e0e]
Epoch 77:  45%|████▍     | 49/109 [03:32<04:20,  0.23it/s, v_num=6e0e]
Epoch 77:  45%|████▍     | 49/109 [03:32<04:20,  0.23it/s, v_num=6e0e]
Epoch 77:  46%|████▌     | 50/109 [03:33<04:11,  0.23it/s, v_num=6e0e]
Epoch 77:  46%|████▌     | 50/109 [03:33<04:11,  0.23it/s, v_num=6e0e]
Epoch 77:  47%|████▋     | 51/109 [03:34<04:03,  0.24it/s, v_num=6e0e]
Epoch 77:  47%|████▋     | 51/109 [03:34<04:03,  0.24it/s, v_num=6e0e]
Epoch 77:  48%|████▊     | 52/109 [03:35<03:56,  0.24it/s, v_num=6e0e]
Epoch 77:  48%|████▊     | 52/109 [03:35<03:56,  0.24it/s, v_num=6e0e]
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Epoch 77:  49%|████▊     | 53/109 [03:49<04:02,  0.23it/s, v_num=6e0e]
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Epoch 77:  50%|████▉     | 54/109 [03:50<03:54,  0.23it/s, v_num=6e0e]
Epoch 77:  50%|█████     | 55/109 [03:51<03:46,  0.24it/s, v_num=6e0e]
Epoch 77:  50%|█████     | 55/109 [03:51<03:46,  0.24it/s, v_num=6e0e]
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Epoch 77:  51%|█████▏    | 56/109 [03:51<03:39,  0.24it/s, v_num=6e0e]
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Epoch 77:  52%|█████▏    | 57/109 [04:05<03:43,  0.23it/s, v_num=6e0e]
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Epoch 77:  54%|█████▍    | 59/109 [04:06<03:29,  0.24it/s, v_num=6e0e]
Epoch 77:  55%|█████▌    | 60/109 [04:07<03:22,  0.24it/s, v_num=6e0e]
Epoch 77:  55%|█████▌    | 60/109 [04:07<03:22,  0.24it/s, v_num=6e0e]
Epoch 77:  56%|█████▌    | 61/109 [04:22<03:26,  0.23it/s, v_num=6e0e]
Epoch 77:  56%|█████▌    | 61/109 [04:22<03:26,  0.23it/s, v_num=6e0e]
Epoch 77:  57%|█████▋    | 62/109 [04:23<03:19,  0.24it/s, v_num=6e0e]
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Epoch 77:  58%|█████▊    | 63/109 [04:23<03:12,  0.24it/s, v_num=6e0e]
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Epoch 77:  61%|██████    | 66/109 [04:39<03:02,  0.24it/s, v_num=6e0e]
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Epoch 77:  71%|███████   | 77/109 [05:28<02:16,  0.23it/s, v_num=6e0e]
Epoch 77:  72%|███████▏  | 78/109 [05:29<02:10,  0.24it/s, v_num=6e0e]
Epoch 77:  72%|███████▏  | 78/109 [05:29<02:10,  0.24it/s, v_num=6e0e]
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Epoch 77:  72%|███████▏  | 79/109 [05:30<02:05,  0.24it/s, v_num=6e0e]
Epoch 77:  73%|███████▎  | 80/109 [05:33<02:00,  0.24it/s, v_num=6e0e]
Epoch 77:  73%|███████▎  | 80/109 [05:33<02:00,  0.24it/s, v_num=6e0e]
Epoch 77:  74%|███████▍  | 81/109 [05:46<01:59,  0.23it/s, v_num=6e0e]
Epoch 77:  74%|███████▍  | 81/109 [05:46<01:59,  0.23it/s, v_num=6e0e]
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Epoch 77:  76%|███████▌  | 83/109 [05:48<01:49,  0.24it/s, v_num=6e0e]
Epoch 77:  77%|███████▋  | 84/109 [05:50<01:44,  0.24it/s, v_num=6e0e]
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Epoch 77:  78%|███████▊  | 85/109 [06:03<01:42,  0.23it/s, v_num=6e0e]
Epoch 77:  78%|███████▊  | 85/109 [06:03<01:42,  0.23it/s, v_num=6e0e]
Epoch 77:  79%|███████▉  | 86/109 [06:04<01:37,  0.24it/s, v_num=6e0e]
Epoch 77:  79%|███████▉  | 86/109 [06:04<01:37,  0.24it/s, v_num=6e0e]
Epoch 77:  80%|███████▉  | 87/109 [06:05<01:32,  0.24it/s, v_num=6e0e]
Epoch 77:  80%|███████▉  | 87/109 [06:05<01:32,  0.24it/s, v_num=6e0e]
Epoch 77:  81%|████████  | 88/109 [06:07<01:27,  0.24it/s, v_num=6e0e]
Epoch 77:  81%|████████  | 88/109 [06:07<01:27,  0.24it/s, v_num=6e0e]
Epoch 77:  82%|████████▏ | 89/109 [06:19<01:25,  0.23it/s, v_num=6e0e]
Epoch 77:  82%|████████▏ | 89/109 [06:19<01:25,  0.23it/s, v_num=6e0e]
Epoch 77:  83%|████████▎ | 90/109 [06:20<01:20,  0.24it/s, v_num=6e0e]
Epoch 77:  83%|████████▎ | 90/109 [06:20<01:20,  0.24it/s, v_num=6e0e]
Epoch 77:  83%|████████▎ | 91/109 [06:20<01:15,  0.24it/s, v_num=6e0e]
Epoch 77:  83%|████████▎ | 91/109 [06:20<01:15,  0.24it/s, v_num=6e0e]
Epoch 77:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 77:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 77:  85%|████████▌ | 93/109 [06:35<01:08,  0.24it/s, v_num=6e0e]
Epoch 77:  85%|████████▌ | 93/109 [06:35<01:08,  0.24it/s, v_num=6e0e]
Epoch 77:  86%|████████▌ | 94/109 [06:36<01:03,  0.24it/s, v_num=6e0e]
Epoch 77:  86%|████████▌ | 94/109 [06:36<01:03,  0.24it/s, v_num=6e0e]
Epoch 77:  87%|████████▋ | 95/109 [06:36<00:58,  0.24it/s, v_num=6e0e]
Epoch 77:  87%|████████▋ | 95/109 [06:36<00:58,  0.24it/s, v_num=6e0e]
Epoch 77:  88%|████████▊ | 96/109 [06:41<00:54,  0.24it/s, v_num=6e0e]
Epoch 77:  88%|████████▊ | 96/109 [06:41<00:54,  0.24it/s, v_num=6e0e]
Epoch 77:  89%|████████▉ | 97/109 [06:52<00:51,  0.23it/s, v_num=6e0e]
Epoch 77:  89%|████████▉ | 97/109 [06:52<00:51,  0.23it/s, v_num=6e0e]
Epoch 77:  90%|████████▉ | 98/109 [06:53<00:46,  0.24it/s, v_num=6e0e]
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Epoch 77:  91%|█████████ | 99/109 [06:54<00:41,  0.24it/s, v_num=6e0e]
Epoch 77:  91%|█████████ | 99/109 [06:54<00:41,  0.24it/s, v_num=6e0e]
Epoch 77:  92%|█████████▏| 100/109 [06:57<00:37,  0.24it/s, v_num=6e0e]
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Epoch 77:  93%|█████████▎| 101/109 [07:10<00:34,  0.23it/s, v_num=6e0e]
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Epoch 77:  94%|█████████▎| 102/109 [07:11<00:29,  0.24it/s, v_num=6e0e]
Epoch 77:  94%|█████████▎| 102/109 [07:11<00:29,  0.24it/s, v_num=6e0e]
Epoch 77:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 77:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 77:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 77:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 77:  96%|█████████▋| 105/109 [07:25<00:16,  0.24it/s, v_num=6e0e]
Epoch 77:  96%|█████████▋| 105/109 [07:25<00:16,  0.24it/s, v_num=6e0e]
Epoch 77:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 77:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 77:  98%|█████████▊| 107/109 [07:26<00:08,  0.24it/s, v_num=6e0e]
Epoch 77:  98%|█████████▊| 107/109 [07:26<00:08,  0.24it/s, v_num=6e0e]
Epoch 77:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 77:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 77: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]
Epoch 77: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.93it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.92it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.93it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.95it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.95it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.96it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 77: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 77: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 77:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 78:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 78:   1%|          | 1/109 [00:15<28:09,  0.06it/s, v_num=6e0e]
Epoch 78:   1%|          | 1/109 [00:15<28:09,  0.06it/s, v_num=6e0e]
Epoch 78:   2%|▏         | 2/109 [00:17<15:15,  0.12it/s, v_num=6e0e]
Epoch 78:   2%|▏         | 2/109 [00:17<15:15,  0.12it/s, v_num=6e0e]
Epoch 78:   3%|▎         | 3/109 [00:17<10:32,  0.17it/s, v_num=6e0e]
Epoch 78:   3%|▎         | 3/109 [00:17<10:32,  0.17it/s, v_num=6e0e]
Epoch 78:   4%|▎         | 4/109 [00:18<08:10,  0.21it/s, v_num=6e0e]
Epoch 78:   4%|▎         | 4/109 [00:18<08:10,  0.21it/s, v_num=6e0e]
Epoch 78:   5%|▍         | 5/109 [00:34<11:52,  0.15it/s, v_num=6e0e]
Epoch 78:   5%|▍         | 5/109 [00:34<11:52,  0.15it/s, v_num=6e0e]
Epoch 78:   6%|▌         | 6/109 [00:35<10:02,  0.17it/s, v_num=6e0e]
Epoch 78:   6%|▌         | 6/109 [00:35<10:02,  0.17it/s, v_num=6e0e]
Epoch 78:   6%|▋         | 7/109 [00:35<08:43,  0.19it/s, v_num=6e0e]
Epoch 78:   6%|▋         | 7/109 [00:35<08:43,  0.19it/s, v_num=6e0e]
Epoch 78:   7%|▋         | 8/109 [00:36<07:43,  0.22it/s, v_num=6e0e]
Epoch 78:   7%|▋         | 8/109 [00:36<07:43,  0.22it/s, v_num=6e0e]
Epoch 78:   8%|▊         | 9/109 [00:51<09:27,  0.18it/s, v_num=6e0e]
Epoch 78:   8%|▊         | 9/109 [00:51<09:27,  0.18it/s, v_num=6e0e]
Epoch 78:   9%|▉         | 10/109 [00:52<08:39,  0.19it/s, v_num=6e0e]
Epoch 78:   9%|▉         | 10/109 [00:52<08:39,  0.19it/s, v_num=6e0e]
Epoch 78:  10%|█         | 11/109 [00:53<07:54,  0.21it/s, v_num=6e0e]
Epoch 78:  10%|█         | 11/109 [00:53<07:54,  0.21it/s, v_num=6e0e]
Epoch 78:  11%|█         | 12/109 [00:54<07:17,  0.22it/s, v_num=6e0e]
Epoch 78:  11%|█         | 12/109 [00:54<07:17,  0.22it/s, v_num=6e0e]
Epoch 78:  12%|█▏        | 13/109 [01:07<08:15,  0.19it/s, v_num=6e0e]
Epoch 78:  12%|█▏        | 13/109 [01:07<08:15,  0.19it/s, v_num=6e0e]
Epoch 78:  13%|█▎        | 14/109 [01:07<07:41,  0.21it/s, v_num=6e0e]
Epoch 78:  13%|█▎        | 14/109 [01:07<07:41,  0.21it/s, v_num=6e0e]
Epoch 78:  14%|█▍        | 15/109 [01:08<07:10,  0.22it/s, v_num=6e0e]
Epoch 78:  14%|█▍        | 15/109 [01:08<07:10,  0.22it/s, v_num=6e0e]
Epoch 78:  15%|█▍        | 16/109 [01:09<06:44,  0.23it/s, v_num=6e0e]
Epoch 78:  15%|█▍        | 16/109 [01:09<06:44,  0.23it/s, v_num=6e0e]
Epoch 78:  16%|█▌        | 17/109 [01:22<07:29,  0.20it/s, v_num=6e0e]
Epoch 78:  16%|█▌        | 17/109 [01:22<07:29,  0.20it/s, v_num=6e0e]
Epoch 78:  17%|█▋        | 18/109 [01:23<07:03,  0.21it/s, v_num=6e0e]
Epoch 78:  17%|█▋        | 18/109 [01:23<07:03,  0.21it/s, v_num=6e0e]
Epoch 78:  17%|█▋        | 19/109 [01:24<06:40,  0.22it/s, v_num=6e0e]
Epoch 78:  17%|█▋        | 19/109 [01:24<06:40,  0.22it/s, v_num=6e0e]
Epoch 78:  18%|█▊        | 20/109 [01:25<06:20,  0.23it/s, v_num=6e0e]
Epoch 78:  18%|█▊        | 20/109 [01:25<06:20,  0.23it/s, v_num=6e0e]
Epoch 78:  19%|█▉        | 21/109 [01:40<07:00,  0.21it/s, v_num=6e0e]
Epoch 78:  19%|█▉        | 21/109 [01:40<07:00,  0.21it/s, v_num=6e0e]
Epoch 78:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
Epoch 78:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
Epoch 78:  21%|██        | 23/109 [01:41<06:21,  0.23it/s, v_num=6e0e]
Epoch 78:  21%|██        | 23/109 [01:41<06:21,  0.23it/s, v_num=6e0e]
Epoch 78:  22%|██▏       | 24/109 [01:42<06:04,  0.23it/s, v_num=6e0e]
Epoch 78:  22%|██▏       | 24/109 [01:42<06:04,  0.23it/s, v_num=6e0e]
Epoch 78:  23%|██▎       | 25/109 [01:58<06:37,  0.21it/s, v_num=6e0e]
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Epoch 78:  24%|██▍       | 26/109 [01:59<06:20,  0.22it/s, v_num=6e0e]
Epoch 78:  24%|██▍       | 26/109 [01:59<06:20,  0.22it/s, v_num=6e0e]
Epoch 78:  25%|██▍       | 27/109 [01:59<06:04,  0.23it/s, v_num=6e0e]
Epoch 78:  25%|██▍       | 27/109 [01:59<06:04,  0.23it/s, v_num=6e0e]
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Epoch 78:  27%|██▋       | 29/109 [02:15<06:13,  0.21it/s, v_num=6e0e]
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Epoch 78:  30%|███       | 33/109 [02:31<05:49,  0.22it/s, v_num=6e0e]
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Epoch 78:  88%|████████▊ | 96/109 [06:50<00:55,  0.23it/s, v_num=6e0e]
Epoch 78:  88%|████████▊ | 96/109 [06:50<00:55,  0.23it/s, v_num=6e0e]
Epoch 78:  89%|████████▉ | 97/109 [07:02<00:52,  0.23it/s, v_num=6e0e]
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Epoch 78:  96%|█████████▋| 105/109 [07:32<00:17,  0.23it/s, v_num=6e0e]
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Epoch 78:  97%|█████████▋| 106/109 [07:33<00:12,  0.23it/s, v_num=6e0e]
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Epoch 78: 100%|██████████| 109/109 [07:46<00:00,  0.23it/s, v_num=6e0e]
Epoch 78: 100%|██████████| 109/109 [07:46<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 78: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
Epoch 78: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
Epoch 78:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 79:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 79:   1%|          | 1/109 [00:17<31:52,  0.06it/s, v_num=6e0e]
Epoch 79:   2%|▏         | 2/109 [00:18<16:29,  0.11it/s, v_num=6e0e]
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Epoch 79:   3%|▎         | 3/109 [00:19<11:22,  0.16it/s, v_num=6e0e]
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Epoch 79:   6%|▋         | 7/109 [00:35<08:38,  0.20it/s, v_num=6e0e]
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Epoch 79:  10%|█         | 11/109 [00:53<07:54,  0.21it/s, v_num=6e0e]
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Epoch 79:  14%|█▍        | 15/109 [01:09<07:13,  0.22it/s, v_num=6e0e]
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Epoch 79:  18%|█▊        | 20/109 [01:26<06:24,  0.23it/s, v_num=6e0e]
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Epoch 79: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 79: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 79:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 80:  78%|███████▊  | 85/109 [06:02<01:42,  0.23it/s, v_num=6e0e]
Epoch 80:  78%|███████▊  | 85/109 [06:02<01:42,  0.23it/s, v_num=6e0e]
Epoch 80:  79%|███████▉  | 86/109 [06:06<01:38,  0.23it/s, v_num=6e0e]
Epoch 80:  79%|███████▉  | 86/109 [06:06<01:38,  0.23it/s, v_num=6e0e]
Epoch 80:  80%|███████▉  | 87/109 [06:07<01:32,  0.24it/s, v_num=6e0e]
Epoch 80:  80%|███████▉  | 87/109 [06:07<01:32,  0.24it/s, v_num=6e0e]
Epoch 80:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 80:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 80:  82%|████████▏ | 89/109 [06:19<01:25,  0.23it/s, v_num=6e0e]
Epoch 80:  82%|████████▏ | 89/109 [06:19<01:25,  0.23it/s, v_num=6e0e]
Epoch 80:  83%|████████▎ | 90/109 [06:22<01:20,  0.24it/s, v_num=6e0e]
Epoch 80:  83%|████████▎ | 90/109 [06:22<01:20,  0.24it/s, v_num=6e0e]
Epoch 80:  83%|████████▎ | 91/109 [06:23<01:15,  0.24it/s, v_num=6e0e]
Epoch 80:  83%|████████▎ | 91/109 [06:23<01:15,  0.24it/s, v_num=6e0e]
Epoch 80:  84%|████████▍ | 92/109 [06:24<01:11,  0.24it/s, v_num=6e0e]
Epoch 80:  84%|████████▍ | 92/109 [06:24<01:11,  0.24it/s, v_num=6e0e]
Epoch 80:  85%|████████▌ | 93/109 [06:36<01:08,  0.23it/s, v_num=6e0e]
Epoch 80:  85%|████████▌ | 93/109 [06:36<01:08,  0.23it/s, v_num=6e0e]
Epoch 80:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
Epoch 80:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
Epoch 80:  87%|████████▋ | 95/109 [06:39<00:58,  0.24it/s, v_num=6e0e]
Epoch 80:  87%|████████▋ | 95/109 [06:39<00:58,  0.24it/s, v_num=6e0e]
Epoch 80:  88%|████████▊ | 96/109 [06:40<00:54,  0.24it/s, v_num=6e0e]
Epoch 80:  88%|████████▊ | 96/109 [06:40<00:54,  0.24it/s, v_num=6e0e]
Epoch 80:  89%|████████▉ | 97/109 [06:52<00:51,  0.23it/s, v_num=6e0e]
Epoch 80:  89%|████████▉ | 97/109 [06:52<00:51,  0.23it/s, v_num=6e0e]
Epoch 80:  90%|████████▉ | 98/109 [06:56<00:46,  0.24it/s, v_num=6e0e]
Epoch 80:  90%|████████▉ | 98/109 [06:56<00:46,  0.24it/s, v_num=6e0e]
Epoch 80:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 80:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 80:  92%|█████████▏| 100/109 [06:57<00:37,  0.24it/s, v_num=6e0e]
Epoch 80:  92%|█████████▏| 100/109 [06:57<00:37,  0.24it/s, v_num=6e0e]
Epoch 80:  93%|█████████▎| 101/109 [07:08<00:33,  0.24it/s, v_num=6e0e]
Epoch 80:  93%|█████████▎| 101/109 [07:08<00:33,  0.24it/s, v_num=6e0e]
Epoch 80:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 80:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 80:  94%|█████████▍| 103/109 [07:13<00:25,  0.24it/s, v_num=6e0e]
Epoch 80:  94%|█████████▍| 103/109 [07:13<00:25,  0.24it/s, v_num=6e0e]
Epoch 80:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
Epoch 80:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
Epoch 80:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
Epoch 80:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
Epoch 80:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 80:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 80:  98%|█████████▊| 107/109 [07:29<00:08,  0.24it/s, v_num=6e0e]
Epoch 80:  98%|█████████▊| 107/109 [07:29<00:08,  0.24it/s, v_num=6e0e]
Epoch 80:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 80:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 80: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]
Epoch 80: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:14,  0.92it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.87it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.86it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.89it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.91it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.92it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.90it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 80: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 80: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 80:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 81:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 81:   1%|          | 1/109 [00:17<32:09,  0.06it/s, v_num=6e0e]
Epoch 81:   1%|          | 1/109 [00:17<32:09,  0.06it/s, v_num=6e0e]
Epoch 81:   2%|▏         | 2/109 [00:18<16:35,  0.11it/s, v_num=6e0e]
Epoch 81:   2%|▏         | 2/109 [00:18<16:35,  0.11it/s, v_num=6e0e]
Epoch 81:   3%|▎         | 3/109 [00:19<11:22,  0.16it/s, v_num=6e0e]
Epoch 81:   3%|▎         | 3/109 [00:19<11:22,  0.16it/s, v_num=6e0e]
Epoch 81:   4%|▎         | 4/109 [00:20<08:46,  0.20it/s, v_num=6e0e]
Epoch 81:   4%|▎         | 4/109 [00:20<08:46,  0.20it/s, v_num=6e0e]
Epoch 81:   5%|▍         | 5/109 [00:35<12:19,  0.14it/s, v_num=6e0e]
Epoch 81:   5%|▍         | 5/109 [00:35<12:19,  0.14it/s, v_num=6e0e]
Epoch 81:   6%|▌         | 6/109 [00:36<10:24,  0.16it/s, v_num=6e0e]
Epoch 81:   6%|▌         | 6/109 [00:36<10:24,  0.16it/s, v_num=6e0e]
Epoch 81:   6%|▋         | 7/109 [00:37<09:01,  0.19it/s, v_num=6e0e]
Epoch 81:   6%|▋         | 7/109 [00:37<09:01,  0.19it/s, v_num=6e0e]
Epoch 81:   7%|▋         | 8/109 [00:37<07:59,  0.21it/s, v_num=6e0e]
Epoch 81:   7%|▋         | 8/109 [00:37<07:59,  0.21it/s, v_num=6e0e]
Epoch 81:   8%|▊         | 9/109 [00:51<09:31,  0.17it/s, v_num=6e0e]
Epoch 81:   8%|▊         | 9/109 [00:51<09:32,  0.17it/s, v_num=6e0e]
Epoch 81:   9%|▉         | 10/109 [00:52<08:36,  0.19it/s, v_num=6e0e]
Epoch 81:   9%|▉         | 10/109 [00:52<08:36,  0.19it/s, v_num=6e0e]
Epoch 81:  10%|█         | 11/109 [00:52<07:51,  0.21it/s, v_num=6e0e]
Epoch 81:  10%|█         | 11/109 [00:52<07:51,  0.21it/s, v_num=6e0e]
Epoch 81:  11%|█         | 12/109 [00:53<07:13,  0.22it/s, v_num=6e0e]
Epoch 81:  11%|█         | 12/109 [00:53<07:13,  0.22it/s, v_num=6e0e]
Epoch 81:  12%|█▏        | 13/109 [01:06<08:12,  0.19it/s, v_num=6e0e]
Epoch 81:  12%|█▏        | 13/109 [01:06<08:12,  0.19it/s, v_num=6e0e]
Epoch 81:  13%|█▎        | 14/109 [01:07<07:39,  0.21it/s, v_num=6e0e]
Epoch 81:  13%|█▎        | 14/109 [01:07<07:39,  0.21it/s, v_num=6e0e]
Epoch 81:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 81:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 81:  15%|█▍        | 16/109 [01:09<06:41,  0.23it/s, v_num=6e0e]
Epoch 81:  15%|█▍        | 16/109 [01:09<06:41,  0.23it/s, v_num=6e0e]
Epoch 81:  16%|█▌        | 17/109 [01:22<07:27,  0.21it/s, v_num=6e0e]
Epoch 81:  16%|█▌        | 17/109 [01:22<07:27,  0.21it/s, v_num=6e0e]
Epoch 81:  17%|█▋        | 18/109 [01:26<07:19,  0.21it/s, v_num=6e0e]
Epoch 81:  17%|█▋        | 18/109 [01:26<07:19,  0.21it/s, v_num=6e0e]
Epoch 81:  17%|█▋        | 19/109 [01:27<06:55,  0.22it/s, v_num=6e0e]
Epoch 81:  17%|█▋        | 19/109 [01:27<06:55,  0.22it/s, v_num=6e0e]
Epoch 81:  18%|█▊        | 20/109 [01:28<06:33,  0.23it/s, v_num=6e0e]
Epoch 81:  18%|█▊        | 20/109 [01:28<06:33,  0.23it/s, v_num=6e0e]
Epoch 81:  19%|█▉        | 21/109 [01:38<06:52,  0.21it/s, v_num=6e0e]
Epoch 81:  19%|█▉        | 21/109 [01:38<06:52,  0.21it/s, v_num=6e0e]
Epoch 81:  20%|██        | 22/109 [01:43<06:48,  0.21it/s, v_num=6e0e]
Epoch 81:  20%|██        | 22/109 [01:43<06:48,  0.21it/s, v_num=6e0e]
Epoch 81:  21%|██        | 23/109 [01:44<06:29,  0.22it/s, v_num=6e0e]
Epoch 81:  21%|██        | 23/109 [01:44<06:29,  0.22it/s, v_num=6e0e]
Epoch 81:  22%|██▏       | 24/109 [01:44<06:11,  0.23it/s, v_num=6e0e]
Epoch 81:  22%|██▏       | 24/109 [01:44<06:11,  0.23it/s, v_num=6e0e]
Epoch 81:  23%|██▎       | 25/109 [01:55<06:28,  0.22it/s, v_num=6e0e]
Epoch 81:  23%|██▎       | 25/109 [01:55<06:28,  0.22it/s, v_num=6e0e]
Epoch 81:  24%|██▍       | 26/109 [01:59<06:22,  0.22it/s, v_num=6e0e]
Epoch 81:  24%|██▍       | 26/109 [01:59<06:22,  0.22it/s, v_num=6e0e]
Epoch 81:  25%|██▍       | 27/109 [02:00<06:06,  0.22it/s, v_num=6e0e]
Epoch 81:  25%|██▍       | 27/109 [02:00<06:06,  0.22it/s, v_num=6e0e]
Epoch 81:  26%|██▌       | 28/109 [02:01<05:51,  0.23it/s, v_num=6e0e]
Epoch 81:  26%|██▌       | 28/109 [02:01<05:51,  0.23it/s, v_num=6e0e]
Epoch 81:  27%|██▋       | 29/109 [02:12<06:05,  0.22it/s, v_num=6e0e]
Epoch 81:  27%|██▋       | 29/109 [02:12<06:05,  0.22it/s, v_num=6e0e]
Epoch 81:  28%|██▊       | 30/109 [02:17<06:01,  0.22it/s, v_num=6e0e]
Epoch 81:  28%|██▊       | 30/109 [02:17<06:01,  0.22it/s, v_num=6e0e]
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Epoch 81:  29%|██▉       | 32/109 [02:18<05:34,  0.23it/s, v_num=6e0e]
Epoch 81:  29%|██▉       | 32/109 [02:18<05:34,  0.23it/s, v_num=6e0e]
Epoch 81:  30%|███       | 33/109 [02:30<05:46,  0.22it/s, v_num=6e0e]
Epoch 81:  30%|███       | 33/109 [02:30<05:46,  0.22it/s, v_num=6e0e]
Epoch 81:  31%|███       | 34/109 [02:36<05:44,  0.22it/s, v_num=6e0e]
Epoch 81:  31%|███       | 34/109 [02:36<05:44,  0.22it/s, v_num=6e0e]
Epoch 81:  32%|███▏      | 35/109 [02:37<05:32,  0.22it/s, v_num=6e0e]
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Epoch 81: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 81: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 81: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 81:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 83:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 83:  84%|████████▍ | 92/109 [06:26<01:11,  0.24it/s, v_num=6e0e]
Epoch 83:  84%|████████▍ | 92/109 [06:26<01:11,  0.24it/s, v_num=6e0e]
Epoch 83:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 83:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 83:  86%|████████▌ | 94/109 [06:34<01:02,  0.24it/s, v_num=6e0e]
Epoch 83:  86%|████████▌ | 94/109 [06:34<01:02,  0.24it/s, v_num=6e0e]
Epoch 83:  87%|████████▋ | 95/109 [06:41<00:59,  0.24it/s, v_num=6e0e]
Epoch 83:  87%|████████▋ | 95/109 [06:41<00:59,  0.24it/s, v_num=6e0e]
Epoch 83:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 83:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 83:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
Epoch 83:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
Epoch 83:  90%|████████▉ | 98/109 [06:50<00:46,  0.24it/s, v_num=6e0e]
Epoch 83:  90%|████████▉ | 98/109 [06:50<00:46,  0.24it/s, v_num=6e0e]
Epoch 83:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 83:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 83:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
Epoch 83:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
Epoch 83:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 83:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 83:  94%|█████████▎| 102/109 [07:05<00:29,  0.24it/s, v_num=6e0e]
Epoch 83:  94%|█████████▎| 102/109 [07:05<00:29,  0.24it/s, v_num=6e0e]
Epoch 83:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 83:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 83:  95%|█████████▌| 104/109 [07:13<00:20,  0.24it/s, v_num=6e0e]
Epoch 83:  95%|█████████▌| 104/109 [07:13<00:20,  0.24it/s, v_num=6e0e]
Epoch 83:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 83:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 83:  97%|█████████▋| 106/109 [07:22<00:12,  0.24it/s, v_num=6e0e]
Epoch 83:  97%|█████████▋| 106/109 [07:22<00:12,  0.24it/s, v_num=6e0e]
Epoch 83:  98%|█████████▊| 107/109 [07:27<00:08,  0.24it/s, v_num=6e0e]
Epoch 83:  98%|█████████▊| 107/109 [07:27<00:08,  0.24it/s, v_num=6e0e]
Epoch 83:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 83:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 83: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]
Epoch 83: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.87it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.90it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.94it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.94it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.91it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.90it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.93it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 83: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 83: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 83:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 84:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 84:   1%|          | 1/109 [00:18<32:25,  0.06it/s, v_num=6e0e]
Epoch 84:   1%|          | 1/109 [00:18<32:25,  0.06it/s, v_num=6e0e]
Epoch 84:   2%|▏         | 2/109 [00:18<16:45,  0.11it/s, v_num=6e0e]
Epoch 84:   2%|▏         | 2/109 [00:18<16:45,  0.11it/s, v_num=6e0e]
Epoch 84:   3%|▎         | 3/109 [00:19<11:32,  0.15it/s, v_num=6e0e]
Epoch 84:   3%|▎         | 3/109 [00:19<11:32,  0.15it/s, v_num=6e0e]
Epoch 84:   4%|▎         | 4/109 [00:20<08:55,  0.20it/s, v_num=6e0e]
Epoch 84:   4%|▎         | 4/109 [00:20<08:55,  0.20it/s, v_num=6e0e]
Epoch 84:   5%|▍         | 5/109 [00:34<12:00,  0.14it/s, v_num=6e0e]
Epoch 84:   5%|▍         | 5/109 [00:34<12:00,  0.14it/s, v_num=6e0e]
Epoch 84:   6%|▌         | 6/109 [00:35<10:09,  0.17it/s, v_num=6e0e]
Epoch 84:   6%|▌         | 6/109 [00:35<10:09,  0.17it/s, v_num=6e0e]
Epoch 84:   6%|▋         | 7/109 [00:36<08:48,  0.19it/s, v_num=6e0e]
Epoch 84:   6%|▋         | 7/109 [00:36<08:48,  0.19it/s, v_num=6e0e]
Epoch 84:   7%|▋         | 8/109 [00:37<07:48,  0.22it/s, v_num=6e0e]
Epoch 84:   7%|▋         | 8/109 [00:37<07:48,  0.22it/s, v_num=6e0e]
Epoch 84:   8%|▊         | 9/109 [00:52<09:39,  0.17it/s, v_num=6e0e]
Epoch 84:   8%|▊         | 9/109 [00:52<09:39,  0.17it/s, v_num=6e0e]
Epoch 84:   9%|▉         | 10/109 [00:52<08:44,  0.19it/s, v_num=6e0e]
Epoch 84:   9%|▉         | 10/109 [00:52<08:44,  0.19it/s, v_num=6e0e]
Epoch 84:  10%|█         | 11/109 [00:53<07:59,  0.20it/s, v_num=6e0e]
Epoch 84:  10%|█         | 11/109 [00:53<07:59,  0.20it/s, v_num=6e0e]
Epoch 84:  11%|█         | 12/109 [00:54<07:21,  0.22it/s, v_num=6e0e]
Epoch 84:  11%|█         | 12/109 [00:54<07:21,  0.22it/s, v_num=6e0e]
Epoch 84:  12%|█▏        | 13/109 [01:09<08:32,  0.19it/s, v_num=6e0e]
Epoch 84:  12%|█▏        | 13/109 [01:09<08:32,  0.19it/s, v_num=6e0e]
Epoch 84:  13%|█▎        | 14/109 [01:10<07:56,  0.20it/s, v_num=6e0e]
Epoch 84:  13%|█▎        | 14/109 [01:10<07:56,  0.20it/s, v_num=6e0e]
Epoch 84:  14%|█▍        | 15/109 [01:11<07:25,  0.21it/s, v_num=6e0e]
Epoch 84:  14%|█▍        | 15/109 [01:11<07:25,  0.21it/s, v_num=6e0e]
Epoch 84:  15%|█▍        | 16/109 [01:11<06:57,  0.22it/s, v_num=6e0e]
Epoch 84:  15%|█▍        | 16/109 [01:11<06:57,  0.22it/s, v_num=6e0e]
Epoch 84:  16%|█▌        | 17/109 [01:25<07:41,  0.20it/s, v_num=6e0e]
Epoch 84:  16%|█▌        | 17/109 [01:25<07:41,  0.20it/s, v_num=6e0e]
Epoch 84:  17%|█▋        | 18/109 [01:26<07:15,  0.21it/s, v_num=6e0e]
Epoch 84:  17%|█▋        | 18/109 [01:26<07:15,  0.21it/s, v_num=6e0e]
Epoch 84:  17%|█▋        | 19/109 [01:26<06:51,  0.22it/s, v_num=6e0e]
Epoch 84:  17%|█▋        | 19/109 [01:26<06:51,  0.22it/s, v_num=6e0e]
Epoch 84:  18%|█▊        | 20/109 [01:27<06:30,  0.23it/s, v_num=6e0e]
Epoch 84:  18%|█▊        | 20/109 [01:27<06:30,  0.23it/s, v_num=6e0e]
Epoch 84:  19%|█▉        | 21/109 [01:42<07:07,  0.21it/s, v_num=6e0e]
Epoch 84:  19%|█▉        | 21/109 [01:42<07:07,  0.21it/s, v_num=6e0e]
Epoch 84:  20%|██        | 22/109 [01:42<06:46,  0.21it/s, v_num=6e0e]
Epoch 84:  20%|██        | 22/109 [01:42<06:46,  0.21it/s, v_num=6e0e]
Epoch 84:  21%|██        | 23/109 [01:43<06:27,  0.22it/s, v_num=6e0e]
Epoch 84:  21%|██        | 23/109 [01:43<06:27,  0.22it/s, v_num=6e0e]
Epoch 84:  22%|██▏       | 24/109 [01:44<06:10,  0.23it/s, v_num=6e0e]
Epoch 84:  22%|██▏       | 24/109 [01:44<06:10,  0.23it/s, v_num=6e0e]
Epoch 84:  23%|██▎       | 25/109 [01:59<06:41,  0.21it/s, v_num=6e0e]
Epoch 84:  23%|██▎       | 25/109 [01:59<06:41,  0.21it/s, v_num=6e0e]
Epoch 84:  24%|██▍       | 26/109 [02:00<06:24,  0.22it/s, v_num=6e0e]
Epoch 84:  24%|██▍       | 26/109 [02:00<06:24,  0.22it/s, v_num=6e0e]
Epoch 84:  25%|██▍       | 27/109 [02:01<06:08,  0.22it/s, v_num=6e0e]
Epoch 84:  25%|██▍       | 27/109 [02:01<06:08,  0.22it/s, v_num=6e0e]
Epoch 84:  26%|██▌       | 28/109 [02:02<05:53,  0.23it/s, v_num=6e0e]
Epoch 84:  26%|██▌       | 28/109 [02:02<05:53,  0.23it/s, v_num=6e0e]
Epoch 84:  27%|██▋       | 29/109 [02:16<06:17,  0.21it/s, v_num=6e0e]
Epoch 84:  27%|██▋       | 29/109 [02:17<06:17,  0.21it/s, v_num=6e0e]
Epoch 84:  28%|██▊       | 30/109 [02:17<06:02,  0.22it/s, v_num=6e0e]
Epoch 84:  28%|██▊       | 30/109 [02:17<06:02,  0.22it/s, v_num=6e0e]
Epoch 84:  28%|██▊       | 31/109 [02:18<05:48,  0.22it/s, v_num=6e0e]
Epoch 84:  28%|██▊       | 31/109 [02:18<05:48,  0.22it/s, v_num=6e0e]
Epoch 84:  29%|██▉       | 32/109 [02:19<05:35,  0.23it/s, v_num=6e0e]
Epoch 84:  29%|██▉       | 32/109 [02:19<05:35,  0.23it/s, v_num=6e0e]
Epoch 84:  30%|███       | 33/109 [02:32<05:50,  0.22it/s, v_num=6e0e]
Epoch 84:  30%|███       | 33/109 [02:32<05:50,  0.22it/s, v_num=6e0e]
Epoch 84:  31%|███       | 34/109 [02:32<05:37,  0.22it/s, v_num=6e0e]
Epoch 84:  31%|███       | 34/109 [02:32<05:37,  0.22it/s, v_num=6e0e]
Epoch 84:  32%|███▏      | 35/109 [02:33<05:24,  0.23it/s, v_num=6e0e]
Epoch 84:  32%|███▏      | 35/109 [02:33<05:24,  0.23it/s, v_num=6e0e]
Epoch 84:  33%|███▎      | 36/109 [02:34<05:13,  0.23it/s, v_num=6e0e]
Epoch 84:  33%|███▎      | 36/109 [02:34<05:13,  0.23it/s, v_num=6e0e]
Epoch 84:  34%|███▍      | 37/109 [02:48<05:27,  0.22it/s, v_num=6e0e]
Epoch 84:  34%|███▍      | 37/109 [02:48<05:27,  0.22it/s, v_num=6e0e]
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Epoch 84:  37%|███▋      | 40/109 [02:50<04:54,  0.23it/s, v_num=6e0e]
Epoch 84:  38%|███▊      | 41/109 [03:05<05:07,  0.22it/s, v_num=6e0e]
Epoch 84:  38%|███▊      | 41/109 [03:05<05:07,  0.22it/s, v_num=6e0e]
Epoch 84:  39%|███▊      | 42/109 [03:06<04:56,  0.23it/s, v_num=6e0e]
Epoch 84:  39%|███▊      | 42/109 [03:06<04:56,  0.23it/s, v_num=6e0e]
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Epoch 84:  39%|███▉      | 43/109 [03:06<04:46,  0.23it/s, v_num=6e0e]
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Epoch 84:  40%|████      | 44/109 [03:07<04:37,  0.23it/s, v_num=6e0e]
Epoch 84:  41%|████▏     | 45/109 [03:22<04:47,  0.22it/s, v_num=6e0e]
Epoch 84:  41%|████▏     | 45/109 [03:22<04:47,  0.22it/s, v_num=6e0e]
Epoch 84:  42%|████▏     | 46/109 [03:23<04:38,  0.23it/s, v_num=6e0e]
Epoch 84:  42%|████▏     | 46/109 [03:23<04:38,  0.23it/s, v_num=6e0e]
Epoch 84:  43%|████▎     | 47/109 [03:24<04:29,  0.23it/s, v_num=6e0e]
Epoch 84:  43%|████▎     | 47/109 [03:24<04:29,  0.23it/s, v_num=6e0e]
Epoch 84:  44%|████▍     | 48/109 [03:24<04:20,  0.23it/s, v_num=6e0e]
Epoch 84:  44%|████▍     | 48/109 [03:24<04:20,  0.23it/s, v_num=6e0e]
Epoch 84:  45%|████▍     | 49/109 [03:37<04:26,  0.23it/s, v_num=6e0e]
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Epoch 84:  46%|████▌     | 50/109 [03:38<04:17,  0.23it/s, v_num=6e0e]
Epoch 84:  46%|████▌     | 50/109 [03:38<04:17,  0.23it/s, v_num=6e0e]
Epoch 84:  47%|████▋     | 51/109 [03:39<04:09,  0.23it/s, v_num=6e0e]
Epoch 84:  47%|████▋     | 51/109 [03:39<04:09,  0.23it/s, v_num=6e0e]
Epoch 84:  48%|████▊     | 52/109 [03:40<04:01,  0.24it/s, v_num=6e0e]
Epoch 84:  48%|████▊     | 52/109 [03:40<04:01,  0.24it/s, v_num=6e0e]
Epoch 84:  49%|████▊     | 53/109 [03:55<04:08,  0.23it/s, v_num=6e0e]
Epoch 84:  49%|████▊     | 53/109 [03:55<04:08,  0.23it/s, v_num=6e0e]
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Epoch 84:  50%|████▉     | 54/109 [03:55<04:00,  0.23it/s, v_num=6e0e]
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Epoch 84:  50%|█████     | 55/109 [03:56<03:52,  0.23it/s, v_num=6e0e]
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Epoch 84:  52%|█████▏    | 57/109 [04:12<03:50,  0.23it/s, v_num=6e0e]
Epoch 84:  52%|█████▏    | 57/109 [04:12<03:50,  0.23it/s, v_num=6e0e]
Epoch 84:  53%|█████▎    | 58/109 [04:13<03:42,  0.23it/s, v_num=6e0e]
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Epoch 84:  54%|█████▍    | 59/109 [04:13<03:35,  0.23it/s, v_num=6e0e]
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Epoch 84:  55%|█████▌    | 60/109 [04:14<03:27,  0.24it/s, v_num=6e0e]
Epoch 84:  55%|█████▌    | 60/109 [04:14<03:27,  0.24it/s, v_num=6e0e]
Epoch 84:  56%|█████▌    | 61/109 [04:27<03:30,  0.23it/s, v_num=6e0e]
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Epoch 84:  57%|█████▋    | 62/109 [04:28<03:23,  0.23it/s, v_num=6e0e]
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Epoch 84:  58%|█████▊    | 63/109 [04:28<03:16,  0.23it/s, v_num=6e0e]
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Epoch 84:  59%|█████▊    | 64/109 [04:29<03:09,  0.24it/s, v_num=6e0e]
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Epoch 84:  62%|██████▏   | 68/109 [04:49<02:54,  0.24it/s, v_num=6e0e]
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Epoch 84:  72%|███████▏  | 78/109 [05:38<02:14,  0.23it/s, v_num=6e0e]
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Epoch 84:  78%|███████▊  | 85/109 [06:08<01:44,  0.23it/s, v_num=6e0e]
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Epoch 84:  79%|███████▉  | 86/109 [06:09<01:38,  0.23it/s, v_num=6e0e]
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Epoch 84:  81%|████████  | 88/109 [06:11<01:28,  0.24it/s, v_num=6e0e]
Epoch 84:  81%|████████  | 88/109 [06:11<01:28,  0.24it/s, v_num=6e0e]
Epoch 84:  82%|████████▏ | 89/109 [06:24<01:26,  0.23it/s, v_num=6e0e]
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Epoch 84:  83%|████████▎ | 90/109 [06:25<01:21,  0.23it/s, v_num=6e0e]
Epoch 84:  83%|████████▎ | 90/109 [06:25<01:21,  0.23it/s, v_num=6e0e]
Epoch 84:  83%|████████▎ | 91/109 [06:26<01:16,  0.24it/s, v_num=6e0e]
Epoch 84:  83%|████████▎ | 91/109 [06:26<01:16,  0.24it/s, v_num=6e0e]
Epoch 84:  84%|████████▍ | 92/109 [06:27<01:11,  0.24it/s, v_num=6e0e]
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Epoch 84:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 84:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 84:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 84:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 84:  89%|████████▉ | 97/109 [06:59<00:51,  0.23it/s, v_num=6e0e]
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Epoch 84:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
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Epoch 84:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
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Epoch 84:  96%|█████████▋| 105/109 [07:31<00:17,  0.23it/s, v_num=6e0e]
Epoch 84:  96%|█████████▋| 105/109 [07:31<00:17,  0.23it/s, v_num=6e0e]
Epoch 84:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 84:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 84:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 84:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 84:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 84:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 84: 100%|██████████| 109/109 [07:46<00:00,  0.23it/s, v_num=6e0e]
Epoch 84: 100%|██████████| 109/109 [07:46<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:14,  0.92it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.90it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.92it/s]

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Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

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Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 84: 100%|██████████| 109/109 [08:04<00:00,  0.23it/s, v_num=6e0e]
Epoch 84: 100%|██████████| 109/109 [08:04<00:00,  0.23it/s, v_num=6e0e]
Epoch 84:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 85:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 85:   1%|          | 1/109 [00:17<31:56,  0.06it/s, v_num=6e0e]
Epoch 85:   1%|          | 1/109 [00:17<31:56,  0.06it/s, v_num=6e0e]
Epoch 85:   2%|▏         | 2/109 [00:18<16:32,  0.11it/s, v_num=6e0e]
Epoch 85:   2%|▏         | 2/109 [00:18<16:32,  0.11it/s, v_num=6e0e]
Epoch 85:   3%|▎         | 3/109 [00:19<11:23,  0.16it/s, v_num=6e0e]
Epoch 85:   3%|▎         | 3/109 [00:19<11:23,  0.16it/s, v_num=6e0e]
Epoch 85:   4%|▎         | 4/109 [00:20<08:48,  0.20it/s, v_num=6e0e]
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Epoch 85:   5%|▍         | 5/109 [00:32<11:16,  0.15it/s, v_num=6e0e]
Epoch 85:   5%|▍         | 5/109 [00:32<11:16,  0.15it/s, v_num=6e0e]
Epoch 85:   6%|▌         | 6/109 [00:34<09:52,  0.17it/s, v_num=6e0e]
Epoch 85:   6%|▌         | 6/109 [00:34<09:52,  0.17it/s, v_num=6e0e]
Epoch 85:   6%|▋         | 7/109 [00:35<08:34,  0.20it/s, v_num=6e0e]
Epoch 85:   6%|▋         | 7/109 [00:35<08:34,  0.20it/s, v_num=6e0e]
Epoch 85:   7%|▋         | 8/109 [00:36<07:35,  0.22it/s, v_num=6e0e]
Epoch 85:   7%|▋         | 8/109 [00:36<07:35,  0.22it/s, v_num=6e0e]
Epoch 85:   8%|▊         | 9/109 [00:48<09:00,  0.19it/s, v_num=6e0e]
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Epoch 85:  10%|█         | 11/109 [00:54<08:01,  0.20it/s, v_num=6e0e]
Epoch 85:  10%|█         | 11/109 [00:54<08:01,  0.20it/s, v_num=6e0e]
Epoch 85:  11%|█         | 12/109 [00:54<07:22,  0.22it/s, v_num=6e0e]
Epoch 85:  11%|█         | 12/109 [00:54<07:22,  0.22it/s, v_num=6e0e]
Epoch 85:  12%|█▏        | 13/109 [01:07<08:19,  0.19it/s, v_num=6e0e]
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Epoch 85:  13%|█▎        | 14/109 [01:09<07:53,  0.20it/s, v_num=6e0e]
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Epoch 85:  14%|█▍        | 15/109 [01:10<07:22,  0.21it/s, v_num=6e0e]
Epoch 85:  14%|█▍        | 15/109 [01:10<07:22,  0.21it/s, v_num=6e0e]
Epoch 85:  15%|█▍        | 16/109 [01:11<06:55,  0.22it/s, v_num=6e0e]
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Epoch 85:  17%|█▋        | 19/109 [01:25<06:44,  0.22it/s, v_num=6e0e]
Epoch 85:  18%|█▊        | 20/109 [01:26<06:23,  0.23it/s, v_num=6e0e]
Epoch 85:  18%|█▊        | 20/109 [01:26<06:23,  0.23it/s, v_num=6e0e]
Epoch 85:  19%|█▉        | 21/109 [01:40<07:00,  0.21it/s, v_num=6e0e]
Epoch 85:  19%|█▉        | 21/109 [01:40<07:00,  0.21it/s, v_num=6e0e]
Epoch 85:  20%|██        | 22/109 [01:41<06:39,  0.22it/s, v_num=6e0e]
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Epoch 85:  21%|██        | 23/109 [01:41<06:21,  0.23it/s, v_num=6e0e]
Epoch 85:  21%|██        | 23/109 [01:41<06:21,  0.23it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 85: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
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Epoch 86:  90%|████████▉ | 98/109 [07:01<00:47,  0.23it/s, v_num=6e0e]
Epoch 86:  90%|████████▉ | 98/109 [07:01<00:47,  0.23it/s, v_num=6e0e]
Epoch 86:  91%|█████████ | 99/109 [07:01<00:42,  0.23it/s, v_num=6e0e]
Epoch 86:  91%|█████████ | 99/109 [07:01<00:42,  0.23it/s, v_num=6e0e]
Epoch 86:  92%|█████████▏| 100/109 [07:02<00:38,  0.24it/s, v_num=6e0e]
Epoch 86:  92%|█████████▏| 100/109 [07:02<00:38,  0.24it/s, v_num=6e0e]
Epoch 86:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 86:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 86:  94%|█████████▎| 102/109 [07:18<00:30,  0.23it/s, v_num=6e0e]
Epoch 86:  94%|█████████▎| 102/109 [07:18<00:30,  0.23it/s, v_num=6e0e]
Epoch 86:  94%|█████████▍| 103/109 [07:19<00:25,  0.23it/s, v_num=6e0e]
Epoch 86:  94%|█████████▍| 103/109 [07:19<00:25,  0.23it/s, v_num=6e0e]
Epoch 86:  95%|█████████▌| 104/109 [07:20<00:21,  0.24it/s, v_num=6e0e]
Epoch 86:  95%|█████████▌| 104/109 [07:20<00:21,  0.24it/s, v_num=6e0e]
Epoch 86:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 86:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 86:  97%|█████████▋| 106/109 [07:35<00:12,  0.23it/s, v_num=6e0e]
Epoch 86:  97%|█████████▋| 106/109 [07:35<00:12,  0.23it/s, v_num=6e0e]
Epoch 86:  98%|█████████▊| 107/109 [07:36<00:08,  0.23it/s, v_num=6e0e]
Epoch 86:  98%|█████████▊| 107/109 [07:36<00:08,  0.23it/s, v_num=6e0e]
Epoch 86:  99%|█████████▉| 108/109 [07:36<00:04,  0.24it/s, v_num=6e0e]
Epoch 86:  99%|█████████▉| 108/109 [07:36<00:04,  0.24it/s, v_num=6e0e]
Epoch 86: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]
Epoch 86: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.93it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.89it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:13,  0.85it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.88it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.91it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.92it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.90it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 86: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 86: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 86:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 87:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 87:   1%|          | 1/109 [00:16<29:41,  0.06it/s, v_num=6e0e]
Epoch 87:   1%|          | 1/109 [00:16<29:41,  0.06it/s, v_num=6e0e]
Epoch 87:   2%|▏         | 2/109 [00:17<15:44,  0.11it/s, v_num=6e0e]
Epoch 87:   2%|▏         | 2/109 [00:17<15:44,  0.11it/s, v_num=6e0e]
Epoch 87:   3%|▎         | 3/109 [00:18<10:52,  0.16it/s, v_num=6e0e]
Epoch 87:   3%|▎         | 3/109 [00:18<10:53,  0.16it/s, v_num=6e0e]
Epoch 87:   4%|▎         | 4/109 [00:19<08:26,  0.21it/s, v_num=6e0e]
Epoch 87:   4%|▎         | 4/109 [00:19<08:26,  0.21it/s, v_num=6e0e]
Epoch 87:   5%|▍         | 5/109 [00:32<11:16,  0.15it/s, v_num=6e0e]
Epoch 87:   5%|▍         | 5/109 [00:32<11:16,  0.15it/s, v_num=6e0e]
Epoch 87:   6%|▌         | 6/109 [00:34<09:50,  0.17it/s, v_num=6e0e]
Epoch 87:   6%|▌         | 6/109 [00:34<09:50,  0.17it/s, v_num=6e0e]
Epoch 87:   6%|▋         | 7/109 [00:35<08:32,  0.20it/s, v_num=6e0e]
Epoch 87:   6%|▋         | 7/109 [00:35<08:32,  0.20it/s, v_num=6e0e]
Epoch 87:   7%|▋         | 8/109 [00:35<07:34,  0.22it/s, v_num=6e0e]
Epoch 87:   7%|▋         | 8/109 [00:35<07:34,  0.22it/s, v_num=6e0e]
Epoch 87:   8%|▊         | 9/109 [00:48<08:58,  0.19it/s, v_num=6e0e]
Epoch 87:   8%|▊         | 9/109 [00:48<08:58,  0.19it/s, v_num=6e0e]
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Epoch 87:   9%|▉         | 10/109 [00:49<08:08,  0.20it/s, v_num=6e0e]
Epoch 87:  10%|█         | 11/109 [00:50<07:27,  0.22it/s, v_num=6e0e]
Epoch 87:  10%|█         | 11/109 [00:50<07:27,  0.22it/s, v_num=6e0e]
Epoch 87:  11%|█         | 12/109 [00:50<06:52,  0.24it/s, v_num=6e0e]
Epoch 87:  11%|█         | 12/109 [00:50<06:52,  0.24it/s, v_num=6e0e]
Epoch 87:  12%|█▏        | 13/109 [01:03<07:52,  0.20it/s, v_num=6e0e]
Epoch 87:  12%|█▏        | 13/109 [01:03<07:52,  0.20it/s, v_num=6e0e]
Epoch 87:  13%|█▎        | 14/109 [01:04<07:19,  0.22it/s, v_num=6e0e]
Epoch 87:  13%|█▎        | 14/109 [01:04<07:19,  0.22it/s, v_num=6e0e]
Epoch 87:  14%|█▍        | 15/109 [01:06<06:55,  0.23it/s, v_num=6e0e]
Epoch 87:  14%|█▍        | 15/109 [01:06<06:55,  0.23it/s, v_num=6e0e]
Epoch 87:  15%|█▍        | 16/109 [01:07<06:29,  0.24it/s, v_num=6e0e]
Epoch 87:  15%|█▍        | 16/109 [01:07<06:29,  0.24it/s, v_num=6e0e]
Epoch 87:  16%|█▌        | 17/109 [01:19<07:11,  0.21it/s, v_num=6e0e]
Epoch 87:  16%|█▌        | 17/109 [01:19<07:11,  0.21it/s, v_num=6e0e]
Epoch 87:  17%|█▋        | 18/109 [01:20<06:47,  0.22it/s, v_num=6e0e]
Epoch 87:  17%|█▋        | 18/109 [01:20<06:47,  0.22it/s, v_num=6e0e]
Epoch 87:  17%|█▋        | 19/109 [01:21<06:25,  0.23it/s, v_num=6e0e]
Epoch 87:  17%|█▋        | 19/109 [01:21<06:25,  0.23it/s, v_num=6e0e]
Epoch 87:  18%|█▊        | 20/109 [01:22<06:05,  0.24it/s, v_num=6e0e]
Epoch 87:  18%|█▊        | 20/109 [01:22<06:05,  0.24it/s, v_num=6e0e]
Epoch 87:  19%|█▉        | 21/109 [01:35<06:41,  0.22it/s, v_num=6e0e]
Epoch 87:  19%|█▉        | 21/109 [01:35<06:41,  0.22it/s, v_num=6e0e]
Epoch 87:  20%|██        | 22/109 [01:36<06:22,  0.23it/s, v_num=6e0e]
Epoch 87:  20%|██        | 22/109 [01:36<06:22,  0.23it/s, v_num=6e0e]
Epoch 87:  21%|██        | 23/109 [01:37<06:05,  0.24it/s, v_num=6e0e]
Epoch 87:  21%|██        | 23/109 [01:37<06:05,  0.24it/s, v_num=6e0e]
Epoch 87:  22%|██▏       | 24/109 [01:38<05:48,  0.24it/s, v_num=6e0e]
Epoch 87:  22%|██▏       | 24/109 [01:38<05:48,  0.24it/s, v_num=6e0e]
Epoch 87:  23%|██▎       | 25/109 [01:51<06:15,  0.22it/s, v_num=6e0e]
Epoch 87:  23%|██▎       | 25/109 [01:51<06:15,  0.22it/s, v_num=6e0e]
Epoch 87:  24%|██▍       | 26/109 [01:52<05:59,  0.23it/s, v_num=6e0e]
Epoch 87:  24%|██▍       | 26/109 [01:52<05:59,  0.23it/s, v_num=6e0e]
Epoch 87:  25%|██▍       | 27/109 [01:53<05:44,  0.24it/s, v_num=6e0e]
Epoch 87:  25%|██▍       | 27/109 [01:53<05:44,  0.24it/s, v_num=6e0e]
Epoch 87:  26%|██▌       | 28/109 [01:54<05:30,  0.25it/s, v_num=6e0e]
Epoch 87:  26%|██▌       | 28/109 [01:54<05:30,  0.25it/s, v_num=6e0e]
Epoch 87:  27%|██▋       | 29/109 [02:07<05:51,  0.23it/s, v_num=6e0e]
Epoch 87:  27%|██▋       | 29/109 [02:07<05:51,  0.23it/s, v_num=6e0e]
Epoch 87:  28%|██▊       | 30/109 [02:08<05:39,  0.23it/s, v_num=6e0e]
Epoch 87:  28%|██▊       | 30/109 [02:08<05:39,  0.23it/s, v_num=6e0e]
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Epoch 87:  29%|██▉       | 32/109 [02:10<05:13,  0.25it/s, v_num=6e0e]
Epoch 87:  29%|██▉       | 32/109 [02:10<05:13,  0.25it/s, v_num=6e0e]
Epoch 87:  30%|███       | 33/109 [02:23<05:29,  0.23it/s, v_num=6e0e]
Epoch 87:  30%|███       | 33/109 [02:23<05:29,  0.23it/s, v_num=6e0e]
Epoch 87:  31%|███       | 34/109 [02:24<05:19,  0.23it/s, v_num=6e0e]
Epoch 87:  31%|███       | 34/109 [02:24<05:19,  0.23it/s, v_num=6e0e]
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Epoch 87:  64%|██████▍   | 70/109 [04:50<02:42,  0.24it/s, v_num=6e0e]
Epoch 87:  65%|██████▌   | 71/109 [04:51<02:36,  0.24it/s, v_num=6e0e]
Epoch 87:  65%|██████▌   | 71/109 [04:51<02:36,  0.24it/s, v_num=6e0e]
Epoch 87:  66%|██████▌   | 72/109 [04:55<02:32,  0.24it/s, v_num=6e0e]
Epoch 87:  66%|██████▌   | 72/109 [04:55<02:32,  0.24it/s, v_num=6e0e]
Epoch 87:  67%|██████▋   | 73/109 [05:06<02:31,  0.24it/s, v_num=6e0e]
Epoch 87:  67%|██████▋   | 73/109 [05:06<02:31,  0.24it/s, v_num=6e0e]
Epoch 87:  68%|██████▊   | 74/109 [05:08<02:26,  0.24it/s, v_num=6e0e]
Epoch 87:  68%|██████▊   | 74/109 [05:08<02:26,  0.24it/s, v_num=6e0e]
Epoch 87:  69%|██████▉   | 75/109 [05:09<02:20,  0.24it/s, v_num=6e0e]
Epoch 87:  69%|██████▉   | 75/109 [05:09<02:20,  0.24it/s, v_num=6e0e]
Epoch 87:  70%|██████▉   | 76/109 [05:11<02:15,  0.24it/s, v_num=6e0e]
Epoch 87:  70%|██████▉   | 76/109 [05:11<02:15,  0.24it/s, v_num=6e0e]
Epoch 87:  71%|███████   | 77/109 [05:23<02:14,  0.24it/s, v_num=6e0e]
Epoch 87:  71%|███████   | 77/109 [05:23<02:14,  0.24it/s, v_num=6e0e]
Epoch 87:  72%|███████▏  | 78/109 [05:26<02:09,  0.24it/s, v_num=6e0e]
Epoch 87:  72%|███████▏  | 78/109 [05:26<02:09,  0.24it/s, v_num=6e0e]
Epoch 87:  72%|███████▏  | 79/109 [05:27<02:04,  0.24it/s, v_num=6e0e]
Epoch 87:  72%|███████▏  | 79/109 [05:27<02:04,  0.24it/s, v_num=6e0e]
Epoch 87:  73%|███████▎  | 80/109 [05:29<01:59,  0.24it/s, v_num=6e0e]
Epoch 87:  73%|███████▎  | 80/109 [05:29<01:59,  0.24it/s, v_num=6e0e]
Epoch 87:  74%|███████▍  | 81/109 [05:40<01:57,  0.24it/s, v_num=6e0e]
Epoch 87:  74%|███████▍  | 81/109 [05:40<01:57,  0.24it/s, v_num=6e0e]
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Epoch 87:  76%|███████▌  | 83/109 [05:42<01:47,  0.24it/s, v_num=6e0e]
Epoch 87:  76%|███████▌  | 83/109 [05:42<01:47,  0.24it/s, v_num=6e0e]
Epoch 87:  77%|███████▋  | 84/109 [05:44<01:42,  0.24it/s, v_num=6e0e]
Epoch 87:  77%|███████▋  | 84/109 [05:44<01:42,  0.24it/s, v_num=6e0e]
Epoch 87:  78%|███████▊  | 85/109 [05:56<01:40,  0.24it/s, v_num=6e0e]
Epoch 87:  78%|███████▊  | 85/109 [05:56<01:40,  0.24it/s, v_num=6e0e]
Epoch 87:  79%|███████▉  | 86/109 [05:58<01:35,  0.24it/s, v_num=6e0e]
Epoch 87:  79%|███████▉  | 86/109 [05:58<01:35,  0.24it/s, v_num=6e0e]
Epoch 87:  80%|███████▉  | 87/109 [05:59<01:30,  0.24it/s, v_num=6e0e]
Epoch 87:  80%|███████▉  | 87/109 [05:59<01:30,  0.24it/s, v_num=6e0e]
Epoch 87:  81%|████████  | 88/109 [06:01<01:26,  0.24it/s, v_num=6e0e]
Epoch 87:  81%|████████  | 88/109 [06:01<01:26,  0.24it/s, v_num=6e0e]
Epoch 87:  82%|████████▏ | 89/109 [06:12<01:23,  0.24it/s, v_num=6e0e]
Epoch 87:  82%|████████▏ | 89/109 [06:12<01:23,  0.24it/s, v_num=6e0e]
Epoch 87:  83%|████████▎ | 90/109 [06:14<01:19,  0.24it/s, v_num=6e0e]
Epoch 87:  83%|████████▎ | 90/109 [06:14<01:19,  0.24it/s, v_num=6e0e]
Epoch 87:  83%|████████▎ | 91/109 [06:15<01:14,  0.24it/s, v_num=6e0e]
Epoch 87:  83%|████████▎ | 91/109 [06:15<01:14,  0.24it/s, v_num=6e0e]
Epoch 87:  84%|████████▍ | 92/109 [06:19<01:10,  0.24it/s, v_num=6e0e]
Epoch 87:  84%|████████▍ | 92/109 [06:19<01:10,  0.24it/s, v_num=6e0e]
Epoch 87:  85%|████████▌ | 93/109 [06:29<01:07,  0.24it/s, v_num=6e0e]
Epoch 87:  85%|████████▌ | 93/109 [06:29<01:07,  0.24it/s, v_num=6e0e]
Epoch 87:  86%|████████▌ | 94/109 [06:33<01:02,  0.24it/s, v_num=6e0e]
Epoch 87:  86%|████████▌ | 94/109 [06:33<01:02,  0.24it/s, v_num=6e0e]
Epoch 87:  87%|████████▋ | 95/109 [06:34<00:58,  0.24it/s, v_num=6e0e]
Epoch 87:  87%|████████▋ | 95/109 [06:34<00:58,  0.24it/s, v_num=6e0e]
Epoch 87:  88%|████████▊ | 96/109 [06:36<00:53,  0.24it/s, v_num=6e0e]
Epoch 87:  88%|████████▊ | 96/109 [06:36<00:53,  0.24it/s, v_num=6e0e]
Epoch 87:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
Epoch 87:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
Epoch 87:  90%|████████▉ | 98/109 [06:48<00:45,  0.24it/s, v_num=6e0e]
Epoch 87:  90%|████████▉ | 98/109 [06:48<00:45,  0.24it/s, v_num=6e0e]
Epoch 87:  91%|█████████ | 99/109 [06:49<00:41,  0.24it/s, v_num=6e0e]
Epoch 87:  91%|█████████ | 99/109 [06:49<00:41,  0.24it/s, v_num=6e0e]
Epoch 87:  92%|█████████▏| 100/109 [06:52<00:37,  0.24it/s, v_num=6e0e]
Epoch 87:  92%|█████████▏| 100/109 [06:52<00:37,  0.24it/s, v_num=6e0e]
Epoch 87:  93%|█████████▎| 101/109 [07:06<00:33,  0.24it/s, v_num=6e0e]
Epoch 87:  93%|█████████▎| 101/109 [07:06<00:33,  0.24it/s, v_num=6e0e]
Epoch 87:  94%|█████████▎| 102/109 [07:07<00:29,  0.24it/s, v_num=6e0e]
Epoch 87:  94%|█████████▎| 102/109 [07:07<00:29,  0.24it/s, v_num=6e0e]
Epoch 87:  94%|█████████▍| 103/109 [07:07<00:24,  0.24it/s, v_num=6e0e]
Epoch 87:  94%|█████████▍| 103/109 [07:07<00:24,  0.24it/s, v_num=6e0e]
Epoch 87:  95%|█████████▌| 104/109 [07:09<00:20,  0.24it/s, v_num=6e0e]
Epoch 87:  95%|█████████▌| 104/109 [07:09<00:20,  0.24it/s, v_num=6e0e]
Epoch 87:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 87:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 87:  97%|█████████▋| 106/109 [07:24<00:12,  0.24it/s, v_num=6e0e]
Epoch 87:  97%|█████████▋| 106/109 [07:24<00:12,  0.24it/s, v_num=6e0e]
Epoch 87:  98%|█████████▊| 107/109 [07:25<00:08,  0.24it/s, v_num=6e0e]
Epoch 87:  98%|█████████▊| 107/109 [07:25<00:08,  0.24it/s, v_num=6e0e]
Epoch 87:  99%|█████████▉| 108/109 [07:26<00:04,  0.24it/s, v_num=6e0e]
Epoch 87:  99%|█████████▉| 108/109 [07:26<00:04,  0.24it/s, v_num=6e0e]
Epoch 87: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]
Epoch 87: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:14,  0.92it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.90it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.92it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.94it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.96it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.96it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.96it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.97it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.97it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 87: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 87: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 87:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 88:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 88:   1%|          | 1/109 [00:15<28:41,  0.06it/s, v_num=6e0e]
Epoch 88:   1%|          | 1/109 [00:15<28:41,  0.06it/s, v_num=6e0e]
Epoch 88:   2%|▏         | 2/109 [00:16<14:56,  0.12it/s, v_num=6e0e]
Epoch 88:   2%|▏         | 2/109 [00:16<14:56,  0.12it/s, v_num=6e0e]
Epoch 88:   3%|▎         | 3/109 [00:17<10:20,  0.17it/s, v_num=6e0e]
Epoch 88:   3%|▎         | 3/109 [00:17<10:20,  0.17it/s, v_num=6e0e]
Epoch 88:   4%|▎         | 4/109 [00:18<08:01,  0.22it/s, v_num=6e0e]
Epoch 88:   4%|▎         | 4/109 [00:18<08:01,  0.22it/s, v_num=6e0e]
Epoch 88:   5%|▍         | 5/109 [00:32<11:07,  0.16it/s, v_num=6e0e]
Epoch 88:   5%|▍         | 5/109 [00:32<11:07,  0.16it/s, v_num=6e0e]
Epoch 88:   6%|▌         | 6/109 [00:32<09:25,  0.18it/s, v_num=6e0e]
Epoch 88:   6%|▌         | 6/109 [00:32<09:25,  0.18it/s, v_num=6e0e]
Epoch 88:   6%|▋         | 7/109 [00:33<08:11,  0.21it/s, v_num=6e0e]
Epoch 88:   6%|▋         | 7/109 [00:33<08:11,  0.21it/s, v_num=6e0e]
Epoch 88:   7%|▋         | 8/109 [00:34<07:15,  0.23it/s, v_num=6e0e]
Epoch 88:   7%|▋         | 8/109 [00:34<07:15,  0.23it/s, v_num=6e0e]
Epoch 88:   8%|▊         | 9/109 [00:46<08:42,  0.19it/s, v_num=6e0e]
Epoch 88:   8%|▊         | 9/109 [00:46<08:42,  0.19it/s, v_num=6e0e]
Epoch 88:   9%|▉         | 10/109 [00:47<07:53,  0.21it/s, v_num=6e0e]
Epoch 88:   9%|▉         | 10/109 [00:47<07:53,  0.21it/s, v_num=6e0e]
Epoch 88:  10%|█         | 11/109 [00:48<07:14,  0.23it/s, v_num=6e0e]
Epoch 88:  10%|█         | 11/109 [00:48<07:14,  0.23it/s, v_num=6e0e]
Epoch 88:  11%|█         | 12/109 [00:50<06:44,  0.24it/s, v_num=6e0e]
Epoch 88:  11%|█         | 12/109 [00:50<06:44,  0.24it/s, v_num=6e0e]
Epoch 88:  12%|█▏        | 13/109 [01:01<07:34,  0.21it/s, v_num=6e0e]
Epoch 88:  12%|█▏        | 13/109 [01:01<07:34,  0.21it/s, v_num=6e0e]
Epoch 88:  13%|█▎        | 14/109 [01:02<07:06,  0.22it/s, v_num=6e0e]
Epoch 88:  13%|█▎        | 14/109 [01:02<07:06,  0.22it/s, v_num=6e0e]
Epoch 88:  14%|█▍        | 15/109 [01:03<06:39,  0.24it/s, v_num=6e0e]
Epoch 88:  14%|█▍        | 15/109 [01:03<06:39,  0.24it/s, v_num=6e0e]
Epoch 88:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 88:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 88:  16%|█▌        | 17/109 [01:19<07:09,  0.21it/s, v_num=6e0e]
Epoch 88:  16%|█▌        | 17/109 [01:19<07:09,  0.21it/s, v_num=6e0e]
Epoch 88:  17%|█▋        | 18/109 [01:20<06:45,  0.22it/s, v_num=6e0e]
Epoch 88:  17%|█▋        | 18/109 [01:20<06:45,  0.22it/s, v_num=6e0e]
Epoch 88:  17%|█▋        | 19/109 [01:21<06:23,  0.23it/s, v_num=6e0e]
Epoch 88:  17%|█▋        | 19/109 [01:21<06:23,  0.23it/s, v_num=6e0e]
Epoch 88:  18%|█▊        | 20/109 [01:25<06:18,  0.24it/s, v_num=6e0e]
Epoch 88:  18%|█▊        | 20/109 [01:25<06:18,  0.24it/s, v_num=6e0e]
Epoch 88:  19%|█▉        | 21/109 [01:36<06:45,  0.22it/s, v_num=6e0e]
Epoch 88:  19%|█▉        | 21/109 [01:36<06:45,  0.22it/s, v_num=6e0e]
Epoch 88:  20%|██        | 22/109 [01:37<06:25,  0.23it/s, v_num=6e0e]
Epoch 88:  20%|██        | 22/109 [01:37<06:25,  0.23it/s, v_num=6e0e]
Epoch 88:  21%|██        | 23/109 [01:38<06:07,  0.23it/s, v_num=6e0e]
Epoch 88:  21%|██        | 23/109 [01:38<06:07,  0.23it/s, v_num=6e0e]
Epoch 88:  22%|██▏       | 24/109 [01:41<06:00,  0.24it/s, v_num=6e0e]
Epoch 88:  22%|██▏       | 24/109 [01:41<06:00,  0.24it/s, v_num=6e0e]
Epoch 88:  23%|██▎       | 25/109 [01:53<06:21,  0.22it/s, v_num=6e0e]
Epoch 88:  23%|██▎       | 25/109 [01:53<06:21,  0.22it/s, v_num=6e0e]
Epoch 88:  24%|██▍       | 26/109 [01:54<06:05,  0.23it/s, v_num=6e0e]
Epoch 88:  24%|██▍       | 26/109 [01:54<06:05,  0.23it/s, v_num=6e0e]
Epoch 88:  25%|██▍       | 27/109 [01:55<05:49,  0.23it/s, v_num=6e0e]
Epoch 88:  25%|██▍       | 27/109 [01:55<05:49,  0.23it/s, v_num=6e0e]
Epoch 88:  26%|██▌       | 28/109 [01:58<05:42,  0.24it/s, v_num=6e0e]
Epoch 88:  26%|██▌       | 28/109 [01:58<05:42,  0.24it/s, v_num=6e0e]
Epoch 88:  27%|██▋       | 29/109 [02:08<05:55,  0.23it/s, v_num=6e0e]
Epoch 88:  27%|██▋       | 29/109 [02:08<05:55,  0.23it/s, v_num=6e0e]
Epoch 88:  28%|██▊       | 30/109 [02:09<05:41,  0.23it/s, v_num=6e0e]
Epoch 88:  28%|██▊       | 30/109 [02:09<05:41,  0.23it/s, v_num=6e0e]
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Epoch 88:  28%|██▊       | 31/109 [02:10<05:28,  0.24it/s, v_num=6e0e]
Epoch 88:  29%|██▉       | 32/109 [02:14<05:24,  0.24it/s, v_num=6e0e]
Epoch 88:  29%|██▉       | 32/109 [02:14<05:24,  0.24it/s, v_num=6e0e]
Epoch 88:  30%|███       | 33/109 [02:24<05:31,  0.23it/s, v_num=6e0e]
Epoch 88:  30%|███       | 33/109 [02:24<05:32,  0.23it/s, v_num=6e0e]
Epoch 88:  31%|███       | 34/109 [02:26<05:22,  0.23it/s, v_num=6e0e]
Epoch 88:  31%|███       | 34/109 [02:26<05:22,  0.23it/s, v_num=6e0e]
Epoch 88:  32%|███▏      | 35/109 [02:27<05:10,  0.24it/s, v_num=6e0e]
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Epoch 88: 100%|██████████| 109/109 [07:40<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 88: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 88: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 88:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 89:  11%|█         | 12/109 [00:55<07:31,  0.21it/s, v_num=6e0e]
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Epoch 89:  95%|█████████▌| 104/109 [07:19<00:21,  0.24it/s, v_num=6e0e]
Epoch 89:  95%|█████████▌| 104/109 [07:19<00:21,  0.24it/s, v_num=6e0e]
Epoch 89:  96%|█████████▋| 105/109 [07:33<00:17,  0.23it/s, v_num=6e0e]
Epoch 89:  96%|█████████▋| 105/109 [07:33<00:17,  0.23it/s, v_num=6e0e]
Epoch 89:  97%|█████████▋| 106/109 [07:34<00:12,  0.23it/s, v_num=6e0e]
Epoch 89:  97%|█████████▋| 106/109 [07:34<00:12,  0.23it/s, v_num=6e0e]
Epoch 89:  98%|█████████▊| 107/109 [07:35<00:08,  0.23it/s, v_num=6e0e]
Epoch 89:  98%|█████████▊| 107/109 [07:35<00:08,  0.23it/s, v_num=6e0e]
Epoch 89:  99%|█████████▉| 108/109 [07:36<00:04,  0.24it/s, v_num=6e0e]
Epoch 89:  99%|█████████▉| 108/109 [07:36<00:04,  0.24it/s, v_num=6e0e]
Epoch 89: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]
Epoch 89: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.17it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.08it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  1.00it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:03<00:09,  1.02it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:04<00:08,  1.00it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.98it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.94it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.96it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.97it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.97it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 89: 100%|██████████| 109/109 [08:05<00:00,  0.22it/s, v_num=6e0e]
Epoch 89: 100%|██████████| 109/109 [08:05<00:00,  0.22it/s, v_num=6e0e]
Epoch 89:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 90:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 90:   1%|          | 1/109 [00:19<34:41,  0.05it/s, v_num=6e0e]
Epoch 90:   1%|          | 1/109 [00:19<34:41,  0.05it/s, v_num=6e0e]
Epoch 90:   2%|▏         | 2/109 [00:20<17:52,  0.10it/s, v_num=6e0e]
Epoch 90:   2%|▏         | 2/109 [00:20<17:52,  0.10it/s, v_num=6e0e]
Epoch 90:   3%|▎         | 3/109 [00:20<12:16,  0.14it/s, v_num=6e0e]
Epoch 90:   3%|▎         | 3/109 [00:20<12:16,  0.14it/s, v_num=6e0e]
Epoch 90:   4%|▎         | 4/109 [00:21<09:27,  0.19it/s, v_num=6e0e]
Epoch 90:   4%|▎         | 4/109 [00:21<09:27,  0.19it/s, v_num=6e0e]
Epoch 90:   5%|▍         | 5/109 [00:35<12:16,  0.14it/s, v_num=6e0e]
Epoch 90:   5%|▍         | 5/109 [00:35<12:16,  0.14it/s, v_num=6e0e]
Epoch 90:   6%|▌         | 6/109 [00:36<10:21,  0.17it/s, v_num=6e0e]
Epoch 90:   6%|▌         | 6/109 [00:36<10:21,  0.17it/s, v_num=6e0e]
Epoch 90:   6%|▋         | 7/109 [00:36<08:58,  0.19it/s, v_num=6e0e]
Epoch 90:   6%|▋         | 7/109 [00:36<08:58,  0.19it/s, v_num=6e0e]
Epoch 90:   7%|▋         | 8/109 [00:37<07:56,  0.21it/s, v_num=6e0e]
Epoch 90:   7%|▋         | 8/109 [00:37<07:56,  0.21it/s, v_num=6e0e]
Epoch 90:   8%|▊         | 9/109 [00:49<09:06,  0.18it/s, v_num=6e0e]
Epoch 90:   8%|▊         | 9/109 [00:49<09:06,  0.18it/s, v_num=6e0e]
Epoch 90:   9%|▉         | 10/109 [00:50<08:16,  0.20it/s, v_num=6e0e]
Epoch 90:   9%|▉         | 10/109 [00:50<08:16,  0.20it/s, v_num=6e0e]
Epoch 90:  10%|█         | 11/109 [00:50<07:33,  0.22it/s, v_num=6e0e]
Epoch 90:  10%|█         | 11/109 [00:50<07:33,  0.22it/s, v_num=6e0e]
Epoch 90:  11%|█         | 12/109 [00:54<07:19,  0.22it/s, v_num=6e0e]
Epoch 90:  11%|█         | 12/109 [00:54<07:19,  0.22it/s, v_num=6e0e]
Epoch 90:  12%|█▏        | 13/109 [01:05<08:01,  0.20it/s, v_num=6e0e]
Epoch 90:  12%|█▏        | 13/109 [01:05<08:01,  0.20it/s, v_num=6e0e]
Epoch 90:  13%|█▎        | 14/109 [01:06<07:33,  0.21it/s, v_num=6e0e]
Epoch 90:  13%|█▎        | 14/109 [01:06<07:33,  0.21it/s, v_num=6e0e]
Epoch 90:  14%|█▍        | 15/109 [01:07<07:04,  0.22it/s, v_num=6e0e]
Epoch 90:  14%|█▍        | 15/109 [01:07<07:04,  0.22it/s, v_num=6e0e]
Epoch 90:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 90:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 90:  16%|█▌        | 17/109 [01:20<07:15,  0.21it/s, v_num=6e0e]
Epoch 90:  16%|█▌        | 17/109 [01:20<07:15,  0.21it/s, v_num=6e0e]
Epoch 90:  17%|█▋        | 18/109 [01:23<07:02,  0.22it/s, v_num=6e0e]
Epoch 90:  17%|█▋        | 18/109 [01:23<07:02,  0.22it/s, v_num=6e0e]
Epoch 90:  17%|█▋        | 19/109 [01:24<06:39,  0.23it/s, v_num=6e0e]
Epoch 90:  17%|█▋        | 19/109 [01:24<06:39,  0.23it/s, v_num=6e0e]
Epoch 90:  18%|█▊        | 20/109 [01:26<06:25,  0.23it/s, v_num=6e0e]
Epoch 90:  18%|█▊        | 20/109 [01:26<06:25,  0.23it/s, v_num=6e0e]
Epoch 90:  19%|█▉        | 21/109 [01:36<06:44,  0.22it/s, v_num=6e0e]
Epoch 90:  19%|█▉        | 21/109 [01:36<06:44,  0.22it/s, v_num=6e0e]
Epoch 90:  20%|██        | 22/109 [01:40<06:38,  0.22it/s, v_num=6e0e]
Epoch 90:  20%|██        | 22/109 [01:40<06:38,  0.22it/s, v_num=6e0e]
Epoch 90:  21%|██        | 23/109 [01:41<06:19,  0.23it/s, v_num=6e0e]
Epoch 90:  21%|██        | 23/109 [01:41<06:19,  0.23it/s, v_num=6e0e]
Epoch 90:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 90:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 90:  23%|██▎       | 25/109 [01:51<06:13,  0.22it/s, v_num=6e0e]
Epoch 90:  23%|██▎       | 25/109 [01:51<06:13,  0.22it/s, v_num=6e0e]
Epoch 90:  24%|██▍       | 26/109 [01:58<06:19,  0.22it/s, v_num=6e0e]
Epoch 90:  24%|██▍       | 26/109 [01:58<06:19,  0.22it/s, v_num=6e0e]
Epoch 90:  25%|██▍       | 27/109 [01:59<06:03,  0.23it/s, v_num=6e0e]
Epoch 90:  25%|██▍       | 27/109 [01:59<06:03,  0.23it/s, v_num=6e0e]
Epoch 90:  26%|██▌       | 28/109 [02:00<05:48,  0.23it/s, v_num=6e0e]
Epoch 90:  26%|██▌       | 28/109 [02:00<05:48,  0.23it/s, v_num=6e0e]
Epoch 90:  27%|██▋       | 29/109 [02:07<05:52,  0.23it/s, v_num=6e0e]
Epoch 90:  27%|██▋       | 29/109 [02:07<05:52,  0.23it/s, v_num=6e0e]
Epoch 90:  28%|██▊       | 30/109 [02:17<06:01,  0.22it/s, v_num=6e0e]
Epoch 90:  28%|██▊       | 30/109 [02:17<06:01,  0.22it/s, v_num=6e0e]
Epoch 90:  28%|██▊       | 31/109 [02:17<05:47,  0.22it/s, v_num=6e0e]
Epoch 90:  28%|██▊       | 31/109 [02:17<05:47,  0.22it/s, v_num=6e0e]
Epoch 90:  29%|██▉       | 32/109 [02:18<05:33,  0.23it/s, v_num=6e0e]
Epoch 90:  29%|██▉       | 32/109 [02:18<05:33,  0.23it/s, v_num=6e0e]
Epoch 90:  30%|███       | 33/109 [02:24<05:32,  0.23it/s, v_num=6e0e]
Epoch 90:  30%|███       | 33/109 [02:24<05:32,  0.23it/s, v_num=6e0e]
Epoch 90:  31%|███       | 34/109 [02:34<05:40,  0.22it/s, v_num=6e0e]
Epoch 90:  31%|███       | 34/109 [02:34<05:40,  0.22it/s, v_num=6e0e]
Epoch 90:  32%|███▏      | 35/109 [02:34<05:27,  0.23it/s, v_num=6e0e]
Epoch 90:  32%|███▏      | 35/109 [02:34<05:27,  0.23it/s, v_num=6e0e]
Epoch 90:  33%|███▎      | 36/109 [02:35<05:15,  0.23it/s, v_num=6e0e]
Epoch 90:  33%|███▎      | 36/109 [02:35<05:15,  0.23it/s, v_num=6e0e]
Epoch 90:  34%|███▍      | 37/109 [02:40<05:12,  0.23it/s, v_num=6e0e]
Epoch 90:  34%|███▍      | 37/109 [02:40<05:12,  0.23it/s, v_num=6e0e]
Epoch 90:  35%|███▍      | 38/109 [02:48<05:15,  0.23it/s, v_num=6e0e]
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Epoch 90:  36%|███▌      | 39/109 [02:49<05:04,  0.23it/s, v_num=6e0e]
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Epoch 90:  37%|███▋      | 40/109 [02:50<04:53,  0.23it/s, v_num=6e0e]
Epoch 90:  37%|███▋      | 40/109 [02:50<04:53,  0.23it/s, v_num=6e0e]
Epoch 90:  38%|███▊      | 41/109 [02:55<04:51,  0.23it/s, v_num=6e0e]
Epoch 90:  38%|███▊      | 41/109 [02:55<04:51,  0.23it/s, v_num=6e0e]
Epoch 90:  39%|███▊      | 42/109 [03:04<04:54,  0.23it/s, v_num=6e0e]
Epoch 90:  39%|███▊      | 42/109 [03:04<04:54,  0.23it/s, v_num=6e0e]
Epoch 90:  39%|███▉      | 43/109 [03:05<04:44,  0.23it/s, v_num=6e0e]
Epoch 90:  39%|███▉      | 43/109 [03:05<04:44,  0.23it/s, v_num=6e0e]
Epoch 90:  40%|████      | 44/109 [03:07<04:37,  0.23it/s, v_num=6e0e]
Epoch 90:  40%|████      | 44/109 [03:07<04:37,  0.23it/s, v_num=6e0e]
Epoch 90:  41%|████▏     | 45/109 [03:11<04:32,  0.24it/s, v_num=6e0e]
Epoch 90:  41%|████▏     | 45/109 [03:11<04:32,  0.24it/s, v_num=6e0e]
Epoch 90:  42%|████▏     | 46/109 [03:19<04:33,  0.23it/s, v_num=6e0e]
Epoch 90:  42%|████▏     | 46/109 [03:19<04:33,  0.23it/s, v_num=6e0e]
Epoch 90:  43%|████▎     | 47/109 [03:20<04:24,  0.23it/s, v_num=6e0e]
Epoch 90:  43%|████▎     | 47/109 [03:20<04:24,  0.23it/s, v_num=6e0e]
Epoch 90:  44%|████▍     | 48/109 [03:24<04:20,  0.23it/s, v_num=6e0e]
Epoch 90:  44%|████▍     | 48/109 [03:24<04:20,  0.23it/s, v_num=6e0e]
Epoch 90:  45%|████▍     | 49/109 [03:29<04:15,  0.23it/s, v_num=6e0e]
Epoch 90:  45%|████▍     | 49/109 [03:29<04:15,  0.23it/s, v_num=6e0e]
Epoch 90:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 90:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 90:  47%|████▋     | 51/109 [03:37<04:06,  0.23it/s, v_num=6e0e]
Epoch 90:  47%|████▋     | 51/109 [03:37<04:06,  0.23it/s, v_num=6e0e]
Epoch 90:  48%|████▊     | 52/109 [03:42<04:03,  0.23it/s, v_num=6e0e]
Epoch 90:  48%|████▊     | 52/109 [03:42<04:03,  0.23it/s, v_num=6e0e]
Epoch 90:  49%|████▊     | 53/109 [03:44<03:57,  0.24it/s, v_num=6e0e]
Epoch 90:  49%|████▊     | 53/109 [03:44<03:57,  0.24it/s, v_num=6e0e]
Epoch 90:  50%|████▉     | 54/109 [03:52<03:57,  0.23it/s, v_num=6e0e]
Epoch 90:  50%|████▉     | 54/109 [03:52<03:57,  0.23it/s, v_num=6e0e]
Epoch 90:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 90:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 90:  51%|█████▏    | 56/109 [03:58<03:45,  0.23it/s, v_num=6e0e]
Epoch 90:  51%|█████▏    | 56/109 [03:58<03:45,  0.23it/s, v_num=6e0e]
Epoch 90:  52%|█████▏    | 57/109 [04:01<03:40,  0.24it/s, v_num=6e0e]
Epoch 90:  52%|█████▏    | 57/109 [04:01<03:40,  0.24it/s, v_num=6e0e]
Epoch 90:  53%|█████▎    | 58/109 [04:08<03:38,  0.23it/s, v_num=6e0e]
Epoch 90:  53%|█████▎    | 58/109 [04:08<03:38,  0.23it/s, v_num=6e0e]
Epoch 90:  54%|█████▍    | 59/109 [04:08<03:30,  0.24it/s, v_num=6e0e]
Epoch 90:  54%|█████▍    | 59/109 [04:08<03:30,  0.24it/s, v_num=6e0e]
Epoch 90:  55%|█████▌    | 60/109 [04:13<03:27,  0.24it/s, v_num=6e0e]
Epoch 90:  55%|█████▌    | 60/109 [04:13<03:27,  0.24it/s, v_num=6e0e]
Epoch 90:  56%|█████▌    | 61/109 [04:18<03:23,  0.24it/s, v_num=6e0e]
Epoch 90:  56%|█████▌    | 61/109 [04:18<03:23,  0.24it/s, v_num=6e0e]
Epoch 90:  57%|█████▋    | 62/109 [04:25<03:21,  0.23it/s, v_num=6e0e]
Epoch 90:  57%|█████▋    | 62/109 [04:25<03:21,  0.23it/s, v_num=6e0e]
Epoch 90:  58%|█████▊    | 63/109 [04:26<03:14,  0.24it/s, v_num=6e0e]
Epoch 90:  58%|█████▊    | 63/109 [04:26<03:14,  0.24it/s, v_num=6e0e]
Epoch 90:  59%|█████▊    | 64/109 [04:30<03:09,  0.24it/s, v_num=6e0e]
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Epoch 90:  60%|█████▉    | 65/109 [04:33<03:05,  0.24it/s, v_num=6e0e]
Epoch 90:  60%|█████▉    | 65/109 [04:33<03:05,  0.24it/s, v_num=6e0e]
Epoch 90:  61%|██████    | 66/109 [04:41<03:03,  0.23it/s, v_num=6e0e]
Epoch 90:  61%|██████    | 66/109 [04:41<03:03,  0.23it/s, v_num=6e0e]
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Epoch 90:  61%|██████▏   | 67/109 [04:41<02:56,  0.24it/s, v_num=6e0e]
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Epoch 90:  62%|██████▏   | 68/109 [04:46<02:52,  0.24it/s, v_num=6e0e]
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Epoch 90:  63%|██████▎   | 69/109 [04:51<02:49,  0.24it/s, v_num=6e0e]
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Epoch 90:  64%|██████▍   | 70/109 [04:57<02:45,  0.24it/s, v_num=6e0e]
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Epoch 90:  65%|██████▌   | 71/109 [04:58<02:39,  0.24it/s, v_num=6e0e]
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Epoch 90:  66%|██████▌   | 72/109 [05:02<02:35,  0.24it/s, v_num=6e0e]
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Epoch 90:  70%|██████▉   | 76/109 [05:18<02:18,  0.24it/s, v_num=6e0e]
Epoch 90:  71%|███████   | 77/109 [05:26<02:15,  0.24it/s, v_num=6e0e]
Epoch 90:  71%|███████   | 77/109 [05:26<02:15,  0.24it/s, v_num=6e0e]
Epoch 90:  72%|███████▏  | 78/109 [05:32<02:12,  0.23it/s, v_num=6e0e]
Epoch 90:  72%|███████▏  | 78/109 [05:32<02:12,  0.23it/s, v_num=6e0e]
Epoch 90:  72%|███████▏  | 79/109 [05:33<02:06,  0.24it/s, v_num=6e0e]
Epoch 90:  72%|███████▏  | 79/109 [05:33<02:06,  0.24it/s, v_num=6e0e]
Epoch 90:  73%|███████▎  | 80/109 [05:34<02:01,  0.24it/s, v_num=6e0e]
Epoch 90:  73%|███████▎  | 80/109 [05:34<02:01,  0.24it/s, v_num=6e0e]
Epoch 90:  74%|███████▍  | 81/109 [05:45<01:59,  0.23it/s, v_num=6e0e]
Epoch 90:  74%|███████▍  | 81/109 [05:45<01:59,  0.23it/s, v_num=6e0e]
Epoch 90:  75%|███████▌  | 82/109 [05:48<01:54,  0.24it/s, v_num=6e0e]
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Epoch 90:  76%|███████▌  | 83/109 [05:49<01:49,  0.24it/s, v_num=6e0e]
Epoch 90:  76%|███████▌  | 83/109 [05:49<01:49,  0.24it/s, v_num=6e0e]
Epoch 90:  77%|███████▋  | 84/109 [05:50<01:44,  0.24it/s, v_num=6e0e]
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Epoch 90:  78%|███████▊  | 85/109 [06:00<01:41,  0.24it/s, v_num=6e0e]
Epoch 90:  78%|███████▊  | 85/109 [06:00<01:41,  0.24it/s, v_num=6e0e]
Epoch 90:  79%|███████▉  | 86/109 [06:05<01:37,  0.24it/s, v_num=6e0e]
Epoch 90:  79%|███████▉  | 86/109 [06:05<01:37,  0.24it/s, v_num=6e0e]
Epoch 90:  80%|███████▉  | 87/109 [06:06<01:32,  0.24it/s, v_num=6e0e]
Epoch 90:  80%|███████▉  | 87/109 [06:06<01:32,  0.24it/s, v_num=6e0e]
Epoch 90:  81%|████████  | 88/109 [06:07<01:27,  0.24it/s, v_num=6e0e]
Epoch 90:  81%|████████  | 88/109 [06:07<01:27,  0.24it/s, v_num=6e0e]
Epoch 90:  82%|████████▏ | 89/109 [06:17<01:24,  0.24it/s, v_num=6e0e]
Epoch 90:  82%|████████▏ | 89/109 [06:17<01:24,  0.24it/s, v_num=6e0e]
Epoch 90:  83%|████████▎ | 90/109 [06:20<01:20,  0.24it/s, v_num=6e0e]
Epoch 90:  83%|████████▎ | 90/109 [06:20<01:20,  0.24it/s, v_num=6e0e]
Epoch 90:  83%|████████▎ | 91/109 [06:21<01:15,  0.24it/s, v_num=6e0e]
Epoch 90:  83%|████████▎ | 91/109 [06:21<01:15,  0.24it/s, v_num=6e0e]
Epoch 90:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 90:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 90:  85%|████████▌ | 93/109 [06:36<01:08,  0.23it/s, v_num=6e0e]
Epoch 90:  85%|████████▌ | 93/109 [06:36<01:08,  0.23it/s, v_num=6e0e]
Epoch 90:  86%|████████▌ | 94/109 [06:37<01:03,  0.24it/s, v_num=6e0e]
Epoch 90:  86%|████████▌ | 94/109 [06:37<01:03,  0.24it/s, v_num=6e0e]
Epoch 90:  87%|████████▋ | 95/109 [06:37<00:58,  0.24it/s, v_num=6e0e]
Epoch 90:  87%|████████▋ | 95/109 [06:37<00:58,  0.24it/s, v_num=6e0e]
Epoch 90:  88%|████████▊ | 96/109 [06:38<00:54,  0.24it/s, v_num=6e0e]
Epoch 90:  88%|████████▊ | 96/109 [06:38<00:54,  0.24it/s, v_num=6e0e]
Epoch 90:  89%|████████▉ | 97/109 [06:54<00:51,  0.23it/s, v_num=6e0e]
Epoch 90:  89%|████████▉ | 97/109 [06:54<00:51,  0.23it/s, v_num=6e0e]
Epoch 90:  90%|████████▉ | 98/109 [06:55<00:46,  0.24it/s, v_num=6e0e]
Epoch 90:  90%|████████▉ | 98/109 [06:55<00:46,  0.24it/s, v_num=6e0e]
Epoch 90:  91%|█████████ | 99/109 [06:56<00:42,  0.24it/s, v_num=6e0e]
Epoch 90:  91%|█████████ | 99/109 [06:56<00:42,  0.24it/s, v_num=6e0e]
Epoch 90:  92%|█████████▏| 100/109 [06:57<00:37,  0.24it/s, v_num=6e0e]
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Epoch 90:  94%|█████████▎| 102/109 [07:11<00:29,  0.24it/s, v_num=6e0e]
Epoch 90:  94%|█████████▎| 102/109 [07:11<00:29,  0.24it/s, v_num=6e0e]
Epoch 90:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 90:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 90:  95%|█████████▌| 104/109 [07:12<00:20,  0.24it/s, v_num=6e0e]
Epoch 90:  95%|█████████▌| 104/109 [07:12<00:20,  0.24it/s, v_num=6e0e]
Epoch 90:  96%|█████████▋| 105/109 [07:26<00:17,  0.23it/s, v_num=6e0e]
Epoch 90:  96%|█████████▋| 105/109 [07:26<00:17,  0.23it/s, v_num=6e0e]
Epoch 90:  97%|█████████▋| 106/109 [07:27<00:12,  0.24it/s, v_num=6e0e]
Epoch 90:  97%|█████████▋| 106/109 [07:27<00:12,  0.24it/s, v_num=6e0e]
Epoch 90:  98%|█████████▊| 107/109 [07:28<00:08,  0.24it/s, v_num=6e0e]
Epoch 90:  98%|█████████▊| 107/109 [07:28<00:08,  0.24it/s, v_num=6e0e]
Epoch 90:  99%|█████████▉| 108/109 [07:29<00:04,  0.24it/s, v_num=6e0e]
Epoch 90:  99%|█████████▉| 108/109 [07:29<00:04,  0.24it/s, v_num=6e0e]
Epoch 90: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]
Epoch 90: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.99it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.99it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.97it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.99it/s]

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Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.96it/s]

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Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.99it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.99it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.98it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.97it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 90: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 90: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 90:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 91:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 91:   1%|          | 1/109 [00:16<29:53,  0.06it/s, v_num=6e0e]
Epoch 91:   1%|          | 1/109 [00:16<29:53,  0.06it/s, v_num=6e0e]
Epoch 91:   2%|▏         | 2/109 [00:18<16:27,  0.11it/s, v_num=6e0e]
Epoch 91:   2%|▏         | 2/109 [00:18<16:28,  0.11it/s, v_num=6e0e]
Epoch 91:   3%|▎         | 3/109 [00:19<11:20,  0.16it/s, v_num=6e0e]
Epoch 91:   3%|▎         | 3/109 [00:19<11:20,  0.16it/s, v_num=6e0e]
Epoch 91:   4%|▎         | 4/109 [00:20<08:46,  0.20it/s, v_num=6e0e]
Epoch 91:   4%|▎         | 4/109 [00:20<08:46,  0.20it/s, v_num=6e0e]
Epoch 91:   5%|▍         | 5/109 [00:31<11:00,  0.16it/s, v_num=6e0e]
Epoch 91:   5%|▍         | 5/109 [00:31<11:00,  0.16it/s, v_num=6e0e]
Epoch 91:   6%|▌         | 6/109 [00:35<10:06,  0.17it/s, v_num=6e0e]
Epoch 91:   6%|▌         | 6/109 [00:35<10:06,  0.17it/s, v_num=6e0e]
Epoch 91:   6%|▋         | 7/109 [00:36<08:46,  0.19it/s, v_num=6e0e]
Epoch 91:   6%|▋         | 7/109 [00:36<08:46,  0.19it/s, v_num=6e0e]
Epoch 91:   7%|▋         | 8/109 [00:36<07:45,  0.22it/s, v_num=6e0e]
Epoch 91:   7%|▋         | 8/109 [00:36<07:45,  0.22it/s, v_num=6e0e]
Epoch 91:   8%|▊         | 9/109 [00:49<09:09,  0.18it/s, v_num=6e0e]
Epoch 91:   8%|▊         | 9/109 [00:49<09:09,  0.18it/s, v_num=6e0e]
Epoch 91:   9%|▉         | 10/109 [00:52<08:41,  0.19it/s, v_num=6e0e]
Epoch 91:   9%|▉         | 10/109 [00:52<08:41,  0.19it/s, v_num=6e0e]
Epoch 91:  10%|█         | 11/109 [00:53<07:56,  0.21it/s, v_num=6e0e]
Epoch 91:  10%|█         | 11/109 [00:53<07:56,  0.21it/s, v_num=6e0e]
Epoch 91:  11%|█         | 12/109 [00:54<07:18,  0.22it/s, v_num=6e0e]
Epoch 91:  11%|█         | 12/109 [00:54<07:18,  0.22it/s, v_num=6e0e]
Epoch 91:  12%|█▏        | 13/109 [01:04<07:58,  0.20it/s, v_num=6e0e]
Epoch 91:  12%|█▏        | 13/109 [01:04<07:58,  0.20it/s, v_num=6e0e]
Epoch 91:  13%|█▎        | 14/109 [01:08<07:42,  0.21it/s, v_num=6e0e]
Epoch 91:  13%|█▎        | 14/109 [01:08<07:42,  0.21it/s, v_num=6e0e]
Epoch 91:  14%|█▍        | 15/109 [01:08<07:11,  0.22it/s, v_num=6e0e]
Epoch 91:  14%|█▍        | 15/109 [01:08<07:11,  0.22it/s, v_num=6e0e]
Epoch 91:  15%|█▍        | 16/109 [01:09<06:44,  0.23it/s, v_num=6e0e]
Epoch 91:  15%|█▍        | 16/109 [01:09<06:44,  0.23it/s, v_num=6e0e]
Epoch 91:  16%|█▌        | 17/109 [01:21<07:20,  0.21it/s, v_num=6e0e]
Epoch 91:  16%|█▌        | 17/109 [01:21<07:20,  0.21it/s, v_num=6e0e]
Epoch 91:  17%|█▋        | 18/109 [01:24<07:06,  0.21it/s, v_num=6e0e]
Epoch 91:  17%|█▋        | 18/109 [01:24<07:06,  0.21it/s, v_num=6e0e]
Epoch 91:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 91:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 91:  18%|█▊        | 20/109 [01:26<06:22,  0.23it/s, v_num=6e0e]
Epoch 91:  18%|█▊        | 20/109 [01:26<06:22,  0.23it/s, v_num=6e0e]
Epoch 91:  19%|█▉        | 21/109 [01:38<06:51,  0.21it/s, v_num=6e0e]
Epoch 91:  19%|█▉        | 21/109 [01:38<06:51,  0.21it/s, v_num=6e0e]
Epoch 91:  20%|██        | 22/109 [01:40<06:37,  0.22it/s, v_num=6e0e]
Epoch 91:  20%|██        | 22/109 [01:40<06:37,  0.22it/s, v_num=6e0e]
Epoch 91:  21%|██        | 23/109 [01:41<06:18,  0.23it/s, v_num=6e0e]
Epoch 91:  21%|██        | 23/109 [01:41<06:18,  0.23it/s, v_num=6e0e]
Epoch 91:  22%|██▏       | 24/109 [01:42<06:01,  0.24it/s, v_num=6e0e]
Epoch 91:  22%|██▏       | 24/109 [01:42<06:01,  0.24it/s, v_num=6e0e]
Epoch 91:  23%|██▎       | 25/109 [01:57<06:34,  0.21it/s, v_num=6e0e]
Epoch 91:  23%|██▎       | 25/109 [01:57<06:34,  0.21it/s, v_num=6e0e]
Epoch 91:  24%|██▍       | 26/109 [01:58<06:17,  0.22it/s, v_num=6e0e]
Epoch 91:  24%|██▍       | 26/109 [01:58<06:17,  0.22it/s, v_num=6e0e]
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Epoch 91:  25%|██▍       | 27/109 [01:58<06:01,  0.23it/s, v_num=6e0e]
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Epoch 91:  27%|██▋       | 29/109 [02:13<06:09,  0.22it/s, v_num=6e0e]
Epoch 91:  27%|██▋       | 29/109 [02:13<06:09,  0.22it/s, v_num=6e0e]
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Epoch 91:  29%|██▉       | 32/109 [02:16<05:28,  0.23it/s, v_num=6e0e]
Epoch 91:  30%|███       | 33/109 [02:30<05:47,  0.22it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 91: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.93it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.94it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.95it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.96it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.97it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.93it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.91it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 92: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 92: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 92:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 93:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 93:   1%|          | 1/109 [00:18<32:28,  0.06it/s, v_num=6e0e]
Epoch 93:   1%|          | 1/109 [00:18<32:28,  0.06it/s, v_num=6e0e]
Epoch 93:   2%|▏         | 2/109 [00:18<16:48,  0.11it/s, v_num=6e0e]
Epoch 93:   2%|▏         | 2/109 [00:18<16:48,  0.11it/s, v_num=6e0e]
Epoch 93:   3%|▎         | 3/109 [00:19<11:34,  0.15it/s, v_num=6e0e]
Epoch 93:   3%|▎         | 3/109 [00:19<11:34,  0.15it/s, v_num=6e0e]
Epoch 93:   4%|▎         | 4/109 [00:20<08:57,  0.20it/s, v_num=6e0e]
Epoch 93:   4%|▎         | 4/109 [00:20<08:57,  0.20it/s, v_num=6e0e]
Epoch 93:   5%|▍         | 5/109 [00:35<12:12,  0.14it/s, v_num=6e0e]
Epoch 93:   5%|▍         | 5/109 [00:35<12:12,  0.14it/s, v_num=6e0e]
Epoch 93:   6%|▌         | 6/109 [00:36<10:18,  0.17it/s, v_num=6e0e]
Epoch 93:   6%|▌         | 6/109 [00:36<10:18,  0.17it/s, v_num=6e0e]
Epoch 93:   6%|▋         | 7/109 [00:36<08:56,  0.19it/s, v_num=6e0e]
Epoch 93:   6%|▋         | 7/109 [00:36<08:56,  0.19it/s, v_num=6e0e]
Epoch 93:   7%|▋         | 8/109 [00:37<07:54,  0.21it/s, v_num=6e0e]
Epoch 93:   7%|▋         | 8/109 [00:37<07:54,  0.21it/s, v_num=6e0e]
Epoch 93:   8%|▊         | 9/109 [00:50<09:18,  0.18it/s, v_num=6e0e]
Epoch 93:   8%|▊         | 9/109 [00:50<09:18,  0.18it/s, v_num=6e0e]
Epoch 93:   9%|▉         | 10/109 [00:51<08:25,  0.20it/s, v_num=6e0e]
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Epoch 93:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 93:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 93:  11%|█         | 12/109 [00:52<07:05,  0.23it/s, v_num=6e0e]
Epoch 93:  11%|█         | 12/109 [00:52<07:05,  0.23it/s, v_num=6e0e]
Epoch 93:  12%|█▏        | 13/109 [01:06<08:10,  0.20it/s, v_num=6e0e]
Epoch 93:  12%|█▏        | 13/109 [01:06<08:10,  0.20it/s, v_num=6e0e]
Epoch 93:  13%|█▎        | 14/109 [01:07<07:36,  0.21it/s, v_num=6e0e]
Epoch 93:  13%|█▎        | 14/109 [01:07<07:36,  0.21it/s, v_num=6e0e]
Epoch 93:  14%|█▍        | 15/109 [01:08<07:06,  0.22it/s, v_num=6e0e]
Epoch 93:  14%|█▍        | 15/109 [01:08<07:06,  0.22it/s, v_num=6e0e]
Epoch 93:  15%|█▍        | 16/109 [01:08<06:40,  0.23it/s, v_num=6e0e]
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Epoch 93:  16%|█▌        | 17/109 [01:22<07:27,  0.21it/s, v_num=6e0e]
Epoch 93:  16%|█▌        | 17/109 [01:22<07:27,  0.21it/s, v_num=6e0e]
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Epoch 93:  17%|█▋        | 18/109 [01:23<07:01,  0.22it/s, v_num=6e0e]
Epoch 93:  17%|█▋        | 19/109 [01:24<06:39,  0.23it/s, v_num=6e0e]
Epoch 93:  17%|█▋        | 19/109 [01:24<06:39,  0.23it/s, v_num=6e0e]
Epoch 93:  18%|█▊        | 20/109 [01:25<06:18,  0.24it/s, v_num=6e0e]
Epoch 93:  18%|█▊        | 20/109 [01:25<06:18,  0.24it/s, v_num=6e0e]
Epoch 93:  19%|█▉        | 21/109 [01:39<06:57,  0.21it/s, v_num=6e0e]
Epoch 93:  19%|█▉        | 21/109 [01:39<06:57,  0.21it/s, v_num=6e0e]
Epoch 93:  20%|██        | 22/109 [01:40<06:37,  0.22it/s, v_num=6e0e]
Epoch 93:  20%|██        | 22/109 [01:40<06:37,  0.22it/s, v_num=6e0e]
Epoch 93:  21%|██        | 23/109 [01:41<06:18,  0.23it/s, v_num=6e0e]
Epoch 93:  21%|██        | 23/109 [01:41<06:18,  0.23it/s, v_num=6e0e]
Epoch 93:  22%|██▏       | 24/109 [01:41<06:00,  0.24it/s, v_num=6e0e]
Epoch 93:  22%|██▏       | 24/109 [01:41<06:00,  0.24it/s, v_num=6e0e]
Epoch 93:  23%|██▎       | 25/109 [01:57<06:34,  0.21it/s, v_num=6e0e]
Epoch 93:  23%|██▎       | 25/109 [01:57<06:34,  0.21it/s, v_num=6e0e]
Epoch 93:  24%|██▍       | 26/109 [01:58<06:16,  0.22it/s, v_num=6e0e]
Epoch 93:  24%|██▍       | 26/109 [01:58<06:16,  0.22it/s, v_num=6e0e]
Epoch 93:  25%|██▍       | 27/109 [01:58<06:01,  0.23it/s, v_num=6e0e]
Epoch 93:  25%|██▍       | 27/109 [01:58<06:01,  0.23it/s, v_num=6e0e]
Epoch 93:  26%|██▌       | 28/109 [01:59<05:46,  0.23it/s, v_num=6e0e]
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Epoch 93:  27%|██▋       | 29/109 [02:18<06:21,  0.21it/s, v_num=6e0e]
Epoch 93:  27%|██▋       | 29/109 [02:18<06:21,  0.21it/s, v_num=6e0e]
Epoch 93:  28%|██▊       | 30/109 [02:19<06:06,  0.22it/s, v_num=6e0e]
Epoch 93:  28%|██▊       | 30/109 [02:19<06:06,  0.22it/s, v_num=6e0e]
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Epoch 93:  29%|██▉       | 32/109 [02:20<05:38,  0.23it/s, v_num=6e0e]
Epoch 93:  29%|██▉       | 32/109 [02:20<05:38,  0.23it/s, v_num=6e0e]
Epoch 93:  30%|███       | 33/109 [02:33<05:54,  0.21it/s, v_num=6e0e]
Epoch 93:  30%|███       | 33/109 [02:33<05:54,  0.21it/s, v_num=6e0e]
Epoch 93:  31%|███       | 34/109 [02:34<05:41,  0.22it/s, v_num=6e0e]
Epoch 93:  31%|███       | 34/109 [02:34<05:41,  0.22it/s, v_num=6e0e]
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Epoch 93:  76%|███████▌  | 83/109 [05:47<01:48,  0.24it/s, v_num=6e0e]
Epoch 93:  76%|███████▌  | 83/109 [05:47<01:48,  0.24it/s, v_num=6e0e]
Epoch 93:  77%|███████▋  | 84/109 [05:48<01:43,  0.24it/s, v_num=6e0e]
Epoch 93:  77%|███████▋  | 84/109 [05:48<01:43,  0.24it/s, v_num=6e0e]
Epoch 93:  78%|███████▊  | 85/109 [06:02<01:42,  0.23it/s, v_num=6e0e]
Epoch 93:  78%|███████▊  | 85/109 [06:02<01:42,  0.23it/s, v_num=6e0e]
Epoch 93:  79%|███████▉  | 86/109 [06:03<01:37,  0.24it/s, v_num=6e0e]
Epoch 93:  79%|███████▉  | 86/109 [06:03<01:37,  0.24it/s, v_num=6e0e]
Epoch 93:  80%|███████▉  | 87/109 [06:04<01:32,  0.24it/s, v_num=6e0e]
Epoch 93:  80%|███████▉  | 87/109 [06:04<01:32,  0.24it/s, v_num=6e0e]
Epoch 93:  81%|████████  | 88/109 [06:04<01:27,  0.24it/s, v_num=6e0e]
Epoch 93:  81%|████████  | 88/109 [06:04<01:27,  0.24it/s, v_num=6e0e]
Epoch 93:  82%|████████▏ | 89/109 [06:21<01:25,  0.23it/s, v_num=6e0e]
Epoch 93:  82%|████████▏ | 89/109 [06:21<01:25,  0.23it/s, v_num=6e0e]
Epoch 93:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 93:  83%|████████▎ | 90/109 [06:22<01:20,  0.24it/s, v_num=6e0e]
Epoch 93:  83%|████████▎ | 91/109 [06:22<01:15,  0.24it/s, v_num=6e0e]
Epoch 93:  83%|████████▎ | 91/109 [06:22<01:15,  0.24it/s, v_num=6e0e]
Epoch 93:  84%|████████▍ | 92/109 [06:23<01:10,  0.24it/s, v_num=6e0e]
Epoch 93:  84%|████████▍ | 92/109 [06:23<01:10,  0.24it/s, v_num=6e0e]
Epoch 93:  85%|████████▌ | 93/109 [06:36<01:08,  0.23it/s, v_num=6e0e]
Epoch 93:  85%|████████▌ | 93/109 [06:36<01:08,  0.23it/s, v_num=6e0e]
Epoch 93:  86%|████████▌ | 94/109 [06:36<01:03,  0.24it/s, v_num=6e0e]
Epoch 93:  86%|████████▌ | 94/109 [06:36<01:03,  0.24it/s, v_num=6e0e]
Epoch 93:  87%|████████▋ | 95/109 [06:37<00:58,  0.24it/s, v_num=6e0e]
Epoch 93:  87%|████████▋ | 95/109 [06:37<00:58,  0.24it/s, v_num=6e0e]
Epoch 93:  88%|████████▊ | 96/109 [06:38<00:53,  0.24it/s, v_num=6e0e]
Epoch 93:  88%|████████▊ | 96/109 [06:38<00:53,  0.24it/s, v_num=6e0e]
Epoch 93:  89%|████████▉ | 97/109 [06:51<00:50,  0.24it/s, v_num=6e0e]
Epoch 93:  89%|████████▉ | 97/109 [06:51<00:50,  0.24it/s, v_num=6e0e]
Epoch 93:  90%|████████▉ | 98/109 [06:52<00:46,  0.24it/s, v_num=6e0e]
Epoch 93:  90%|████████▉ | 98/109 [06:52<00:46,  0.24it/s, v_num=6e0e]
Epoch 93:  91%|█████████ | 99/109 [06:53<00:41,  0.24it/s, v_num=6e0e]
Epoch 93:  91%|█████████ | 99/109 [06:53<00:41,  0.24it/s, v_num=6e0e]
Epoch 93:  92%|█████████▏| 100/109 [06:54<00:37,  0.24it/s, v_num=6e0e]
Epoch 93:  92%|█████████▏| 100/109 [06:54<00:37,  0.24it/s, v_num=6e0e]
Epoch 93:  93%|█████████▎| 101/109 [07:07<00:33,  0.24it/s, v_num=6e0e]
Epoch 93:  93%|█████████▎| 101/109 [07:07<00:33,  0.24it/s, v_num=6e0e]
Epoch 93:  94%|█████████▎| 102/109 [07:09<00:29,  0.24it/s, v_num=6e0e]
Epoch 93:  94%|█████████▎| 102/109 [07:09<00:29,  0.24it/s, v_num=6e0e]
Epoch 93:  94%|█████████▍| 103/109 [07:10<00:25,  0.24it/s, v_num=6e0e]
Epoch 93:  94%|█████████▍| 103/109 [07:10<00:25,  0.24it/s, v_num=6e0e]
Epoch 93:  95%|█████████▌| 104/109 [07:13<00:20,  0.24it/s, v_num=6e0e]
Epoch 93:  95%|█████████▌| 104/109 [07:13<00:20,  0.24it/s, v_num=6e0e]
Epoch 93:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 93:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 93:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 93:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 93:  98%|█████████▊| 107/109 [07:26<00:08,  0.24it/s, v_num=6e0e]
Epoch 93:  98%|█████████▊| 107/109 [07:26<00:08,  0.24it/s, v_num=6e0e]
Epoch 93:  99%|█████████▉| 108/109 [07:29<00:04,  0.24it/s, v_num=6e0e]
Epoch 93:  99%|█████████▉| 108/109 [07:29<00:04,  0.24it/s, v_num=6e0e]
Epoch 93: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]
Epoch 93: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.15it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.07it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:02<00:10,  1.03it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:03<00:09,  1.05it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:04<00:08,  1.04it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:05<00:07,  1.03it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  1.00it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:07<00:05,  1.01it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:08<00:04,  1.01it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:09<00:03,  1.01it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:10<00:02,  1.00it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.99it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.97it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:13<00:00,  1.01it/s]

                                                                        
Epoch 93: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 93: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 93:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 94:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 94:   1%|          | 1/109 [00:16<29:21,  0.06it/s, v_num=6e0e]
Epoch 94:   1%|          | 1/109 [00:16<29:21,  0.06it/s, v_num=6e0e]
Epoch 94:   2%|▏         | 2/109 [00:17<15:17,  0.12it/s, v_num=6e0e]
Epoch 94:   2%|▏         | 2/109 [00:17<15:17,  0.12it/s, v_num=6e0e]
Epoch 94:   3%|▎         | 3/109 [00:19<11:38,  0.15it/s, v_num=6e0e]
Epoch 94:   3%|▎         | 3/109 [00:19<11:38,  0.15it/s, v_num=6e0e]
Epoch 94:   4%|▎         | 4/109 [00:20<09:00,  0.19it/s, v_num=6e0e]
Epoch 94:   4%|▎         | 4/109 [00:20<09:00,  0.19it/s, v_num=6e0e]
Epoch 94:   5%|▍         | 5/109 [00:33<11:30,  0.15it/s, v_num=6e0e]
Epoch 94:   5%|▍         | 5/109 [00:33<11:30,  0.15it/s, v_num=6e0e]
Epoch 94:   6%|▌         | 6/109 [00:33<09:43,  0.18it/s, v_num=6e0e]
Epoch 94:   6%|▌         | 6/109 [00:33<09:43,  0.18it/s, v_num=6e0e]
Epoch 94:   6%|▋         | 7/109 [00:36<08:54,  0.19it/s, v_num=6e0e]
Epoch 94:   6%|▋         | 7/109 [00:36<08:54,  0.19it/s, v_num=6e0e]
Epoch 94:   7%|▋         | 8/109 [00:37<07:53,  0.21it/s, v_num=6e0e]
Epoch 94:   7%|▋         | 8/109 [00:37<07:53,  0.21it/s, v_num=6e0e]
Epoch 94:   8%|▊         | 9/109 [00:49<09:05,  0.18it/s, v_num=6e0e]
Epoch 94:   8%|▊         | 9/109 [00:49<09:05,  0.18it/s, v_num=6e0e]
Epoch 94:   9%|▉         | 10/109 [00:49<08:13,  0.20it/s, v_num=6e0e]
Epoch 94:   9%|▉         | 10/109 [00:49<08:13,  0.20it/s, v_num=6e0e]
Epoch 94:  10%|█         | 11/109 [00:53<07:53,  0.21it/s, v_num=6e0e]
Epoch 94:  10%|█         | 11/109 [00:53<07:53,  0.21it/s, v_num=6e0e]
Epoch 94:  11%|█         | 12/109 [00:53<07:16,  0.22it/s, v_num=6e0e]
Epoch 94:  11%|█         | 12/109 [00:53<07:16,  0.22it/s, v_num=6e0e]
Epoch 94:  12%|█▏        | 13/109 [01:05<08:07,  0.20it/s, v_num=6e0e]
Epoch 94:  12%|█▏        | 13/109 [01:05<08:07,  0.20it/s, v_num=6e0e]
Epoch 94:  13%|█▎        | 14/109 [01:06<07:33,  0.21it/s, v_num=6e0e]
Epoch 94:  13%|█▎        | 14/109 [01:06<07:33,  0.21it/s, v_num=6e0e]
Epoch 94:  14%|█▍        | 15/109 [01:10<07:23,  0.21it/s, v_num=6e0e]
Epoch 94:  14%|█▍        | 15/109 [01:10<07:23,  0.21it/s, v_num=6e0e]
Epoch 94:  15%|█▍        | 16/109 [01:11<06:56,  0.22it/s, v_num=6e0e]
Epoch 94:  15%|█▍        | 16/109 [01:11<06:56,  0.22it/s, v_num=6e0e]
Epoch 94:  16%|█▌        | 17/109 [01:22<07:27,  0.21it/s, v_num=6e0e]
Epoch 94:  16%|█▌        | 17/109 [01:22<07:27,  0.21it/s, v_num=6e0e]
Epoch 94:  17%|█▋        | 18/109 [01:23<07:02,  0.22it/s, v_num=6e0e]
Epoch 94:  17%|█▋        | 18/109 [01:23<07:02,  0.22it/s, v_num=6e0e]
Epoch 94:  17%|█▋        | 19/109 [01:26<06:47,  0.22it/s, v_num=6e0e]
Epoch 94:  17%|█▋        | 19/109 [01:26<06:47,  0.22it/s, v_num=6e0e]
Epoch 94:  18%|█▊        | 20/109 [01:26<06:26,  0.23it/s, v_num=6e0e]
Epoch 94:  18%|█▊        | 20/109 [01:26<06:26,  0.23it/s, v_num=6e0e]
Epoch 94:  19%|█▉        | 21/109 [01:39<06:58,  0.21it/s, v_num=6e0e]
Epoch 94:  19%|█▉        | 21/109 [01:39<06:58,  0.21it/s, v_num=6e0e]
Epoch 94:  20%|██        | 22/109 [01:40<06:38,  0.22it/s, v_num=6e0e]
Epoch 94:  20%|██        | 22/109 [01:40<06:38,  0.22it/s, v_num=6e0e]
Epoch 94:  21%|██        | 23/109 [01:41<06:20,  0.23it/s, v_num=6e0e]
Epoch 94:  21%|██        | 23/109 [01:41<06:20,  0.23it/s, v_num=6e0e]
Epoch 94:  22%|██▏       | 24/109 [01:42<06:03,  0.23it/s, v_num=6e0e]
Epoch 94:  22%|██▏       | 24/109 [01:42<06:03,  0.23it/s, v_num=6e0e]
Epoch 94:  23%|██▎       | 25/109 [01:56<06:32,  0.21it/s, v_num=6e0e]
Epoch 94:  23%|██▎       | 25/109 [01:56<06:32,  0.21it/s, v_num=6e0e]
Epoch 94:  24%|██▍       | 26/109 [01:57<06:15,  0.22it/s, v_num=6e0e]
Epoch 94:  24%|██▍       | 26/109 [01:57<06:15,  0.22it/s, v_num=6e0e]
Epoch 94:  25%|██▍       | 27/109 [01:59<06:01,  0.23it/s, v_num=6e0e]
Epoch 94:  25%|██▍       | 27/109 [01:59<06:01,  0.23it/s, v_num=6e0e]
Epoch 94:  26%|██▌       | 28/109 [01:59<05:47,  0.23it/s, v_num=6e0e]
Epoch 94:  26%|██▌       | 28/109 [01:59<05:47,  0.23it/s, v_num=6e0e]
Epoch 94:  27%|██▋       | 29/109 [02:12<06:06,  0.22it/s, v_num=6e0e]
Epoch 94:  27%|██▋       | 29/109 [02:12<06:06,  0.22it/s, v_num=6e0e]
Epoch 94:  28%|██▊       | 30/109 [02:13<05:51,  0.22it/s, v_num=6e0e]
Epoch 94:  28%|██▊       | 30/109 [02:13<05:51,  0.22it/s, v_num=6e0e]
Epoch 94:  28%|██▊       | 31/109 [02:15<05:39,  0.23it/s, v_num=6e0e]
Epoch 94:  28%|██▊       | 31/109 [02:15<05:39,  0.23it/s, v_num=6e0e]
Epoch 94:  29%|██▉       | 32/109 [02:16<05:28,  0.23it/s, v_num=6e0e]
Epoch 94:  29%|██▉       | 32/109 [02:16<05:28,  0.23it/s, v_num=6e0e]
Epoch 94:  30%|███       | 33/109 [02:29<05:43,  0.22it/s, v_num=6e0e]
Epoch 94:  30%|███       | 33/109 [02:29<05:43,  0.22it/s, v_num=6e0e]
Epoch 94:  31%|███       | 34/109 [02:30<05:32,  0.23it/s, v_num=6e0e]
Epoch 94:  31%|███       | 34/109 [02:30<05:32,  0.23it/s, v_num=6e0e]
Epoch 94:  32%|███▏      | 35/109 [02:31<05:20,  0.23it/s, v_num=6e0e]
Epoch 94:  32%|███▏      | 35/109 [02:31<05:20,  0.23it/s, v_num=6e0e]
Epoch 94:  33%|███▎      | 36/109 [02:34<05:13,  0.23it/s, v_num=6e0e]
Epoch 94:  33%|███▎      | 36/109 [02:34<05:13,  0.23it/s, v_num=6e0e]
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Epoch 94:  34%|███▍      | 37/109 [02:46<05:24,  0.22it/s, v_num=6e0e]
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Epoch 94:  37%|███▋      | 40/109 [02:49<04:52,  0.24it/s, v_num=6e0e]
Epoch 94:  38%|███▊      | 41/109 [03:03<05:05,  0.22it/s, v_num=6e0e]
Epoch 94:  38%|███▊      | 41/109 [03:03<05:05,  0.22it/s, v_num=6e0e]
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Epoch 94:  39%|███▊      | 42/109 [03:05<04:56,  0.23it/s, v_num=6e0e]
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Epoch 94:  40%|████      | 44/109 [03:07<04:37,  0.23it/s, v_num=6e0e]
Epoch 94:  41%|████▏     | 45/109 [03:21<04:46,  0.22it/s, v_num=6e0e]
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Epoch 94:  42%|████▏     | 46/109 [03:24<04:39,  0.23it/s, v_num=6e0e]
Epoch 94:  42%|████▏     | 46/109 [03:24<04:39,  0.23it/s, v_num=6e0e]
Epoch 94:  43%|████▎     | 47/109 [03:25<04:30,  0.23it/s, v_num=6e0e]
Epoch 94:  43%|████▎     | 47/109 [03:25<04:30,  0.23it/s, v_num=6e0e]
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Epoch 94:  44%|████▍     | 48/109 [03:25<04:21,  0.23it/s, v_num=6e0e]
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Epoch 94:  47%|████▋     | 51/109 [03:42<04:12,  0.23it/s, v_num=6e0e]
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Epoch 94:  49%|████▊     | 53/109 [03:51<04:05,  0.23it/s, v_num=6e0e]
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Epoch 94:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
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Epoch 94:  88%|████████▊ | 96/109 [06:47<00:55,  0.24it/s, v_num=6e0e]
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Epoch 94: 100%|██████████| 109/109 [07:39<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.14it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.05it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 94: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 94: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 94:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 95:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 95:   2%|▏         | 2/109 [00:19<17:26,  0.10it/s, v_num=6e0e]
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Epoch 95:   3%|▎         | 3/109 [00:20<11:58,  0.15it/s, v_num=6e0e]
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Epoch 95:   6%|▌         | 6/109 [00:37<10:51,  0.16it/s, v_num=6e0e]
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Epoch 95:   6%|▋         | 7/109 [00:38<09:24,  0.18it/s, v_num=6e0e]
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Epoch 95:  11%|█         | 12/109 [00:55<07:28,  0.22it/s, v_num=6e0e]
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Epoch 95:  12%|█▏        | 13/109 [01:07<08:18,  0.19it/s, v_num=6e0e]
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Epoch 95:  14%|█▍        | 15/109 [01:11<07:27,  0.21it/s, v_num=6e0e]
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Epoch 95:  18%|█▊        | 20/109 [01:28<06:34,  0.23it/s, v_num=6e0e]
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Epoch 95:  20%|██        | 22/109 [01:44<06:51,  0.21it/s, v_num=6e0e]
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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 95: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 95: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 95:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 96:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 96:   1%|          | 1/109 [00:18<32:24,  0.06it/s, v_num=6e0e]
Epoch 96:   1%|          | 1/109 [00:18<32:24,  0.06it/s, v_num=6e0e]
Epoch 96:   2%|▏         | 2/109 [00:18<16:45,  0.11it/s, v_num=6e0e]
Epoch 96:   2%|▏         | 2/109 [00:18<16:45,  0.11it/s, v_num=6e0e]
Epoch 96:   3%|▎         | 3/109 [00:19<11:32,  0.15it/s, v_num=6e0e]
Epoch 96:   3%|▎         | 3/109 [00:19<11:32,  0.15it/s, v_num=6e0e]
Epoch 96:   4%|▎         | 4/109 [00:20<08:55,  0.20it/s, v_num=6e0e]
Epoch 96:   4%|▎         | 4/109 [00:20<08:55,  0.20it/s, v_num=6e0e]
Epoch 96:   5%|▍         | 5/109 [00:34<11:50,  0.15it/s, v_num=6e0e]
Epoch 96:   5%|▍         | 5/109 [00:34<11:50,  0.15it/s, v_num=6e0e]
Epoch 96:   6%|▌         | 6/109 [00:34<09:59,  0.17it/s, v_num=6e0e]
Epoch 96:   6%|▌         | 6/109 [00:34<09:59,  0.17it/s, v_num=6e0e]
Epoch 96:   6%|▋         | 7/109 [00:35<08:41,  0.20it/s, v_num=6e0e]
Epoch 96:   6%|▋         | 7/109 [00:35<08:41,  0.20it/s, v_num=6e0e]
Epoch 96:   7%|▋         | 8/109 [00:36<07:41,  0.22it/s, v_num=6e0e]
Epoch 96:   7%|▋         | 8/109 [00:36<07:41,  0.22it/s, v_num=6e0e]
Epoch 96:   8%|▊         | 9/109 [00:48<09:01,  0.18it/s, v_num=6e0e]
Epoch 96:   8%|▊         | 9/109 [00:48<09:01,  0.18it/s, v_num=6e0e]
Epoch 96:   9%|▉         | 10/109 [00:49<08:09,  0.20it/s, v_num=6e0e]
Epoch 96:   9%|▉         | 10/109 [00:49<08:09,  0.20it/s, v_num=6e0e]
Epoch 96:  10%|█         | 11/109 [00:50<07:27,  0.22it/s, v_num=6e0e]
Epoch 96:  10%|█         | 11/109 [00:50<07:27,  0.22it/s, v_num=6e0e]
Epoch 96:  11%|█         | 12/109 [00:52<07:01,  0.23it/s, v_num=6e0e]
Epoch 96:  11%|█         | 12/109 [00:52<07:01,  0.23it/s, v_num=6e0e]
Epoch 96:  12%|█▏        | 13/109 [01:06<08:13,  0.19it/s, v_num=6e0e]
Epoch 96:  12%|█▏        | 13/109 [01:06<08:13,  0.19it/s, v_num=6e0e]
Epoch 96:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 96:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 96:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 96:  14%|█▍        | 15/109 [01:08<07:09,  0.22it/s, v_num=6e0e]
Epoch 96:  15%|█▍        | 16/109 [01:09<06:42,  0.23it/s, v_num=6e0e]
Epoch 96:  15%|█▍        | 16/109 [01:09<06:42,  0.23it/s, v_num=6e0e]
Epoch 96:  16%|█▌        | 17/109 [01:24<07:36,  0.20it/s, v_num=6e0e]
Epoch 96:  16%|█▌        | 17/109 [01:24<07:36,  0.20it/s, v_num=6e0e]
Epoch 96:  17%|█▋        | 18/109 [01:25<07:10,  0.21it/s, v_num=6e0e]
Epoch 96:  17%|█▋        | 18/109 [01:25<07:10,  0.21it/s, v_num=6e0e]
Epoch 96:  17%|█▋        | 19/109 [01:25<06:47,  0.22it/s, v_num=6e0e]
Epoch 96:  17%|█▋        | 19/109 [01:25<06:47,  0.22it/s, v_num=6e0e]
Epoch 96:  18%|█▊        | 20/109 [01:26<06:25,  0.23it/s, v_num=6e0e]
Epoch 96:  18%|█▊        | 20/109 [01:26<06:25,  0.23it/s, v_num=6e0e]
Epoch 96:  19%|█▉        | 21/109 [01:41<07:05,  0.21it/s, v_num=6e0e]
Epoch 96:  19%|█▉        | 21/109 [01:41<07:05,  0.21it/s, v_num=6e0e]
Epoch 96:  20%|██        | 22/109 [01:42<06:44,  0.21it/s, v_num=6e0e]
Epoch 96:  20%|██        | 22/109 [01:42<06:44,  0.21it/s, v_num=6e0e]
Epoch 96:  21%|██        | 23/109 [01:43<06:25,  0.22it/s, v_num=6e0e]
Epoch 96:  21%|██        | 23/109 [01:43<06:25,  0.22it/s, v_num=6e0e]
Epoch 96:  22%|██▏       | 24/109 [01:44<06:08,  0.23it/s, v_num=6e0e]
Epoch 96:  22%|██▏       | 24/109 [01:44<06:08,  0.23it/s, v_num=6e0e]
Epoch 96:  23%|██▎       | 25/109 [01:58<06:39,  0.21it/s, v_num=6e0e]
Epoch 96:  23%|██▎       | 25/109 [01:58<06:39,  0.21it/s, v_num=6e0e]
Epoch 96:  24%|██▍       | 26/109 [01:59<06:21,  0.22it/s, v_num=6e0e]
Epoch 96:  24%|██▍       | 26/109 [01:59<06:21,  0.22it/s, v_num=6e0e]
Epoch 96:  25%|██▍       | 27/109 [02:00<06:05,  0.22it/s, v_num=6e0e]
Epoch 96:  25%|██▍       | 27/109 [02:00<06:05,  0.22it/s, v_num=6e0e]
Epoch 96:  26%|██▌       | 28/109 [02:01<05:50,  0.23it/s, v_num=6e0e]
Epoch 96:  26%|██▌       | 28/109 [02:01<05:50,  0.23it/s, v_num=6e0e]
Epoch 96:  27%|██▋       | 29/109 [02:13<06:07,  0.22it/s, v_num=6e0e]
Epoch 96:  27%|██▋       | 29/109 [02:13<06:07,  0.22it/s, v_num=6e0e]
Epoch 96:  28%|██▊       | 30/109 [02:14<05:53,  0.22it/s, v_num=6e0e]
Epoch 96:  28%|██▊       | 30/109 [02:14<05:53,  0.22it/s, v_num=6e0e]
Epoch 96:  28%|██▊       | 31/109 [02:15<05:39,  0.23it/s, v_num=6e0e]
Epoch 96:  28%|██▊       | 31/109 [02:15<05:39,  0.23it/s, v_num=6e0e]
Epoch 96:  29%|██▉       | 32/109 [02:15<05:26,  0.24it/s, v_num=6e0e]
Epoch 96:  29%|██▉       | 32/109 [02:15<05:26,  0.24it/s, v_num=6e0e]
Epoch 96:  30%|███       | 33/109 [02:31<05:49,  0.22it/s, v_num=6e0e]
Epoch 96:  30%|███       | 33/109 [02:31<05:49,  0.22it/s, v_num=6e0e]
Epoch 96:  31%|███       | 34/109 [02:32<05:36,  0.22it/s, v_num=6e0e]
Epoch 96:  31%|███       | 34/109 [02:32<05:36,  0.22it/s, v_num=6e0e]
Epoch 96:  32%|███▏      | 35/109 [02:33<05:23,  0.23it/s, v_num=6e0e]
Epoch 96:  32%|███▏      | 35/109 [02:33<05:23,  0.23it/s, v_num=6e0e]
Epoch 96:  33%|███▎      | 36/109 [02:33<05:11,  0.23it/s, v_num=6e0e]
Epoch 96:  33%|███▎      | 36/109 [02:33<05:11,  0.23it/s, v_num=6e0e]
Epoch 96:  34%|███▍      | 37/109 [02:49<05:29,  0.22it/s, v_num=6e0e]
Epoch 96:  34%|███▍      | 37/109 [02:49<05:29,  0.22it/s, v_num=6e0e]
Epoch 96:  35%|███▍      | 38/109 [02:50<05:18,  0.22it/s, v_num=6e0e]
Epoch 96:  35%|███▍      | 38/109 [02:50<05:18,  0.22it/s, v_num=6e0e]
Epoch 96:  36%|███▌      | 39/109 [02:51<05:08,  0.23it/s, v_num=6e0e]
Epoch 96:  36%|███▌      | 39/109 [02:51<05:08,  0.23it/s, v_num=6e0e]
Epoch 96:  37%|███▋      | 40/109 [02:52<04:57,  0.23it/s, v_num=6e0e]
Epoch 96:  37%|███▋      | 40/109 [02:52<04:57,  0.23it/s, v_num=6e0e]
Epoch 96:  38%|███▊      | 41/109 [03:07<05:11,  0.22it/s, v_num=6e0e]
Epoch 96:  38%|███▊      | 41/109 [03:07<05:11,  0.22it/s, v_num=6e0e]
Epoch 96:  39%|███▊      | 42/109 [03:08<05:01,  0.22it/s, v_num=6e0e]
Epoch 96:  39%|███▊      | 42/109 [03:08<05:01,  0.22it/s, v_num=6e0e]
Epoch 96:  39%|███▉      | 43/109 [03:09<04:51,  0.23it/s, v_num=6e0e]
Epoch 96:  39%|███▉      | 43/109 [03:09<04:51,  0.23it/s, v_num=6e0e]
Epoch 96:  40%|████      | 44/109 [03:10<04:41,  0.23it/s, v_num=6e0e]
Epoch 96:  40%|████      | 44/109 [03:10<04:41,  0.23it/s, v_num=6e0e]
Epoch 96:  41%|████▏     | 45/109 [03:25<04:51,  0.22it/s, v_num=6e0e]
Epoch 96:  41%|████▏     | 45/109 [03:25<04:51,  0.22it/s, v_num=6e0e]
Epoch 96:  42%|████▏     | 46/109 [03:25<04:41,  0.22it/s, v_num=6e0e]
Epoch 96:  42%|████▏     | 46/109 [03:25<04:41,  0.22it/s, v_num=6e0e]
Epoch 96:  43%|████▎     | 47/109 [03:26<04:32,  0.23it/s, v_num=6e0e]
Epoch 96:  43%|████▎     | 47/109 [03:26<04:32,  0.23it/s, v_num=6e0e]
Epoch 96:  44%|████▍     | 48/109 [03:27<04:23,  0.23it/s, v_num=6e0e]
Epoch 96:  44%|████▍     | 48/109 [03:27<04:23,  0.23it/s, v_num=6e0e]
Epoch 96:  45%|████▍     | 49/109 [03:42<04:32,  0.22it/s, v_num=6e0e]
Epoch 96:  45%|████▍     | 49/109 [03:42<04:32,  0.22it/s, v_num=6e0e]
Epoch 96:  46%|████▌     | 50/109 [03:43<04:23,  0.22it/s, v_num=6e0e]
Epoch 96:  46%|████▌     | 50/109 [03:43<04:23,  0.22it/s, v_num=6e0e]
Epoch 96:  47%|████▋     | 51/109 [03:44<04:14,  0.23it/s, v_num=6e0e]
Epoch 96:  47%|████▋     | 51/109 [03:44<04:14,  0.23it/s, v_num=6e0e]
Epoch 96:  48%|████▊     | 52/109 [03:44<04:06,  0.23it/s, v_num=6e0e]
Epoch 96:  48%|████▊     | 52/109 [03:44<04:06,  0.23it/s, v_num=6e0e]
Epoch 96:  49%|████▊     | 53/109 [03:57<04:11,  0.22it/s, v_num=6e0e]
Epoch 96:  49%|████▊     | 53/109 [03:57<04:11,  0.22it/s, v_num=6e0e]
Epoch 96:  50%|████▉     | 54/109 [03:58<04:03,  0.23it/s, v_num=6e0e]
Epoch 96:  50%|████▉     | 54/109 [03:58<04:03,  0.23it/s, v_num=6e0e]
Epoch 96:  50%|█████     | 55/109 [03:59<03:55,  0.23it/s, v_num=6e0e]
Epoch 96:  50%|█████     | 55/109 [03:59<03:55,  0.23it/s, v_num=6e0e]
Epoch 96:  51%|█████▏    | 56/109 [04:00<03:47,  0.23it/s, v_num=6e0e]
Epoch 96:  51%|█████▏    | 56/109 [04:00<03:47,  0.23it/s, v_num=6e0e]
Epoch 96:  52%|█████▏    | 57/109 [04:13<03:50,  0.23it/s, v_num=6e0e]
Epoch 96:  52%|█████▏    | 57/109 [04:13<03:50,  0.23it/s, v_num=6e0e]
Epoch 96:  53%|█████▎    | 58/109 [04:13<03:43,  0.23it/s, v_num=6e0e]
Epoch 96:  53%|█████▎    | 58/109 [04:13<03:43,  0.23it/s, v_num=6e0e]
Epoch 96:  54%|█████▍    | 59/109 [04:16<03:37,  0.23it/s, v_num=6e0e]
Epoch 96:  54%|█████▍    | 59/109 [04:16<03:37,  0.23it/s, v_num=6e0e]
Epoch 96:  55%|█████▌    | 60/109 [04:17<03:30,  0.23it/s, v_num=6e0e]
Epoch 96:  55%|█████▌    | 60/109 [04:17<03:30,  0.23it/s, v_num=6e0e]
Epoch 96:  56%|█████▌    | 61/109 [04:30<03:32,  0.23it/s, v_num=6e0e]
Epoch 96:  56%|█████▌    | 61/109 [04:30<03:32,  0.23it/s, v_num=6e0e]
Epoch 96:  57%|█████▋    | 62/109 [04:30<03:25,  0.23it/s, v_num=6e0e]
Epoch 96:  57%|█████▋    | 62/109 [04:30<03:25,  0.23it/s, v_num=6e0e]
Epoch 96:  58%|█████▊    | 63/109 [04:33<03:19,  0.23it/s, v_num=6e0e]
Epoch 96:  58%|█████▊    | 63/109 [04:33<03:19,  0.23it/s, v_num=6e0e]
Epoch 96:  59%|█████▊    | 64/109 [04:33<03:12,  0.23it/s, v_num=6e0e]
Epoch 96:  59%|█████▊    | 64/109 [04:33<03:12,  0.23it/s, v_num=6e0e]
Epoch 96:  60%|█████▉    | 65/109 [04:46<03:14,  0.23it/s, v_num=6e0e]
Epoch 96:  60%|█████▉    | 65/109 [04:46<03:14,  0.23it/s, v_num=6e0e]
Epoch 96:  61%|██████    | 66/109 [04:47<03:07,  0.23it/s, v_num=6e0e]
Epoch 96:  61%|██████    | 66/109 [04:47<03:07,  0.23it/s, v_num=6e0e]
Epoch 96:  61%|██████▏   | 67/109 [04:50<03:02,  0.23it/s, v_num=6e0e]
Epoch 96:  61%|██████▏   | 67/109 [04:50<03:02,  0.23it/s, v_num=6e0e]
Epoch 96:  62%|██████▏   | 68/109 [04:51<02:55,  0.23it/s, v_num=6e0e]
Epoch 96:  62%|██████▏   | 68/109 [04:51<02:55,  0.23it/s, v_num=6e0e]
Epoch 96:  63%|██████▎   | 69/109 [05:02<02:55,  0.23it/s, v_num=6e0e]
Epoch 96:  63%|██████▎   | 69/109 [05:02<02:55,  0.23it/s, v_num=6e0e]
Epoch 96:  64%|██████▍   | 70/109 [05:03<02:48,  0.23it/s, v_num=6e0e]
Epoch 96:  64%|██████▍   | 70/109 [05:03<02:48,  0.23it/s, v_num=6e0e]
Epoch 96:  65%|██████▌   | 71/109 [05:06<02:44,  0.23it/s, v_num=6e0e]
Epoch 96:  65%|██████▌   | 71/109 [05:06<02:44,  0.23it/s, v_num=6e0e]
Epoch 96:  66%|██████▌   | 72/109 [05:07<02:37,  0.23it/s, v_num=6e0e]
Epoch 96:  66%|██████▌   | 72/109 [05:07<02:37,  0.23it/s, v_num=6e0e]
Epoch 96:  67%|██████▋   | 73/109 [05:18<02:37,  0.23it/s, v_num=6e0e]
Epoch 96:  67%|██████▋   | 73/109 [05:18<02:37,  0.23it/s, v_num=6e0e]
Epoch 96:  68%|██████▊   | 74/109 [05:19<02:31,  0.23it/s, v_num=6e0e]
Epoch 96:  68%|██████▊   | 74/109 [05:19<02:31,  0.23it/s, v_num=6e0e]
Epoch 96:  69%|██████▉   | 75/109 [05:22<02:26,  0.23it/s, v_num=6e0e]
Epoch 96:  69%|██████▉   | 75/109 [05:22<02:26,  0.23it/s, v_num=6e0e]
Epoch 96:  70%|██████▉   | 76/109 [05:23<02:20,  0.24it/s, v_num=6e0e]
Epoch 96:  70%|██████▉   | 76/109 [05:23<02:20,  0.24it/s, v_num=6e0e]
Epoch 96:  71%|███████   | 77/109 [05:35<02:19,  0.23it/s, v_num=6e0e]
Epoch 96:  71%|███████   | 77/109 [05:35<02:19,  0.23it/s, v_num=6e0e]
Epoch 96:  72%|███████▏  | 78/109 [05:35<02:13,  0.23it/s, v_num=6e0e]
Epoch 96:  72%|███████▏  | 78/109 [05:35<02:13,  0.23it/s, v_num=6e0e]
Epoch 96:  72%|███████▏  | 79/109 [05:39<02:08,  0.23it/s, v_num=6e0e]
Epoch 96:  72%|███████▏  | 79/109 [05:39<02:08,  0.23it/s, v_num=6e0e]
Epoch 96:  73%|███████▎  | 80/109 [05:39<02:03,  0.24it/s, v_num=6e0e]
Epoch 96:  73%|███████▎  | 80/109 [05:39<02:03,  0.24it/s, v_num=6e0e]
Epoch 96:  74%|███████▍  | 81/109 [05:51<02:01,  0.23it/s, v_num=6e0e]
Epoch 96:  74%|███████▍  | 81/109 [05:51<02:01,  0.23it/s, v_num=6e0e]
Epoch 96:  75%|███████▌  | 82/109 [05:52<01:55,  0.23it/s, v_num=6e0e]
Epoch 96:  75%|███████▌  | 82/109 [05:52<01:55,  0.23it/s, v_num=6e0e]
Epoch 96:  76%|███████▌  | 83/109 [05:55<01:51,  0.23it/s, v_num=6e0e]
Epoch 96:  76%|███████▌  | 83/109 [05:55<01:51,  0.23it/s, v_num=6e0e]
Epoch 96:  77%|███████▋  | 84/109 [05:55<01:45,  0.24it/s, v_num=6e0e]
Epoch 96:  77%|███████▋  | 84/109 [05:55<01:45,  0.24it/s, v_num=6e0e]
Epoch 96:  78%|███████▊  | 85/109 [06:07<01:43,  0.23it/s, v_num=6e0e]
Epoch 96:  78%|███████▊  | 85/109 [06:07<01:43,  0.23it/s, v_num=6e0e]
Epoch 96:  79%|███████▉  | 86/109 [06:08<01:38,  0.23it/s, v_num=6e0e]
Epoch 96:  79%|███████▉  | 86/109 [06:08<01:38,  0.23it/s, v_num=6e0e]
Epoch 96:  80%|███████▉  | 87/109 [06:11<01:33,  0.23it/s, v_num=6e0e]
Epoch 96:  80%|███████▉  | 87/109 [06:11<01:33,  0.23it/s, v_num=6e0e]
Epoch 96:  81%|████████  | 88/109 [06:11<01:28,  0.24it/s, v_num=6e0e]
Epoch 96:  81%|████████  | 88/109 [06:11<01:28,  0.24it/s, v_num=6e0e]
Epoch 96:  82%|████████▏ | 89/109 [06:24<01:26,  0.23it/s, v_num=6e0e]
Epoch 96:  82%|████████▏ | 89/109 [06:24<01:26,  0.23it/s, v_num=6e0e]
Epoch 96:  83%|████████▎ | 90/109 [06:25<01:21,  0.23it/s, v_num=6e0e]
Epoch 96:  83%|████████▎ | 90/109 [06:25<01:21,  0.23it/s, v_num=6e0e]
Epoch 96:  83%|████████▎ | 91/109 [06:28<01:16,  0.23it/s, v_num=6e0e]
Epoch 96:  83%|████████▎ | 91/109 [06:28<01:16,  0.23it/s, v_num=6e0e]
Epoch 96:  84%|████████▍ | 92/109 [06:29<01:11,  0.24it/s, v_num=6e0e]
Epoch 96:  84%|████████▍ | 92/109 [06:29<01:11,  0.24it/s, v_num=6e0e]
Epoch 96:  85%|████████▌ | 93/109 [06:39<01:08,  0.23it/s, v_num=6e0e]
Epoch 96:  85%|████████▌ | 93/109 [06:39<01:08,  0.23it/s, v_num=6e0e]
Epoch 96:  86%|████████▌ | 94/109 [06:40<01:03,  0.23it/s, v_num=6e0e]
Epoch 96:  86%|████████▌ | 94/109 [06:40<01:03,  0.23it/s, v_num=6e0e]
Epoch 96:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 96:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 96:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
Epoch 96:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
Epoch 96:  89%|████████▉ | 97/109 [06:55<00:51,  0.23it/s, v_num=6e0e]
Epoch 96:  89%|████████▉ | 97/109 [06:55<00:51,  0.23it/s, v_num=6e0e]
Epoch 96:  90%|████████▉ | 98/109 [06:56<00:46,  0.24it/s, v_num=6e0e]
Epoch 96:  90%|████████▉ | 98/109 [06:56<00:46,  0.24it/s, v_num=6e0e]
Epoch 96:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 96:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 96:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
Epoch 96:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
Epoch 96:  93%|█████████▎| 101/109 [07:13<00:34,  0.23it/s, v_num=6e0e]
Epoch 96:  93%|█████████▎| 101/109 [07:13<00:34,  0.23it/s, v_num=6e0e]
Epoch 96:  94%|█████████▎| 102/109 [07:14<00:29,  0.24it/s, v_num=6e0e]
Epoch 96:  94%|█████████▎| 102/109 [07:14<00:29,  0.24it/s, v_num=6e0e]
Epoch 96:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 96:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 96:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 96:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 96:  96%|█████████▋| 105/109 [07:29<00:17,  0.23it/s, v_num=6e0e]
Epoch 96:  96%|█████████▋| 105/109 [07:29<00:17,  0.23it/s, v_num=6e0e]
Epoch 96:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 96:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 96:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 96:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 96:  99%|█████████▉| 108/109 [07:31<00:04,  0.24it/s, v_num=6e0e]
Epoch 96:  99%|█████████▉| 108/109 [07:31<00:04,  0.24it/s, v_num=6e0e]
Epoch 96: 100%|██████████| 109/109 [07:43<00:00,  0.24it/s, v_num=6e0e]
Epoch 96: 100%|██████████| 109/109 [07:43<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.89it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:13,  0.84it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.88it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.89it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.90it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.89it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.91it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.92it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.93it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.92it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 96: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 96: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 96:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 97:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 97:   1%|          | 1/109 [00:16<29:38,  0.06it/s, v_num=6e0e]
Epoch 97:   1%|          | 1/109 [00:16<29:38,  0.06it/s, v_num=6e0e]
Epoch 97:   2%|▏         | 2/109 [00:18<16:12,  0.11it/s, v_num=6e0e]
Epoch 97:   2%|▏         | 2/109 [00:18<16:12,  0.11it/s, v_num=6e0e]
Epoch 97:   3%|▎         | 3/109 [00:18<11:10,  0.16it/s, v_num=6e0e]
Epoch 97:   3%|▎         | 3/109 [00:18<11:10,  0.16it/s, v_num=6e0e]
Epoch 97:   4%|▎         | 4/109 [00:19<08:39,  0.20it/s, v_num=6e0e]
Epoch 97:   4%|▎         | 4/109 [00:19<08:39,  0.20it/s, v_num=6e0e]
Epoch 97:   5%|▍         | 5/109 [00:32<11:07,  0.16it/s, v_num=6e0e]
Epoch 97:   5%|▍         | 5/109 [00:32<11:07,  0.16it/s, v_num=6e0e]
Epoch 97:   6%|▌         | 6/109 [00:33<09:42,  0.18it/s, v_num=6e0e]
Epoch 97:   6%|▌         | 6/109 [00:33<09:42,  0.18it/s, v_num=6e0e]
Epoch 97:   6%|▋         | 7/109 [00:34<08:24,  0.20it/s, v_num=6e0e]
Epoch 97:   6%|▋         | 7/109 [00:34<08:24,  0.20it/s, v_num=6e0e]
Epoch 97:   7%|▋         | 8/109 [00:35<07:26,  0.23it/s, v_num=6e0e]
Epoch 97:   7%|▋         | 8/109 [00:35<07:26,  0.23it/s, v_num=6e0e]
Epoch 97:   8%|▊         | 9/109 [00:47<08:48,  0.19it/s, v_num=6e0e]
Epoch 97:   8%|▊         | 9/109 [00:47<08:48,  0.19it/s, v_num=6e0e]
Epoch 97:   9%|▉         | 10/109 [00:48<07:58,  0.21it/s, v_num=6e0e]
Epoch 97:   9%|▉         | 10/109 [00:48<07:58,  0.21it/s, v_num=6e0e]
Epoch 97:  10%|█         | 11/109 [00:51<07:35,  0.21it/s, v_num=6e0e]
Epoch 97:  10%|█         | 11/109 [00:51<07:35,  0.21it/s, v_num=6e0e]
Epoch 97:  11%|█         | 12/109 [00:51<06:59,  0.23it/s, v_num=6e0e]
Epoch 97:  11%|█         | 12/109 [00:51<06:59,  0.23it/s, v_num=6e0e]
Epoch 97:  12%|█▏        | 13/109 [01:04<07:54,  0.20it/s, v_num=6e0e]
Epoch 97:  12%|█▏        | 13/109 [01:04<07:54,  0.20it/s, v_num=6e0e]
Epoch 97:  13%|█▎        | 14/109 [01:05<07:21,  0.22it/s, v_num=6e0e]
Epoch 97:  13%|█▎        | 14/109 [01:05<07:21,  0.22it/s, v_num=6e0e]
Epoch 97:  14%|█▍        | 15/109 [01:07<07:00,  0.22it/s, v_num=6e0e]
Epoch 97:  14%|█▍        | 15/109 [01:07<07:00,  0.22it/s, v_num=6e0e]
Epoch 97:  15%|█▍        | 16/109 [01:07<06:34,  0.24it/s, v_num=6e0e]
Epoch 97:  15%|█▍        | 16/109 [01:07<06:34,  0.24it/s, v_num=6e0e]
Epoch 97:  16%|█▌        | 17/109 [01:20<07:17,  0.21it/s, v_num=6e0e]
Epoch 97:  16%|█▌        | 17/109 [01:20<07:17,  0.21it/s, v_num=6e0e]
Epoch 97:  17%|█▋        | 18/109 [01:21<06:52,  0.22it/s, v_num=6e0e]
Epoch 97:  17%|█▋        | 18/109 [01:21<06:52,  0.22it/s, v_num=6e0e]
Epoch 97:  17%|█▋        | 19/109 [01:23<06:36,  0.23it/s, v_num=6e0e]
Epoch 97:  17%|█▋        | 19/109 [01:23<06:36,  0.23it/s, v_num=6e0e]
Epoch 97:  18%|█▊        | 20/109 [01:24<06:16,  0.24it/s, v_num=6e0e]
Epoch 97:  18%|█▊        | 20/109 [01:24<06:16,  0.24it/s, v_num=6e0e]
Epoch 97:  19%|█▉        | 21/109 [01:37<06:47,  0.22it/s, v_num=6e0e]
Epoch 97:  19%|█▉        | 21/109 [01:37<06:47,  0.22it/s, v_num=6e0e]
Epoch 97:  20%|██        | 22/109 [01:38<06:28,  0.22it/s, v_num=6e0e]
Epoch 97:  20%|██        | 22/109 [01:38<06:28,  0.22it/s, v_num=6e0e]
Epoch 97:  21%|██        | 23/109 [01:40<06:15,  0.23it/s, v_num=6e0e]
Epoch 97:  21%|██        | 23/109 [01:40<06:15,  0.23it/s, v_num=6e0e]
Epoch 97:  22%|██▏       | 24/109 [01:41<05:58,  0.24it/s, v_num=6e0e]
Epoch 97:  22%|██▏       | 24/109 [01:41<05:58,  0.24it/s, v_num=6e0e]
Epoch 97:  23%|██▎       | 25/109 [01:54<06:23,  0.22it/s, v_num=6e0e]
Epoch 97:  23%|██▎       | 25/109 [01:54<06:23,  0.22it/s, v_num=6e0e]
Epoch 97:  24%|██▍       | 26/109 [01:55<06:07,  0.23it/s, v_num=6e0e]
Epoch 97:  24%|██▍       | 26/109 [01:55<06:07,  0.23it/s, v_num=6e0e]
Epoch 97:  25%|██▍       | 27/109 [01:55<05:51,  0.23it/s, v_num=6e0e]
Epoch 97:  25%|██▍       | 27/109 [01:55<05:51,  0.23it/s, v_num=6e0e]
Epoch 97:  26%|██▌       | 28/109 [01:56<05:37,  0.24it/s, v_num=6e0e]
Epoch 97:  26%|██▌       | 28/109 [01:56<05:37,  0.24it/s, v_num=6e0e]
Epoch 97:  27%|██▋       | 29/109 [02:11<06:01,  0.22it/s, v_num=6e0e]
Epoch 97:  27%|██▋       | 29/109 [02:11<06:01,  0.22it/s, v_num=6e0e]
Epoch 97:  28%|██▊       | 30/109 [02:11<05:47,  0.23it/s, v_num=6e0e]
Epoch 97:  28%|██▊       | 30/109 [02:11<05:47,  0.23it/s, v_num=6e0e]
Epoch 97:  28%|██▊       | 31/109 [02:12<05:33,  0.23it/s, v_num=6e0e]
Epoch 97:  28%|██▊       | 31/109 [02:12<05:33,  0.23it/s, v_num=6e0e]
Epoch 97:  29%|██▉       | 32/109 [02:13<05:21,  0.24it/s, v_num=6e0e]
Epoch 97:  29%|██▉       | 32/109 [02:13<05:21,  0.24it/s, v_num=6e0e]
Epoch 97:  30%|███       | 33/109 [02:29<05:43,  0.22it/s, v_num=6e0e]
Epoch 97:  30%|███       | 33/109 [02:29<05:43,  0.22it/s, v_num=6e0e]
Epoch 97:  31%|███       | 34/109 [02:29<05:30,  0.23it/s, v_num=6e0e]
Epoch 97:  31%|███       | 34/109 [02:29<05:30,  0.23it/s, v_num=6e0e]
Epoch 97:  32%|███▏      | 35/109 [02:30<05:18,  0.23it/s, v_num=6e0e]
Epoch 97:  32%|███▏      | 35/109 [02:30<05:18,  0.23it/s, v_num=6e0e]
Epoch 97:  33%|███▎      | 36/109 [02:31<05:07,  0.24it/s, v_num=6e0e]
Epoch 97:  33%|███▎      | 36/109 [02:31<05:07,  0.24it/s, v_num=6e0e]
Epoch 97:  34%|███▍      | 37/109 [02:44<05:19,  0.23it/s, v_num=6e0e]
Epoch 97:  34%|███▍      | 37/109 [02:44<05:19,  0.23it/s, v_num=6e0e]
Epoch 97:  35%|███▍      | 38/109 [02:44<05:08,  0.23it/s, v_num=6e0e]
Epoch 97:  35%|███▍      | 38/109 [02:44<05:08,  0.23it/s, v_num=6e0e]
Epoch 97:  36%|███▌      | 39/109 [02:45<04:57,  0.24it/s, v_num=6e0e]
Epoch 97:  36%|███▌      | 39/109 [02:45<04:57,  0.24it/s, v_num=6e0e]
Epoch 97:  37%|███▋      | 40/109 [02:46<04:47,  0.24it/s, v_num=6e0e]
Epoch 97:  37%|███▋      | 40/109 [02:46<04:47,  0.24it/s, v_num=6e0e]
Epoch 97:  38%|███▊      | 41/109 [03:01<05:01,  0.23it/s, v_num=6e0e]
Epoch 97:  38%|███▊      | 41/109 [03:01<05:01,  0.23it/s, v_num=6e0e]
Epoch 97:  39%|███▊      | 42/109 [03:02<04:51,  0.23it/s, v_num=6e0e]
Epoch 97:  39%|███▊      | 42/109 [03:02<04:51,  0.23it/s, v_num=6e0e]
Epoch 97:  39%|███▉      | 43/109 [03:03<04:41,  0.23it/s, v_num=6e0e]
Epoch 97:  39%|███▉      | 43/109 [03:03<04:41,  0.23it/s, v_num=6e0e]
Epoch 97:  40%|████      | 44/109 [03:04<04:31,  0.24it/s, v_num=6e0e]
Epoch 97:  40%|████      | 44/109 [03:04<04:31,  0.24it/s, v_num=6e0e]
Epoch 97:  41%|████▏     | 45/109 [03:18<04:42,  0.23it/s, v_num=6e0e]
Epoch 97:  41%|████▏     | 45/109 [03:18<04:42,  0.23it/s, v_num=6e0e]
Epoch 97:  42%|████▏     | 46/109 [03:19<04:33,  0.23it/s, v_num=6e0e]
Epoch 97:  42%|████▏     | 46/109 [03:19<04:33,  0.23it/s, v_num=6e0e]
Epoch 97:  43%|████▎     | 47/109 [03:20<04:24,  0.23it/s, v_num=6e0e]
Epoch 97:  43%|████▎     | 47/109 [03:20<04:24,  0.23it/s, v_num=6e0e]
Epoch 97:  44%|████▍     | 48/109 [03:21<04:15,  0.24it/s, v_num=6e0e]
Epoch 97:  44%|████▍     | 48/109 [03:21<04:15,  0.24it/s, v_num=6e0e]
Epoch 97:  45%|████▍     | 49/109 [03:35<04:24,  0.23it/s, v_num=6e0e]
Epoch 97:  45%|████▍     | 49/109 [03:35<04:24,  0.23it/s, v_num=6e0e]
Epoch 97:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 97:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 97:  47%|████▋     | 51/109 [03:38<04:08,  0.23it/s, v_num=6e0e]
Epoch 97:  47%|████▋     | 51/109 [03:38<04:08,  0.23it/s, v_num=6e0e]
Epoch 97:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 97:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 97:  49%|████▊     | 53/109 [03:52<04:05,  0.23it/s, v_num=6e0e]
Epoch 97:  49%|████▊     | 53/109 [03:52<04:05,  0.23it/s, v_num=6e0e]
Epoch 97:  50%|████▉     | 54/109 [03:53<03:57,  0.23it/s, v_num=6e0e]
Epoch 97:  50%|████▉     | 54/109 [03:53<03:57,  0.23it/s, v_num=6e0e]
Epoch 97:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 97:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 97:  51%|█████▏    | 56/109 [03:54<03:42,  0.24it/s, v_num=6e0e]
Epoch 97:  51%|█████▏    | 56/109 [03:54<03:42,  0.24it/s, v_num=6e0e]
Epoch 97:  52%|█████▏    | 57/109 [04:07<03:45,  0.23it/s, v_num=6e0e]
Epoch 97:  52%|█████▏    | 57/109 [04:07<03:45,  0.23it/s, v_num=6e0e]
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Epoch 97:  53%|█████▎    | 58/109 [04:08<03:38,  0.23it/s, v_num=6e0e]
Epoch 97:  54%|█████▍    | 59/109 [04:09<03:31,  0.24it/s, v_num=6e0e]
Epoch 97:  54%|█████▍    | 59/109 [04:09<03:31,  0.24it/s, v_num=6e0e]
Epoch 97:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
Epoch 97:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
Epoch 97:  56%|█████▌    | 61/109 [04:23<03:27,  0.23it/s, v_num=6e0e]
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Epoch 97:  87%|████████▋ | 95/109 [06:39<00:58,  0.24it/s, v_num=6e0e]
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Epoch 97: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]
Epoch 97: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 97: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 97: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 97:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 98:   2%|▏         | 2/109 [00:21<19:24,  0.09it/s, v_num=6e0e]
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Epoch 98:   3%|▎         | 3/109 [00:22<13:16,  0.13it/s, v_num=6e0e]
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Epoch 98:   6%|▋         | 7/109 [00:38<09:26,  0.18it/s, v_num=6e0e]
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Epoch 98:  11%|█         | 12/109 [00:56<07:38,  0.21it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 98: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 98: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
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Epoch 99:  88%|████████▊ | 96/109 [06:47<00:55,  0.24it/s, v_num=6e0e]
Epoch 99:  88%|████████▊ | 96/109 [06:47<00:55,  0.24it/s, v_num=6e0e]
Epoch 99:  89%|████████▉ | 97/109 [06:48<00:50,  0.24it/s, v_num=6e0e]
Epoch 99:  89%|████████▉ | 97/109 [06:48<00:50,  0.24it/s, v_num=6e0e]
Epoch 99:  90%|████████▉ | 98/109 [06:59<00:47,  0.23it/s, v_num=6e0e]
Epoch 99:  90%|████████▉ | 98/109 [06:59<00:47,  0.23it/s, v_num=6e0e]
Epoch 99:  91%|█████████ | 99/109 [07:00<00:42,  0.24it/s, v_num=6e0e]
Epoch 99:  91%|█████████ | 99/109 [07:00<00:42,  0.24it/s, v_num=6e0e]
Epoch 99:  92%|█████████▏| 100/109 [07:05<00:38,  0.24it/s, v_num=6e0e]
Epoch 99:  92%|█████████▏| 100/109 [07:05<00:38,  0.24it/s, v_num=6e0e]
Epoch 99:  93%|█████████▎| 101/109 [07:06<00:33,  0.24it/s, v_num=6e0e]
Epoch 99:  93%|█████████▎| 101/109 [07:06<00:33,  0.24it/s, v_num=6e0e]
Epoch 99:  94%|█████████▎| 102/109 [07:18<00:30,  0.23it/s, v_num=6e0e]
Epoch 99:  94%|█████████▎| 102/109 [07:18<00:30,  0.23it/s, v_num=6e0e]
Epoch 99:  94%|█████████▍| 103/109 [07:18<00:25,  0.23it/s, v_num=6e0e]
Epoch 99:  94%|█████████▍| 103/109 [07:18<00:25,  0.23it/s, v_num=6e0e]
Epoch 99:  95%|█████████▌| 104/109 [07:27<00:21,  0.23it/s, v_num=6e0e]
Epoch 99:  95%|█████████▌| 104/109 [07:27<00:21,  0.23it/s, v_num=6e0e]
Epoch 99:  96%|█████████▋| 105/109 [07:28<00:17,  0.23it/s, v_num=6e0e]
Epoch 99:  96%|█████████▋| 105/109 [07:28<00:17,  0.23it/s, v_num=6e0e]
Epoch 99:  97%|█████████▋| 106/109 [07:33<00:12,  0.23it/s, v_num=6e0e]
Epoch 99:  97%|█████████▋| 106/109 [07:33<00:12,  0.23it/s, v_num=6e0e]
Epoch 99:  98%|█████████▊| 107/109 [07:34<00:08,  0.24it/s, v_num=6e0e]
Epoch 99:  98%|█████████▊| 107/109 [07:34<00:08,  0.24it/s, v_num=6e0e]
Epoch 99:  99%|█████████▉| 108/109 [07:42<00:04,  0.23it/s, v_num=6e0e]
Epoch 99:  99%|█████████▉| 108/109 [07:42<00:04,  0.23it/s, v_num=6e0e]
Epoch 99: 100%|██████████| 109/109 [07:43<00:00,  0.24it/s, v_num=6e0e]
Epoch 99: 100%|██████████| 109/109 [07:43<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.89it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.91it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.95it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.92it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.91it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 99: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 99: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 99:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 100:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 100:   1%|          | 1/109 [00:16<28:53,  0.06it/s, v_num=6e0e]
Epoch 100:   1%|          | 1/109 [00:16<28:54,  0.06it/s, v_num=6e0e]
Epoch 100:   2%|▏         | 2/109 [00:17<15:58,  0.11it/s, v_num=6e0e]
Epoch 100:   2%|▏         | 2/109 [00:17<15:58,  0.11it/s, v_num=6e0e]
Epoch 100:   3%|▎         | 3/109 [00:20<12:14,  0.14it/s, v_num=6e0e]
Epoch 100:   3%|▎         | 3/109 [00:20<12:14,  0.14it/s, v_num=6e0e]
Epoch 100:   4%|▎         | 4/109 [00:21<09:27,  0.19it/s, v_num=6e0e]
Epoch 100:   4%|▎         | 4/109 [00:21<09:27,  0.19it/s, v_num=6e0e]
Epoch 100:   5%|▍         | 5/109 [00:33<11:41,  0.15it/s, v_num=6e0e]
Epoch 100:   5%|▍         | 5/109 [00:33<11:41,  0.15it/s, v_num=6e0e]
Epoch 100:   6%|▌         | 6/109 [00:35<10:13,  0.17it/s, v_num=6e0e]
Epoch 100:   6%|▌         | 6/109 [00:35<10:13,  0.17it/s, v_num=6e0e]
Epoch 100:   6%|▋         | 7/109 [00:36<08:57,  0.19it/s, v_num=6e0e]
Epoch 100:   6%|▋         | 7/109 [00:36<08:57,  0.19it/s, v_num=6e0e]
Epoch 100:   7%|▋         | 8/109 [00:37<07:54,  0.21it/s, v_num=6e0e]
Epoch 100:   7%|▋         | 8/109 [00:37<07:54,  0.21it/s, v_num=6e0e]
Epoch 100:   8%|▊         | 9/109 [00:49<09:08,  0.18it/s, v_num=6e0e]
Epoch 100:   8%|▊         | 9/109 [00:49<09:08,  0.18it/s, v_num=6e0e]
Epoch 100:   9%|▉         | 10/109 [00:51<08:29,  0.19it/s, v_num=6e0e]
Epoch 100:   9%|▉         | 10/109 [00:51<08:29,  0.19it/s, v_num=6e0e]
Epoch 100:  10%|█         | 11/109 [00:53<07:53,  0.21it/s, v_num=6e0e]
Epoch 100:  10%|█         | 11/109 [00:53<07:53,  0.21it/s, v_num=6e0e]
Epoch 100:  11%|█         | 12/109 [00:54<07:16,  0.22it/s, v_num=6e0e]
Epoch 100:  11%|█         | 12/109 [00:54<07:16,  0.22it/s, v_num=6e0e]
Epoch 100:  12%|█▏        | 13/109 [01:03<07:49,  0.20it/s, v_num=6e0e]
Epoch 100:  12%|█▏        | 13/109 [01:03<07:49,  0.20it/s, v_num=6e0e]
Epoch 100:  13%|█▎        | 14/109 [01:08<07:41,  0.21it/s, v_num=6e0e]
Epoch 100:  13%|█▎        | 14/109 [01:08<07:41,  0.21it/s, v_num=6e0e]
Epoch 100:  14%|█▍        | 15/109 [01:09<07:17,  0.21it/s, v_num=6e0e]
Epoch 100:  14%|█▍        | 15/109 [01:09<07:17,  0.21it/s, v_num=6e0e]
Epoch 100:  15%|█▍        | 16/109 [01:10<06:50,  0.23it/s, v_num=6e0e]
Epoch 100:  15%|█▍        | 16/109 [01:10<06:50,  0.23it/s, v_num=6e0e]
Epoch 100:  16%|█▌        | 17/109 [01:19<07:11,  0.21it/s, v_num=6e0e]
Epoch 100:  16%|█▌        | 17/109 [01:19<07:11,  0.21it/s, v_num=6e0e]
Epoch 100:  17%|█▋        | 18/109 [01:25<07:10,  0.21it/s, v_num=6e0e]
Epoch 100:  17%|█▋        | 18/109 [01:25<07:10,  0.21it/s, v_num=6e0e]
Epoch 100:  17%|█▋        | 19/109 [01:26<06:48,  0.22it/s, v_num=6e0e]
Epoch 100:  17%|█▋        | 19/109 [01:26<06:48,  0.22it/s, v_num=6e0e]
Epoch 100:  18%|█▊        | 20/109 [01:26<06:27,  0.23it/s, v_num=6e0e]
Epoch 100:  18%|█▊        | 20/109 [01:26<06:27,  0.23it/s, v_num=6e0e]
Epoch 100:  19%|█▉        | 21/109 [01:35<06:42,  0.22it/s, v_num=6e0e]
Epoch 100:  19%|█▉        | 21/109 [01:35<06:42,  0.22it/s, v_num=6e0e]
Epoch 100:  20%|██        | 22/109 [01:42<06:44,  0.21it/s, v_num=6e0e]
Epoch 100:  20%|██        | 22/109 [01:42<06:44,  0.21it/s, v_num=6e0e]
Epoch 100:  21%|██        | 23/109 [01:43<06:25,  0.22it/s, v_num=6e0e]
Epoch 100:  21%|██        | 23/109 [01:43<06:25,  0.22it/s, v_num=6e0e]
Epoch 100:  22%|██▏       | 24/109 [01:44<06:08,  0.23it/s, v_num=6e0e]
Epoch 100:  22%|██▏       | 24/109 [01:44<06:08,  0.23it/s, v_num=6e0e]
Epoch 100:  23%|██▎       | 25/109 [01:50<06:12,  0.23it/s, v_num=6e0e]
Epoch 100:  23%|██▎       | 25/109 [01:50<06:12,  0.23it/s, v_num=6e0e]
Epoch 100:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
Epoch 100:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
Epoch 100:  25%|██▍       | 27/109 [01:58<05:59,  0.23it/s, v_num=6e0e]
Epoch 100:  25%|██▍       | 27/109 [01:58<05:59,  0.23it/s, v_num=6e0e]
Epoch 100:  26%|██▌       | 28/109 [01:59<05:44,  0.23it/s, v_num=6e0e]
Epoch 100:  26%|██▌       | 28/109 [01:59<05:44,  0.23it/s, v_num=6e0e]
Epoch 100:  27%|██▋       | 29/109 [02:08<05:54,  0.23it/s, v_num=6e0e]
Epoch 100:  27%|██▋       | 29/109 [02:08<05:54,  0.23it/s, v_num=6e0e]
Epoch 100:  28%|██▊       | 30/109 [02:16<05:59,  0.22it/s, v_num=6e0e]
Epoch 100:  28%|██▊       | 30/109 [02:16<05:59,  0.22it/s, v_num=6e0e]
Epoch 100:  28%|██▊       | 31/109 [02:17<05:45,  0.23it/s, v_num=6e0e]
Epoch 100:  28%|██▊       | 31/109 [02:17<05:45,  0.23it/s, v_num=6e0e]
Epoch 100:  29%|██▉       | 32/109 [02:18<05:32,  0.23it/s, v_num=6e0e]
Epoch 100:  29%|██▉       | 32/109 [02:18<05:32,  0.23it/s, v_num=6e0e]
Epoch 100:  30%|███       | 33/109 [02:24<05:33,  0.23it/s, v_num=6e0e]
Epoch 100:  30%|███       | 33/109 [02:24<05:33,  0.23it/s, v_num=6e0e]
Epoch 100:  31%|███       | 34/109 [02:31<05:34,  0.22it/s, v_num=6e0e]
Epoch 100:  31%|███       | 34/109 [02:31<05:34,  0.22it/s, v_num=6e0e]
Epoch 100:  32%|███▏      | 35/109 [02:32<05:22,  0.23it/s, v_num=6e0e]
Epoch 100:  32%|███▏      | 35/109 [02:32<05:22,  0.23it/s, v_num=6e0e]
Epoch 100:  33%|███▎      | 36/109 [02:33<05:10,  0.24it/s, v_num=6e0e]
Epoch 100:  33%|███▎      | 36/109 [02:33<05:10,  0.24it/s, v_num=6e0e]
Epoch 100:  34%|███▍      | 37/109 [02:41<05:13,  0.23it/s, v_num=6e0e]
Epoch 100:  34%|███▍      | 37/109 [02:41<05:13,  0.23it/s, v_num=6e0e]
Epoch 100:  35%|███▍      | 38/109 [02:48<05:13,  0.23it/s, v_num=6e0e]
Epoch 100:  35%|███▍      | 38/109 [02:48<05:13,  0.23it/s, v_num=6e0e]
Epoch 100:  36%|███▌      | 39/109 [02:48<05:02,  0.23it/s, v_num=6e0e]
Epoch 100:  36%|███▌      | 39/109 [02:48<05:02,  0.23it/s, v_num=6e0e]
Epoch 100:  37%|███▋      | 40/109 [02:49<04:52,  0.24it/s, v_num=6e0e]
Epoch 100:  37%|███▋      | 40/109 [02:49<04:52,  0.24it/s, v_num=6e0e]
Epoch 100:  38%|███▊      | 41/109 [02:56<04:51,  0.23it/s, v_num=6e0e]
Epoch 100:  38%|███▊      | 41/109 [02:56<04:51,  0.23it/s, v_num=6e0e]
Epoch 100:  39%|███▊      | 42/109 [03:04<04:53,  0.23it/s, v_num=6e0e]
Epoch 100:  39%|███▊      | 42/109 [03:04<04:53,  0.23it/s, v_num=6e0e]
Epoch 100:  39%|███▉      | 43/109 [03:04<04:43,  0.23it/s, v_num=6e0e]
Epoch 100:  39%|███▉      | 43/109 [03:04<04:43,  0.23it/s, v_num=6e0e]
Epoch 100:  40%|████      | 44/109 [03:05<04:34,  0.24it/s, v_num=6e0e]
Epoch 100:  40%|████      | 44/109 [03:05<04:34,  0.24it/s, v_num=6e0e]
Epoch 100:  41%|████▏     | 45/109 [03:13<04:34,  0.23it/s, v_num=6e0e]
Epoch 100:  41%|████▏     | 45/109 [03:13<04:34,  0.23it/s, v_num=6e0e]
Epoch 100:  42%|████▏     | 46/109 [03:18<04:31,  0.23it/s, v_num=6e0e]
Epoch 100:  42%|████▏     | 46/109 [03:18<04:31,  0.23it/s, v_num=6e0e]
Epoch 100:  43%|████▎     | 47/109 [03:20<04:24,  0.23it/s, v_num=6e0e]
Epoch 100:  43%|████▎     | 47/109 [03:20<04:24,  0.23it/s, v_num=6e0e]
Epoch 100:  44%|████▍     | 48/109 [03:21<04:16,  0.24it/s, v_num=6e0e]
Epoch 100:  44%|████▍     | 48/109 [03:21<04:16,  0.24it/s, v_num=6e0e]
Epoch 100:  45%|████▍     | 49/109 [03:31<04:18,  0.23it/s, v_num=6e0e]
Epoch 100:  45%|████▍     | 49/109 [03:31<04:18,  0.23it/s, v_num=6e0e]
Epoch 100:  46%|████▌     | 50/109 [03:34<04:12,  0.23it/s, v_num=6e0e]
Epoch 100:  46%|████▌     | 50/109 [03:34<04:12,  0.23it/s, v_num=6e0e]
Epoch 100:  47%|████▋     | 51/109 [03:37<04:07,  0.23it/s, v_num=6e0e]
Epoch 100:  47%|████▋     | 51/109 [03:37<04:07,  0.23it/s, v_num=6e0e]
Epoch 100:  48%|████▊     | 52/109 [03:38<03:59,  0.24it/s, v_num=6e0e]
Epoch 100:  48%|████▊     | 52/109 [03:38<03:59,  0.24it/s, v_num=6e0e]
Epoch 100:  49%|████▊     | 53/109 [03:48<04:00,  0.23it/s, v_num=6e0e]
Epoch 100:  49%|████▊     | 53/109 [03:48<04:00,  0.23it/s, v_num=6e0e]
Epoch 100:  50%|████▉     | 54/109 [03:50<03:55,  0.23it/s, v_num=6e0e]
Epoch 100:  50%|████▉     | 54/109 [03:50<03:55,  0.23it/s, v_num=6e0e]
Epoch 100:  50%|█████     | 55/109 [03:56<03:52,  0.23it/s, v_num=6e0e]
Epoch 100:  50%|█████     | 55/109 [03:56<03:52,  0.23it/s, v_num=6e0e]
Epoch 100:  51%|█████▏    | 56/109 [03:57<03:44,  0.24it/s, v_num=6e0e]
Epoch 100:  51%|█████▏    | 56/109 [03:57<03:44,  0.24it/s, v_num=6e0e]
Epoch 100:  52%|█████▏    | 57/109 [04:05<03:43,  0.23it/s, v_num=6e0e]
Epoch 100:  52%|█████▏    | 57/109 [04:05<03:43,  0.23it/s, v_num=6e0e]
Epoch 100:  53%|█████▎    | 58/109 [04:06<03:36,  0.24it/s, v_num=6e0e]
Epoch 100:  53%|█████▎    | 58/109 [04:06<03:36,  0.24it/s, v_num=6e0e]
Epoch 100:  54%|█████▍    | 59/109 [04:13<03:34,  0.23it/s, v_num=6e0e]
Epoch 100:  54%|█████▍    | 59/109 [04:13<03:34,  0.23it/s, v_num=6e0e]
Epoch 100:  55%|█████▌    | 60/109 [04:14<03:27,  0.24it/s, v_num=6e0e]
Epoch 100:  55%|█████▌    | 60/109 [04:14<03:27,  0.24it/s, v_num=6e0e]
Epoch 100:  56%|█████▌    | 61/109 [04:19<03:24,  0.23it/s, v_num=6e0e]
Epoch 100:  56%|█████▌    | 61/109 [04:19<03:24,  0.23it/s, v_num=6e0e]
Epoch 100:  57%|█████▋    | 62/109 [04:22<03:18,  0.24it/s, v_num=6e0e]
Epoch 100:  57%|█████▋    | 62/109 [04:22<03:18,  0.24it/s, v_num=6e0e]
Epoch 100:  58%|█████▊    | 63/109 [04:31<03:18,  0.23it/s, v_num=6e0e]
Epoch 100:  58%|█████▊    | 63/109 [04:31<03:18,  0.23it/s, v_num=6e0e]
Epoch 100:  59%|█████▊    | 64/109 [04:32<03:11,  0.24it/s, v_num=6e0e]
Epoch 100:  59%|█████▊    | 64/109 [04:32<03:11,  0.24it/s, v_num=6e0e]
Epoch 100:  60%|█████▉    | 65/109 [04:34<03:05,  0.24it/s, v_num=6e0e]
Epoch 100:  60%|█████▉    | 65/109 [04:34<03:05,  0.24it/s, v_num=6e0e]
Epoch 100:  61%|██████    | 66/109 [04:38<03:01,  0.24it/s, v_num=6e0e]
Epoch 100:  61%|██████    | 66/109 [04:38<03:01,  0.24it/s, v_num=6e0e]
Epoch 100:  61%|██████▏   | 67/109 [04:51<03:02,  0.23it/s, v_num=6e0e]
Epoch 100:  61%|██████▏   | 67/109 [04:51<03:02,  0.23it/s, v_num=6e0e]
Epoch 100:  62%|██████▏   | 68/109 [04:52<02:56,  0.23it/s, v_num=6e0e]
Epoch 100:  62%|██████▏   | 68/109 [04:52<02:56,  0.23it/s, v_num=6e0e]
Epoch 100:  63%|██████▎   | 69/109 [04:52<02:49,  0.24it/s, v_num=6e0e]
Epoch 100:  63%|██████▎   | 69/109 [04:52<02:49,  0.24it/s, v_num=6e0e]
Epoch 100:  64%|██████▍   | 70/109 [04:54<02:44,  0.24it/s, v_num=6e0e]
Epoch 100:  64%|██████▍   | 70/109 [04:54<02:44,  0.24it/s, v_num=6e0e]
Epoch 100:  65%|██████▌   | 71/109 [05:08<02:44,  0.23it/s, v_num=6e0e]
Epoch 100:  65%|██████▌   | 71/109 [05:08<02:44,  0.23it/s, v_num=6e0e]
Epoch 100:  66%|██████▌   | 72/109 [05:08<02:38,  0.23it/s, v_num=6e0e]
Epoch 100:  66%|██████▌   | 72/109 [05:08<02:38,  0.23it/s, v_num=6e0e]
Epoch 100:  67%|██████▋   | 73/109 [05:09<02:32,  0.24it/s, v_num=6e0e]
Epoch 100:  67%|██████▋   | 73/109 [05:09<02:32,  0.24it/s, v_num=6e0e]
Epoch 100:  68%|██████▊   | 74/109 [05:12<02:27,  0.24it/s, v_num=6e0e]
Epoch 100:  68%|██████▊   | 74/109 [05:12<02:27,  0.24it/s, v_num=6e0e]
Epoch 100:  69%|██████▉   | 75/109 [05:25<02:27,  0.23it/s, v_num=6e0e]
Epoch 100:  69%|██████▉   | 75/109 [05:25<02:27,  0.23it/s, v_num=6e0e]
Epoch 100:  70%|██████▉   | 76/109 [05:26<02:21,  0.23it/s, v_num=6e0e]
Epoch 100:  70%|██████▉   | 76/109 [05:26<02:21,  0.23it/s, v_num=6e0e]
Epoch 100:  71%|███████   | 77/109 [05:27<02:16,  0.24it/s, v_num=6e0e]
Epoch 100:  71%|███████   | 77/109 [05:27<02:16,  0.24it/s, v_num=6e0e]
Epoch 100:  72%|███████▏  | 78/109 [05:29<02:11,  0.24it/s, v_num=6e0e]
Epoch 100:  72%|███████▏  | 78/109 [05:29<02:11,  0.24it/s, v_num=6e0e]
Epoch 100:  72%|███████▏  | 79/109 [05:41<02:09,  0.23it/s, v_num=6e0e]
Epoch 100:  72%|███████▏  | 79/109 [05:41<02:09,  0.23it/s, v_num=6e0e]
Epoch 100:  73%|███████▎  | 80/109 [05:42<02:04,  0.23it/s, v_num=6e0e]
Epoch 100:  73%|███████▎  | 80/109 [05:42<02:04,  0.23it/s, v_num=6e0e]
Epoch 100:  74%|███████▍  | 81/109 [05:43<01:58,  0.24it/s, v_num=6e0e]
Epoch 100:  74%|███████▍  | 81/109 [05:43<01:58,  0.24it/s, v_num=6e0e]
Epoch 100:  75%|███████▌  | 82/109 [05:44<01:53,  0.24it/s, v_num=6e0e]
Epoch 100:  75%|███████▌  | 82/109 [05:44<01:53,  0.24it/s, v_num=6e0e]
Epoch 100:  76%|███████▌  | 83/109 [05:56<01:51,  0.23it/s, v_num=6e0e]
Epoch 100:  76%|███████▌  | 83/109 [05:56<01:51,  0.23it/s, v_num=6e0e]
Epoch 100:  77%|███████▋  | 84/109 [05:57<01:46,  0.23it/s, v_num=6e0e]
Epoch 100:  77%|███████▋  | 84/109 [05:57<01:46,  0.23it/s, v_num=6e0e]
Epoch 100:  78%|███████▊  | 85/109 [05:58<01:41,  0.24it/s, v_num=6e0e]
Epoch 100:  78%|███████▊  | 85/109 [05:58<01:41,  0.24it/s, v_num=6e0e]
Epoch 100:  79%|███████▉  | 86/109 [06:01<01:36,  0.24it/s, v_num=6e0e]
Epoch 100:  79%|███████▉  | 86/109 [06:01<01:36,  0.24it/s, v_num=6e0e]
Epoch 100:  80%|███████▉  | 87/109 [06:12<01:34,  0.23it/s, v_num=6e0e]
Epoch 100:  80%|███████▉  | 87/109 [06:12<01:34,  0.23it/s, v_num=6e0e]
Epoch 100:  81%|████████  | 88/109 [06:13<01:29,  0.24it/s, v_num=6e0e]
Epoch 100:  81%|████████  | 88/109 [06:13<01:29,  0.24it/s, v_num=6e0e]
Epoch 100:  82%|████████▏ | 89/109 [06:17<01:24,  0.24it/s, v_num=6e0e]
Epoch 100:  82%|████████▏ | 89/109 [06:17<01:24,  0.24it/s, v_num=6e0e]
Epoch 100:  83%|████████▎ | 90/109 [06:18<01:19,  0.24it/s, v_num=6e0e]
Epoch 100:  83%|████████▎ | 90/109 [06:18<01:19,  0.24it/s, v_num=6e0e]
Epoch 100:  83%|████████▎ | 91/109 [06:26<01:16,  0.24it/s, v_num=6e0e]
Epoch 100:  83%|████████▎ | 91/109 [06:26<01:16,  0.24it/s, v_num=6e0e]
Epoch 100:  84%|████████▍ | 92/109 [06:27<01:11,  0.24it/s, v_num=6e0e]
Epoch 100:  84%|████████▍ | 92/109 [06:27<01:11,  0.24it/s, v_num=6e0e]
Epoch 100:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 100:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 100:  86%|████████▌ | 94/109 [06:34<01:02,  0.24it/s, v_num=6e0e]
Epoch 100:  86%|████████▌ | 94/109 [06:34<01:02,  0.24it/s, v_num=6e0e]
Epoch 100:  87%|████████▋ | 95/109 [06:44<00:59,  0.23it/s, v_num=6e0e]
Epoch 100:  87%|████████▋ | 95/109 [06:44<00:59,  0.23it/s, v_num=6e0e]
Epoch 100:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 100:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 100:  89%|████████▉ | 97/109 [06:50<00:50,  0.24it/s, v_num=6e0e]
Epoch 100:  89%|████████▉ | 97/109 [06:50<00:50,  0.24it/s, v_num=6e0e]
Epoch 100:  90%|████████▉ | 98/109 [06:51<00:46,  0.24it/s, v_num=6e0e]
Epoch 100:  90%|████████▉ | 98/109 [06:51<00:46,  0.24it/s, v_num=6e0e]
Epoch 100:  91%|█████████ | 99/109 [06:58<00:42,  0.24it/s, v_num=6e0e]
Epoch 100:  91%|█████████ | 99/109 [06:58<00:42,  0.24it/s, v_num=6e0e]
Epoch 100:  92%|█████████▏| 100/109 [06:59<00:37,  0.24it/s, v_num=6e0e]
Epoch 100:  92%|█████████▏| 100/109 [06:59<00:37,  0.24it/s, v_num=6e0e]
Epoch 100:  93%|█████████▎| 101/109 [07:07<00:33,  0.24it/s, v_num=6e0e]
Epoch 100:  93%|█████████▎| 101/109 [07:07<00:33,  0.24it/s, v_num=6e0e]
Epoch 100:  94%|█████████▎| 102/109 [07:08<00:29,  0.24it/s, v_num=6e0e]
Epoch 100:  94%|█████████▎| 102/109 [07:08<00:29,  0.24it/s, v_num=6e0e]
Epoch 100:  94%|█████████▍| 103/109 [07:18<00:25,  0.24it/s, v_num=6e0e]
Epoch 100:  94%|█████████▍| 103/109 [07:18<00:25,  0.24it/s, v_num=6e0e]
Epoch 100:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
Epoch 100:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
Epoch 100:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 100:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 100:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 100:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 100:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 100:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 100:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 100:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 100: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]
Epoch 100: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.93it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.93it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.94it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.96it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.97it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.97it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.95it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.96it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.97it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.97it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 100: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 100: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 100:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 101:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 101:   1%|          | 1/109 [00:16<28:55,  0.06it/s, v_num=6e0e]
Epoch 101:   1%|          | 1/109 [00:16<28:55,  0.06it/s, v_num=6e0e]
Epoch 101:   2%|▏         | 2/109 [00:18<16:07,  0.11it/s, v_num=6e0e]
Epoch 101:   2%|▏         | 2/109 [00:18<16:07,  0.11it/s, v_num=6e0e]
Epoch 101:   3%|▎         | 3/109 [00:19<11:13,  0.16it/s, v_num=6e0e]
Epoch 101:   3%|▎         | 3/109 [00:19<11:13,  0.16it/s, v_num=6e0e]
Epoch 101:   4%|▎         | 4/109 [00:19<08:40,  0.20it/s, v_num=6e0e]
Epoch 101:   4%|▎         | 4/109 [00:19<08:40,  0.20it/s, v_num=6e0e]
Epoch 101:   5%|▍         | 5/109 [00:32<11:11,  0.15it/s, v_num=6e0e]
Epoch 101:   5%|▍         | 5/109 [00:32<11:11,  0.15it/s, v_num=6e0e]
Epoch 101:   6%|▌         | 6/109 [00:34<09:59,  0.17it/s, v_num=6e0e]
Epoch 101:   6%|▌         | 6/109 [00:34<09:59,  0.17it/s, v_num=6e0e]
Epoch 101:   6%|▋         | 7/109 [00:35<08:40,  0.20it/s, v_num=6e0e]
Epoch 101:   6%|▋         | 7/109 [00:35<08:40,  0.20it/s, v_num=6e0e]
Epoch 101:   7%|▋         | 8/109 [00:36<07:41,  0.22it/s, v_num=6e0e]
Epoch 101:   7%|▋         | 8/109 [00:36<07:41,  0.22it/s, v_num=6e0e]
Epoch 101:   8%|▊         | 9/109 [00:47<08:50,  0.19it/s, v_num=6e0e]
Epoch 101:   8%|▊         | 9/109 [00:47<08:50,  0.19it/s, v_num=6e0e]
Epoch 101:   9%|▉         | 10/109 [00:51<08:31,  0.19it/s, v_num=6e0e]
Epoch 101:   9%|▉         | 10/109 [00:51<08:31,  0.19it/s, v_num=6e0e]
Epoch 101:  10%|█         | 11/109 [00:52<07:47,  0.21it/s, v_num=6e0e]
Epoch 101:  10%|█         | 11/109 [00:52<07:47,  0.21it/s, v_num=6e0e]
Epoch 101:  11%|█         | 12/109 [00:53<07:10,  0.23it/s, v_num=6e0e]
Epoch 101:  11%|█         | 12/109 [00:53<07:10,  0.23it/s, v_num=6e0e]
Epoch 101:  12%|█▏        | 13/109 [01:02<07:44,  0.21it/s, v_num=6e0e]
Epoch 101:  12%|█▏        | 13/109 [01:02<07:44,  0.21it/s, v_num=6e0e]
Epoch 101:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 101:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 101:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 101:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 101:  15%|█▍        | 16/109 [01:09<06:42,  0.23it/s, v_num=6e0e]
Epoch 101:  15%|█▍        | 16/109 [01:09<06:42,  0.23it/s, v_num=6e0e]
Epoch 101:  16%|█▌        | 17/109 [01:18<07:06,  0.22it/s, v_num=6e0e]
Epoch 101:  16%|█▌        | 17/109 [01:18<07:06,  0.22it/s, v_num=6e0e]
Epoch 101:  17%|█▋        | 18/109 [01:23<07:02,  0.22it/s, v_num=6e0e]
Epoch 101:  17%|█▋        | 18/109 [01:23<07:02,  0.22it/s, v_num=6e0e]
Epoch 101:  17%|█▋        | 19/109 [01:24<06:39,  0.23it/s, v_num=6e0e]
Epoch 101:  17%|█▋        | 19/109 [01:24<06:39,  0.23it/s, v_num=6e0e]
Epoch 101:  18%|█▊        | 20/109 [01:25<06:18,  0.23it/s, v_num=6e0e]
Epoch 101:  18%|█▊        | 20/109 [01:25<06:18,  0.23it/s, v_num=6e0e]
Epoch 101:  19%|█▉        | 21/109 [01:34<06:36,  0.22it/s, v_num=6e0e]
Epoch 101:  19%|█▉        | 21/109 [01:34<06:36,  0.22it/s, v_num=6e0e]
Epoch 101:  20%|██        | 22/109 [01:42<06:45,  0.21it/s, v_num=6e0e]
Epoch 101:  20%|██        | 22/109 [01:42<06:45,  0.21it/s, v_num=6e0e]
Epoch 101:  21%|██        | 23/109 [01:43<06:26,  0.22it/s, v_num=6e0e]
Epoch 101:  21%|██        | 23/109 [01:43<06:26,  0.22it/s, v_num=6e0e]
Epoch 101:  22%|██▏       | 24/109 [01:44<06:08,  0.23it/s, v_num=6e0e]
Epoch 101:  22%|██▏       | 24/109 [01:44<06:08,  0.23it/s, v_num=6e0e]
Epoch 101:  23%|██▎       | 25/109 [01:49<06:08,  0.23it/s, v_num=6e0e]
Epoch 101:  23%|██▎       | 25/109 [01:49<06:08,  0.23it/s, v_num=6e0e]
Epoch 101:  24%|██▍       | 26/109 [01:58<06:18,  0.22it/s, v_num=6e0e]
Epoch 101:  24%|██▍       | 26/109 [01:58<06:18,  0.22it/s, v_num=6e0e]
Epoch 101:  25%|██▍       | 27/109 [01:59<06:02,  0.23it/s, v_num=6e0e]
Epoch 101:  25%|██▍       | 27/109 [01:59<06:02,  0.23it/s, v_num=6e0e]
Epoch 101:  26%|██▌       | 28/109 [02:00<05:47,  0.23it/s, v_num=6e0e]
Epoch 101:  26%|██▌       | 28/109 [02:00<05:47,  0.23it/s, v_num=6e0e]
Epoch 101:  27%|██▋       | 29/109 [02:05<05:45,  0.23it/s, v_num=6e0e]
Epoch 101:  27%|██▋       | 29/109 [02:05<05:45,  0.23it/s, v_num=6e0e]
Epoch 101:  28%|██▊       | 30/109 [02:14<05:53,  0.22it/s, v_num=6e0e]
Epoch 101:  28%|██▊       | 30/109 [02:14<05:53,  0.22it/s, v_num=6e0e]
Epoch 101:  28%|██▊       | 31/109 [02:15<05:39,  0.23it/s, v_num=6e0e]
Epoch 101:  28%|██▊       | 31/109 [02:15<05:39,  0.23it/s, v_num=6e0e]
Epoch 101:  29%|██▉       | 32/109 [02:15<05:26,  0.24it/s, v_num=6e0e]
Epoch 101:  29%|██▉       | 32/109 [02:15<05:26,  0.24it/s, v_num=6e0e]
Epoch 101:  30%|███       | 33/109 [02:21<05:25,  0.23it/s, v_num=6e0e]
Epoch 101:  30%|███       | 33/109 [02:21<05:25,  0.23it/s, v_num=6e0e]
Epoch 101:  31%|███       | 34/109 [02:29<05:30,  0.23it/s, v_num=6e0e]
Epoch 101:  31%|███       | 34/109 [02:29<05:30,  0.23it/s, v_num=6e0e]
Epoch 101:  32%|███▏      | 35/109 [02:30<05:18,  0.23it/s, v_num=6e0e]
Epoch 101:  32%|███▏      | 35/109 [02:30<05:18,  0.23it/s, v_num=6e0e]
Epoch 101:  33%|███▎      | 36/109 [02:31<05:07,  0.24it/s, v_num=6e0e]
Epoch 101:  33%|███▎      | 36/109 [02:31<05:07,  0.24it/s, v_num=6e0e]
Epoch 101:  34%|███▍      | 37/109 [02:36<05:05,  0.24it/s, v_num=6e0e]
Epoch 101:  34%|███▍      | 37/109 [02:36<05:05,  0.24it/s, v_num=6e0e]
Epoch 101:  35%|███▍      | 38/109 [02:46<05:11,  0.23it/s, v_num=6e0e]
Epoch 101:  35%|███▍      | 38/109 [02:46<05:11,  0.23it/s, v_num=6e0e]
Epoch 101:  36%|███▌      | 39/109 [02:47<05:00,  0.23it/s, v_num=6e0e]
Epoch 101:  36%|███▌      | 39/109 [02:47<05:00,  0.23it/s, v_num=6e0e]
Epoch 101:  37%|███▋      | 40/109 [02:48<04:50,  0.24it/s, v_num=6e0e]
Epoch 101:  37%|███▋      | 40/109 [02:48<04:50,  0.24it/s, v_num=6e0e]
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Epoch 101:  79%|███████▉  | 86/109 [06:08<01:38,  0.23it/s, v_num=6e0e]
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Epoch 101:  81%|████████  | 88/109 [06:18<01:30,  0.23it/s, v_num=6e0e]
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Epoch 101:  83%|████████▎ | 90/109 [06:26<01:21,  0.23it/s, v_num=6e0e]
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Epoch 101:  87%|████████▋ | 95/109 [06:44<00:59,  0.23it/s, v_num=6e0e]
Epoch 101:  87%|████████▋ | 95/109 [06:44<00:59,  0.23it/s, v_num=6e0e]
Epoch 101:  88%|████████▊ | 96/109 [06:50<00:55,  0.23it/s, v_num=6e0e]
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Epoch 101:  91%|█████████ | 99/109 [07:01<00:42,  0.24it/s, v_num=6e0e]
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Epoch 101:  96%|█████████▋| 105/109 [07:25<00:16,  0.24it/s, v_num=6e0e]
Epoch 101:  96%|█████████▋| 105/109 [07:25<00:16,  0.24it/s, v_num=6e0e]
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Epoch 101:  97%|█████████▋| 106/109 [07:34<00:12,  0.23it/s, v_num=6e0e]
Epoch 101:  98%|█████████▊| 107/109 [07:35<00:08,  0.23it/s, v_num=6e0e]
Epoch 101:  98%|█████████▊| 107/109 [07:35<00:08,  0.23it/s, v_num=6e0e]
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Epoch 101: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]
Epoch 101: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 101: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 101: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 101:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 102:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 102:   1%|          | 1/109 [00:16<29:26,  0.06it/s, v_num=6e0e]
Epoch 102:   2%|▏         | 2/109 [00:17<15:17,  0.12it/s, v_num=6e0e]
Epoch 102:   2%|▏         | 2/109 [00:17<15:17,  0.12it/s, v_num=6e0e]
Epoch 102:   3%|▎         | 3/109 [00:18<10:57,  0.16it/s, v_num=6e0e]
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Epoch 102:   5%|▍         | 5/109 [00:32<11:10,  0.16it/s, v_num=6e0e]
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Epoch 102:   6%|▌         | 6/109 [00:32<09:25,  0.18it/s, v_num=6e0e]
Epoch 102:   6%|▌         | 6/109 [00:32<09:25,  0.18it/s, v_num=6e0e]
Epoch 102:   6%|▋         | 7/109 [00:37<09:00,  0.19it/s, v_num=6e0e]
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Epoch 102:  10%|█         | 11/109 [00:53<07:55,  0.21it/s, v_num=6e0e]
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Epoch 102:  11%|█         | 12/109 [00:54<07:18,  0.22it/s, v_num=6e0e]
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Epoch 102:  94%|█████████▍| 103/109 [07:21<00:25,  0.23it/s, v_num=6e0e]
Epoch 102:  94%|█████████▍| 103/109 [07:21<00:25,  0.23it/s, v_num=6e0e]
Epoch 102:  95%|█████████▌| 104/109 [07:22<00:21,  0.23it/s, v_num=6e0e]
Epoch 102:  95%|█████████▌| 104/109 [07:22<00:21,  0.23it/s, v_num=6e0e]
Epoch 102:  96%|█████████▋| 105/109 [07:25<00:16,  0.24it/s, v_num=6e0e]
Epoch 102:  96%|█████████▋| 105/109 [07:25<00:16,  0.24it/s, v_num=6e0e]
Epoch 102:  97%|█████████▋| 106/109 [07:37<00:12,  0.23it/s, v_num=6e0e]
Epoch 102:  97%|█████████▋| 106/109 [07:37<00:12,  0.23it/s, v_num=6e0e]
Epoch 102:  98%|█████████▊| 107/109 [07:38<00:08,  0.23it/s, v_num=6e0e]
Epoch 102:  98%|█████████▊| 107/109 [07:38<00:08,  0.23it/s, v_num=6e0e]
Epoch 102:  99%|█████████▉| 108/109 [07:39<00:04,  0.24it/s, v_num=6e0e]
Epoch 102:  99%|█████████▉| 108/109 [07:39<00:04,  0.24it/s, v_num=6e0e]
Epoch 102: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]
Epoch 102: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.90it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.91it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.92it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.94it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.92it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.91it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 102: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 102: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 102:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 103:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 103:   1%|          | 1/109 [00:17<30:42,  0.06it/s, v_num=6e0e]
Epoch 103:   1%|          | 1/109 [00:17<30:42,  0.06it/s, v_num=6e0e]
Epoch 103:   2%|▏         | 2/109 [00:17<15:54,  0.11it/s, v_num=6e0e]
Epoch 103:   2%|▏         | 2/109 [00:17<15:54,  0.11it/s, v_num=6e0e]
Epoch 103:   3%|▎         | 3/109 [00:18<10:59,  0.16it/s, v_num=6e0e]
Epoch 103:   3%|▎         | 3/109 [00:18<10:59,  0.16it/s, v_num=6e0e]
Epoch 103:   4%|▎         | 4/109 [00:19<08:31,  0.21it/s, v_num=6e0e]
Epoch 103:   4%|▎         | 4/109 [00:19<08:31,  0.21it/s, v_num=6e0e]
Epoch 103:   5%|▍         | 5/109 [00:32<11:17,  0.15it/s, v_num=6e0e]
Epoch 103:   5%|▍         | 5/109 [00:32<11:17,  0.15it/s, v_num=6e0e]
Epoch 103:   6%|▌         | 6/109 [00:33<09:32,  0.18it/s, v_num=6e0e]
Epoch 103:   6%|▌         | 6/109 [00:33<09:32,  0.18it/s, v_num=6e0e]
Epoch 103:   6%|▋         | 7/109 [00:34<08:23,  0.20it/s, v_num=6e0e]
Epoch 103:   6%|▋         | 7/109 [00:34<08:23,  0.20it/s, v_num=6e0e]
Epoch 103:   7%|▋         | 8/109 [00:35<07:26,  0.23it/s, v_num=6e0e]
Epoch 103:   7%|▋         | 8/109 [00:35<07:26,  0.23it/s, v_num=6e0e]
Epoch 103:   8%|▊         | 9/109 [00:47<08:52,  0.19it/s, v_num=6e0e]
Epoch 103:   8%|▊         | 9/109 [00:47<08:52,  0.19it/s, v_num=6e0e]
Epoch 103:   9%|▉         | 10/109 [00:50<08:23,  0.20it/s, v_num=6e0e]
Epoch 103:   9%|▉         | 10/109 [00:50<08:23,  0.20it/s, v_num=6e0e]
Epoch 103:  10%|█         | 11/109 [00:51<07:40,  0.21it/s, v_num=6e0e]
Epoch 103:  10%|█         | 11/109 [00:51<07:40,  0.21it/s, v_num=6e0e]
Epoch 103:  11%|█         | 12/109 [00:52<07:03,  0.23it/s, v_num=6e0e]
Epoch 103:  11%|█         | 12/109 [00:52<07:03,  0.23it/s, v_num=6e0e]
Epoch 103:  12%|█▏        | 13/109 [01:05<08:05,  0.20it/s, v_num=6e0e]
Epoch 103:  12%|█▏        | 13/109 [01:05<08:05,  0.20it/s, v_num=6e0e]
Epoch 103:  13%|█▎        | 14/109 [01:07<07:39,  0.21it/s, v_num=6e0e]
Epoch 103:  13%|█▎        | 14/109 [01:07<07:39,  0.21it/s, v_num=6e0e]
Epoch 103:  14%|█▍        | 15/109 [01:08<07:09,  0.22it/s, v_num=6e0e]
Epoch 103:  14%|█▍        | 15/109 [01:08<07:09,  0.22it/s, v_num=6e0e]
Epoch 103:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 103:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 103:  16%|█▌        | 17/109 [01:21<07:23,  0.21it/s, v_num=6e0e]
Epoch 103:  16%|█▌        | 17/109 [01:21<07:23,  0.21it/s, v_num=6e0e]
Epoch 103:  17%|█▋        | 18/109 [01:25<07:11,  0.21it/s, v_num=6e0e]
Epoch 103:  17%|█▋        | 18/109 [01:25<07:11,  0.21it/s, v_num=6e0e]
Epoch 103:  17%|█▋        | 19/109 [01:26<06:48,  0.22it/s, v_num=6e0e]
Epoch 103:  17%|█▋        | 19/109 [01:26<06:48,  0.22it/s, v_num=6e0e]
Epoch 103:  18%|█▊        | 20/109 [01:26<06:26,  0.23it/s, v_num=6e0e]
Epoch 103:  18%|█▊        | 20/109 [01:26<06:26,  0.23it/s, v_num=6e0e]
Epoch 103:  19%|█▉        | 21/109 [01:35<06:41,  0.22it/s, v_num=6e0e]
Epoch 103:  19%|█▉        | 21/109 [01:35<06:41,  0.22it/s, v_num=6e0e]
Epoch 103:  20%|██        | 22/109 [01:44<06:52,  0.21it/s, v_num=6e0e]
Epoch 103:  20%|██        | 22/109 [01:44<06:52,  0.21it/s, v_num=6e0e]
Epoch 103:  21%|██        | 23/109 [01:45<06:32,  0.22it/s, v_num=6e0e]
Epoch 103:  21%|██        | 23/109 [01:45<06:32,  0.22it/s, v_num=6e0e]
Epoch 103:  22%|██▏       | 24/109 [01:45<06:14,  0.23it/s, v_num=6e0e]
Epoch 103:  22%|██▏       | 24/109 [01:45<06:14,  0.23it/s, v_num=6e0e]
Epoch 103:  23%|██▎       | 25/109 [01:50<06:11,  0.23it/s, v_num=6e0e]
Epoch 103:  23%|██▎       | 25/109 [01:50<06:11,  0.23it/s, v_num=6e0e]
Epoch 103:  24%|██▍       | 26/109 [01:59<06:21,  0.22it/s, v_num=6e0e]
Epoch 103:  24%|██▍       | 26/109 [01:59<06:21,  0.22it/s, v_num=6e0e]
Epoch 103:  25%|██▍       | 27/109 [02:00<06:05,  0.22it/s, v_num=6e0e]
Epoch 103:  25%|██▍       | 27/109 [02:00<06:05,  0.22it/s, v_num=6e0e]
Epoch 103:  26%|██▌       | 28/109 [02:01<05:50,  0.23it/s, v_num=6e0e]
Epoch 103:  26%|██▌       | 28/109 [02:01<05:50,  0.23it/s, v_num=6e0e]
Epoch 103:  27%|██▋       | 29/109 [02:07<05:52,  0.23it/s, v_num=6e0e]
Epoch 103:  27%|██▋       | 29/109 [02:07<05:52,  0.23it/s, v_num=6e0e]
Epoch 103:  28%|██▊       | 30/109 [02:14<05:55,  0.22it/s, v_num=6e0e]
Epoch 103:  28%|██▊       | 30/109 [02:14<05:55,  0.22it/s, v_num=6e0e]
Epoch 103:  28%|██▊       | 31/109 [02:15<05:41,  0.23it/s, v_num=6e0e]
Epoch 103:  28%|██▊       | 31/109 [02:15<05:41,  0.23it/s, v_num=6e0e]
Epoch 103:  29%|██▉       | 32/109 [02:16<05:28,  0.23it/s, v_num=6e0e]
Epoch 103:  29%|██▉       | 32/109 [02:16<05:28,  0.23it/s, v_num=6e0e]
Epoch 103:  30%|███       | 33/109 [02:22<05:28,  0.23it/s, v_num=6e0e]
Epoch 103:  30%|███       | 33/109 [02:22<05:28,  0.23it/s, v_num=6e0e]
Epoch 103:  31%|███       | 34/109 [02:31<05:33,  0.22it/s, v_num=6e0e]
Epoch 103:  31%|███       | 34/109 [02:31<05:33,  0.22it/s, v_num=6e0e]
Epoch 103:  32%|███▏      | 35/109 [02:32<05:21,  0.23it/s, v_num=6e0e]
Epoch 103:  32%|███▏      | 35/109 [02:32<05:21,  0.23it/s, v_num=6e0e]
Epoch 103:  33%|███▎      | 36/109 [02:33<05:10,  0.24it/s, v_num=6e0e]
Epoch 103:  33%|███▎      | 36/109 [02:33<05:10,  0.24it/s, v_num=6e0e]
Epoch 103:  34%|███▍      | 37/109 [02:38<05:08,  0.23it/s, v_num=6e0e]
Epoch 103:  34%|███▍      | 37/109 [02:38<05:08,  0.23it/s, v_num=6e0e]
Epoch 103:  35%|███▍      | 38/109 [02:48<05:14,  0.23it/s, v_num=6e0e]
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Epoch 103:  36%|███▌      | 39/109 [02:49<05:03,  0.23it/s, v_num=6e0e]
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Epoch 103:  37%|███▋      | 40/109 [02:50<04:53,  0.24it/s, v_num=6e0e]
Epoch 103:  37%|███▋      | 40/109 [02:50<04:53,  0.24it/s, v_num=6e0e]
Epoch 103:  38%|███▊      | 41/109 [02:55<04:50,  0.23it/s, v_num=6e0e]
Epoch 103:  38%|███▊      | 41/109 [02:55<04:50,  0.23it/s, v_num=6e0e]
Epoch 103:  39%|███▊      | 42/109 [03:06<04:56,  0.23it/s, v_num=6e0e]
Epoch 103:  39%|███▊      | 42/109 [03:06<04:56,  0.23it/s, v_num=6e0e]
Epoch 103:  39%|███▉      | 43/109 [03:06<04:46,  0.23it/s, v_num=6e0e]
Epoch 103:  39%|███▉      | 43/109 [03:06<04:46,  0.23it/s, v_num=6e0e]
Epoch 103:  40%|████      | 44/109 [03:07<04:37,  0.23it/s, v_num=6e0e]
Epoch 103:  40%|████      | 44/109 [03:07<04:37,  0.23it/s, v_num=6e0e]
Epoch 103:  41%|████▏     | 45/109 [03:10<04:31,  0.24it/s, v_num=6e0e]
Epoch 103:  41%|████▏     | 45/109 [03:10<04:31,  0.24it/s, v_num=6e0e]
Epoch 103:  42%|████▏     | 46/109 [03:21<04:36,  0.23it/s, v_num=6e0e]
Epoch 103:  42%|████▏     | 46/109 [03:21<04:36,  0.23it/s, v_num=6e0e]
Epoch 103:  43%|████▎     | 47/109 [03:22<04:26,  0.23it/s, v_num=6e0e]
Epoch 103:  43%|████▎     | 47/109 [03:22<04:27,  0.23it/s, v_num=6e0e]
Epoch 103:  44%|████▍     | 48/109 [03:23<04:18,  0.24it/s, v_num=6e0e]
Epoch 103:  44%|████▍     | 48/109 [03:23<04:18,  0.24it/s, v_num=6e0e]
Epoch 103:  45%|████▍     | 49/109 [03:28<04:14,  0.24it/s, v_num=6e0e]
Epoch 103:  45%|████▍     | 49/109 [03:28<04:14,  0.24it/s, v_num=6e0e]
Epoch 103:  46%|████▌     | 50/109 [03:37<04:16,  0.23it/s, v_num=6e0e]
Epoch 103:  46%|████▌     | 50/109 [03:37<04:16,  0.23it/s, v_num=6e0e]
Epoch 103:  47%|████▋     | 51/109 [03:38<04:08,  0.23it/s, v_num=6e0e]
Epoch 103:  47%|████▋     | 51/109 [03:38<04:08,  0.23it/s, v_num=6e0e]
Epoch 103:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 103:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 103:  49%|████▊     | 53/109 [03:44<03:57,  0.24it/s, v_num=6e0e]
Epoch 103:  49%|████▊     | 53/109 [03:44<03:57,  0.24it/s, v_num=6e0e]
Epoch 103:  50%|████▉     | 54/109 [03:54<03:59,  0.23it/s, v_num=6e0e]
Epoch 103:  50%|████▉     | 54/109 [03:54<03:59,  0.23it/s, v_num=6e0e]
Epoch 103:  50%|█████     | 55/109 [03:55<03:51,  0.23it/s, v_num=6e0e]
Epoch 103:  50%|█████     | 55/109 [03:55<03:51,  0.23it/s, v_num=6e0e]
Epoch 103:  51%|█████▏    | 56/109 [03:56<03:43,  0.24it/s, v_num=6e0e]
Epoch 103:  51%|█████▏    | 56/109 [03:56<03:43,  0.24it/s, v_num=6e0e]
Epoch 103:  52%|█████▏    | 57/109 [03:59<03:38,  0.24it/s, v_num=6e0e]
Epoch 103:  52%|█████▏    | 57/109 [03:59<03:38,  0.24it/s, v_num=6e0e]
Epoch 103:  53%|█████▎    | 58/109 [04:10<03:40,  0.23it/s, v_num=6e0e]
Epoch 103:  53%|█████▎    | 58/109 [04:10<03:40,  0.23it/s, v_num=6e0e]
Epoch 103:  54%|█████▍    | 59/109 [04:11<03:32,  0.23it/s, v_num=6e0e]
Epoch 103:  54%|█████▍    | 59/109 [04:11<03:32,  0.23it/s, v_num=6e0e]
Epoch 103:  55%|█████▌    | 60/109 [04:12<03:25,  0.24it/s, v_num=6e0e]
Epoch 103:  55%|█████▌    | 60/109 [04:12<03:25,  0.24it/s, v_num=6e0e]
Epoch 103:  56%|█████▌    | 61/109 [04:15<03:21,  0.24it/s, v_num=6e0e]
Epoch 103:  56%|█████▌    | 61/109 [04:15<03:21,  0.24it/s, v_num=6e0e]
Epoch 103:  57%|█████▋    | 62/109 [04:26<03:22,  0.23it/s, v_num=6e0e]
Epoch 103:  57%|█████▋    | 62/109 [04:26<03:22,  0.23it/s, v_num=6e0e]
Epoch 103:  58%|█████▊    | 63/109 [04:27<03:15,  0.24it/s, v_num=6e0e]
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Epoch 103:  59%|█████▊    | 64/109 [04:28<03:08,  0.24it/s, v_num=6e0e]
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Epoch 103:  60%|█████▉    | 65/109 [04:32<03:04,  0.24it/s, v_num=6e0e]
Epoch 103:  60%|█████▉    | 65/109 [04:32<03:04,  0.24it/s, v_num=6e0e]
Epoch 103:  61%|██████    | 66/109 [04:44<03:05,  0.23it/s, v_num=6e0e]
Epoch 103:  61%|██████    | 66/109 [04:44<03:05,  0.23it/s, v_num=6e0e]
Epoch 103:  61%|██████▏   | 67/109 [04:45<02:58,  0.23it/s, v_num=6e0e]
Epoch 103:  61%|██████▏   | 67/109 [04:45<02:58,  0.23it/s, v_num=6e0e]
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Epoch 103:  62%|██████▏   | 68/109 [04:46<02:52,  0.24it/s, v_num=6e0e]
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Epoch 103:  64%|██████▍   | 70/109 [05:00<02:47,  0.23it/s, v_num=6e0e]
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Epoch 103:  65%|██████▌   | 71/109 [05:00<02:41,  0.24it/s, v_num=6e0e]
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Epoch 103:  66%|██████▌   | 72/109 [05:01<02:35,  0.24it/s, v_num=6e0e]
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Epoch 103:  67%|██████▋   | 73/109 [05:04<02:30,  0.24it/s, v_num=6e0e]
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Epoch 103:  69%|██████▉   | 75/109 [05:18<02:24,  0.24it/s, v_num=6e0e]
Epoch 103:  69%|██████▉   | 75/109 [05:18<02:24,  0.24it/s, v_num=6e0e]
Epoch 103:  70%|██████▉   | 76/109 [05:19<02:18,  0.24it/s, v_num=6e0e]
Epoch 103:  70%|██████▉   | 76/109 [05:19<02:18,  0.24it/s, v_num=6e0e]
Epoch 103:  71%|███████   | 77/109 [05:20<02:13,  0.24it/s, v_num=6e0e]
Epoch 103:  71%|███████   | 77/109 [05:20<02:13,  0.24it/s, v_num=6e0e]
Epoch 103:  72%|███████▏  | 78/109 [05:33<02:12,  0.23it/s, v_num=6e0e]
Epoch 103:  72%|███████▏  | 78/109 [05:33<02:12,  0.23it/s, v_num=6e0e]
Epoch 103:  72%|███████▏  | 79/109 [05:34<02:07,  0.24it/s, v_num=6e0e]
Epoch 103:  72%|███████▏  | 79/109 [05:34<02:07,  0.24it/s, v_num=6e0e]
Epoch 103:  73%|███████▎  | 80/109 [05:35<02:01,  0.24it/s, v_num=6e0e]
Epoch 103:  73%|███████▎  | 80/109 [05:35<02:01,  0.24it/s, v_num=6e0e]
Epoch 103:  74%|███████▍  | 81/109 [05:36<01:56,  0.24it/s, v_num=6e0e]
Epoch 103:  74%|███████▍  | 81/109 [05:36<01:56,  0.24it/s, v_num=6e0e]
Epoch 103:  75%|███████▌  | 82/109 [05:49<01:55,  0.23it/s, v_num=6e0e]
Epoch 103:  75%|███████▌  | 82/109 [05:49<01:55,  0.23it/s, v_num=6e0e]
Epoch 103:  76%|███████▌  | 83/109 [05:50<01:49,  0.24it/s, v_num=6e0e]
Epoch 103:  76%|███████▌  | 83/109 [05:50<01:49,  0.24it/s, v_num=6e0e]
Epoch 103:  77%|███████▋  | 84/109 [05:51<01:44,  0.24it/s, v_num=6e0e]
Epoch 103:  77%|███████▋  | 84/109 [05:51<01:44,  0.24it/s, v_num=6e0e]
Epoch 103:  78%|███████▊  | 85/109 [05:53<01:39,  0.24it/s, v_num=6e0e]
Epoch 103:  78%|███████▊  | 85/109 [05:53<01:39,  0.24it/s, v_num=6e0e]
Epoch 103:  79%|███████▉  | 86/109 [06:07<01:38,  0.23it/s, v_num=6e0e]
Epoch 103:  79%|███████▉  | 86/109 [06:07<01:38,  0.23it/s, v_num=6e0e]
Epoch 103:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
Epoch 103:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
Epoch 103:  81%|████████  | 88/109 [06:09<01:28,  0.24it/s, v_num=6e0e]
Epoch 103:  81%|████████  | 88/109 [06:09<01:28,  0.24it/s, v_num=6e0e]
Epoch 103:  82%|████████▏ | 89/109 [06:09<01:23,  0.24it/s, v_num=6e0e]
Epoch 103:  82%|████████▏ | 89/109 [06:09<01:23,  0.24it/s, v_num=6e0e]
Epoch 103:  83%|████████▎ | 90/109 [06:23<01:21,  0.23it/s, v_num=6e0e]
Epoch 103:  83%|████████▎ | 90/109 [06:23<01:21,  0.23it/s, v_num=6e0e]
Epoch 103:  83%|████████▎ | 91/109 [06:24<01:16,  0.24it/s, v_num=6e0e]
Epoch 103:  83%|████████▎ | 91/109 [06:24<01:16,  0.24it/s, v_num=6e0e]
Epoch 103:  84%|████████▍ | 92/109 [06:25<01:11,  0.24it/s, v_num=6e0e]
Epoch 103:  84%|████████▍ | 92/109 [06:25<01:11,  0.24it/s, v_num=6e0e]
Epoch 103:  85%|████████▌ | 93/109 [06:26<01:06,  0.24it/s, v_num=6e0e]
Epoch 103:  85%|████████▌ | 93/109 [06:26<01:06,  0.24it/s, v_num=6e0e]
Epoch 103:  86%|████████▌ | 94/109 [06:41<01:04,  0.23it/s, v_num=6e0e]
Epoch 103:  86%|████████▌ | 94/109 [06:41<01:04,  0.23it/s, v_num=6e0e]
Epoch 103:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 103:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 103:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
Epoch 103:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
Epoch 103:  89%|████████▉ | 97/109 [06:43<00:49,  0.24it/s, v_num=6e0e]
Epoch 103:  89%|████████▉ | 97/109 [06:43<00:49,  0.24it/s, v_num=6e0e]
Epoch 103:  90%|████████▉ | 98/109 [06:56<00:46,  0.24it/s, v_num=6e0e]
Epoch 103:  90%|████████▉ | 98/109 [06:56<00:46,  0.24it/s, v_num=6e0e]
Epoch 103:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 103:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 103:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
Epoch 103:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
Epoch 103:  93%|█████████▎| 101/109 [06:59<00:33,  0.24it/s, v_num=6e0e]
Epoch 103:  93%|█████████▎| 101/109 [06:59<00:33,  0.24it/s, v_num=6e0e]
Epoch 103:  94%|█████████▎| 102/109 [07:14<00:29,  0.23it/s, v_num=6e0e]
Epoch 103:  94%|█████████▎| 102/109 [07:14<00:29,  0.23it/s, v_num=6e0e]
Epoch 103:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 103:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 103:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 103:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 103:  96%|█████████▋| 105/109 [07:16<00:16,  0.24it/s, v_num=6e0e]
Epoch 103:  96%|█████████▋| 105/109 [07:16<00:16,  0.24it/s, v_num=6e0e]
Epoch 103:  97%|█████████▋| 106/109 [07:30<00:12,  0.24it/s, v_num=6e0e]
Epoch 103:  97%|█████████▋| 106/109 [07:30<00:12,  0.24it/s, v_num=6e0e]
Epoch 103:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 103:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 103:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 103:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 103: 100%|██████████| 109/109 [07:32<00:00,  0.24it/s, v_num=6e0e]
Epoch 103: 100%|██████████| 109/109 [07:32<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.13it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.05it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:02<00:10,  1.02it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:03<00:09,  1.03it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:04<00:08,  1.03it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:05<00:07,  1.01it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.98it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.99it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  1.00it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  1.00it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.99it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.98it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.96it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  1.00it/s]

                                                                        
Epoch 103: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 103: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 103:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 104:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 104:   1%|          | 1/109 [00:16<30:30,  0.06it/s, v_num=6e0e]
Epoch 104:   1%|          | 1/109 [00:16<30:30,  0.06it/s, v_num=6e0e]
Epoch 104:   2%|▏         | 2/109 [00:17<15:49,  0.11it/s, v_num=6e0e]
Epoch 104:   2%|▏         | 2/109 [00:17<15:50,  0.11it/s, v_num=6e0e]
Epoch 104:   3%|▎         | 3/109 [00:18<10:56,  0.16it/s, v_num=6e0e]
Epoch 104:   3%|▎         | 3/109 [00:18<10:56,  0.16it/s, v_num=6e0e]
Epoch 104:   4%|▎         | 4/109 [00:19<08:28,  0.21it/s, v_num=6e0e]
Epoch 104:   4%|▎         | 4/109 [00:19<08:28,  0.21it/s, v_num=6e0e]
Epoch 104:   5%|▍         | 5/109 [00:33<11:38,  0.15it/s, v_num=6e0e]
Epoch 104:   5%|▍         | 5/109 [00:33<11:38,  0.15it/s, v_num=6e0e]
Epoch 104:   6%|▌         | 6/109 [00:34<09:50,  0.17it/s, v_num=6e0e]
Epoch 104:   6%|▌         | 6/109 [00:34<09:50,  0.17it/s, v_num=6e0e]
Epoch 104:   6%|▋         | 7/109 [00:35<08:33,  0.20it/s, v_num=6e0e]
Epoch 104:   6%|▋         | 7/109 [00:35<08:33,  0.20it/s, v_num=6e0e]
Epoch 104:   7%|▋         | 8/109 [00:36<07:35,  0.22it/s, v_num=6e0e]
Epoch 104:   7%|▋         | 8/109 [00:36<07:35,  0.22it/s, v_num=6e0e]
Epoch 104:   8%|▊         | 9/109 [00:51<09:27,  0.18it/s, v_num=6e0e]
Epoch 104:   8%|▊         | 9/109 [00:51<09:27,  0.18it/s, v_num=6e0e]
Epoch 104:   9%|▉         | 10/109 [00:51<08:33,  0.19it/s, v_num=6e0e]
Epoch 104:   9%|▉         | 10/109 [00:51<08:33,  0.19it/s, v_num=6e0e]
Epoch 104:  10%|█         | 11/109 [00:52<07:49,  0.21it/s, v_num=6e0e]
Epoch 104:  10%|█         | 11/109 [00:52<07:49,  0.21it/s, v_num=6e0e]
Epoch 104:  11%|█         | 12/109 [00:53<07:12,  0.22it/s, v_num=6e0e]
Epoch 104:  11%|█         | 12/109 [00:53<07:12,  0.22it/s, v_num=6e0e]
Epoch 104:  12%|█▏        | 13/109 [01:07<08:21,  0.19it/s, v_num=6e0e]
Epoch 104:  12%|█▏        | 13/109 [01:07<08:21,  0.19it/s, v_num=6e0e]
Epoch 104:  13%|█▎        | 14/109 [01:08<07:46,  0.20it/s, v_num=6e0e]
Epoch 104:  13%|█▎        | 14/109 [01:08<07:46,  0.20it/s, v_num=6e0e]
Epoch 104:  14%|█▍        | 15/109 [01:09<07:15,  0.22it/s, v_num=6e0e]
Epoch 104:  14%|█▍        | 15/109 [01:09<07:15,  0.22it/s, v_num=6e0e]
Epoch 104:  15%|█▍        | 16/109 [01:10<06:48,  0.23it/s, v_num=6e0e]
Epoch 104:  15%|█▍        | 16/109 [01:10<06:48,  0.23it/s, v_num=6e0e]
Epoch 104:  16%|█▌        | 17/109 [01:25<07:40,  0.20it/s, v_num=6e0e]
Epoch 104:  16%|█▌        | 17/109 [01:25<07:40,  0.20it/s, v_num=6e0e]
Epoch 104:  17%|█▋        | 18/109 [01:25<07:13,  0.21it/s, v_num=6e0e]
Epoch 104:  17%|█▋        | 18/109 [01:25<07:13,  0.21it/s, v_num=6e0e]
Epoch 104:  17%|█▋        | 19/109 [01:26<06:50,  0.22it/s, v_num=6e0e]
Epoch 104:  17%|█▋        | 19/109 [01:26<06:50,  0.22it/s, v_num=6e0e]
Epoch 104:  18%|█▊        | 20/109 [01:27<06:28,  0.23it/s, v_num=6e0e]
Epoch 104:  18%|█▊        | 20/109 [01:27<06:28,  0.23it/s, v_num=6e0e]
Epoch 104:  19%|█▉        | 21/109 [01:39<06:57,  0.21it/s, v_num=6e0e]
Epoch 104:  19%|█▉        | 21/109 [01:39<06:57,  0.21it/s, v_num=6e0e]
Epoch 104:  20%|██        | 22/109 [01:40<06:37,  0.22it/s, v_num=6e0e]
Epoch 104:  20%|██        | 22/109 [01:40<06:37,  0.22it/s, v_num=6e0e]
Epoch 104:  21%|██        | 23/109 [01:41<06:18,  0.23it/s, v_num=6e0e]
Epoch 104:  21%|██        | 23/109 [01:41<06:18,  0.23it/s, v_num=6e0e]
Epoch 104:  22%|██▏       | 24/109 [01:42<06:01,  0.23it/s, v_num=6e0e]
Epoch 104:  22%|██▏       | 24/109 [01:42<06:01,  0.23it/s, v_num=6e0e]
Epoch 104:  23%|██▎       | 25/109 [01:54<06:25,  0.22it/s, v_num=6e0e]
Epoch 104:  23%|██▎       | 25/109 [01:54<06:25,  0.22it/s, v_num=6e0e]
Epoch 104:  24%|██▍       | 26/109 [01:55<06:08,  0.22it/s, v_num=6e0e]
Epoch 104:  24%|██▍       | 26/109 [01:55<06:08,  0.22it/s, v_num=6e0e]
Epoch 104:  25%|██▍       | 27/109 [01:56<05:53,  0.23it/s, v_num=6e0e]
Epoch 104:  25%|██▍       | 27/109 [01:56<05:53,  0.23it/s, v_num=6e0e]
Epoch 104:  26%|██▌       | 28/109 [01:57<05:39,  0.24it/s, v_num=6e0e]
Epoch 104:  26%|██▌       | 28/109 [01:57<05:39,  0.24it/s, v_num=6e0e]
Epoch 104:  27%|██▋       | 29/109 [02:10<05:59,  0.22it/s, v_num=6e0e]
Epoch 104:  27%|██▋       | 29/109 [02:10<05:59,  0.22it/s, v_num=6e0e]
Epoch 104:  28%|██▊       | 30/109 [02:11<05:46,  0.23it/s, v_num=6e0e]
Epoch 104:  28%|██▊       | 30/109 [02:11<05:46,  0.23it/s, v_num=6e0e]
Epoch 104:  28%|██▊       | 31/109 [02:12<05:33,  0.23it/s, v_num=6e0e]
Epoch 104:  28%|██▊       | 31/109 [02:12<05:33,  0.23it/s, v_num=6e0e]
Epoch 104:  29%|██▉       | 32/109 [02:13<05:20,  0.24it/s, v_num=6e0e]
Epoch 104:  29%|██▉       | 32/109 [02:13<05:20,  0.24it/s, v_num=6e0e]
Epoch 104:  30%|███       | 33/109 [02:25<05:35,  0.23it/s, v_num=6e0e]
Epoch 104:  30%|███       | 33/109 [02:25<05:35,  0.23it/s, v_num=6e0e]
Epoch 104:  31%|███       | 34/109 [02:28<05:28,  0.23it/s, v_num=6e0e]
Epoch 104:  31%|███       | 34/109 [02:28<05:28,  0.23it/s, v_num=6e0e]
Epoch 104:  32%|███▏      | 35/109 [02:29<05:16,  0.23it/s, v_num=6e0e]
Epoch 104:  32%|███▏      | 35/109 [02:29<05:16,  0.23it/s, v_num=6e0e]
Epoch 104:  33%|███▎      | 36/109 [02:30<05:05,  0.24it/s, v_num=6e0e]
Epoch 104:  33%|███▎      | 36/109 [02:30<05:05,  0.24it/s, v_num=6e0e]
Epoch 104:  34%|███▍      | 37/109 [02:41<05:14,  0.23it/s, v_num=6e0e]
Epoch 104:  34%|███▍      | 37/109 [02:41<05:14,  0.23it/s, v_num=6e0e]
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Epoch 104:  37%|███▋      | 40/109 [02:46<04:47,  0.24it/s, v_num=6e0e]
Epoch 104:  37%|███▋      | 40/109 [02:46<04:47,  0.24it/s, v_num=6e0e]
Epoch 104:  38%|███▊      | 41/109 [02:58<04:56,  0.23it/s, v_num=6e0e]
Epoch 104:  38%|███▊      | 41/109 [02:58<04:56,  0.23it/s, v_num=6e0e]
Epoch 104:  39%|███▊      | 42/109 [03:01<04:50,  0.23it/s, v_num=6e0e]
Epoch 104:  39%|███▊      | 42/109 [03:01<04:50,  0.23it/s, v_num=6e0e]
Epoch 104:  39%|███▉      | 43/109 [03:02<04:40,  0.24it/s, v_num=6e0e]
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Epoch 104:  40%|████      | 44/109 [03:03<04:31,  0.24it/s, v_num=6e0e]
Epoch 104:  40%|████      | 44/109 [03:03<04:31,  0.24it/s, v_num=6e0e]
Epoch 104:  41%|████▏     | 45/109 [03:16<04:39,  0.23it/s, v_num=6e0e]
Epoch 104:  41%|████▏     | 45/109 [03:16<04:39,  0.23it/s, v_num=6e0e]
Epoch 104:  42%|████▏     | 46/109 [03:18<04:31,  0.23it/s, v_num=6e0e]
Epoch 104:  42%|████▏     | 46/109 [03:18<04:31,  0.23it/s, v_num=6e0e]
Epoch 104:  43%|████▎     | 47/109 [03:19<04:22,  0.24it/s, v_num=6e0e]
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Epoch 104:  83%|████████▎ | 91/109 [06:23<01:15,  0.24it/s, v_num=6e0e]
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Epoch 104:  84%|████████▍ | 92/109 [06:24<01:11,  0.24it/s, v_num=6e0e]
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Epoch 104:  87%|████████▋ | 95/109 [06:39<00:58,  0.24it/s, v_num=6e0e]
Epoch 104:  87%|████████▋ | 95/109 [06:39<00:58,  0.24it/s, v_num=6e0e]
Epoch 104:  88%|████████▊ | 96/109 [06:40<00:54,  0.24it/s, v_num=6e0e]
Epoch 104:  88%|████████▊ | 96/109 [06:40<00:54,  0.24it/s, v_num=6e0e]
Epoch 104:  89%|████████▉ | 97/109 [06:52<00:50,  0.24it/s, v_num=6e0e]
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Epoch 104:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 104:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
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Epoch 104:  97%|█████████▋| 106/109 [07:24<00:12,  0.24it/s, v_num=6e0e]
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Epoch 104: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]
Epoch 104: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 104: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 104: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 104:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 105:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 105:   1%|          | 1/109 [00:19<34:12,  0.05it/s, v_num=6e0e]
Epoch 105:   2%|▏         | 2/109 [00:19<17:39,  0.10it/s, v_num=6e0e]
Epoch 105:   2%|▏         | 2/109 [00:19<17:39,  0.10it/s, v_num=6e0e]
Epoch 105:   3%|▎         | 3/109 [00:20<12:08,  0.15it/s, v_num=6e0e]
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Epoch 105:   5%|▍         | 5/109 [00:34<11:51,  0.15it/s, v_num=6e0e]
Epoch 105:   5%|▍         | 5/109 [00:34<11:51,  0.15it/s, v_num=6e0e]
Epoch 105:   6%|▌         | 6/109 [00:35<10:01,  0.17it/s, v_num=6e0e]
Epoch 105:   6%|▌         | 6/109 [00:35<10:01,  0.17it/s, v_num=6e0e]
Epoch 105:   6%|▋         | 7/109 [00:35<08:42,  0.20it/s, v_num=6e0e]
Epoch 105:   6%|▋         | 7/109 [00:35<08:42,  0.20it/s, v_num=6e0e]
Epoch 105:   7%|▋         | 8/109 [00:36<07:42,  0.22it/s, v_num=6e0e]
Epoch 105:   7%|▋         | 8/109 [00:36<07:42,  0.22it/s, v_num=6e0e]
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Epoch 105:   9%|▉         | 10/109 [00:51<08:32,  0.19it/s, v_num=6e0e]
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Epoch 105:  10%|█         | 11/109 [00:52<07:48,  0.21it/s, v_num=6e0e]
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Epoch 105:  11%|█         | 12/109 [00:53<07:11,  0.22it/s, v_num=6e0e]
Epoch 105:  11%|█         | 12/109 [00:53<07:11,  0.22it/s, v_num=6e0e]
Epoch 105:  12%|█▏        | 13/109 [01:06<08:11,  0.20it/s, v_num=6e0e]
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Epoch 105:  13%|█▎        | 14/109 [01:07<07:36,  0.21it/s, v_num=6e0e]
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Epoch 105:  14%|█▍        | 15/109 [01:08<07:06,  0.22it/s, v_num=6e0e]
Epoch 105:  14%|█▍        | 15/109 [01:08<07:06,  0.22it/s, v_num=6e0e]
Epoch 105:  15%|█▍        | 16/109 [01:08<06:40,  0.23it/s, v_num=6e0e]
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Epoch 105: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]
Epoch 105: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:14,  0.91it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.85it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.88it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.90it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.91it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.90it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.93it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 105: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 105: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 105:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 106:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 106:   1%|          | 1/109 [00:16<30:23,  0.06it/s, v_num=6e0e]
Epoch 106:   1%|          | 1/109 [00:16<30:23,  0.06it/s, v_num=6e0e]
Epoch 106:   2%|▏         | 2/109 [00:17<16:01,  0.11it/s, v_num=6e0e]
Epoch 106:   2%|▏         | 2/109 [00:17<16:01,  0.11it/s, v_num=6e0e]
Epoch 106:   3%|▎         | 3/109 [00:18<11:04,  0.16it/s, v_num=6e0e]
Epoch 106:   3%|▎         | 3/109 [00:18<11:04,  0.16it/s, v_num=6e0e]
Epoch 106:   4%|▎         | 4/109 [00:19<08:34,  0.20it/s, v_num=6e0e]
Epoch 106:   4%|▎         | 4/109 [00:19<08:34,  0.20it/s, v_num=6e0e]
Epoch 106:   5%|▍         | 5/109 [00:33<11:29,  0.15it/s, v_num=6e0e]
Epoch 106:   5%|▍         | 5/109 [00:33<11:29,  0.15it/s, v_num=6e0e]
Epoch 106:   6%|▌         | 6/109 [00:37<10:36,  0.16it/s, v_num=6e0e]
Epoch 106:   6%|▌         | 6/109 [00:37<10:36,  0.16it/s, v_num=6e0e]
Epoch 106:   6%|▋         | 7/109 [00:37<09:10,  0.19it/s, v_num=6e0e]
Epoch 106:   6%|▋         | 7/109 [00:37<09:10,  0.19it/s, v_num=6e0e]
Epoch 106:   7%|▋         | 8/109 [00:38<08:06,  0.21it/s, v_num=6e0e]
Epoch 106:   7%|▋         | 8/109 [00:38<08:06,  0.21it/s, v_num=6e0e]
Epoch 106:   8%|▊         | 9/109 [00:51<09:28,  0.18it/s, v_num=6e0e]
Epoch 106:   8%|▊         | 9/109 [00:51<09:28,  0.18it/s, v_num=6e0e]
Epoch 106:   9%|▉         | 10/109 [00:53<08:49,  0.19it/s, v_num=6e0e]
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Epoch 106:  10%|█         | 11/109 [00:54<08:03,  0.20it/s, v_num=6e0e]
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Epoch 106:  11%|█         | 12/109 [00:54<07:24,  0.22it/s, v_num=6e0e]
Epoch 106:  11%|█         | 12/109 [00:54<07:24,  0.22it/s, v_num=6e0e]
Epoch 106:  12%|█▏        | 13/109 [01:08<08:22,  0.19it/s, v_num=6e0e]
Epoch 106:  12%|█▏        | 13/109 [01:08<08:22,  0.19it/s, v_num=6e0e]
Epoch 106:  13%|█▎        | 14/109 [01:10<07:55,  0.20it/s, v_num=6e0e]
Epoch 106:  13%|█▎        | 14/109 [01:10<07:55,  0.20it/s, v_num=6e0e]
Epoch 106:  14%|█▍        | 15/109 [01:10<07:24,  0.21it/s, v_num=6e0e]
Epoch 106:  14%|█▍        | 15/109 [01:10<07:24,  0.21it/s, v_num=6e0e]
Epoch 106:  15%|█▍        | 16/109 [01:11<06:56,  0.22it/s, v_num=6e0e]
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Epoch 106:  17%|█▋        | 18/109 [01:26<07:16,  0.21it/s, v_num=6e0e]
Epoch 106:  17%|█▋        | 19/109 [01:26<06:52,  0.22it/s, v_num=6e0e]
Epoch 106:  17%|█▋        | 19/109 [01:27<06:52,  0.22it/s, v_num=6e0e]
Epoch 106:  18%|█▊        | 20/109 [01:27<06:30,  0.23it/s, v_num=6e0e]
Epoch 106:  18%|█▊        | 20/109 [01:27<06:30,  0.23it/s, v_num=6e0e]
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Epoch 106:  19%|█▉        | 21/109 [01:38<06:52,  0.21it/s, v_num=6e0e]
Epoch 106:  20%|██        | 22/109 [01:44<06:53,  0.21it/s, v_num=6e0e]
Epoch 106:  20%|██        | 22/109 [01:44<06:53,  0.21it/s, v_num=6e0e]
Epoch 106:  21%|██        | 23/109 [01:45<06:33,  0.22it/s, v_num=6e0e]
Epoch 106:  21%|██        | 23/109 [01:45<06:33,  0.22it/s, v_num=6e0e]
Epoch 106:  22%|██▏       | 24/109 [01:45<06:15,  0.23it/s, v_num=6e0e]
Epoch 106:  22%|██▏       | 24/109 [01:45<06:15,  0.23it/s, v_num=6e0e]
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Epoch 106:  28%|██▊       | 30/109 [02:17<06:02,  0.22it/s, v_num=6e0e]
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Epoch 106:  29%|██▉       | 32/109 [02:19<05:35,  0.23it/s, v_num=6e0e]
Epoch 106:  29%|██▉       | 32/109 [02:19<05:35,  0.23it/s, v_num=6e0e]
Epoch 106:  30%|███       | 33/109 [02:26<05:37,  0.23it/s, v_num=6e0e]
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Epoch 106:  31%|███       | 34/109 [02:35<05:43,  0.22it/s, v_num=6e0e]
Epoch 106:  31%|███       | 34/109 [02:35<05:43,  0.22it/s, v_num=6e0e]
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Epoch 106:  74%|███████▍  | 81/109 [05:52<02:01,  0.23it/s, v_num=6e0e]
Epoch 106:  75%|███████▌  | 82/109 [05:56<01:57,  0.23it/s, v_num=6e0e]
Epoch 106:  75%|███████▌  | 82/109 [05:56<01:57,  0.23it/s, v_num=6e0e]
Epoch 106:  76%|███████▌  | 83/109 [05:57<01:52,  0.23it/s, v_num=6e0e]
Epoch 106:  76%|███████▌  | 83/109 [05:57<01:52,  0.23it/s, v_num=6e0e]
Epoch 106:  77%|███████▋  | 84/109 [05:58<01:46,  0.23it/s, v_num=6e0e]
Epoch 106:  77%|███████▋  | 84/109 [05:58<01:46,  0.23it/s, v_num=6e0e]
Epoch 106:  78%|███████▊  | 85/109 [06:07<01:43,  0.23it/s, v_num=6e0e]
Epoch 106:  78%|███████▊  | 85/109 [06:07<01:43,  0.23it/s, v_num=6e0e]
Epoch 106:  79%|███████▉  | 86/109 [06:14<01:40,  0.23it/s, v_num=6e0e]
Epoch 106:  79%|███████▉  | 86/109 [06:14<01:40,  0.23it/s, v_num=6e0e]
Epoch 106:  80%|███████▉  | 87/109 [06:15<01:34,  0.23it/s, v_num=6e0e]
Epoch 106:  80%|███████▉  | 87/109 [06:15<01:34,  0.23it/s, v_num=6e0e]
Epoch 106:  81%|████████  | 88/109 [06:15<01:29,  0.23it/s, v_num=6e0e]
Epoch 106:  81%|████████  | 88/109 [06:15<01:29,  0.23it/s, v_num=6e0e]
Epoch 106:  82%|████████▏ | 89/109 [06:21<01:25,  0.23it/s, v_num=6e0e]
Epoch 106:  82%|████████▏ | 89/109 [06:21<01:25,  0.23it/s, v_num=6e0e]
Epoch 106:  83%|████████▎ | 90/109 [06:31<01:22,  0.23it/s, v_num=6e0e]
Epoch 106:  83%|████████▎ | 90/109 [06:31<01:22,  0.23it/s, v_num=6e0e]
Epoch 106:  83%|████████▎ | 91/109 [06:31<01:17,  0.23it/s, v_num=6e0e]
Epoch 106:  83%|████████▎ | 91/109 [06:31<01:17,  0.23it/s, v_num=6e0e]
Epoch 106:  84%|████████▍ | 92/109 [06:32<01:12,  0.23it/s, v_num=6e0e]
Epoch 106:  84%|████████▍ | 92/109 [06:32<01:12,  0.23it/s, v_num=6e0e]
Epoch 106:  85%|████████▌ | 93/109 [06:38<01:08,  0.23it/s, v_num=6e0e]
Epoch 106:  85%|████████▌ | 93/109 [06:38<01:08,  0.23it/s, v_num=6e0e]
Epoch 106:  86%|████████▌ | 94/109 [06:48<01:05,  0.23it/s, v_num=6e0e]
Epoch 106:  86%|████████▌ | 94/109 [06:48<01:05,  0.23it/s, v_num=6e0e]
Epoch 106:  87%|████████▋ | 95/109 [06:49<01:00,  0.23it/s, v_num=6e0e]
Epoch 106:  87%|████████▋ | 95/109 [06:49<01:00,  0.23it/s, v_num=6e0e]
Epoch 106:  88%|████████▊ | 96/109 [06:50<00:55,  0.23it/s, v_num=6e0e]
Epoch 106:  88%|████████▊ | 96/109 [06:50<00:55,  0.23it/s, v_num=6e0e]
Epoch 106:  89%|████████▉ | 97/109 [06:54<00:51,  0.23it/s, v_num=6e0e]
Epoch 106:  89%|████████▉ | 97/109 [06:54<00:51,  0.23it/s, v_num=6e0e]
Epoch 106:  90%|████████▉ | 98/109 [07:07<00:47,  0.23it/s, v_num=6e0e]
Epoch 106:  90%|████████▉ | 98/109 [07:07<00:47,  0.23it/s, v_num=6e0e]
Epoch 106:  91%|█████████ | 99/109 [07:08<00:43,  0.23it/s, v_num=6e0e]
Epoch 106:  91%|█████████ | 99/109 [07:08<00:43,  0.23it/s, v_num=6e0e]
Epoch 106:  92%|█████████▏| 100/109 [07:08<00:38,  0.23it/s, v_num=6e0e]
Epoch 106:  92%|█████████▏| 100/109 [07:08<00:38,  0.23it/s, v_num=6e0e]
Epoch 106:  93%|█████████▎| 101/109 [07:10<00:34,  0.23it/s, v_num=6e0e]
Epoch 106:  93%|█████████▎| 101/109 [07:10<00:34,  0.23it/s, v_num=6e0e]
Epoch 106:  94%|█████████▎| 102/109 [07:24<00:30,  0.23it/s, v_num=6e0e]
Epoch 106:  94%|█████████▎| 102/109 [07:24<00:30,  0.23it/s, v_num=6e0e]
Epoch 106:  94%|█████████▍| 103/109 [07:25<00:25,  0.23it/s, v_num=6e0e]
Epoch 106:  94%|█████████▍| 103/109 [07:25<00:25,  0.23it/s, v_num=6e0e]
Epoch 106:  95%|█████████▌| 104/109 [07:25<00:21,  0.23it/s, v_num=6e0e]
Epoch 106:  95%|█████████▌| 104/109 [07:25<00:21,  0.23it/s, v_num=6e0e]
Epoch 106:  96%|█████████▋| 105/109 [07:29<00:17,  0.23it/s, v_num=6e0e]
Epoch 106:  96%|█████████▋| 105/109 [07:29<00:17,  0.23it/s, v_num=6e0e]
Epoch 106:  97%|█████████▋| 106/109 [07:40<00:13,  0.23it/s, v_num=6e0e]
Epoch 106:  97%|█████████▋| 106/109 [07:40<00:13,  0.23it/s, v_num=6e0e]
Epoch 106:  98%|█████████▊| 107/109 [07:41<00:08,  0.23it/s, v_num=6e0e]
Epoch 106:  98%|█████████▊| 107/109 [07:41<00:08,  0.23it/s, v_num=6e0e]
Epoch 106:  99%|█████████▉| 108/109 [07:42<00:04,  0.23it/s, v_num=6e0e]
Epoch 106:  99%|█████████▉| 108/109 [07:42<00:04,  0.23it/s, v_num=6e0e]
Epoch 106: 100%|██████████| 109/109 [07:45<00:00,  0.23it/s, v_num=6e0e]
Epoch 106: 100%|██████████| 109/109 [07:45<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:13,  0.83it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.87it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.89it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.91it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.89it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.91it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.92it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.93it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.92it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 106: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]
Epoch 106: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]
Epoch 106:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 107:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 107:   1%|          | 1/109 [00:15<27:29,  0.07it/s, v_num=6e0e]
Epoch 107:   1%|          | 1/109 [00:15<27:29,  0.07it/s, v_num=6e0e]
Epoch 107:   2%|▏         | 2/109 [00:16<14:38,  0.12it/s, v_num=6e0e]
Epoch 107:   2%|▏         | 2/109 [00:16<14:38,  0.12it/s, v_num=6e0e]
Epoch 107:   3%|▎         | 3/109 [00:17<10:08,  0.17it/s, v_num=6e0e]
Epoch 107:   3%|▎         | 3/109 [00:17<10:08,  0.17it/s, v_num=6e0e]
Epoch 107:   4%|▎         | 4/109 [00:18<07:53,  0.22it/s, v_num=6e0e]
Epoch 107:   4%|▎         | 4/109 [00:18<07:53,  0.22it/s, v_num=6e0e]
Epoch 107:   5%|▍         | 5/109 [00:33<11:39,  0.15it/s, v_num=6e0e]
Epoch 107:   5%|▍         | 5/109 [00:33<11:39,  0.15it/s, v_num=6e0e]
Epoch 107:   6%|▌         | 6/109 [00:34<09:50,  0.17it/s, v_num=6e0e]
Epoch 107:   6%|▌         | 6/109 [00:34<09:50,  0.17it/s, v_num=6e0e]
Epoch 107:   6%|▋         | 7/109 [00:35<08:33,  0.20it/s, v_num=6e0e]
Epoch 107:   6%|▋         | 7/109 [00:35<08:33,  0.20it/s, v_num=6e0e]
Epoch 107:   7%|▋         | 8/109 [00:36<07:35,  0.22it/s, v_num=6e0e]
Epoch 107:   7%|▋         | 8/109 [00:36<07:35,  0.22it/s, v_num=6e0e]
Epoch 107:   8%|▊         | 9/109 [00:53<09:50,  0.17it/s, v_num=6e0e]
Epoch 107:   8%|▊         | 9/109 [00:53<09:50,  0.17it/s, v_num=6e0e]
Epoch 107:   9%|▉         | 10/109 [00:53<08:53,  0.19it/s, v_num=6e0e]
Epoch 107:   9%|▉         | 10/109 [00:53<08:53,  0.19it/s, v_num=6e0e]
Epoch 107:  10%|█         | 11/109 [00:54<08:07,  0.20it/s, v_num=6e0e]
Epoch 107:  10%|█         | 11/109 [00:54<08:07,  0.20it/s, v_num=6e0e]
Epoch 107:  11%|█         | 12/109 [00:55<07:28,  0.22it/s, v_num=6e0e]
Epoch 107:  11%|█         | 12/109 [00:55<07:28,  0.22it/s, v_num=6e0e]
Epoch 107:  12%|█▏        | 13/109 [01:09<08:30,  0.19it/s, v_num=6e0e]
Epoch 107:  12%|█▏        | 13/109 [01:09<08:30,  0.19it/s, v_num=6e0e]
Epoch 107:  13%|█▎        | 14/109 [01:09<07:54,  0.20it/s, v_num=6e0e]
Epoch 107:  13%|█▎        | 14/109 [01:09<07:54,  0.20it/s, v_num=6e0e]
Epoch 107:  14%|█▍        | 15/109 [01:10<07:23,  0.21it/s, v_num=6e0e]
Epoch 107:  14%|█▍        | 15/109 [01:10<07:23,  0.21it/s, v_num=6e0e]
Epoch 107:  15%|█▍        | 16/109 [01:11<06:56,  0.22it/s, v_num=6e0e]
Epoch 107:  15%|█▍        | 16/109 [01:11<06:56,  0.22it/s, v_num=6e0e]
Epoch 107:  16%|█▌        | 17/109 [01:26<07:45,  0.20it/s, v_num=6e0e]
Epoch 107:  16%|█▌        | 17/109 [01:26<07:45,  0.20it/s, v_num=6e0e]
Epoch 107:  17%|█▋        | 18/109 [01:26<07:18,  0.21it/s, v_num=6e0e]
Epoch 107:  17%|█▋        | 18/109 [01:26<07:18,  0.21it/s, v_num=6e0e]
Epoch 107:  17%|█▋        | 19/109 [01:27<06:54,  0.22it/s, v_num=6e0e]
Epoch 107:  17%|█▋        | 19/109 [01:27<06:54,  0.22it/s, v_num=6e0e]
Epoch 107:  18%|█▊        | 20/109 [01:28<06:33,  0.23it/s, v_num=6e0e]
Epoch 107:  18%|█▊        | 20/109 [01:28<06:33,  0.23it/s, v_num=6e0e]
Epoch 107:  19%|█▉        | 21/109 [01:41<07:05,  0.21it/s, v_num=6e0e]
Epoch 107:  19%|█▉        | 21/109 [01:41<07:05,  0.21it/s, v_num=6e0e]
Epoch 107:  20%|██        | 22/109 [01:42<06:44,  0.22it/s, v_num=6e0e]
Epoch 107:  20%|██        | 22/109 [01:42<06:44,  0.22it/s, v_num=6e0e]
Epoch 107:  21%|██        | 23/109 [01:43<06:25,  0.22it/s, v_num=6e0e]
Epoch 107:  21%|██        | 23/109 [01:43<06:25,  0.22it/s, v_num=6e0e]
Epoch 107:  22%|██▏       | 24/109 [01:43<06:08,  0.23it/s, v_num=6e0e]
Epoch 107:  22%|██▏       | 24/109 [01:43<06:08,  0.23it/s, v_num=6e0e]
Epoch 107:  23%|██▎       | 25/109 [01:58<06:38,  0.21it/s, v_num=6e0e]
Epoch 107:  23%|██▎       | 25/109 [01:58<06:38,  0.21it/s, v_num=6e0e]
Epoch 107:  24%|██▍       | 26/109 [01:59<06:21,  0.22it/s, v_num=6e0e]
Epoch 107:  24%|██▍       | 26/109 [01:59<06:21,  0.22it/s, v_num=6e0e]
Epoch 107:  25%|██▍       | 27/109 [02:00<06:05,  0.22it/s, v_num=6e0e]
Epoch 107:  25%|██▍       | 27/109 [02:00<06:05,  0.22it/s, v_num=6e0e]
Epoch 107:  26%|██▌       | 28/109 [02:01<05:50,  0.23it/s, v_num=6e0e]
Epoch 107:  26%|██▌       | 28/109 [02:01<05:50,  0.23it/s, v_num=6e0e]
Epoch 107:  27%|██▋       | 29/109 [02:14<06:10,  0.22it/s, v_num=6e0e]
Epoch 107:  27%|██▋       | 29/109 [02:14<06:10,  0.22it/s, v_num=6e0e]
Epoch 107:  28%|██▊       | 30/109 [02:15<05:56,  0.22it/s, v_num=6e0e]
Epoch 107:  28%|██▊       | 30/109 [02:15<05:56,  0.22it/s, v_num=6e0e]
Epoch 107:  28%|██▊       | 31/109 [02:16<05:42,  0.23it/s, v_num=6e0e]
Epoch 107:  28%|██▊       | 31/109 [02:16<05:42,  0.23it/s, v_num=6e0e]
Epoch 107:  29%|██▉       | 32/109 [02:18<05:32,  0.23it/s, v_num=6e0e]
Epoch 107:  29%|██▉       | 32/109 [02:18<05:32,  0.23it/s, v_num=6e0e]
Epoch 107:  30%|███       | 33/109 [02:31<05:49,  0.22it/s, v_num=6e0e]
Epoch 107:  30%|███       | 33/109 [02:31<05:49,  0.22it/s, v_num=6e0e]
Epoch 107:  31%|███       | 34/109 [02:32<05:36,  0.22it/s, v_num=6e0e]
Epoch 107:  31%|███       | 34/109 [02:32<05:36,  0.22it/s, v_num=6e0e]
Epoch 107:  32%|███▏      | 35/109 [02:33<05:24,  0.23it/s, v_num=6e0e]
Epoch 107:  32%|███▏      | 35/109 [02:33<05:24,  0.23it/s, v_num=6e0e]
Epoch 107:  33%|███▎      | 36/109 [02:34<05:13,  0.23it/s, v_num=6e0e]
Epoch 107:  33%|███▎      | 36/109 [02:34<05:13,  0.23it/s, v_num=6e0e]
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Epoch 107:  37%|███▋      | 40/109 [02:49<04:53,  0.24it/s, v_num=6e0e]
Epoch 107:  38%|███▊      | 41/109 [03:02<05:03,  0.22it/s, v_num=6e0e]
Epoch 107:  38%|███▊      | 41/109 [03:02<05:03,  0.22it/s, v_num=6e0e]
Epoch 107:  39%|███▊      | 42/109 [03:03<04:52,  0.23it/s, v_num=6e0e]
Epoch 107:  39%|███▊      | 42/109 [03:03<04:52,  0.23it/s, v_num=6e0e]
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Epoch 107:  40%|████      | 44/109 [03:07<04:36,  0.23it/s, v_num=6e0e]
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Epoch 107:  42%|████▏     | 46/109 [03:20<04:35,  0.23it/s, v_num=6e0e]
Epoch 107:  43%|████▎     | 47/109 [03:21<04:25,  0.23it/s, v_num=6e0e]
Epoch 107:  43%|████▎     | 47/109 [03:21<04:25,  0.23it/s, v_num=6e0e]
Epoch 107:  44%|████▍     | 48/109 [03:24<04:20,  0.23it/s, v_num=6e0e]
Epoch 107:  44%|████▍     | 48/109 [03:24<04:20,  0.23it/s, v_num=6e0e]
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Epoch 107:  46%|████▌     | 50/109 [03:35<04:14,  0.23it/s, v_num=6e0e]
Epoch 107:  46%|████▌     | 50/109 [03:35<04:14,  0.23it/s, v_num=6e0e]
Epoch 107:  47%|████▋     | 51/109 [03:36<04:06,  0.24it/s, v_num=6e0e]
Epoch 107:  47%|████▋     | 51/109 [03:36<04:06,  0.24it/s, v_num=6e0e]
Epoch 107:  48%|████▊     | 52/109 [03:42<04:03,  0.23it/s, v_num=6e0e]
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Epoch 107:  49%|████▊     | 53/109 [03:49<04:02,  0.23it/s, v_num=6e0e]
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Epoch 107:  55%|█████▌    | 60/109 [04:16<03:29,  0.23it/s, v_num=6e0e]
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Epoch 107:  56%|█████▌    | 61/109 [04:20<03:24,  0.23it/s, v_num=6e0e]
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Epoch 107:  61%|██████    | 66/109 [04:41<03:03,  0.23it/s, v_num=6e0e]
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Epoch 107:  61%|██████▏   | 67/109 [04:42<02:57,  0.24it/s, v_num=6e0e]
Epoch 107:  62%|██████▏   | 68/109 [04:47<02:53,  0.24it/s, v_num=6e0e]
Epoch 107:  62%|██████▏   | 68/109 [04:47<02:53,  0.24it/s, v_num=6e0e]
Epoch 107:  63%|██████▎   | 69/109 [04:53<02:50,  0.24it/s, v_num=6e0e]
Epoch 107:  63%|██████▎   | 69/109 [04:53<02:50,  0.24it/s, v_num=6e0e]
Epoch 107:  64%|██████▍   | 70/109 [04:59<02:46,  0.23it/s, v_num=6e0e]
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Epoch 107:  65%|██████▌   | 71/109 [05:00<02:40,  0.24it/s, v_num=6e0e]
Epoch 107:  65%|██████▌   | 71/109 [05:00<02:40,  0.24it/s, v_num=6e0e]
Epoch 107:  66%|██████▌   | 72/109 [05:05<02:36,  0.24it/s, v_num=6e0e]
Epoch 107:  66%|██████▌   | 72/109 [05:05<02:36,  0.24it/s, v_num=6e0e]
Epoch 107:  67%|██████▋   | 73/109 [05:11<02:33,  0.23it/s, v_num=6e0e]
Epoch 107:  67%|██████▋   | 73/109 [05:11<02:33,  0.23it/s, v_num=6e0e]
Epoch 107:  68%|██████▊   | 74/109 [05:15<02:29,  0.23it/s, v_num=6e0e]
Epoch 107:  68%|██████▊   | 74/109 [05:15<02:29,  0.23it/s, v_num=6e0e]
Epoch 107:  69%|██████▉   | 75/109 [05:16<02:23,  0.24it/s, v_num=6e0e]
Epoch 107:  69%|██████▉   | 75/109 [05:16<02:23,  0.24it/s, v_num=6e0e]
Epoch 107:  70%|██████▉   | 76/109 [05:21<02:19,  0.24it/s, v_num=6e0e]
Epoch 107:  70%|██████▉   | 76/109 [05:21<02:19,  0.24it/s, v_num=6e0e]
Epoch 107:  71%|███████   | 77/109 [05:26<02:15,  0.24it/s, v_num=6e0e]
Epoch 107:  71%|███████   | 77/109 [05:26<02:15,  0.24it/s, v_num=6e0e]
Epoch 107:  72%|███████▏  | 78/109 [05:34<02:12,  0.23it/s, v_num=6e0e]
Epoch 107:  72%|███████▏  | 78/109 [05:34<02:12,  0.23it/s, v_num=6e0e]
Epoch 107:  72%|███████▏  | 79/109 [05:35<02:07,  0.24it/s, v_num=6e0e]
Epoch 107:  72%|███████▏  | 79/109 [05:35<02:07,  0.24it/s, v_num=6e0e]
Epoch 107:  73%|███████▎  | 80/109 [05:37<02:02,  0.24it/s, v_num=6e0e]
Epoch 107:  73%|███████▎  | 80/109 [05:37<02:02,  0.24it/s, v_num=6e0e]
Epoch 107:  74%|███████▍  | 81/109 [05:44<01:59,  0.23it/s, v_num=6e0e]
Epoch 107:  74%|███████▍  | 81/109 [05:44<01:59,  0.23it/s, v_num=6e0e]
Epoch 107:  75%|███████▌  | 82/109 [05:49<01:55,  0.23it/s, v_num=6e0e]
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Epoch 107:  76%|███████▌  | 83/109 [05:50<01:49,  0.24it/s, v_num=6e0e]
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Epoch 107:  77%|███████▋  | 84/109 [05:53<01:45,  0.24it/s, v_num=6e0e]
Epoch 107:  77%|███████▋  | 84/109 [05:53<01:45,  0.24it/s, v_num=6e0e]
Epoch 107:  78%|███████▊  | 85/109 [06:00<01:41,  0.24it/s, v_num=6e0e]
Epoch 107:  78%|███████▊  | 85/109 [06:00<01:41,  0.24it/s, v_num=6e0e]
Epoch 107:  79%|███████▉  | 86/109 [06:08<01:38,  0.23it/s, v_num=6e0e]
Epoch 107:  79%|███████▉  | 86/109 [06:08<01:38,  0.23it/s, v_num=6e0e]
Epoch 107:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
Epoch 107:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
Epoch 107:  81%|████████  | 88/109 [06:09<01:28,  0.24it/s, v_num=6e0e]
Epoch 107:  81%|████████  | 88/109 [06:09<01:28,  0.24it/s, v_num=6e0e]
Epoch 107:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
Epoch 107:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
Epoch 107:  83%|████████▎ | 90/109 [06:25<01:21,  0.23it/s, v_num=6e0e]
Epoch 107:  83%|████████▎ | 90/109 [06:25<01:21,  0.23it/s, v_num=6e0e]
Epoch 107:  83%|████████▎ | 91/109 [06:26<01:16,  0.24it/s, v_num=6e0e]
Epoch 107:  83%|████████▎ | 91/109 [06:26<01:16,  0.24it/s, v_num=6e0e]
Epoch 107:  84%|████████▍ | 92/109 [06:27<01:11,  0.24it/s, v_num=6e0e]
Epoch 107:  84%|████████▍ | 92/109 [06:27<01:11,  0.24it/s, v_num=6e0e]
Epoch 107:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 107:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 107:  86%|████████▌ | 94/109 [06:42<01:04,  0.23it/s, v_num=6e0e]
Epoch 107:  86%|████████▌ | 94/109 [06:42<01:04,  0.23it/s, v_num=6e0e]
Epoch 107:  87%|████████▋ | 95/109 [06:43<00:59,  0.24it/s, v_num=6e0e]
Epoch 107:  87%|████████▋ | 95/109 [06:43<00:59,  0.24it/s, v_num=6e0e]
Epoch 107:  88%|████████▊ | 96/109 [06:44<00:54,  0.24it/s, v_num=6e0e]
Epoch 107:  88%|████████▊ | 96/109 [06:44<00:54,  0.24it/s, v_num=6e0e]
Epoch 107:  89%|████████▉ | 97/109 [06:48<00:50,  0.24it/s, v_num=6e0e]
Epoch 107:  89%|████████▉ | 97/109 [06:48<00:50,  0.24it/s, v_num=6e0e]
Epoch 107:  90%|████████▉ | 98/109 [06:59<00:47,  0.23it/s, v_num=6e0e]
Epoch 107:  90%|████████▉ | 98/109 [06:59<00:47,  0.23it/s, v_num=6e0e]
Epoch 107:  91%|█████████ | 99/109 [06:59<00:42,  0.24it/s, v_num=6e0e]
Epoch 107:  91%|█████████ | 99/109 [06:59<00:42,  0.24it/s, v_num=6e0e]
Epoch 107:  92%|█████████▏| 100/109 [07:00<00:37,  0.24it/s, v_num=6e0e]
Epoch 107:  92%|█████████▏| 100/109 [07:00<00:37,  0.24it/s, v_num=6e0e]
Epoch 107:  93%|█████████▎| 101/109 [07:05<00:33,  0.24it/s, v_num=6e0e]
Epoch 107:  93%|█████████▎| 101/109 [07:05<00:33,  0.24it/s, v_num=6e0e]
Epoch 107:  94%|█████████▎| 102/109 [07:15<00:29,  0.23it/s, v_num=6e0e]
Epoch 107:  94%|█████████▎| 102/109 [07:15<00:29,  0.23it/s, v_num=6e0e]
Epoch 107:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
Epoch 107:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
Epoch 107:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
Epoch 107:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
Epoch 107:  96%|█████████▋| 105/109 [07:22<00:16,  0.24it/s, v_num=6e0e]
Epoch 107:  96%|█████████▋| 105/109 [07:22<00:16,  0.24it/s, v_num=6e0e]
Epoch 107:  97%|█████████▋| 106/109 [07:34<00:12,  0.23it/s, v_num=6e0e]
Epoch 107:  97%|█████████▋| 106/109 [07:34<00:12,  0.23it/s, v_num=6e0e]
Epoch 107:  98%|█████████▊| 107/109 [07:34<00:08,  0.24it/s, v_num=6e0e]
Epoch 107:  98%|█████████▊| 107/109 [07:34<00:08,  0.24it/s, v_num=6e0e]
Epoch 107:  99%|█████████▉| 108/109 [07:35<00:04,  0.24it/s, v_num=6e0e]
Epoch 107:  99%|█████████▉| 108/109 [07:35<00:04,  0.24it/s, v_num=6e0e]
Epoch 107: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]
Epoch 107: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.90it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.92it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.91it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.92it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 107: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 107: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 107:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 108:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 108:   1%|          | 1/109 [00:17<31:32,  0.06it/s, v_num=6e0e]
Epoch 108:   1%|          | 1/109 [00:17<31:32,  0.06it/s, v_num=6e0e]
Epoch 108:   2%|▏         | 2/109 [00:18<16:20,  0.11it/s, v_num=6e0e]
Epoch 108:   2%|▏         | 2/109 [00:18<16:20,  0.11it/s, v_num=6e0e]
Epoch 108:   3%|▎         | 3/109 [00:19<11:16,  0.16it/s, v_num=6e0e]
Epoch 108:   3%|▎         | 3/109 [00:19<11:16,  0.16it/s, v_num=6e0e]
Epoch 108:   4%|▎         | 4/109 [00:19<08:43,  0.20it/s, v_num=6e0e]
Epoch 108:   4%|▎         | 4/109 [00:19<08:43,  0.20it/s, v_num=6e0e]
Epoch 108:   5%|▍         | 5/109 [00:33<11:32,  0.15it/s, v_num=6e0e]
Epoch 108:   5%|▍         | 5/109 [00:33<11:32,  0.15it/s, v_num=6e0e]
Epoch 108:   6%|▌         | 6/109 [00:34<09:51,  0.17it/s, v_num=6e0e]
Epoch 108:   6%|▌         | 6/109 [00:34<09:51,  0.17it/s, v_num=6e0e]
Epoch 108:   6%|▋         | 7/109 [00:35<08:33,  0.20it/s, v_num=6e0e]
Epoch 108:   6%|▋         | 7/109 [00:35<08:33,  0.20it/s, v_num=6e0e]
Epoch 108:   7%|▋         | 8/109 [00:36<07:35,  0.22it/s, v_num=6e0e]
Epoch 108:   7%|▋         | 8/109 [00:36<07:35,  0.22it/s, v_num=6e0e]
Epoch 108:   8%|▊         | 9/109 [00:49<09:06,  0.18it/s, v_num=6e0e]
Epoch 108:   8%|▊         | 9/109 [00:49<09:06,  0.18it/s, v_num=6e0e]
Epoch 108:   9%|▉         | 10/109 [00:51<08:27,  0.19it/s, v_num=6e0e]
Epoch 108:   9%|▉         | 10/109 [00:51<08:27,  0.19it/s, v_num=6e0e]
Epoch 108:  10%|█         | 11/109 [00:52<07:43,  0.21it/s, v_num=6e0e]
Epoch 108:  10%|█         | 11/109 [00:52<07:43,  0.21it/s, v_num=6e0e]
Epoch 108:  11%|█         | 12/109 [00:52<07:07,  0.23it/s, v_num=6e0e]
Epoch 108:  11%|█         | 12/109 [00:52<07:07,  0.23it/s, v_num=6e0e]
Epoch 108:  12%|█▏        | 13/109 [01:04<07:56,  0.20it/s, v_num=6e0e]
Epoch 108:  12%|█▏        | 13/109 [01:04<07:56,  0.20it/s, v_num=6e0e]
Epoch 108:  13%|█▎        | 14/109 [01:09<07:51,  0.20it/s, v_num=6e0e]
Epoch 108:  13%|█▎        | 14/109 [01:09<07:51,  0.20it/s, v_num=6e0e]
Epoch 108:  14%|█▍        | 15/109 [01:10<07:20,  0.21it/s, v_num=6e0e]
Epoch 108:  14%|█▍        | 15/109 [01:10<07:20,  0.21it/s, v_num=6e0e]
Epoch 108:  15%|█▍        | 16/109 [01:11<06:53,  0.22it/s, v_num=6e0e]
Epoch 108:  15%|█▍        | 16/109 [01:11<06:53,  0.22it/s, v_num=6e0e]
Epoch 108:  16%|█▌        | 17/109 [01:21<07:21,  0.21it/s, v_num=6e0e]
Epoch 108:  16%|█▌        | 17/109 [01:21<07:21,  0.21it/s, v_num=6e0e]
Epoch 108:  17%|█▋        | 18/109 [01:26<07:16,  0.21it/s, v_num=6e0e]
Epoch 108:  17%|█▋        | 18/109 [01:26<07:16,  0.21it/s, v_num=6e0e]
Epoch 108:  17%|█▋        | 19/109 [01:27<06:53,  0.22it/s, v_num=6e0e]
Epoch 108:  17%|█▋        | 19/109 [01:27<06:53,  0.22it/s, v_num=6e0e]
Epoch 108:  18%|█▊        | 20/109 [01:28<06:31,  0.23it/s, v_num=6e0e]
Epoch 108:  18%|█▊        | 20/109 [01:28<06:31,  0.23it/s, v_num=6e0e]
Epoch 108:  19%|█▉        | 21/109 [01:35<06:41,  0.22it/s, v_num=6e0e]
Epoch 108:  19%|█▉        | 21/109 [01:35<06:41,  0.22it/s, v_num=6e0e]
Epoch 108:  20%|██        | 22/109 [01:44<06:52,  0.21it/s, v_num=6e0e]
Epoch 108:  20%|██        | 22/109 [01:44<06:52,  0.21it/s, v_num=6e0e]
Epoch 108:  21%|██        | 23/109 [01:45<06:33,  0.22it/s, v_num=6e0e]
Epoch 108:  21%|██        | 23/109 [01:45<06:33,  0.22it/s, v_num=6e0e]
Epoch 108:  22%|██▏       | 24/109 [01:45<06:15,  0.23it/s, v_num=6e0e]
Epoch 108:  22%|██▏       | 24/109 [01:45<06:15,  0.23it/s, v_num=6e0e]
Epoch 108:  23%|██▎       | 25/109 [01:51<06:13,  0.23it/s, v_num=6e0e]
Epoch 108:  23%|██▎       | 25/109 [01:51<06:13,  0.23it/s, v_num=6e0e]
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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.96it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  1.00it/s]

                                                                        
Epoch 108: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 108: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 108:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 109:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 109:   1%|          | 1/109 [00:19<34:31,  0.05it/s, v_num=6e0e]
Epoch 109:   1%|          | 1/109 [00:19<34:31,  0.05it/s, v_num=6e0e]
Epoch 109:   2%|▏         | 2/109 [00:19<17:48,  0.10it/s, v_num=6e0e]
Epoch 109:   2%|▏         | 2/109 [00:19<17:48,  0.10it/s, v_num=6e0e]
Epoch 109:   3%|▎         | 3/109 [00:20<12:14,  0.14it/s, v_num=6e0e]
Epoch 109:   3%|▎         | 3/109 [00:20<12:14,  0.14it/s, v_num=6e0e]
Epoch 109:   4%|▎         | 4/109 [00:21<09:27,  0.19it/s, v_num=6e0e]
Epoch 109:   4%|▎         | 4/109 [00:21<09:27,  0.19it/s, v_num=6e0e]
Epoch 109:   5%|▍         | 5/109 [00:35<12:22,  0.14it/s, v_num=6e0e]
Epoch 109:   5%|▍         | 5/109 [00:35<12:22,  0.14it/s, v_num=6e0e]
Epoch 109:   6%|▌         | 6/109 [00:36<10:27,  0.16it/s, v_num=6e0e]
Epoch 109:   6%|▌         | 6/109 [00:36<10:27,  0.16it/s, v_num=6e0e]
Epoch 109:   6%|▋         | 7/109 [00:37<09:04,  0.19it/s, v_num=6e0e]
Epoch 109:   6%|▋         | 7/109 [00:37<09:04,  0.19it/s, v_num=6e0e]
Epoch 109:   7%|▋         | 8/109 [00:38<08:01,  0.21it/s, v_num=6e0e]
Epoch 109:   7%|▋         | 8/109 [00:38<08:01,  0.21it/s, v_num=6e0e]
Epoch 109:   8%|▊         | 9/109 [00:54<10:02,  0.17it/s, v_num=6e0e]
Epoch 109:   8%|▊         | 9/109 [00:54<10:02,  0.17it/s, v_num=6e0e]
Epoch 109:   9%|▉         | 10/109 [00:54<09:04,  0.18it/s, v_num=6e0e]
Epoch 109:   9%|▉         | 10/109 [00:54<09:04,  0.18it/s, v_num=6e0e]
Epoch 109:  10%|█         | 11/109 [00:55<08:17,  0.20it/s, v_num=6e0e]
Epoch 109:  10%|█         | 11/109 [00:55<08:17,  0.20it/s, v_num=6e0e]
Epoch 109:  11%|█         | 12/109 [00:56<07:37,  0.21it/s, v_num=6e0e]
Epoch 109:  11%|█         | 12/109 [00:56<07:37,  0.21it/s, v_num=6e0e]
Epoch 109:  12%|█▏        | 13/109 [01:08<08:26,  0.19it/s, v_num=6e0e]
Epoch 109:  12%|█▏        | 13/109 [01:08<08:26,  0.19it/s, v_num=6e0e]
Epoch 109:  13%|█▎        | 14/109 [01:09<07:51,  0.20it/s, v_num=6e0e]
Epoch 109:  13%|█▎        | 14/109 [01:09<07:51,  0.20it/s, v_num=6e0e]
Epoch 109:  14%|█▍        | 15/109 [01:10<07:20,  0.21it/s, v_num=6e0e]
Epoch 109:  14%|█▍        | 15/109 [01:10<07:20,  0.21it/s, v_num=6e0e]
Epoch 109:  15%|█▍        | 16/109 [01:11<06:52,  0.23it/s, v_num=6e0e]
Epoch 109:  15%|█▍        | 16/109 [01:11<06:52,  0.23it/s, v_num=6e0e]
Epoch 109:  16%|█▌        | 17/109 [01:26<07:47,  0.20it/s, v_num=6e0e]
Epoch 109:  16%|█▌        | 17/109 [01:26<07:47,  0.20it/s, v_num=6e0e]
Epoch 109:  17%|█▋        | 18/109 [01:27<07:20,  0.21it/s, v_num=6e0e]
Epoch 109:  17%|█▋        | 18/109 [01:27<07:20,  0.21it/s, v_num=6e0e]
Epoch 109:  17%|█▋        | 19/109 [01:27<06:56,  0.22it/s, v_num=6e0e]
Epoch 109:  17%|█▋        | 19/109 [01:27<06:56,  0.22it/s, v_num=6e0e]
Epoch 109:  18%|█▊        | 20/109 [01:28<06:35,  0.23it/s, v_num=6e0e]
Epoch 109:  18%|█▊        | 20/109 [01:28<06:35,  0.23it/s, v_num=6e0e]
Epoch 109:  19%|█▉        | 21/109 [01:43<07:11,  0.20it/s, v_num=6e0e]
Epoch 109:  19%|█▉        | 21/109 [01:43<07:11,  0.20it/s, v_num=6e0e]
Epoch 109:  20%|██        | 22/109 [01:43<06:50,  0.21it/s, v_num=6e0e]
Epoch 109:  20%|██        | 22/109 [01:43<06:50,  0.21it/s, v_num=6e0e]
Epoch 109:  21%|██        | 23/109 [01:44<06:31,  0.22it/s, v_num=6e0e]
Epoch 109:  21%|██        | 23/109 [01:44<06:31,  0.22it/s, v_num=6e0e]
Epoch 109:  22%|██▏       | 24/109 [01:45<06:13,  0.23it/s, v_num=6e0e]
Epoch 109:  22%|██▏       | 24/109 [01:45<06:13,  0.23it/s, v_num=6e0e]
Epoch 109:  23%|██▎       | 25/109 [02:02<06:51,  0.20it/s, v_num=6e0e]
Epoch 109:  23%|██▎       | 25/109 [02:02<06:51,  0.20it/s, v_num=6e0e]
Epoch 109:  24%|██▍       | 26/109 [02:03<06:33,  0.21it/s, v_num=6e0e]
Epoch 109:  24%|██▍       | 26/109 [02:03<06:33,  0.21it/s, v_num=6e0e]
Epoch 109:  25%|██▍       | 27/109 [02:04<06:17,  0.22it/s, v_num=6e0e]
Epoch 109:  25%|██▍       | 27/109 [02:04<06:17,  0.22it/s, v_num=6e0e]
Epoch 109:  26%|██▌       | 28/109 [02:05<06:01,  0.22it/s, v_num=6e0e]
Epoch 109:  26%|██▌       | 28/109 [02:05<06:01,  0.22it/s, v_num=6e0e]
Epoch 109:  27%|██▋       | 29/109 [02:18<06:21,  0.21it/s, v_num=6e0e]
Epoch 109:  27%|██▋       | 29/109 [02:18<06:21,  0.21it/s, v_num=6e0e]
Epoch 109:  28%|██▊       | 30/109 [02:18<06:05,  0.22it/s, v_num=6e0e]
Epoch 109:  28%|██▊       | 30/109 [02:18<06:05,  0.22it/s, v_num=6e0e]
Epoch 109:  28%|██▊       | 31/109 [02:19<05:51,  0.22it/s, v_num=6e0e]
Epoch 109:  28%|██▊       | 31/109 [02:19<05:51,  0.22it/s, v_num=6e0e]
Epoch 109:  29%|██▉       | 32/109 [02:20<05:38,  0.23it/s, v_num=6e0e]
Epoch 109:  29%|██▉       | 32/109 [02:20<05:38,  0.23it/s, v_num=6e0e]
Epoch 109:  30%|███       | 33/109 [02:33<05:54,  0.21it/s, v_num=6e0e]
Epoch 109:  30%|███       | 33/109 [02:33<05:54,  0.21it/s, v_num=6e0e]
Epoch 109:  31%|███       | 34/109 [02:34<05:41,  0.22it/s, v_num=6e0e]
Epoch 109:  31%|███       | 34/109 [02:34<05:41,  0.22it/s, v_num=6e0e]
Epoch 109:  32%|███▏      | 35/109 [02:35<05:28,  0.22it/s, v_num=6e0e]
Epoch 109:  32%|███▏      | 35/109 [02:35<05:28,  0.22it/s, v_num=6e0e]
Epoch 109:  33%|███▎      | 36/109 [02:36<05:17,  0.23it/s, v_num=6e0e]
Epoch 109:  33%|███▎      | 36/109 [02:36<05:17,  0.23it/s, v_num=6e0e]
Epoch 109:  34%|███▍      | 37/109 [02:52<05:35,  0.21it/s, v_num=6e0e]
Epoch 109:  34%|███▍      | 37/109 [02:52<05:35,  0.21it/s, v_num=6e0e]
Epoch 109:  35%|███▍      | 38/109 [02:53<05:23,  0.22it/s, v_num=6e0e]
Epoch 109:  35%|███▍      | 38/109 [02:53<05:23,  0.22it/s, v_num=6e0e]
Epoch 109:  36%|███▌      | 39/109 [02:53<05:11,  0.22it/s, v_num=6e0e]
Epoch 109:  36%|███▌      | 39/109 [02:53<05:11,  0.22it/s, v_num=6e0e]
Epoch 109:  37%|███▋      | 40/109 [02:54<05:01,  0.23it/s, v_num=6e0e]
Epoch 109:  37%|███▋      | 40/109 [02:54<05:01,  0.23it/s, v_num=6e0e]
Epoch 109:  38%|███▊      | 41/109 [03:07<05:11,  0.22it/s, v_num=6e0e]
Epoch 109:  38%|███▊      | 41/109 [03:07<05:11,  0.22it/s, v_num=6e0e]
Epoch 109:  39%|███▊      | 42/109 [03:08<05:00,  0.22it/s, v_num=6e0e]
Epoch 109:  39%|███▊      | 42/109 [03:08<05:00,  0.22it/s, v_num=6e0e]
Epoch 109:  39%|███▉      | 43/109 [03:09<04:50,  0.23it/s, v_num=6e0e]
Epoch 109:  39%|███▉      | 43/109 [03:09<04:50,  0.23it/s, v_num=6e0e]
Epoch 109:  40%|████      | 44/109 [03:10<04:40,  0.23it/s, v_num=6e0e]
Epoch 109:  40%|████      | 44/109 [03:10<04:40,  0.23it/s, v_num=6e0e]
Epoch 109:  41%|████▏     | 45/109 [03:25<04:52,  0.22it/s, v_num=6e0e]
Epoch 109:  41%|████▏     | 45/109 [03:25<04:52,  0.22it/s, v_num=6e0e]
Epoch 109:  42%|████▏     | 46/109 [03:26<04:42,  0.22it/s, v_num=6e0e]
Epoch 109:  42%|████▏     | 46/109 [03:26<04:42,  0.22it/s, v_num=6e0e]
Epoch 109:  43%|████▎     | 47/109 [03:27<04:33,  0.23it/s, v_num=6e0e]
Epoch 109:  43%|████▎     | 47/109 [03:27<04:33,  0.23it/s, v_num=6e0e]
Epoch 109:  44%|████▍     | 48/109 [03:27<04:24,  0.23it/s, v_num=6e0e]
Epoch 109:  44%|████▍     | 48/109 [03:27<04:24,  0.23it/s, v_num=6e0e]
Epoch 109:  45%|████▍     | 49/109 [03:42<04:31,  0.22it/s, v_num=6e0e]
Epoch 109:  45%|████▍     | 49/109 [03:42<04:31,  0.22it/s, v_num=6e0e]
Epoch 109:  46%|████▌     | 50/109 [03:42<04:23,  0.22it/s, v_num=6e0e]
Epoch 109:  46%|████▌     | 50/109 [03:42<04:23,  0.22it/s, v_num=6e0e]
Epoch 109:  47%|████▋     | 51/109 [03:43<04:14,  0.23it/s, v_num=6e0e]
Epoch 109:  47%|████▋     | 51/109 [03:43<04:14,  0.23it/s, v_num=6e0e]
Epoch 109:  48%|████▊     | 52/109 [03:44<04:06,  0.23it/s, v_num=6e0e]
Epoch 109:  48%|████▊     | 52/109 [03:44<04:06,  0.23it/s, v_num=6e0e]
Epoch 109:  49%|████▊     | 53/109 [03:57<04:10,  0.22it/s, v_num=6e0e]
Epoch 109:  49%|████▊     | 53/109 [03:57<04:10,  0.22it/s, v_num=6e0e]
Epoch 109:  50%|████▉     | 54/109 [03:57<04:02,  0.23it/s, v_num=6e0e]
Epoch 109:  50%|████▉     | 54/109 [03:57<04:02,  0.23it/s, v_num=6e0e]
Epoch 109:  50%|█████     | 55/109 [03:58<03:54,  0.23it/s, v_num=6e0e]
Epoch 109:  50%|█████     | 55/109 [03:58<03:54,  0.23it/s, v_num=6e0e]
Epoch 109:  51%|█████▏    | 56/109 [03:59<03:46,  0.23it/s, v_num=6e0e]
Epoch 109:  51%|█████▏    | 56/109 [03:59<03:46,  0.23it/s, v_num=6e0e]
Epoch 109:  52%|█████▏    | 57/109 [04:13<03:50,  0.23it/s, v_num=6e0e]
Epoch 109:  52%|█████▏    | 57/109 [04:13<03:50,  0.23it/s, v_num=6e0e]
Epoch 109:  53%|█████▎    | 58/109 [04:13<03:43,  0.23it/s, v_num=6e0e]
Epoch 109:  53%|█████▎    | 58/109 [04:13<03:43,  0.23it/s, v_num=6e0e]
Epoch 109:  54%|█████▍    | 59/109 [04:14<03:35,  0.23it/s, v_num=6e0e]
Epoch 109:  54%|█████▍    | 59/109 [04:14<03:35,  0.23it/s, v_num=6e0e]
Epoch 109:  55%|█████▌    | 60/109 [04:15<03:28,  0.23it/s, v_num=6e0e]
Epoch 109:  55%|█████▌    | 60/109 [04:15<03:28,  0.23it/s, v_num=6e0e]
Epoch 109:  56%|█████▌    | 61/109 [04:31<03:33,  0.22it/s, v_num=6e0e]
Epoch 109:  56%|█████▌    | 61/109 [04:31<03:33,  0.22it/s, v_num=6e0e]
Epoch 109:  57%|█████▋    | 62/109 [04:32<03:26,  0.23it/s, v_num=6e0e]
Epoch 109:  57%|█████▋    | 62/109 [04:32<03:26,  0.23it/s, v_num=6e0e]
Epoch 109:  58%|█████▊    | 63/109 [04:32<03:19,  0.23it/s, v_num=6e0e]
Epoch 109:  58%|█████▊    | 63/109 [04:32<03:19,  0.23it/s, v_num=6e0e]
Epoch 109:  59%|█████▊    | 64/109 [04:33<03:12,  0.23it/s, v_num=6e0e]
Epoch 109:  59%|█████▊    | 64/109 [04:33<03:12,  0.23it/s, v_num=6e0e]
Epoch 109:  60%|█████▉    | 65/109 [04:47<03:14,  0.23it/s, v_num=6e0e]
Epoch 109:  60%|█████▉    | 65/109 [04:47<03:14,  0.23it/s, v_num=6e0e]
Epoch 109:  61%|██████    | 66/109 [04:48<03:07,  0.23it/s, v_num=6e0e]
Epoch 109:  61%|██████    | 66/109 [04:48<03:07,  0.23it/s, v_num=6e0e]
Epoch 109:  61%|██████▏   | 67/109 [04:49<03:01,  0.23it/s, v_num=6e0e]
Epoch 109:  61%|██████▏   | 67/109 [04:49<03:01,  0.23it/s, v_num=6e0e]
Epoch 109:  62%|██████▏   | 68/109 [04:50<02:54,  0.23it/s, v_num=6e0e]
Epoch 109:  62%|██████▏   | 68/109 [04:50<02:54,  0.23it/s, v_num=6e0e]
Epoch 109:  63%|██████▎   | 69/109 [05:01<02:54,  0.23it/s, v_num=6e0e]
Epoch 109:  63%|██████▎   | 69/109 [05:01<02:54,  0.23it/s, v_num=6e0e]
Epoch 109:  64%|██████▍   | 70/109 [05:02<02:48,  0.23it/s, v_num=6e0e]
Epoch 109:  64%|██████▍   | 70/109 [05:02<02:48,  0.23it/s, v_num=6e0e]
Epoch 109:  65%|██████▌   | 71/109 [05:03<02:42,  0.23it/s, v_num=6e0e]
Epoch 109:  65%|██████▌   | 71/109 [05:03<02:42,  0.23it/s, v_num=6e0e]
Epoch 109:  66%|██████▌   | 72/109 [05:04<02:36,  0.24it/s, v_num=6e0e]
Epoch 109:  66%|██████▌   | 72/109 [05:04<02:36,  0.24it/s, v_num=6e0e]
Epoch 109:  67%|██████▋   | 73/109 [05:18<02:37,  0.23it/s, v_num=6e0e]
Epoch 109:  67%|██████▋   | 73/109 [05:18<02:37,  0.23it/s, v_num=6e0e]
Epoch 109:  68%|██████▊   | 74/109 [05:19<02:31,  0.23it/s, v_num=6e0e]
Epoch 109:  68%|██████▊   | 74/109 [05:19<02:31,  0.23it/s, v_num=6e0e]
Epoch 109:  69%|██████▉   | 75/109 [05:20<02:25,  0.23it/s, v_num=6e0e]
Epoch 109:  69%|██████▉   | 75/109 [05:20<02:25,  0.23it/s, v_num=6e0e]
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Epoch 109:  70%|██████▉   | 76/109 [05:20<02:19,  0.24it/s, v_num=6e0e]
Epoch 109:  71%|███████   | 77/109 [05:35<02:19,  0.23it/s, v_num=6e0e]
Epoch 109:  71%|███████   | 77/109 [05:35<02:19,  0.23it/s, v_num=6e0e]
Epoch 109:  72%|███████▏  | 78/109 [05:35<02:13,  0.23it/s, v_num=6e0e]
Epoch 109:  72%|███████▏  | 78/109 [05:35<02:13,  0.23it/s, v_num=6e0e]
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Epoch 109:  72%|███████▏  | 79/109 [05:36<02:07,  0.23it/s, v_num=6e0e]
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Epoch 109:  73%|███████▎  | 80/109 [05:37<02:02,  0.24it/s, v_num=6e0e]
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Epoch 109:  74%|███████▍  | 81/109 [05:51<02:01,  0.23it/s, v_num=6e0e]
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Epoch 109:  80%|███████▉  | 87/109 [06:09<01:33,  0.24it/s, v_num=6e0e]
Epoch 109:  81%|████████  | 88/109 [06:09<01:28,  0.24it/s, v_num=6e0e]
Epoch 109:  81%|████████  | 88/109 [06:09<01:28,  0.24it/s, v_num=6e0e]
Epoch 109:  82%|████████▏ | 89/109 [06:25<01:26,  0.23it/s, v_num=6e0e]
Epoch 109:  82%|████████▏ | 89/109 [06:25<01:26,  0.23it/s, v_num=6e0e]
Epoch 109:  83%|████████▎ | 90/109 [06:26<01:21,  0.23it/s, v_num=6e0e]
Epoch 109:  83%|████████▎ | 90/109 [06:26<01:21,  0.23it/s, v_num=6e0e]
Epoch 109:  83%|████████▎ | 91/109 [06:27<01:16,  0.24it/s, v_num=6e0e]
Epoch 109:  83%|████████▎ | 91/109 [06:27<01:16,  0.24it/s, v_num=6e0e]
Epoch 109:  84%|████████▍ | 92/109 [06:27<01:11,  0.24it/s, v_num=6e0e]
Epoch 109:  84%|████████▍ | 92/109 [06:27<01:11,  0.24it/s, v_num=6e0e]
Epoch 109:  85%|████████▌ | 93/109 [06:43<01:09,  0.23it/s, v_num=6e0e]
Epoch 109:  85%|████████▌ | 93/109 [06:43<01:09,  0.23it/s, v_num=6e0e]
Epoch 109:  86%|████████▌ | 94/109 [06:43<01:04,  0.23it/s, v_num=6e0e]
Epoch 109:  86%|████████▌ | 94/109 [06:43<01:04,  0.23it/s, v_num=6e0e]
Epoch 109:  87%|████████▋ | 95/109 [06:44<00:59,  0.23it/s, v_num=6e0e]
Epoch 109:  87%|████████▋ | 95/109 [06:44<00:59,  0.23it/s, v_num=6e0e]
Epoch 109:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 109:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 109:  89%|████████▉ | 97/109 [06:59<00:51,  0.23it/s, v_num=6e0e]
Epoch 109:  89%|████████▉ | 97/109 [06:59<00:51,  0.23it/s, v_num=6e0e]
Epoch 109:  90%|████████▉ | 98/109 [07:00<00:47,  0.23it/s, v_num=6e0e]
Epoch 109:  90%|████████▉ | 98/109 [07:00<00:47,  0.23it/s, v_num=6e0e]
Epoch 109:  91%|█████████ | 99/109 [07:01<00:42,  0.24it/s, v_num=6e0e]
Epoch 109:  91%|█████████ | 99/109 [07:01<00:42,  0.24it/s, v_num=6e0e]
Epoch 109:  92%|█████████▏| 100/109 [07:01<00:37,  0.24it/s, v_num=6e0e]
Epoch 109:  92%|█████████▏| 100/109 [07:01<00:37,  0.24it/s, v_num=6e0e]
Epoch 109:  93%|█████████▎| 101/109 [07:16<00:34,  0.23it/s, v_num=6e0e]
Epoch 109:  93%|█████████▎| 101/109 [07:16<00:34,  0.23it/s, v_num=6e0e]
Epoch 109:  94%|█████████▎| 102/109 [07:17<00:30,  0.23it/s, v_num=6e0e]
Epoch 109:  94%|█████████▎| 102/109 [07:17<00:30,  0.23it/s, v_num=6e0e]
Epoch 109:  94%|█████████▍| 103/109 [07:17<00:25,  0.24it/s, v_num=6e0e]
Epoch 109:  94%|█████████▍| 103/109 [07:17<00:25,  0.24it/s, v_num=6e0e]
Epoch 109:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
Epoch 109:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
Epoch 109:  96%|█████████▋| 105/109 [07:32<00:17,  0.23it/s, v_num=6e0e]
Epoch 109:  96%|█████████▋| 105/109 [07:32<00:17,  0.23it/s, v_num=6e0e]
Epoch 109:  97%|█████████▋| 106/109 [07:33<00:12,  0.23it/s, v_num=6e0e]
Epoch 109:  97%|█████████▋| 106/109 [07:33<00:12,  0.23it/s, v_num=6e0e]
Epoch 109:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 109:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 109:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 109:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 109: 100%|██████████| 109/109 [07:46<00:00,  0.23it/s, v_num=6e0e]
Epoch 109: 100%|██████████| 109/109 [07:46<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.93it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.95it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.95it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.96it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.96it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.96it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.94it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.96it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.97it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.97it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 109: 100%|██████████| 109/109 [08:04<00:00,  0.23it/s, v_num=6e0e]
Epoch 109: 100%|██████████| 109/109 [08:04<00:00,  0.23it/s, v_num=6e0e]
Epoch 109:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 110:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 110:   1%|          | 1/109 [00:19<34:48,  0.05it/s, v_num=6e0e]
Epoch 110:   1%|          | 1/109 [00:19<34:48,  0.05it/s, v_num=6e0e]
Epoch 110:   2%|▏         | 2/109 [00:20<17:57,  0.10it/s, v_num=6e0e]
Epoch 110:   2%|▏         | 2/109 [00:20<17:57,  0.10it/s, v_num=6e0e]
Epoch 110:   3%|▎         | 3/109 [00:20<12:19,  0.14it/s, v_num=6e0e]
Epoch 110:   3%|▎         | 3/109 [00:20<12:19,  0.14it/s, v_num=6e0e]
Epoch 110:   4%|▎         | 4/109 [00:21<09:31,  0.18it/s, v_num=6e0e]
Epoch 110:   4%|▎         | 4/109 [00:21<09:31,  0.18it/s, v_num=6e0e]
Epoch 110:   5%|▍         | 5/109 [00:36<12:42,  0.14it/s, v_num=6e0e]
Epoch 110:   5%|▍         | 5/109 [00:36<12:42,  0.14it/s, v_num=6e0e]
Epoch 110:   6%|▌         | 6/109 [00:37<10:43,  0.16it/s, v_num=6e0e]
Epoch 110:   6%|▌         | 6/109 [00:37<10:43,  0.16it/s, v_num=6e0e]
Epoch 110:   6%|▋         | 7/109 [00:38<09:17,  0.18it/s, v_num=6e0e]
Epoch 110:   6%|▋         | 7/109 [00:38<09:17,  0.18it/s, v_num=6e0e]
Epoch 110:   7%|▋         | 8/109 [00:39<08:13,  0.20it/s, v_num=6e0e]
Epoch 110:   7%|▋         | 8/109 [00:39<08:13,  0.20it/s, v_num=6e0e]
Epoch 110:   8%|▊         | 9/109 [00:53<09:49,  0.17it/s, v_num=6e0e]
Epoch 110:   8%|▊         | 9/109 [00:53<09:49,  0.17it/s, v_num=6e0e]
Epoch 110:   9%|▉         | 10/109 [00:53<08:53,  0.19it/s, v_num=6e0e]
Epoch 110:   9%|▉         | 10/109 [00:53<08:53,  0.19it/s, v_num=6e0e]
Epoch 110:  10%|█         | 11/109 [00:54<08:07,  0.20it/s, v_num=6e0e]
Epoch 110:  10%|█         | 11/109 [00:54<08:07,  0.20it/s, v_num=6e0e]
Epoch 110:  11%|█         | 12/109 [00:55<07:29,  0.22it/s, v_num=6e0e]
Epoch 110:  11%|█         | 12/109 [00:55<07:29,  0.22it/s, v_num=6e0e]
Epoch 110:  12%|█▏        | 13/109 [01:09<08:30,  0.19it/s, v_num=6e0e]
Epoch 110:  12%|█▏        | 13/109 [01:09<08:30,  0.19it/s, v_num=6e0e]
Epoch 110:  13%|█▎        | 14/109 [01:09<07:53,  0.20it/s, v_num=6e0e]
Epoch 110:  13%|█▎        | 14/109 [01:09<07:53,  0.20it/s, v_num=6e0e]
Epoch 110:  14%|█▍        | 15/109 [01:10<07:22,  0.21it/s, v_num=6e0e]
Epoch 110:  14%|█▍        | 15/109 [01:10<07:22,  0.21it/s, v_num=6e0e]
Epoch 110:  15%|█▍        | 16/109 [01:11<06:54,  0.22it/s, v_num=6e0e]
Epoch 110:  15%|█▍        | 16/109 [01:11<06:54,  0.22it/s, v_num=6e0e]
Epoch 110:  16%|█▌        | 17/109 [01:26<07:48,  0.20it/s, v_num=6e0e]
Epoch 110:  16%|█▌        | 17/109 [01:26<07:48,  0.20it/s, v_num=6e0e]
Epoch 110:  17%|█▋        | 18/109 [01:27<07:21,  0.21it/s, v_num=6e0e]
Epoch 110:  17%|█▋        | 18/109 [01:27<07:21,  0.21it/s, v_num=6e0e]
Epoch 110:  17%|█▋        | 19/109 [01:28<06:57,  0.22it/s, v_num=6e0e]
Epoch 110:  17%|█▋        | 19/109 [01:28<06:57,  0.22it/s, v_num=6e0e]
Epoch 110:  18%|█▊        | 20/109 [01:28<06:35,  0.22it/s, v_num=6e0e]
Epoch 110:  18%|█▊        | 20/109 [01:28<06:35,  0.22it/s, v_num=6e0e]
Epoch 110:  19%|█▉        | 21/109 [01:40<07:01,  0.21it/s, v_num=6e0e]
Epoch 110:  19%|█▉        | 21/109 [01:40<07:01,  0.21it/s, v_num=6e0e]
Epoch 110:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
Epoch 110:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
Epoch 110:  21%|██        | 23/109 [01:42<06:23,  0.22it/s, v_num=6e0e]
Epoch 110:  21%|██        | 23/109 [01:42<06:23,  0.22it/s, v_num=6e0e]
Epoch 110:  22%|██▏       | 24/109 [01:43<06:05,  0.23it/s, v_num=6e0e]
Epoch 110:  22%|██▏       | 24/109 [01:43<06:06,  0.23it/s, v_num=6e0e]
Epoch 110:  23%|██▎       | 25/109 [01:55<06:28,  0.22it/s, v_num=6e0e]
Epoch 110:  23%|██▎       | 25/109 [01:55<06:28,  0.22it/s, v_num=6e0e]
Epoch 110:  24%|██▍       | 26/109 [01:58<06:17,  0.22it/s, v_num=6e0e]
Epoch 110:  24%|██▍       | 26/109 [01:58<06:17,  0.22it/s, v_num=6e0e]
Epoch 110:  25%|██▍       | 27/109 [02:00<06:04,  0.22it/s, v_num=6e0e]
Epoch 110:  25%|██▍       | 27/109 [02:00<06:04,  0.22it/s, v_num=6e0e]
Epoch 110:  26%|██▌       | 28/109 [02:00<05:49,  0.23it/s, v_num=6e0e]
Epoch 110:  26%|██▌       | 28/109 [02:00<05:49,  0.23it/s, v_num=6e0e]
Epoch 110:  27%|██▋       | 29/109 [02:11<06:02,  0.22it/s, v_num=6e0e]
Epoch 110:  27%|██▋       | 29/109 [02:11<06:02,  0.22it/s, v_num=6e0e]
Epoch 110:  28%|██▊       | 30/109 [02:13<05:52,  0.22it/s, v_num=6e0e]
Epoch 110:  28%|██▊       | 30/109 [02:13<05:52,  0.22it/s, v_num=6e0e]
Epoch 110:  28%|██▊       | 31/109 [02:18<05:48,  0.22it/s, v_num=6e0e]
Epoch 110:  28%|██▊       | 31/109 [02:18<05:48,  0.22it/s, v_num=6e0e]
Epoch 110:  29%|██▉       | 32/109 [02:19<05:35,  0.23it/s, v_num=6e0e]
Epoch 110:  29%|██▉       | 32/109 [02:19<05:35,  0.23it/s, v_num=6e0e]
Epoch 110:  30%|███       | 33/109 [02:27<05:40,  0.22it/s, v_num=6e0e]
Epoch 110:  30%|███       | 33/109 [02:27<05:40,  0.22it/s, v_num=6e0e]
Epoch 110:  31%|███       | 34/109 [02:31<05:33,  0.22it/s, v_num=6e0e]
Epoch 110:  31%|███       | 34/109 [02:31<05:33,  0.22it/s, v_num=6e0e]
Epoch 110:  32%|███▏      | 35/109 [02:35<05:27,  0.23it/s, v_num=6e0e]
Epoch 110:  32%|███▏      | 35/109 [02:35<05:27,  0.23it/s, v_num=6e0e]
Epoch 110:  33%|███▎      | 36/109 [02:35<05:16,  0.23it/s, v_num=6e0e]
Epoch 110:  33%|███▎      | 36/109 [02:35<05:16,  0.23it/s, v_num=6e0e]
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Epoch 110:  34%|███▍      | 37/109 [02:44<05:20,  0.22it/s, v_num=6e0e]
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Epoch 110:  38%|███▊      | 41/109 [03:02<05:02,  0.23it/s, v_num=6e0e]
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Epoch 110:  39%|███▊      | 42/109 [03:03<04:52,  0.23it/s, v_num=6e0e]
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Epoch 110:  40%|████      | 44/109 [03:08<04:38,  0.23it/s, v_num=6e0e]
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Epoch 110:  41%|████▏     | 45/109 [03:17<04:40,  0.23it/s, v_num=6e0e]
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Epoch 110:  42%|████▏     | 46/109 [03:18<04:31,  0.23it/s, v_num=6e0e]
Epoch 110:  43%|████▎     | 47/109 [03:24<04:30,  0.23it/s, v_num=6e0e]
Epoch 110:  43%|████▎     | 47/109 [03:24<04:30,  0.23it/s, v_num=6e0e]
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Epoch 110:  44%|████▍     | 48/109 [03:25<04:21,  0.23it/s, v_num=6e0e]
Epoch 110:  45%|████▍     | 49/109 [03:34<04:22,  0.23it/s, v_num=6e0e]
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Epoch 110:  47%|████▋     | 51/109 [03:41<04:11,  0.23it/s, v_num=6e0e]
Epoch 110:  47%|████▋     | 51/109 [03:41<04:11,  0.23it/s, v_num=6e0e]
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Epoch 110:  55%|█████▌    | 60/109 [04:15<03:28,  0.23it/s, v_num=6e0e]
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Epoch 110:  56%|█████▌    | 61/109 [04:23<03:27,  0.23it/s, v_num=6e0e]
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Epoch 110:  62%|██████▏   | 68/109 [04:48<02:53,  0.24it/s, v_num=6e0e]
Epoch 110:  62%|██████▏   | 68/109 [04:48<02:53,  0.24it/s, v_num=6e0e]
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Epoch 110:  66%|██████▌   | 72/109 [05:04<02:36,  0.24it/s, v_num=6e0e]
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Epoch 110:  68%|██████▊   | 74/109 [05:14<02:28,  0.24it/s, v_num=6e0e]
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Epoch 110:  71%|███████   | 77/109 [05:30<02:17,  0.23it/s, v_num=6e0e]
Epoch 110:  72%|███████▏  | 78/109 [05:31<02:11,  0.24it/s, v_num=6e0e]
Epoch 110:  72%|███████▏  | 78/109 [05:31<02:11,  0.24it/s, v_num=6e0e]
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Epoch 110:  78%|███████▊  | 85/109 [06:01<01:42,  0.24it/s, v_num=6e0e]
Epoch 110:  78%|███████▊  | 85/109 [06:01<01:42,  0.24it/s, v_num=6e0e]
Epoch 110:  79%|███████▉  | 86/109 [06:03<01:37,  0.24it/s, v_num=6e0e]
Epoch 110:  79%|███████▉  | 86/109 [06:03<01:37,  0.24it/s, v_num=6e0e]
Epoch 110:  80%|███████▉  | 87/109 [06:14<01:34,  0.23it/s, v_num=6e0e]
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Epoch 110:  81%|████████  | 88/109 [06:15<01:29,  0.23it/s, v_num=6e0e]
Epoch 110:  81%|████████  | 88/109 [06:15<01:29,  0.23it/s, v_num=6e0e]
Epoch 110:  82%|████████▏ | 89/109 [06:17<01:24,  0.24it/s, v_num=6e0e]
Epoch 110:  82%|████████▏ | 89/109 [06:17<01:24,  0.24it/s, v_num=6e0e]
Epoch 110:  83%|████████▎ | 90/109 [06:18<01:19,  0.24it/s, v_num=6e0e]
Epoch 110:  83%|████████▎ | 90/109 [06:18<01:19,  0.24it/s, v_num=6e0e]
Epoch 110:  83%|████████▎ | 91/109 [06:29<01:17,  0.23it/s, v_num=6e0e]
Epoch 110:  83%|████████▎ | 91/109 [06:29<01:17,  0.23it/s, v_num=6e0e]
Epoch 110:  84%|████████▍ | 92/109 [06:30<01:12,  0.24it/s, v_num=6e0e]
Epoch 110:  84%|████████▍ | 92/109 [06:30<01:12,  0.24it/s, v_num=6e0e]
Epoch 110:  85%|████████▌ | 93/109 [06:36<01:08,  0.23it/s, v_num=6e0e]
Epoch 110:  85%|████████▌ | 93/109 [06:36<01:08,  0.23it/s, v_num=6e0e]
Epoch 110:  86%|████████▌ | 94/109 [06:37<01:03,  0.24it/s, v_num=6e0e]
Epoch 110:  86%|████████▌ | 94/109 [06:37<01:03,  0.24it/s, v_num=6e0e]
Epoch 110:  87%|████████▋ | 95/109 [06:46<00:59,  0.23it/s, v_num=6e0e]
Epoch 110:  87%|████████▋ | 95/109 [06:46<00:59,  0.23it/s, v_num=6e0e]
Epoch 110:  88%|████████▊ | 96/109 [06:46<00:55,  0.24it/s, v_num=6e0e]
Epoch 110:  88%|████████▊ | 96/109 [06:46<00:55,  0.24it/s, v_num=6e0e]
Epoch 110:  89%|████████▉ | 97/109 [06:52<00:51,  0.24it/s, v_num=6e0e]
Epoch 110:  89%|████████▉ | 97/109 [06:52<00:51,  0.24it/s, v_num=6e0e]
Epoch 110:  90%|████████▉ | 98/109 [06:53<00:46,  0.24it/s, v_num=6e0e]
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Epoch 110:  91%|█████████ | 99/109 [07:02<00:42,  0.23it/s, v_num=6e0e]
Epoch 110:  91%|█████████ | 99/109 [07:02<00:42,  0.23it/s, v_num=6e0e]
Epoch 110:  92%|█████████▏| 100/109 [07:03<00:38,  0.24it/s, v_num=6e0e]
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Epoch 110:  93%|█████████▎| 101/109 [07:07<00:33,  0.24it/s, v_num=6e0e]
Epoch 110:  93%|█████████▎| 101/109 [07:07<00:33,  0.24it/s, v_num=6e0e]
Epoch 110:  94%|█████████▎| 102/109 [07:08<00:29,  0.24it/s, v_num=6e0e]
Epoch 110:  94%|█████████▎| 102/109 [07:08<00:29,  0.24it/s, v_num=6e0e]
Epoch 110:  94%|█████████▍| 103/109 [07:20<00:25,  0.23it/s, v_num=6e0e]
Epoch 110:  94%|█████████▍| 103/109 [07:20<00:25,  0.23it/s, v_num=6e0e]
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Epoch 110:  95%|█████████▌| 104/109 [07:20<00:21,  0.24it/s, v_num=6e0e]
Epoch 110:  96%|█████████▋| 105/109 [07:22<00:16,  0.24it/s, v_num=6e0e]
Epoch 110:  96%|█████████▋| 105/109 [07:22<00:16,  0.24it/s, v_num=6e0e]
Epoch 110:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 110:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 110:  98%|█████████▊| 107/109 [07:35<00:08,  0.23it/s, v_num=6e0e]
Epoch 110:  98%|█████████▊| 107/109 [07:35<00:08,  0.23it/s, v_num=6e0e]
Epoch 110:  99%|█████████▉| 108/109 [07:36<00:04,  0.24it/s, v_num=6e0e]
Epoch 110:  99%|█████████▉| 108/109 [07:36<00:04,  0.24it/s, v_num=6e0e]
Epoch 110: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]
Epoch 110: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.92it/s]

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Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 110: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 110: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 110:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 111:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 111:   1%|          | 1/109 [00:17<30:43,  0.06it/s, v_num=6e0e]
Epoch 111:   1%|          | 1/109 [00:17<30:43,  0.06it/s, v_num=6e0e]
Epoch 111:   2%|▏         | 2/109 [00:17<15:57,  0.11it/s, v_num=6e0e]
Epoch 111:   2%|▏         | 2/109 [00:17<15:57,  0.11it/s, v_num=6e0e]
Epoch 111:   3%|▎         | 3/109 [00:18<11:00,  0.16it/s, v_num=6e0e]
Epoch 111:   3%|▎         | 3/109 [00:18<11:00,  0.16it/s, v_num=6e0e]
Epoch 111:   4%|▎         | 4/109 [00:19<08:31,  0.21it/s, v_num=6e0e]
Epoch 111:   4%|▎         | 4/109 [00:19<08:31,  0.21it/s, v_num=6e0e]
Epoch 111:   5%|▍         | 5/109 [00:33<11:31,  0.15it/s, v_num=6e0e]
Epoch 111:   5%|▍         | 5/109 [00:33<11:31,  0.15it/s, v_num=6e0e]
Epoch 111:   6%|▌         | 6/109 [00:34<09:44,  0.18it/s, v_num=6e0e]
Epoch 111:   6%|▌         | 6/109 [00:34<09:44,  0.18it/s, v_num=6e0e]
Epoch 111:   6%|▋         | 7/109 [00:34<08:29,  0.20it/s, v_num=6e0e]
Epoch 111:   6%|▋         | 7/109 [00:34<08:29,  0.20it/s, v_num=6e0e]
Epoch 111:   7%|▋         | 8/109 [00:35<07:31,  0.22it/s, v_num=6e0e]
Epoch 111:   7%|▋         | 8/109 [00:35<07:31,  0.22it/s, v_num=6e0e]
Epoch 111:   8%|▊         | 9/109 [00:47<08:44,  0.19it/s, v_num=6e0e]
Epoch 111:   8%|▊         | 9/109 [00:47<08:45,  0.19it/s, v_num=6e0e]
Epoch 111:   9%|▉         | 10/109 [00:48<08:01,  0.21it/s, v_num=6e0e]
Epoch 111:   9%|▉         | 10/109 [00:48<08:01,  0.21it/s, v_num=6e0e]
Epoch 111:  10%|█         | 11/109 [00:50<07:28,  0.22it/s, v_num=6e0e]
Epoch 111:  10%|█         | 11/109 [00:50<07:28,  0.22it/s, v_num=6e0e]
Epoch 111:  11%|█         | 12/109 [00:51<06:53,  0.23it/s, v_num=6e0e]
Epoch 111:  11%|█         | 12/109 [00:51<06:53,  0.23it/s, v_num=6e0e]
Epoch 111:  12%|█▏        | 13/109 [01:06<08:07,  0.20it/s, v_num=6e0e]
Epoch 111:  12%|█▏        | 13/109 [01:06<08:07,  0.20it/s, v_num=6e0e]
Epoch 111:  13%|█▎        | 14/109 [01:06<07:33,  0.21it/s, v_num=6e0e]
Epoch 111:  13%|█▎        | 14/109 [01:06<07:33,  0.21it/s, v_num=6e0e]
Epoch 111:  14%|█▍        | 15/109 [01:07<07:03,  0.22it/s, v_num=6e0e]
Epoch 111:  14%|█▍        | 15/109 [01:07<07:03,  0.22it/s, v_num=6e0e]
Epoch 111:  15%|█▍        | 16/109 [01:08<06:37,  0.23it/s, v_num=6e0e]
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Epoch 111:  16%|█▌        | 17/109 [01:23<07:30,  0.20it/s, v_num=6e0e]
Epoch 111:  16%|█▌        | 17/109 [01:23<07:30,  0.20it/s, v_num=6e0e]
Epoch 111:  17%|█▋        | 18/109 [01:24<07:04,  0.21it/s, v_num=6e0e]
Epoch 111:  17%|█▋        | 18/109 [01:24<07:04,  0.21it/s, v_num=6e0e]
Epoch 111:  17%|█▋        | 19/109 [01:24<06:41,  0.22it/s, v_num=6e0e]
Epoch 111:  17%|█▋        | 19/109 [01:24<06:41,  0.22it/s, v_num=6e0e]
Epoch 111:  18%|█▊        | 20/109 [01:25<06:21,  0.23it/s, v_num=6e0e]
Epoch 111:  18%|█▊        | 20/109 [01:25<06:21,  0.23it/s, v_num=6e0e]
Epoch 111:  19%|█▉        | 21/109 [01:37<06:49,  0.21it/s, v_num=6e0e]
Epoch 111:  19%|█▉        | 21/109 [01:37<06:49,  0.21it/s, v_num=6e0e]
Epoch 111:  20%|██        | 22/109 [01:38<06:29,  0.22it/s, v_num=6e0e]
Epoch 111:  20%|██        | 22/109 [01:38<06:29,  0.22it/s, v_num=6e0e]
Epoch 111:  21%|██        | 23/109 [01:39<06:11,  0.23it/s, v_num=6e0e]
Epoch 111:  21%|██        | 23/109 [01:39<06:11,  0.23it/s, v_num=6e0e]
Epoch 111:  22%|██▏       | 24/109 [01:40<05:54,  0.24it/s, v_num=6e0e]
Epoch 111:  22%|██▏       | 24/109 [01:40<05:54,  0.24it/s, v_num=6e0e]
Epoch 111:  23%|██▎       | 25/109 [01:53<06:22,  0.22it/s, v_num=6e0e]
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Epoch 111:  24%|██▍       | 26/109 [01:54<06:05,  0.23it/s, v_num=6e0e]
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Epoch 111:  27%|██▋       | 29/109 [02:10<05:58,  0.22it/s, v_num=6e0e]
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Epoch 111:  28%|██▊       | 30/109 [02:10<05:44,  0.23it/s, v_num=6e0e]
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Epoch 111:  29%|██▉       | 32/109 [02:12<05:18,  0.24it/s, v_num=6e0e]
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Epoch 111: 100%|██████████| 109/109 [08:41<00:00,  0.21it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 111: 100%|██████████| 109/109 [08:59<00:00,  0.20it/s, v_num=6e0e]
Epoch 111: 100%|██████████| 109/109 [08:59<00:00,  0.20it/s, v_num=6e0e]
Epoch 111:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 112:  87%|████████▋ | 95/109 [06:44<00:59,  0.23it/s, v_num=6e0e]
Epoch 112:  87%|████████▋ | 95/109 [06:44<00:59,  0.23it/s, v_num=6e0e]
Epoch 112:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 112:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 112:  89%|████████▉ | 97/109 [06:55<00:51,  0.23it/s, v_num=6e0e]
Epoch 112:  89%|████████▉ | 97/109 [06:55<00:51,  0.23it/s, v_num=6e0e]
Epoch 112:  90%|████████▉ | 98/109 [06:59<00:47,  0.23it/s, v_num=6e0e]
Epoch 112:  90%|████████▉ | 98/109 [06:59<00:47,  0.23it/s, v_num=6e0e]
Epoch 112:  91%|█████████ | 99/109 [07:00<00:42,  0.24it/s, v_num=6e0e]
Epoch 112:  91%|█████████ | 99/109 [07:00<00:42,  0.24it/s, v_num=6e0e]
Epoch 112:  92%|█████████▏| 100/109 [07:01<00:37,  0.24it/s, v_num=6e0e]
Epoch 112:  92%|█████████▏| 100/109 [07:01<00:37,  0.24it/s, v_num=6e0e]
Epoch 112:  93%|█████████▎| 101/109 [07:10<00:34,  0.23it/s, v_num=6e0e]
Epoch 112:  93%|█████████▎| 101/109 [07:10<00:34,  0.23it/s, v_num=6e0e]
Epoch 112:  94%|█████████▎| 102/109 [07:14<00:29,  0.23it/s, v_num=6e0e]
Epoch 112:  94%|█████████▎| 102/109 [07:14<00:29,  0.23it/s, v_num=6e0e]
Epoch 112:  94%|█████████▍| 103/109 [07:15<00:25,  0.24it/s, v_num=6e0e]
Epoch 112:  94%|█████████▍| 103/109 [07:15<00:25,  0.24it/s, v_num=6e0e]
Epoch 112:  95%|█████████▌| 104/109 [07:16<00:20,  0.24it/s, v_num=6e0e]
Epoch 112:  95%|█████████▌| 104/109 [07:16<00:20,  0.24it/s, v_num=6e0e]
Epoch 112:  96%|█████████▋| 105/109 [07:27<00:17,  0.23it/s, v_num=6e0e]
Epoch 112:  96%|█████████▋| 105/109 [07:27<00:17,  0.23it/s, v_num=6e0e]
Epoch 112:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 112:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 112:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 112:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 112:  99%|█████████▉| 108/109 [07:31<00:04,  0.24it/s, v_num=6e0e]
Epoch 112:  99%|█████████▉| 108/109 [07:31<00:04,  0.24it/s, v_num=6e0e]
Epoch 112: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]
Epoch 112: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.87it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.92it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.94it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 112: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 112: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 112:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 113:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 113:   1%|          | 1/109 [00:15<28:35,  0.06it/s, v_num=6e0e]
Epoch 113:   1%|          | 1/109 [00:15<28:35,  0.06it/s, v_num=6e0e]
Epoch 113:   2%|▏         | 2/109 [00:16<14:58,  0.12it/s, v_num=6e0e]
Epoch 113:   2%|▏         | 2/109 [00:16<14:58,  0.12it/s, v_num=6e0e]
Epoch 113:   3%|▎         | 3/109 [00:17<10:20,  0.17it/s, v_num=6e0e]
Epoch 113:   3%|▎         | 3/109 [00:17<10:20,  0.17it/s, v_num=6e0e]
Epoch 113:   4%|▎         | 4/109 [00:18<08:01,  0.22it/s, v_num=6e0e]
Epoch 113:   4%|▎         | 4/109 [00:18<08:01,  0.22it/s, v_num=6e0e]
Epoch 113:   5%|▍         | 5/109 [00:33<11:39,  0.15it/s, v_num=6e0e]
Epoch 113:   5%|▍         | 5/109 [00:33<11:39,  0.15it/s, v_num=6e0e]
Epoch 113:   6%|▌         | 6/109 [00:34<09:50,  0.17it/s, v_num=6e0e]
Epoch 113:   6%|▌         | 6/109 [00:34<09:50,  0.17it/s, v_num=6e0e]
Epoch 113:   6%|▋         | 7/109 [00:35<08:41,  0.20it/s, v_num=6e0e]
Epoch 113:   6%|▋         | 7/109 [00:35<08:41,  0.20it/s, v_num=6e0e]
Epoch 113:   7%|▋         | 8/109 [00:36<07:42,  0.22it/s, v_num=6e0e]
Epoch 113:   7%|▋         | 8/109 [00:36<07:42,  0.22it/s, v_num=6e0e]
Epoch 113:   8%|▊         | 9/109 [00:48<09:00,  0.18it/s, v_num=6e0e]
Epoch 113:   8%|▊         | 9/109 [00:48<09:00,  0.18it/s, v_num=6e0e]
Epoch 113:   9%|▉         | 10/109 [00:49<08:09,  0.20it/s, v_num=6e0e]
Epoch 113:   9%|▉         | 10/109 [00:49<08:09,  0.20it/s, v_num=6e0e]
Epoch 113:  10%|█         | 11/109 [00:51<07:40,  0.21it/s, v_num=6e0e]
Epoch 113:  10%|█         | 11/109 [00:51<07:40,  0.21it/s, v_num=6e0e]
Epoch 113:  11%|█         | 12/109 [00:52<07:06,  0.23it/s, v_num=6e0e]
Epoch 113:  11%|█         | 12/109 [00:52<07:06,  0.23it/s, v_num=6e0e]
Epoch 113:  12%|█▏        | 13/109 [01:05<08:02,  0.20it/s, v_num=6e0e]
Epoch 113:  12%|█▏        | 13/109 [01:05<08:02,  0.20it/s, v_num=6e0e]
Epoch 113:  13%|█▎        | 14/109 [01:06<07:31,  0.21it/s, v_num=6e0e]
Epoch 113:  13%|█▎        | 14/109 [01:06<07:31,  0.21it/s, v_num=6e0e]
Epoch 113:  14%|█▍        | 15/109 [01:08<07:07,  0.22it/s, v_num=6e0e]
Epoch 113:  14%|█▍        | 15/109 [01:08<07:07,  0.22it/s, v_num=6e0e]
Epoch 113:  15%|█▍        | 16/109 [01:09<06:46,  0.23it/s, v_num=6e0e]
Epoch 113:  15%|█▍        | 16/109 [01:09<06:46,  0.23it/s, v_num=6e0e]
Epoch 113:  16%|█▌        | 17/109 [01:21<07:20,  0.21it/s, v_num=6e0e]
Epoch 113:  16%|█▌        | 17/109 [01:21<07:20,  0.21it/s, v_num=6e0e]
Epoch 113:  17%|█▋        | 18/109 [01:22<06:57,  0.22it/s, v_num=6e0e]
Epoch 113:  17%|█▋        | 18/109 [01:22<06:57,  0.22it/s, v_num=6e0e]
Epoch 113:  17%|█▋        | 19/109 [01:24<06:38,  0.23it/s, v_num=6e0e]
Epoch 113:  17%|█▋        | 19/109 [01:24<06:38,  0.23it/s, v_num=6e0e]
Epoch 113:  18%|█▊        | 20/109 [01:29<06:40,  0.22it/s, v_num=6e0e]
Epoch 113:  18%|█▊        | 20/109 [01:29<06:40,  0.22it/s, v_num=6e0e]
Epoch 113:  19%|█▉        | 21/109 [01:36<06:46,  0.22it/s, v_num=6e0e]
Epoch 113:  19%|█▉        | 21/109 [01:36<06:46,  0.22it/s, v_num=6e0e]
Epoch 113:  20%|██        | 22/109 [01:37<06:26,  0.22it/s, v_num=6e0e]
Epoch 113:  20%|██        | 22/109 [01:37<06:26,  0.22it/s, v_num=6e0e]
Epoch 113:  21%|██        | 23/109 [01:39<06:12,  0.23it/s, v_num=6e0e]
Epoch 113:  21%|██        | 23/109 [01:39<06:12,  0.23it/s, v_num=6e0e]
Epoch 113:  22%|██▏       | 24/109 [01:44<06:10,  0.23it/s, v_num=6e0e]
Epoch 113:  22%|██▏       | 24/109 [01:44<06:10,  0.23it/s, v_num=6e0e]
Epoch 113:  23%|██▎       | 25/109 [01:52<06:19,  0.22it/s, v_num=6e0e]
Epoch 113:  23%|██▎       | 25/109 [01:52<06:19,  0.22it/s, v_num=6e0e]
Epoch 113:  24%|██▍       | 26/109 [01:53<06:02,  0.23it/s, v_num=6e0e]
Epoch 113:  24%|██▍       | 26/109 [01:53<06:02,  0.23it/s, v_num=6e0e]
Epoch 113:  25%|██▍       | 27/109 [01:54<05:47,  0.24it/s, v_num=6e0e]
Epoch 113:  25%|██▍       | 27/109 [01:54<05:47,  0.24it/s, v_num=6e0e]
Epoch 113:  26%|██▌       | 28/109 [02:00<05:47,  0.23it/s, v_num=6e0e]
Epoch 113:  26%|██▌       | 28/109 [02:00<05:47,  0.23it/s, v_num=6e0e]
Epoch 113:  27%|██▋       | 29/109 [02:07<05:52,  0.23it/s, v_num=6e0e]
Epoch 113:  27%|██▋       | 29/109 [02:07<05:52,  0.23it/s, v_num=6e0e]
Epoch 113:  28%|██▊       | 30/109 [02:09<05:40,  0.23it/s, v_num=6e0e]
Epoch 113:  28%|██▊       | 30/109 [02:09<05:40,  0.23it/s, v_num=6e0e]
Epoch 113:  28%|██▊       | 31/109 [02:10<05:27,  0.24it/s, v_num=6e0e]
Epoch 113:  28%|██▊       | 31/109 [02:10<05:27,  0.24it/s, v_num=6e0e]
Epoch 113:  29%|██▉       | 32/109 [02:17<05:30,  0.23it/s, v_num=6e0e]
Epoch 113:  29%|██▉       | 32/109 [02:17<05:30,  0.23it/s, v_num=6e0e]
Epoch 113:  30%|███       | 33/109 [02:24<05:32,  0.23it/s, v_num=6e0e]
Epoch 113:  30%|███       | 33/109 [02:24<05:32,  0.23it/s, v_num=6e0e]
Epoch 113:  31%|███       | 34/109 [02:25<05:21,  0.23it/s, v_num=6e0e]
Epoch 113:  31%|███       | 34/109 [02:25<05:21,  0.23it/s, v_num=6e0e]
Epoch 113:  32%|███▏      | 35/109 [02:28<05:14,  0.24it/s, v_num=6e0e]
Epoch 113:  32%|███▏      | 35/109 [02:28<05:14,  0.24it/s, v_num=6e0e]
Epoch 113:  33%|███▎      | 36/109 [02:32<05:09,  0.24it/s, v_num=6e0e]
Epoch 113:  33%|███▎      | 36/109 [02:32<05:09,  0.24it/s, v_num=6e0e]
Epoch 113:  34%|███▍      | 37/109 [02:39<05:11,  0.23it/s, v_num=6e0e]
Epoch 113:  34%|███▍      | 37/109 [02:39<05:11,  0.23it/s, v_num=6e0e]
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Epoch 113:  35%|███▍      | 38/109 [02:44<05:07,  0.23it/s, v_num=6e0e]
Epoch 113:  36%|███▌      | 39/109 [02:45<04:57,  0.24it/s, v_num=6e0e]
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Epoch 113:  37%|███▋      | 40/109 [02:48<04:50,  0.24it/s, v_num=6e0e]
Epoch 113:  37%|███▋      | 40/109 [02:48<04:50,  0.24it/s, v_num=6e0e]
Epoch 113:  38%|███▊      | 41/109 [02:56<04:52,  0.23it/s, v_num=6e0e]
Epoch 113:  38%|███▊      | 41/109 [02:56<04:52,  0.23it/s, v_num=6e0e]
Epoch 113:  39%|███▊      | 42/109 [03:00<04:48,  0.23it/s, v_num=6e0e]
Epoch 113:  39%|███▊      | 42/109 [03:00<04:48,  0.23it/s, v_num=6e0e]
Epoch 113:  39%|███▉      | 43/109 [03:02<04:39,  0.24it/s, v_num=6e0e]
Epoch 113:  39%|███▉      | 43/109 [03:02<04:39,  0.24it/s, v_num=6e0e]
Epoch 113:  40%|████      | 44/109 [03:03<04:31,  0.24it/s, v_num=6e0e]
Epoch 113:  40%|████      | 44/109 [03:03<04:31,  0.24it/s, v_num=6e0e]
Epoch 113:  41%|████▏     | 45/109 [03:13<04:35,  0.23it/s, v_num=6e0e]
Epoch 113:  41%|████▏     | 45/109 [03:13<04:35,  0.23it/s, v_num=6e0e]
Epoch 113:  42%|████▏     | 46/109 [03:15<04:28,  0.23it/s, v_num=6e0e]
Epoch 113:  42%|████▏     | 46/109 [03:15<04:28,  0.23it/s, v_num=6e0e]
Epoch 113:  43%|████▎     | 47/109 [03:17<04:20,  0.24it/s, v_num=6e0e]
Epoch 113:  43%|████▎     | 47/109 [03:17<04:20,  0.24it/s, v_num=6e0e]
Epoch 113:  44%|████▍     | 48/109 [03:21<04:15,  0.24it/s, v_num=6e0e]
Epoch 113:  44%|████▍     | 48/109 [03:21<04:15,  0.24it/s, v_num=6e0e]
Epoch 113:  45%|████▍     | 49/109 [03:30<04:18,  0.23it/s, v_num=6e0e]
Epoch 113:  45%|████▍     | 49/109 [03:30<04:18,  0.23it/s, v_num=6e0e]
Epoch 113:  46%|████▌     | 50/109 [03:33<04:11,  0.23it/s, v_num=6e0e]
Epoch 113:  46%|████▌     | 50/109 [03:33<04:11,  0.23it/s, v_num=6e0e]
Epoch 113:  47%|████▋     | 51/109 [03:34<04:03,  0.24it/s, v_num=6e0e]
Epoch 113:  47%|████▋     | 51/109 [03:34<04:03,  0.24it/s, v_num=6e0e]
Epoch 113:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 113:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 113:  49%|████▊     | 53/109 [03:48<04:01,  0.23it/s, v_num=6e0e]
Epoch 113:  49%|████▊     | 53/109 [03:48<04:01,  0.23it/s, v_num=6e0e]
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Epoch 113:  50%|████▉     | 54/109 [03:50<03:54,  0.23it/s, v_num=6e0e]
Epoch 113:  50%|█████     | 55/109 [03:51<03:46,  0.24it/s, v_num=6e0e]
Epoch 113:  50%|█████     | 55/109 [03:51<03:46,  0.24it/s, v_num=6e0e]
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Epoch 113:  51%|█████▏    | 56/109 [04:00<03:47,  0.23it/s, v_num=6e0e]
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Epoch 113:  52%|█████▏    | 57/109 [04:04<03:42,  0.23it/s, v_num=6e0e]
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Epoch 113:  54%|█████▍    | 59/109 [04:08<03:30,  0.24it/s, v_num=6e0e]
Epoch 113:  55%|█████▌    | 60/109 [04:18<03:31,  0.23it/s, v_num=6e0e]
Epoch 113:  55%|█████▌    | 60/109 [04:18<03:31,  0.23it/s, v_num=6e0e]
Epoch 113:  56%|█████▌    | 61/109 [04:19<03:24,  0.23it/s, v_num=6e0e]
Epoch 113:  56%|█████▌    | 61/109 [04:19<03:24,  0.23it/s, v_num=6e0e]
Epoch 113:  57%|█████▋    | 62/109 [04:26<03:21,  0.23it/s, v_num=6e0e]
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Epoch 113:  58%|█████▊    | 63/109 [04:27<03:15,  0.24it/s, v_num=6e0e]
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Epoch 113:  60%|█████▉    | 65/109 [04:36<03:06,  0.24it/s, v_num=6e0e]
Epoch 113:  60%|█████▉    | 65/109 [04:36<03:06,  0.24it/s, v_num=6e0e]
Epoch 113:  61%|██████    | 66/109 [04:42<03:04,  0.23it/s, v_num=6e0e]
Epoch 113:  61%|██████    | 66/109 [04:42<03:04,  0.23it/s, v_num=6e0e]
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Epoch 113:  61%|██████▏   | 67/109 [04:43<02:57,  0.24it/s, v_num=6e0e]
Epoch 113:  62%|██████▏   | 68/109 [04:49<02:54,  0.23it/s, v_num=6e0e]
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Epoch 113:  65%|██████▌   | 71/109 [05:01<02:41,  0.24it/s, v_num=6e0e]
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Epoch 113:  68%|██████▊   | 74/109 [05:17<02:30,  0.23it/s, v_num=6e0e]
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Epoch 113:  71%|███████   | 77/109 [05:26<02:15,  0.24it/s, v_num=6e0e]
Epoch 113:  71%|███████   | 77/109 [05:26<02:15,  0.24it/s, v_num=6e0e]
Epoch 113:  72%|███████▏  | 78/109 [05:34<02:13,  0.23it/s, v_num=6e0e]
Epoch 113:  72%|███████▏  | 78/109 [05:34<02:13,  0.23it/s, v_num=6e0e]
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Epoch 113:  73%|███████▎  | 80/109 [05:38<02:02,  0.24it/s, v_num=6e0e]
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Epoch 113:  78%|███████▊  | 85/109 [06:03<01:42,  0.23it/s, v_num=6e0e]
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Epoch 113:  79%|███████▉  | 86/109 [06:10<01:39,  0.23it/s, v_num=6e0e]
Epoch 113:  79%|███████▉  | 86/109 [06:10<01:39,  0.23it/s, v_num=6e0e]
Epoch 113:  80%|███████▉  | 87/109 [06:11<01:33,  0.23it/s, v_num=6e0e]
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Epoch 113:  81%|████████  | 88/109 [06:12<01:28,  0.24it/s, v_num=6e0e]
Epoch 113:  81%|████████  | 88/109 [06:12<01:28,  0.24it/s, v_num=6e0e]
Epoch 113:  82%|████████▏ | 89/109 [06:18<01:25,  0.24it/s, v_num=6e0e]
Epoch 113:  82%|████████▏ | 89/109 [06:18<01:25,  0.24it/s, v_num=6e0e]
Epoch 113:  83%|████████▎ | 90/109 [06:26<01:21,  0.23it/s, v_num=6e0e]
Epoch 113:  83%|████████▎ | 90/109 [06:26<01:21,  0.23it/s, v_num=6e0e]
Epoch 113:  83%|████████▎ | 91/109 [06:27<01:16,  0.24it/s, v_num=6e0e]
Epoch 113:  83%|████████▎ | 91/109 [06:27<01:16,  0.24it/s, v_num=6e0e]
Epoch 113:  84%|████████▍ | 92/109 [06:27<01:11,  0.24it/s, v_num=6e0e]
Epoch 113:  84%|████████▍ | 92/109 [06:27<01:11,  0.24it/s, v_num=6e0e]
Epoch 113:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 113:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 113:  86%|████████▌ | 94/109 [06:44<01:04,  0.23it/s, v_num=6e0e]
Epoch 113:  86%|████████▌ | 94/109 [06:44<01:04,  0.23it/s, v_num=6e0e]
Epoch 113:  87%|████████▋ | 95/109 [06:44<00:59,  0.23it/s, v_num=6e0e]
Epoch 113:  87%|████████▋ | 95/109 [06:44<00:59,  0.23it/s, v_num=6e0e]
Epoch 113:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 113:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 113:  89%|████████▉ | 97/109 [06:50<00:50,  0.24it/s, v_num=6e0e]
Epoch 113:  89%|████████▉ | 97/109 [06:50<00:50,  0.24it/s, v_num=6e0e]
Epoch 113:  90%|████████▉ | 98/109 [06:59<00:47,  0.23it/s, v_num=6e0e]
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Epoch 113:  91%|█████████ | 99/109 [06:59<00:42,  0.24it/s, v_num=6e0e]
Epoch 113:  91%|█████████ | 99/109 [06:59<00:42,  0.24it/s, v_num=6e0e]
Epoch 113:  92%|█████████▏| 100/109 [07:00<00:37,  0.24it/s, v_num=6e0e]
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Epoch 113:  93%|█████████▎| 101/109 [07:05<00:33,  0.24it/s, v_num=6e0e]
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Epoch 113:  94%|█████████▎| 102/109 [07:14<00:29,  0.23it/s, v_num=6e0e]
Epoch 113:  94%|█████████▎| 102/109 [07:14<00:29,  0.23it/s, v_num=6e0e]
Epoch 113:  94%|█████████▍| 103/109 [07:15<00:25,  0.24it/s, v_num=6e0e]
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Epoch 113:  95%|█████████▌| 104/109 [07:16<00:20,  0.24it/s, v_num=6e0e]
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Epoch 113:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 113:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 113:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 113:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 113:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 113:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
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Epoch 113: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]
Epoch 113: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.87it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.94it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.95it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.95it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.96it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 113: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 113: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 113:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 114:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 114:   1%|          | 1/109 [00:15<28:30,  0.06it/s, v_num=6e0e]
Epoch 114:   1%|          | 1/109 [00:15<28:30,  0.06it/s, v_num=6e0e]
Epoch 114:   2%|▏         | 2/109 [00:17<15:11,  0.12it/s, v_num=6e0e]
Epoch 114:   2%|▏         | 2/109 [00:17<15:11,  0.12it/s, v_num=6e0e]
Epoch 114:   3%|▎         | 3/109 [00:17<10:30,  0.17it/s, v_num=6e0e]
Epoch 114:   3%|▎         | 3/109 [00:17<10:30,  0.17it/s, v_num=6e0e]
Epoch 114:   4%|▎         | 4/109 [00:19<08:27,  0.21it/s, v_num=6e0e]
Epoch 114:   4%|▎         | 4/109 [00:19<08:27,  0.21it/s, v_num=6e0e]
Epoch 114:   5%|▍         | 5/109 [00:32<11:25,  0.15it/s, v_num=6e0e]
Epoch 114:   5%|▍         | 5/109 [00:32<11:25,  0.15it/s, v_num=6e0e]
Epoch 114:   6%|▌         | 6/109 [00:33<09:39,  0.18it/s, v_num=6e0e]
Epoch 114:   6%|▌         | 6/109 [00:33<09:39,  0.18it/s, v_num=6e0e]
Epoch 114:   6%|▋         | 7/109 [00:34<08:23,  0.20it/s, v_num=6e0e]
Epoch 114:   6%|▋         | 7/109 [00:34<08:23,  0.20it/s, v_num=6e0e]
Epoch 114:   7%|▋         | 8/109 [00:37<07:52,  0.21it/s, v_num=6e0e]
Epoch 114:   7%|▋         | 8/109 [00:37<07:52,  0.21it/s, v_num=6e0e]
Epoch 114:   8%|▊         | 9/109 [00:48<09:03,  0.18it/s, v_num=6e0e]
Epoch 114:   8%|▊         | 9/109 [00:48<09:03,  0.18it/s, v_num=6e0e]
Epoch 114:   9%|▉         | 10/109 [00:49<08:12,  0.20it/s, v_num=6e0e]
Epoch 114:   9%|▉         | 10/109 [00:49<08:12,  0.20it/s, v_num=6e0e]
Epoch 114:  10%|█         | 11/109 [00:50<07:29,  0.22it/s, v_num=6e0e]
Epoch 114:  10%|█         | 11/109 [00:50<07:29,  0.22it/s, v_num=6e0e]
Epoch 114:  11%|█         | 12/109 [00:55<07:24,  0.22it/s, v_num=6e0e]
Epoch 114:  11%|█         | 12/109 [00:55<07:24,  0.22it/s, v_num=6e0e]
Epoch 114:  12%|█▏        | 13/109 [01:04<07:54,  0.20it/s, v_num=6e0e]
Epoch 114:  12%|█▏        | 13/109 [01:04<07:54,  0.20it/s, v_num=6e0e]
Epoch 114:  13%|█▎        | 14/109 [01:04<07:21,  0.22it/s, v_num=6e0e]
Epoch 114:  13%|█▎        | 14/109 [01:04<07:21,  0.22it/s, v_num=6e0e]
Epoch 114:  14%|█▍        | 15/109 [01:05<06:52,  0.23it/s, v_num=6e0e]
Epoch 114:  14%|█▍        | 15/109 [01:05<06:52,  0.23it/s, v_num=6e0e]
Epoch 114:  15%|█▍        | 16/109 [01:11<06:53,  0.22it/s, v_num=6e0e]
Epoch 114:  15%|█▍        | 16/109 [01:11<06:53,  0.22it/s, v_num=6e0e]
Epoch 114:  16%|█▌        | 17/109 [01:18<07:07,  0.22it/s, v_num=6e0e]
Epoch 114:  16%|█▌        | 17/109 [01:18<07:07,  0.22it/s, v_num=6e0e]
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Epoch 114:  17%|█▋        | 18/109 [01:20<06:44,  0.22it/s, v_num=6e0e]
Epoch 114:  17%|█▋        | 19/109 [01:20<06:22,  0.24it/s, v_num=6e0e]
Epoch 114:  17%|█▋        | 19/109 [01:20<06:22,  0.24it/s, v_num=6e0e]
Epoch 114:  18%|█▊        | 20/109 [01:27<06:29,  0.23it/s, v_num=6e0e]
Epoch 114:  18%|█▊        | 20/109 [01:27<06:29,  0.23it/s, v_num=6e0e]
Epoch 114:  19%|█▉        | 21/109 [01:35<06:38,  0.22it/s, v_num=6e0e]
Epoch 114:  19%|█▉        | 21/109 [01:35<06:38,  0.22it/s, v_num=6e0e]
Epoch 114:  20%|██        | 22/109 [01:36<06:20,  0.23it/s, v_num=6e0e]
Epoch 114:  20%|██        | 22/109 [01:36<06:20,  0.23it/s, v_num=6e0e]
Epoch 114:  21%|██        | 23/109 [01:37<06:02,  0.24it/s, v_num=6e0e]
Epoch 114:  21%|██        | 23/109 [01:37<06:02,  0.24it/s, v_num=6e0e]
Epoch 114:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 114:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 114:  23%|██▎       | 25/109 [01:50<06:12,  0.23it/s, v_num=6e0e]
Epoch 114:  23%|██▎       | 25/109 [01:50<06:12,  0.23it/s, v_num=6e0e]
Epoch 114:  24%|██▍       | 26/109 [01:51<05:56,  0.23it/s, v_num=6e0e]
Epoch 114:  24%|██▍       | 26/109 [01:51<05:56,  0.23it/s, v_num=6e0e]
Epoch 114:  25%|██▍       | 27/109 [01:52<05:41,  0.24it/s, v_num=6e0e]
Epoch 114:  25%|██▍       | 27/109 [01:52<05:41,  0.24it/s, v_num=6e0e]
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Epoch 114:  27%|██▋       | 29/109 [02:09<05:57,  0.22it/s, v_num=6e0e]
Epoch 114:  27%|██▋       | 29/109 [02:09<05:57,  0.22it/s, v_num=6e0e]
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Epoch 114:  29%|██▉       | 32/109 [02:13<05:22,  0.24it/s, v_num=6e0e]
Epoch 114:  29%|██▉       | 32/109 [02:13<05:22,  0.24it/s, v_num=6e0e]
Epoch 114:  30%|███       | 33/109 [02:28<05:40,  0.22it/s, v_num=6e0e]
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Epoch 114:  31%|███       | 34/109 [02:28<05:28,  0.23it/s, v_num=6e0e]
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Epoch 114: 100%|██████████| 109/109 [07:40<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 114: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 114: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 114:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 115:   2%|▏         | 2/109 [00:20<18:31,  0.10it/s, v_num=6e0e]
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Epoch 115:   5%|▍         | 5/109 [00:36<12:37,  0.14it/s, v_num=6e0e]
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Epoch 115:   6%|▌         | 6/109 [00:37<10:38,  0.16it/s, v_num=6e0e]
Epoch 115:   6%|▌         | 6/109 [00:37<10:38,  0.16it/s, v_num=6e0e]
Epoch 115:   6%|▋         | 7/109 [00:38<09:13,  0.18it/s, v_num=6e0e]
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Epoch 115:   7%|▋         | 8/109 [00:38<08:09,  0.21it/s, v_num=6e0e]
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Epoch 115:   9%|▉         | 10/109 [00:51<08:31,  0.19it/s, v_num=6e0e]
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Epoch 115:  93%|█████████▎| 101/109 [07:09<00:34,  0.23it/s, v_num=6e0e]
Epoch 115:  94%|█████████▎| 102/109 [07:10<00:29,  0.24it/s, v_num=6e0e]
Epoch 115:  94%|█████████▎| 102/109 [07:10<00:29,  0.24it/s, v_num=6e0e]
Epoch 115:  94%|█████████▍| 103/109 [07:11<00:25,  0.24it/s, v_num=6e0e]
Epoch 115:  94%|█████████▍| 103/109 [07:11<00:25,  0.24it/s, v_num=6e0e]
Epoch 115:  95%|█████████▌| 104/109 [07:12<00:20,  0.24it/s, v_num=6e0e]
Epoch 115:  95%|█████████▌| 104/109 [07:12<00:20,  0.24it/s, v_num=6e0e]
Epoch 115:  96%|█████████▋| 105/109 [07:26<00:17,  0.24it/s, v_num=6e0e]
Epoch 115:  96%|█████████▋| 105/109 [07:26<00:17,  0.24it/s, v_num=6e0e]
Epoch 115:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 115:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 115:  98%|█████████▊| 107/109 [07:27<00:08,  0.24it/s, v_num=6e0e]
Epoch 115:  98%|█████████▊| 107/109 [07:27<00:08,  0.24it/s, v_num=6e0e]
Epoch 115:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 115:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 115: 100%|██████████| 109/109 [07:43<00:00,  0.24it/s, v_num=6e0e]
Epoch 115: 100%|██████████| 109/109 [07:43<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.93it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.85it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:13,  0.82it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.86it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.88it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:09,  0.88it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:08<00:08,  0.87it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.89it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.91it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:11<00:04,  0.91it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:12<00:03,  0.90it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.90it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.89it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:15<00:00,  0.93it/s]

                                                                        
Epoch 115: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 115: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 115:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 116:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 116:   1%|          | 1/109 [00:17<32:10,  0.06it/s, v_num=6e0e]
Epoch 116:   1%|          | 1/109 [00:17<32:10,  0.06it/s, v_num=6e0e]
Epoch 116:   2%|▏         | 2/109 [00:18<16:38,  0.11it/s, v_num=6e0e]
Epoch 116:   2%|▏         | 2/109 [00:18<16:38,  0.11it/s, v_num=6e0e]
Epoch 116:   3%|▎         | 3/109 [00:19<11:28,  0.15it/s, v_num=6e0e]
Epoch 116:   3%|▎         | 3/109 [00:19<11:28,  0.15it/s, v_num=6e0e]
Epoch 116:   4%|▎         | 4/109 [00:20<08:52,  0.20it/s, v_num=6e0e]
Epoch 116:   4%|▎         | 4/109 [00:20<08:52,  0.20it/s, v_num=6e0e]
Epoch 116:   5%|▍         | 5/109 [00:34<12:04,  0.14it/s, v_num=6e0e]
Epoch 116:   5%|▍         | 5/109 [00:34<12:04,  0.14it/s, v_num=6e0e]
Epoch 116:   6%|▌         | 6/109 [00:35<10:10,  0.17it/s, v_num=6e0e]
Epoch 116:   6%|▌         | 6/109 [00:35<10:10,  0.17it/s, v_num=6e0e]
Epoch 116:   6%|▋         | 7/109 [00:36<08:50,  0.19it/s, v_num=6e0e]
Epoch 116:   6%|▋         | 7/109 [00:36<08:50,  0.19it/s, v_num=6e0e]
Epoch 116:   7%|▋         | 8/109 [00:37<07:49,  0.22it/s, v_num=6e0e]
Epoch 116:   7%|▋         | 8/109 [00:37<07:49,  0.22it/s, v_num=6e0e]
Epoch 116:   8%|▊         | 9/109 [00:49<09:06,  0.18it/s, v_num=6e0e]
Epoch 116:   8%|▊         | 9/109 [00:49<09:06,  0.18it/s, v_num=6e0e]
Epoch 116:   9%|▉         | 10/109 [00:49<08:14,  0.20it/s, v_num=6e0e]
Epoch 116:   9%|▉         | 10/109 [00:49<08:14,  0.20it/s, v_num=6e0e]
Epoch 116:  10%|█         | 11/109 [00:53<07:57,  0.21it/s, v_num=6e0e]
Epoch 116:  10%|█         | 11/109 [00:53<07:57,  0.21it/s, v_num=6e0e]
Epoch 116:  11%|█         | 12/109 [00:54<07:20,  0.22it/s, v_num=6e0e]
Epoch 116:  11%|█         | 12/109 [00:54<07:20,  0.22it/s, v_num=6e0e]
Epoch 116:  12%|█▏        | 13/109 [01:06<08:14,  0.19it/s, v_num=6e0e]
Epoch 116:  12%|█▏        | 13/109 [01:06<08:14,  0.19it/s, v_num=6e0e]
Epoch 116:  13%|█▎        | 14/109 [01:07<07:39,  0.21it/s, v_num=6e0e]
Epoch 116:  13%|█▎        | 14/109 [01:07<07:39,  0.21it/s, v_num=6e0e]
Epoch 116:  14%|█▍        | 15/109 [01:11<07:30,  0.21it/s, v_num=6e0e]
Epoch 116:  14%|█▍        | 15/109 [01:11<07:30,  0.21it/s, v_num=6e0e]
Epoch 116:  15%|█▍        | 16/109 [01:12<07:02,  0.22it/s, v_num=6e0e]
Epoch 116:  15%|█▍        | 16/109 [01:12<07:02,  0.22it/s, v_num=6e0e]
Epoch 116:  16%|█▌        | 17/109 [01:22<07:24,  0.21it/s, v_num=6e0e]
Epoch 116:  16%|█▌        | 17/109 [01:22<07:24,  0.21it/s, v_num=6e0e]
Epoch 116:  17%|█▋        | 18/109 [01:22<06:59,  0.22it/s, v_num=6e0e]
Epoch 116:  17%|█▋        | 18/109 [01:22<06:59,  0.22it/s, v_num=6e0e]
Epoch 116:  17%|█▋        | 19/109 [01:28<06:59,  0.21it/s, v_num=6e0e]
Epoch 116:  17%|█▋        | 19/109 [01:28<06:59,  0.21it/s, v_num=6e0e]
Epoch 116:  18%|█▊        | 20/109 [01:29<06:37,  0.22it/s, v_num=6e0e]
Epoch 116:  18%|█▊        | 20/109 [01:29<06:37,  0.22it/s, v_num=6e0e]
Epoch 116:  19%|█▉        | 21/109 [01:39<06:58,  0.21it/s, v_num=6e0e]
Epoch 116:  19%|█▉        | 21/109 [01:39<06:58,  0.21it/s, v_num=6e0e]
Epoch 116:  20%|██        | 22/109 [01:40<06:38,  0.22it/s, v_num=6e0e]
Epoch 116:  20%|██        | 22/109 [01:40<06:38,  0.22it/s, v_num=6e0e]
Epoch 116:  21%|██        | 23/109 [01:46<06:39,  0.22it/s, v_num=6e0e]
Epoch 116:  21%|██        | 23/109 [01:46<06:39,  0.22it/s, v_num=6e0e]
Epoch 116:  22%|██▏       | 24/109 [01:47<06:21,  0.22it/s, v_num=6e0e]
Epoch 116:  22%|██▏       | 24/109 [01:47<06:21,  0.22it/s, v_num=6e0e]
Epoch 116:  23%|██▎       | 25/109 [01:58<06:37,  0.21it/s, v_num=6e0e]
Epoch 116:  23%|██▎       | 25/109 [01:58<06:37,  0.21it/s, v_num=6e0e]
Epoch 116:  24%|██▍       | 26/109 [01:59<06:20,  0.22it/s, v_num=6e0e]
Epoch 116:  24%|██▍       | 26/109 [01:59<06:20,  0.22it/s, v_num=6e0e]
Epoch 116:  25%|██▍       | 27/109 [02:03<06:15,  0.22it/s, v_num=6e0e]
Epoch 116:  25%|██▍       | 27/109 [02:03<06:15,  0.22it/s, v_num=6e0e]
Epoch 116:  26%|██▌       | 28/109 [02:04<05:59,  0.23it/s, v_num=6e0e]
Epoch 116:  26%|██▌       | 28/109 [02:04<05:59,  0.23it/s, v_num=6e0e]
Epoch 116:  27%|██▋       | 29/109 [02:13<06:08,  0.22it/s, v_num=6e0e]
Epoch 116:  27%|██▋       | 29/109 [02:13<06:08,  0.22it/s, v_num=6e0e]
Epoch 116:  28%|██▊       | 30/109 [02:14<05:53,  0.22it/s, v_num=6e0e]
Epoch 116:  28%|██▊       | 30/109 [02:14<05:53,  0.22it/s, v_num=6e0e]
Epoch 116:  28%|██▊       | 31/109 [02:21<05:55,  0.22it/s, v_num=6e0e]
Epoch 116:  28%|██▊       | 31/109 [02:21<05:55,  0.22it/s, v_num=6e0e]
Epoch 116:  29%|██▉       | 32/109 [02:21<05:41,  0.23it/s, v_num=6e0e]
Epoch 116:  29%|██▉       | 32/109 [02:21<05:41,  0.23it/s, v_num=6e0e]
Epoch 116:  30%|███       | 33/109 [02:30<05:46,  0.22it/s, v_num=6e0e]
Epoch 116:  30%|███       | 33/109 [02:30<05:46,  0.22it/s, v_num=6e0e]
Epoch 116:  31%|███       | 34/109 [02:31<05:33,  0.22it/s, v_num=6e0e]
Epoch 116:  31%|███       | 34/109 [02:31<05:33,  0.22it/s, v_num=6e0e]
Epoch 116:  32%|███▏      | 35/109 [02:37<05:32,  0.22it/s, v_num=6e0e]
Epoch 116:  32%|███▏      | 35/109 [02:37<05:32,  0.22it/s, v_num=6e0e]
Epoch 116:  33%|███▎      | 36/109 [02:37<05:20,  0.23it/s, v_num=6e0e]
Epoch 116:  33%|███▎      | 36/109 [02:37<05:20,  0.23it/s, v_num=6e0e]
Epoch 116:  34%|███▍      | 37/109 [02:47<05:25,  0.22it/s, v_num=6e0e]
Epoch 116:  34%|███▍      | 37/109 [02:47<05:25,  0.22it/s, v_num=6e0e]
Epoch 116:  35%|███▍      | 38/109 [02:48<05:14,  0.23it/s, v_num=6e0e]
Epoch 116:  35%|███▍      | 38/109 [02:48<05:14,  0.23it/s, v_num=6e0e]
Epoch 116:  36%|███▌      | 39/109 [02:55<05:14,  0.22it/s, v_num=6e0e]
Epoch 116:  36%|███▌      | 39/109 [02:55<05:14,  0.22it/s, v_num=6e0e]
Epoch 116:  37%|███▋      | 40/109 [02:56<05:03,  0.23it/s, v_num=6e0e]
Epoch 116:  37%|███▋      | 40/109 [02:56<05:03,  0.23it/s, v_num=6e0e]
Epoch 116:  38%|███▊      | 41/109 [03:02<05:02,  0.23it/s, v_num=6e0e]
Epoch 116:  38%|███▊      | 41/109 [03:02<05:02,  0.23it/s, v_num=6e0e]
Epoch 116:  39%|███▊      | 42/109 [03:02<04:51,  0.23it/s, v_num=6e0e]
Epoch 116:  39%|███▊      | 42/109 [03:02<04:51,  0.23it/s, v_num=6e0e]
Epoch 116:  39%|███▉      | 43/109 [03:11<04:53,  0.22it/s, v_num=6e0e]
Epoch 116:  39%|███▉      | 43/109 [03:11<04:53,  0.22it/s, v_num=6e0e]
Epoch 116:  40%|████      | 44/109 [03:12<04:43,  0.23it/s, v_num=6e0e]
Epoch 116:  40%|████      | 44/109 [03:12<04:43,  0.23it/s, v_num=6e0e]
Epoch 116:  41%|████▏     | 45/109 [03:18<04:42,  0.23it/s, v_num=6e0e]
Epoch 116:  41%|████▏     | 45/109 [03:18<04:42,  0.23it/s, v_num=6e0e]
Epoch 116:  42%|████▏     | 46/109 [03:20<04:34,  0.23it/s, v_num=6e0e]
Epoch 116:  42%|████▏     | 46/109 [03:20<04:34,  0.23it/s, v_num=6e0e]
Epoch 116:  43%|████▎     | 47/109 [03:27<04:33,  0.23it/s, v_num=6e0e]
Epoch 116:  43%|████▎     | 47/109 [03:27<04:33,  0.23it/s, v_num=6e0e]
Epoch 116:  44%|████▍     | 48/109 [03:28<04:24,  0.23it/s, v_num=6e0e]
Epoch 116:  44%|████▍     | 48/109 [03:28<04:24,  0.23it/s, v_num=6e0e]
Epoch 116:  45%|████▍     | 49/109 [03:34<04:22,  0.23it/s, v_num=6e0e]
Epoch 116:  45%|████▍     | 49/109 [03:34<04:22,  0.23it/s, v_num=6e0e]
Epoch 116:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 116:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 116:  47%|████▋     | 51/109 [03:43<04:13,  0.23it/s, v_num=6e0e]
Epoch 116:  47%|████▋     | 51/109 [03:43<04:13,  0.23it/s, v_num=6e0e]
Epoch 116:  48%|████▊     | 52/109 [03:43<04:05,  0.23it/s, v_num=6e0e]
Epoch 116:  48%|████▊     | 52/109 [03:43<04:05,  0.23it/s, v_num=6e0e]
Epoch 116:  49%|████▊     | 53/109 [03:52<04:05,  0.23it/s, v_num=6e0e]
Epoch 116:  49%|████▊     | 53/109 [03:52<04:05,  0.23it/s, v_num=6e0e]
Epoch 116:  50%|████▉     | 54/109 [03:52<03:57,  0.23it/s, v_num=6e0e]
Epoch 116:  50%|████▉     | 54/109 [03:52<03:57,  0.23it/s, v_num=6e0e]
Epoch 116:  50%|█████     | 55/109 [03:59<03:54,  0.23it/s, v_num=6e0e]
Epoch 116:  50%|█████     | 55/109 [03:59<03:54,  0.23it/s, v_num=6e0e]
Epoch 116:  51%|█████▏    | 56/109 [04:00<03:47,  0.23it/s, v_num=6e0e]
Epoch 116:  51%|█████▏    | 56/109 [04:00<03:47,  0.23it/s, v_num=6e0e]
Epoch 116:  52%|█████▏    | 57/109 [04:09<03:47,  0.23it/s, v_num=6e0e]
Epoch 116:  52%|█████▏    | 57/109 [04:09<03:47,  0.23it/s, v_num=6e0e]
Epoch 116:  53%|█████▎    | 58/109 [04:10<03:40,  0.23it/s, v_num=6e0e]
Epoch 116:  53%|█████▎    | 58/109 [04:10<03:40,  0.23it/s, v_num=6e0e]
Epoch 116:  54%|█████▍    | 59/109 [04:15<03:36,  0.23it/s, v_num=6e0e]
Epoch 116:  54%|█████▍    | 59/109 [04:15<03:36,  0.23it/s, v_num=6e0e]
Epoch 116:  55%|█████▌    | 60/109 [04:16<03:29,  0.23it/s, v_num=6e0e]
Epoch 116:  55%|█████▌    | 60/109 [04:16<03:29,  0.23it/s, v_num=6e0e]
Epoch 116:  56%|█████▌    | 61/109 [04:27<03:30,  0.23it/s, v_num=6e0e]
Epoch 116:  56%|█████▌    | 61/109 [04:27<03:30,  0.23it/s, v_num=6e0e]
Epoch 116:  57%|█████▋    | 62/109 [04:28<03:23,  0.23it/s, v_num=6e0e]
Epoch 116:  57%|█████▋    | 62/109 [04:28<03:23,  0.23it/s, v_num=6e0e]
Epoch 116:  58%|█████▊    | 63/109 [04:30<03:17,  0.23it/s, v_num=6e0e]
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Epoch 116:  59%|█████▊    | 64/109 [04:31<03:11,  0.24it/s, v_num=6e0e]
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Epoch 116:  60%|█████▉    | 65/109 [04:45<03:13,  0.23it/s, v_num=6e0e]
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Epoch 116:  61%|██████    | 66/109 [04:46<03:06,  0.23it/s, v_num=6e0e]
Epoch 116:  61%|██████▏   | 67/109 [04:47<03:00,  0.23it/s, v_num=6e0e]
Epoch 116:  61%|██████▏   | 67/109 [04:47<03:00,  0.23it/s, v_num=6e0e]
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Epoch 116:  62%|██████▏   | 68/109 [04:48<02:53,  0.24it/s, v_num=6e0e]
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Epoch 116:  63%|██████▎   | 69/109 [05:01<02:54,  0.23it/s, v_num=6e0e]
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Epoch 116:  64%|██████▍   | 70/109 [05:01<02:48,  0.23it/s, v_num=6e0e]
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Epoch 116:  65%|██████▌   | 71/109 [05:03<02:42,  0.23it/s, v_num=6e0e]
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Epoch 116:  66%|██████▌   | 72/109 [05:04<02:36,  0.24it/s, v_num=6e0e]
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Epoch 116:  67%|██████▋   | 73/109 [05:17<02:36,  0.23it/s, v_num=6e0e]
Epoch 116:  68%|██████▊   | 74/109 [05:18<02:30,  0.23it/s, v_num=6e0e]
Epoch 116:  68%|██████▊   | 74/109 [05:18<02:30,  0.23it/s, v_num=6e0e]
Epoch 116:  69%|██████▉   | 75/109 [05:19<02:24,  0.23it/s, v_num=6e0e]
Epoch 116:  69%|██████▉   | 75/109 [05:19<02:24,  0.23it/s, v_num=6e0e]
Epoch 116:  70%|██████▉   | 76/109 [05:20<02:19,  0.24it/s, v_num=6e0e]
Epoch 116:  70%|██████▉   | 76/109 [05:20<02:19,  0.24it/s, v_num=6e0e]
Epoch 116:  71%|███████   | 77/109 [05:32<02:18,  0.23it/s, v_num=6e0e]
Epoch 116:  71%|███████   | 77/109 [05:32<02:18,  0.23it/s, v_num=6e0e]
Epoch 116:  72%|███████▏  | 78/109 [05:33<02:12,  0.23it/s, v_num=6e0e]
Epoch 116:  72%|███████▏  | 78/109 [05:33<02:12,  0.23it/s, v_num=6e0e]
Epoch 116:  72%|███████▏  | 79/109 [05:35<02:07,  0.24it/s, v_num=6e0e]
Epoch 116:  72%|███████▏  | 79/109 [05:35<02:07,  0.24it/s, v_num=6e0e]
Epoch 116:  73%|███████▎  | 80/109 [05:38<02:02,  0.24it/s, v_num=6e0e]
Epoch 116:  73%|███████▎  | 80/109 [05:38<02:02,  0.24it/s, v_num=6e0e]
Epoch 116:  74%|███████▍  | 81/109 [05:48<02:00,  0.23it/s, v_num=6e0e]
Epoch 116:  74%|███████▍  | 81/109 [05:48<02:00,  0.23it/s, v_num=6e0e]
Epoch 116:  75%|███████▌  | 82/109 [05:49<01:54,  0.23it/s, v_num=6e0e]
Epoch 116:  75%|███████▌  | 82/109 [05:49<01:54,  0.23it/s, v_num=6e0e]
Epoch 116:  76%|███████▌  | 83/109 [05:50<01:49,  0.24it/s, v_num=6e0e]
Epoch 116:  76%|███████▌  | 83/109 [05:50<01:49,  0.24it/s, v_num=6e0e]
Epoch 116:  77%|███████▋  | 84/109 [05:54<01:45,  0.24it/s, v_num=6e0e]
Epoch 116:  77%|███████▋  | 84/109 [05:54<01:45,  0.24it/s, v_num=6e0e]
Epoch 116:  78%|███████▊  | 85/109 [06:05<01:43,  0.23it/s, v_num=6e0e]
Epoch 116:  78%|███████▊  | 85/109 [06:05<01:43,  0.23it/s, v_num=6e0e]
Epoch 116:  79%|███████▉  | 86/109 [06:06<01:37,  0.23it/s, v_num=6e0e]
Epoch 116:  79%|███████▉  | 86/109 [06:06<01:37,  0.23it/s, v_num=6e0e]
Epoch 116:  80%|███████▉  | 87/109 [06:07<01:32,  0.24it/s, v_num=6e0e]
Epoch 116:  80%|███████▉  | 87/109 [06:07<01:32,  0.24it/s, v_num=6e0e]
Epoch 116:  81%|████████  | 88/109 [06:11<01:28,  0.24it/s, v_num=6e0e]
Epoch 116:  81%|████████  | 88/109 [06:11<01:28,  0.24it/s, v_num=6e0e]
Epoch 116:  82%|████████▏ | 89/109 [06:23<01:26,  0.23it/s, v_num=6e0e]
Epoch 116:  82%|████████▏ | 89/109 [06:23<01:26,  0.23it/s, v_num=6e0e]
Epoch 116:  83%|████████▎ | 90/109 [06:24<01:21,  0.23it/s, v_num=6e0e]
Epoch 116:  83%|████████▎ | 90/109 [06:24<01:21,  0.23it/s, v_num=6e0e]
Epoch 116:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 116:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 116:  84%|████████▍ | 92/109 [06:27<01:11,  0.24it/s, v_num=6e0e]
Epoch 116:  84%|████████▍ | 92/109 [06:27<01:11,  0.24it/s, v_num=6e0e]
Epoch 116:  85%|████████▌ | 93/109 [06:39<01:08,  0.23it/s, v_num=6e0e]
Epoch 116:  85%|████████▌ | 93/109 [06:39<01:08,  0.23it/s, v_num=6e0e]
Epoch 116:  86%|████████▌ | 94/109 [06:40<01:03,  0.23it/s, v_num=6e0e]
Epoch 116:  86%|████████▌ | 94/109 [06:40<01:03,  0.23it/s, v_num=6e0e]
Epoch 116:  87%|████████▋ | 95/109 [06:41<00:59,  0.24it/s, v_num=6e0e]
Epoch 116:  87%|████████▋ | 95/109 [06:41<00:59,  0.24it/s, v_num=6e0e]
Epoch 116:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
Epoch 116:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
Epoch 116:  89%|████████▉ | 97/109 [06:55<00:51,  0.23it/s, v_num=6e0e]
Epoch 116:  89%|████████▉ | 97/109 [06:55<00:51,  0.23it/s, v_num=6e0e]
Epoch 116:  90%|████████▉ | 98/109 [06:55<00:46,  0.24it/s, v_num=6e0e]
Epoch 116:  90%|████████▉ | 98/109 [06:55<00:46,  0.24it/s, v_num=6e0e]
Epoch 116:  91%|█████████ | 99/109 [06:56<00:42,  0.24it/s, v_num=6e0e]
Epoch 116:  91%|█████████ | 99/109 [06:56<00:42,  0.24it/s, v_num=6e0e]
Epoch 116:  92%|█████████▏| 100/109 [06:59<00:37,  0.24it/s, v_num=6e0e]
Epoch 116:  92%|█████████▏| 100/109 [06:59<00:37,  0.24it/s, v_num=6e0e]
Epoch 116:  93%|█████████▎| 101/109 [07:11<00:34,  0.23it/s, v_num=6e0e]
Epoch 116:  93%|█████████▎| 101/109 [07:11<00:34,  0.23it/s, v_num=6e0e]
Epoch 116:  94%|█████████▎| 102/109 [07:12<00:29,  0.24it/s, v_num=6e0e]
Epoch 116:  94%|█████████▎| 102/109 [07:12<00:29,  0.24it/s, v_num=6e0e]
Epoch 116:  94%|█████████▍| 103/109 [07:13<00:25,  0.24it/s, v_num=6e0e]
Epoch 116:  94%|█████████▍| 103/109 [07:13<00:25,  0.24it/s, v_num=6e0e]
Epoch 116:  95%|█████████▌| 104/109 [07:17<00:21,  0.24it/s, v_num=6e0e]
Epoch 116:  95%|█████████▌| 104/109 [07:17<00:21,  0.24it/s, v_num=6e0e]
Epoch 116:  96%|█████████▋| 105/109 [07:30<00:17,  0.23it/s, v_num=6e0e]
Epoch 116:  96%|█████████▋| 105/109 [07:30<00:17,  0.23it/s, v_num=6e0e]
Epoch 116:  97%|█████████▋| 106/109 [07:30<00:12,  0.24it/s, v_num=6e0e]
Epoch 116:  97%|█████████▋| 106/109 [07:30<00:12,  0.24it/s, v_num=6e0e]
Epoch 116:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 116:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 116:  99%|█████████▉| 108/109 [07:36<00:04,  0.24it/s, v_num=6e0e]
Epoch 116:  99%|█████████▉| 108/109 [07:36<00:04,  0.24it/s, v_num=6e0e]
Epoch 116: 100%|██████████| 109/109 [07:47<00:00,  0.23it/s, v_num=6e0e]
Epoch 116: 100%|██████████| 109/109 [07:47<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.13it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.01it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.99it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.99it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  1.00it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.99it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.96it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.97it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.98it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.98it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.98it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.97it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 116: 100%|██████████| 109/109 [08:04<00:00,  0.22it/s, v_num=6e0e]
Epoch 116: 100%|██████████| 109/109 [08:04<00:00,  0.22it/s, v_num=6e0e]
Epoch 116:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 117:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 117:   1%|          | 1/109 [00:16<29:21,  0.06it/s, v_num=6e0e]
Epoch 117:   1%|          | 1/109 [00:16<29:21,  0.06it/s, v_num=6e0e]
Epoch 117:   2%|▏         | 2/109 [00:17<15:11,  0.12it/s, v_num=6e0e]
Epoch 117:   2%|▏         | 2/109 [00:17<15:11,  0.12it/s, v_num=6e0e]
Epoch 117:   3%|▎         | 3/109 [00:17<10:27,  0.17it/s, v_num=6e0e]
Epoch 117:   3%|▎         | 3/109 [00:17<10:27,  0.17it/s, v_num=6e0e]
Epoch 117:   4%|▎         | 4/109 [00:18<08:05,  0.22it/s, v_num=6e0e]
Epoch 117:   4%|▎         | 4/109 [00:18<08:05,  0.22it/s, v_num=6e0e]
Epoch 117:   5%|▍         | 5/109 [00:31<10:53,  0.16it/s, v_num=6e0e]
Epoch 117:   5%|▍         | 5/109 [00:31<10:53,  0.16it/s, v_num=6e0e]
Epoch 117:   6%|▌         | 6/109 [00:32<09:13,  0.19it/s, v_num=6e0e]
Epoch 117:   6%|▌         | 6/109 [00:32<09:13,  0.19it/s, v_num=6e0e]
Epoch 117:   6%|▋         | 7/109 [00:33<08:01,  0.21it/s, v_num=6e0e]
Epoch 117:   6%|▋         | 7/109 [00:33<08:01,  0.21it/s, v_num=6e0e]
Epoch 117:   7%|▋         | 8/109 [00:33<07:07,  0.24it/s, v_num=6e0e]
Epoch 117:   7%|▋         | 8/109 [00:33<07:07,  0.24it/s, v_num=6e0e]
Epoch 117:   8%|▊         | 9/109 [00:47<08:48,  0.19it/s, v_num=6e0e]
Epoch 117:   8%|▊         | 9/109 [00:47<08:48,  0.19it/s, v_num=6e0e]
Epoch 117:   9%|▉         | 10/109 [00:50<08:23,  0.20it/s, v_num=6e0e]
Epoch 117:   9%|▉         | 10/109 [00:50<08:23,  0.20it/s, v_num=6e0e]
Epoch 117:  10%|█         | 11/109 [00:51<07:39,  0.21it/s, v_num=6e0e]
Epoch 117:  10%|█         | 11/109 [00:51<07:39,  0.21it/s, v_num=6e0e]
Epoch 117:  11%|█         | 12/109 [00:52<07:03,  0.23it/s, v_num=6e0e]
Epoch 117:  11%|█         | 12/109 [00:52<07:03,  0.23it/s, v_num=6e0e]
Epoch 117:  12%|█▏        | 13/109 [01:03<07:48,  0.20it/s, v_num=6e0e]
Epoch 117:  12%|█▏        | 13/109 [01:03<07:48,  0.20it/s, v_num=6e0e]
Epoch 117:  13%|█▎        | 14/109 [01:05<07:24,  0.21it/s, v_num=6e0e]
Epoch 117:  13%|█▎        | 14/109 [01:05<07:24,  0.21it/s, v_num=6e0e]
Epoch 117:  14%|█▍        | 15/109 [01:06<06:55,  0.23it/s, v_num=6e0e]
Epoch 117:  14%|█▍        | 15/109 [01:06<06:55,  0.23it/s, v_num=6e0e]
Epoch 117:  15%|█▍        | 16/109 [01:07<06:29,  0.24it/s, v_num=6e0e]
Epoch 117:  15%|█▍        | 16/109 [01:07<06:29,  0.24it/s, v_num=6e0e]
Epoch 117:  16%|█▌        | 17/109 [01:21<07:18,  0.21it/s, v_num=6e0e]
Epoch 117:  16%|█▌        | 17/109 [01:21<07:18,  0.21it/s, v_num=6e0e]
Epoch 117:  17%|█▋        | 18/109 [01:21<06:54,  0.22it/s, v_num=6e0e]
Epoch 117:  17%|█▋        | 18/109 [01:21<06:54,  0.22it/s, v_num=6e0e]
Epoch 117:  17%|█▋        | 19/109 [01:22<06:31,  0.23it/s, v_num=6e0e]
Epoch 117:  17%|█▋        | 19/109 [01:22<06:31,  0.23it/s, v_num=6e0e]
Epoch 117:  18%|█▊        | 20/109 [01:24<06:13,  0.24it/s, v_num=6e0e]
Epoch 117:  18%|█▊        | 20/109 [01:24<06:13,  0.24it/s, v_num=6e0e]
Epoch 117:  19%|█▉        | 21/109 [01:38<06:54,  0.21it/s, v_num=6e0e]
Epoch 117:  19%|█▉        | 21/109 [01:38<06:54,  0.21it/s, v_num=6e0e]
Epoch 117:  20%|██        | 22/109 [01:39<06:34,  0.22it/s, v_num=6e0e]
Epoch 117:  20%|██        | 22/109 [01:39<06:34,  0.22it/s, v_num=6e0e]
Epoch 117:  21%|██        | 23/109 [01:40<06:15,  0.23it/s, v_num=6e0e]
Epoch 117:  21%|██        | 23/109 [01:40<06:15,  0.23it/s, v_num=6e0e]
Epoch 117:  22%|██▏       | 24/109 [01:41<05:58,  0.24it/s, v_num=6e0e]
Epoch 117:  22%|██▏       | 24/109 [01:41<05:58,  0.24it/s, v_num=6e0e]
Epoch 117:  23%|██▎       | 25/109 [01:56<06:30,  0.22it/s, v_num=6e0e]
Epoch 117:  23%|██▎       | 25/109 [01:56<06:30,  0.22it/s, v_num=6e0e]
Epoch 117:  24%|██▍       | 26/109 [01:57<06:13,  0.22it/s, v_num=6e0e]
Epoch 117:  24%|██▍       | 26/109 [01:57<06:13,  0.22it/s, v_num=6e0e]
Epoch 117:  25%|██▍       | 27/109 [01:57<05:57,  0.23it/s, v_num=6e0e]
Epoch 117:  25%|██▍       | 27/109 [01:57<05:57,  0.23it/s, v_num=6e0e]
Epoch 117:  26%|██▌       | 28/109 [01:58<05:43,  0.24it/s, v_num=6e0e]
Epoch 117:  26%|██▌       | 28/109 [01:58<05:43,  0.24it/s, v_num=6e0e]
Epoch 117:  27%|██▋       | 29/109 [02:14<06:09,  0.22it/s, v_num=6e0e]
Epoch 117:  27%|██▋       | 29/109 [02:14<06:09,  0.22it/s, v_num=6e0e]
Epoch 117:  28%|██▊       | 30/109 [02:14<05:55,  0.22it/s, v_num=6e0e]
Epoch 117:  28%|██▊       | 30/109 [02:14<05:55,  0.22it/s, v_num=6e0e]
Epoch 117:  28%|██▊       | 31/109 [02:15<05:41,  0.23it/s, v_num=6e0e]
Epoch 117:  28%|██▊       | 31/109 [02:15<05:41,  0.23it/s, v_num=6e0e]
Epoch 117:  29%|██▉       | 32/109 [02:16<05:28,  0.23it/s, v_num=6e0e]
Epoch 117:  29%|██▉       | 32/109 [02:16<05:28,  0.23it/s, v_num=6e0e]
Epoch 117:  30%|███       | 33/109 [02:29<05:45,  0.22it/s, v_num=6e0e]
Epoch 117:  30%|███       | 33/109 [02:29<05:45,  0.22it/s, v_num=6e0e]
Epoch 117:  31%|███       | 34/109 [02:31<05:33,  0.22it/s, v_num=6e0e]
Epoch 117:  31%|███       | 34/109 [02:31<05:33,  0.22it/s, v_num=6e0e]
Epoch 117:  32%|███▏      | 35/109 [02:32<05:21,  0.23it/s, v_num=6e0e]
Epoch 117:  32%|███▏      | 35/109 [02:32<05:21,  0.23it/s, v_num=6e0e]
Epoch 117:  33%|███▎      | 36/109 [02:33<05:10,  0.24it/s, v_num=6e0e]
Epoch 117:  33%|███▎      | 36/109 [02:33<05:10,  0.24it/s, v_num=6e0e]
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Epoch 117:  38%|███▊      | 41/109 [03:01<05:00,  0.23it/s, v_num=6e0e]
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Epoch 117:  40%|████      | 44/109 [03:09<04:40,  0.23it/s, v_num=6e0e]
Epoch 117:  41%|████▏     | 45/109 [03:16<04:39,  0.23it/s, v_num=6e0e]
Epoch 117:  41%|████▏     | 45/109 [03:16<04:39,  0.23it/s, v_num=6e0e]
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Epoch 117:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
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Epoch 117:  83%|████████▎ | 91/109 [06:23<01:15,  0.24it/s, v_num=6e0e]
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Epoch 117:  87%|████████▋ | 95/109 [06:40<00:59,  0.24it/s, v_num=6e0e]
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Epoch 117:  88%|████████▊ | 96/109 [06:41<00:54,  0.24it/s, v_num=6e0e]
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Epoch 117:  89%|████████▉ | 97/109 [06:54<00:51,  0.23it/s, v_num=6e0e]
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Epoch 117:  96%|█████████▋| 105/109 [07:26<00:16,  0.24it/s, v_num=6e0e]
Epoch 117:  96%|█████████▋| 105/109 [07:26<00:16,  0.24it/s, v_num=6e0e]
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Epoch 117:  97%|█████████▋| 106/109 [07:27<00:12,  0.24it/s, v_num=6e0e]
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Epoch 117: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]
Epoch 117: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.90it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 117: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 117: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 117:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 118:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 118:   1%|          | 1/109 [00:16<29:18,  0.06it/s, v_num=6e0e]
Epoch 118:   1%|          | 1/109 [00:16<29:18,  0.06it/s, v_num=6e0e]
Epoch 118:   2%|▏         | 2/109 [00:17<15:09,  0.12it/s, v_num=6e0e]
Epoch 118:   2%|▏         | 2/109 [00:17<15:10,  0.12it/s, v_num=6e0e]
Epoch 118:   3%|▎         | 3/109 [00:17<10:29,  0.17it/s, v_num=6e0e]
Epoch 118:   3%|▎         | 3/109 [00:17<10:29,  0.17it/s, v_num=6e0e]
Epoch 118:   4%|▎         | 4/109 [00:18<08:08,  0.22it/s, v_num=6e0e]
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Epoch 118:   5%|▍         | 5/109 [00:33<11:36,  0.15it/s, v_num=6e0e]
Epoch 118:   5%|▍         | 5/109 [00:33<11:36,  0.15it/s, v_num=6e0e]
Epoch 118:   6%|▌         | 6/109 [00:34<09:48,  0.17it/s, v_num=6e0e]
Epoch 118:   6%|▌         | 6/109 [00:34<09:48,  0.17it/s, v_num=6e0e]
Epoch 118:   6%|▋         | 7/109 [00:35<08:37,  0.20it/s, v_num=6e0e]
Epoch 118:   6%|▋         | 7/109 [00:35<08:37,  0.20it/s, v_num=6e0e]
Epoch 118:   7%|▋         | 8/109 [00:36<07:38,  0.22it/s, v_num=6e0e]
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Epoch 118:   8%|▊         | 9/109 [00:51<09:27,  0.18it/s, v_num=6e0e]
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Epoch 118:   9%|▉         | 10/109 [00:51<08:33,  0.19it/s, v_num=6e0e]
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Epoch 118:  10%|█         | 11/109 [00:52<07:49,  0.21it/s, v_num=6e0e]
Epoch 118:  10%|█         | 11/109 [00:52<07:49,  0.21it/s, v_num=6e0e]
Epoch 118:  11%|█         | 12/109 [00:53<07:12,  0.22it/s, v_num=6e0e]
Epoch 118:  11%|█         | 12/109 [00:53<07:12,  0.22it/s, v_num=6e0e]
Epoch 118:  12%|█▏        | 13/109 [01:08<08:26,  0.19it/s, v_num=6e0e]
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Epoch 118:  13%|█▎        | 14/109 [01:09<07:51,  0.20it/s, v_num=6e0e]
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Epoch 118:  14%|█▍        | 15/109 [01:10<07:22,  0.21it/s, v_num=6e0e]
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Epoch 118:  15%|█▍        | 16/109 [01:11<06:55,  0.22it/s, v_num=6e0e]
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Epoch 118:  16%|█▌        | 17/109 [01:26<07:47,  0.20it/s, v_num=6e0e]
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Epoch 118:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 118:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 118:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 118: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]
Epoch 118: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.90it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.94it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.94it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.94it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 118: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]
Epoch 118: 100%|██████████| 109/109 [07:51<00:00,  0.23it/s, v_num=6e0e]
Epoch 118:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 119:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 119:   1%|          | 1/109 [00:16<29:58,  0.06it/s, v_num=6e0e]
Epoch 119:   1%|          | 1/109 [00:16<29:59,  0.06it/s, v_num=6e0e]
Epoch 119:   2%|▏         | 2/109 [00:17<15:32,  0.11it/s, v_num=6e0e]
Epoch 119:   2%|▏         | 2/109 [00:17<15:32,  0.11it/s, v_num=6e0e]
Epoch 119:   3%|▎         | 3/109 [00:18<10:44,  0.16it/s, v_num=6e0e]
Epoch 119:   3%|▎         | 3/109 [00:18<10:44,  0.16it/s, v_num=6e0e]
Epoch 119:   4%|▎         | 4/109 [00:19<08:20,  0.21it/s, v_num=6e0e]
Epoch 119:   4%|▎         | 4/109 [00:19<08:20,  0.21it/s, v_num=6e0e]
Epoch 119:   5%|▍         | 5/109 [00:30<10:43,  0.16it/s, v_num=6e0e]
Epoch 119:   5%|▍         | 5/109 [00:30<10:43,  0.16it/s, v_num=6e0e]
Epoch 119:   6%|▌         | 6/109 [00:31<09:05,  0.19it/s, v_num=6e0e]
Epoch 119:   6%|▌         | 6/109 [00:31<09:05,  0.19it/s, v_num=6e0e]
Epoch 119:   6%|▋         | 7/109 [00:32<07:54,  0.22it/s, v_num=6e0e]
Epoch 119:   6%|▋         | 7/109 [00:32<07:54,  0.22it/s, v_num=6e0e]
Epoch 119:   7%|▋         | 8/109 [00:34<07:10,  0.23it/s, v_num=6e0e]
Epoch 119:   7%|▋         | 8/109 [00:34<07:10,  0.23it/s, v_num=6e0e]
Epoch 119:   8%|▊         | 9/109 [00:48<08:59,  0.19it/s, v_num=6e0e]
Epoch 119:   8%|▊         | 9/109 [00:48<08:59,  0.19it/s, v_num=6e0e]
Epoch 119:   9%|▉         | 10/109 [00:49<08:08,  0.20it/s, v_num=6e0e]
Epoch 119:   9%|▉         | 10/109 [00:49<08:08,  0.20it/s, v_num=6e0e]
Epoch 119:  10%|█         | 11/109 [00:50<07:26,  0.22it/s, v_num=6e0e]
Epoch 119:  10%|█         | 11/109 [00:50<07:26,  0.22it/s, v_num=6e0e]
Epoch 119:  11%|█         | 12/109 [00:50<06:51,  0.24it/s, v_num=6e0e]
Epoch 119:  11%|█         | 12/109 [00:50<06:51,  0.24it/s, v_num=6e0e]
Epoch 119:  12%|█▏        | 13/109 [01:04<07:56,  0.20it/s, v_num=6e0e]
Epoch 119:  12%|█▏        | 13/109 [01:04<07:56,  0.20it/s, v_num=6e0e]
Epoch 119:  13%|█▎        | 14/109 [01:05<07:22,  0.21it/s, v_num=6e0e]
Epoch 119:  13%|█▎        | 14/109 [01:05<07:22,  0.21it/s, v_num=6e0e]
Epoch 119:  14%|█▍        | 15/109 [01:07<07:01,  0.22it/s, v_num=6e0e]
Epoch 119:  14%|█▍        | 15/109 [01:07<07:01,  0.22it/s, v_num=6e0e]
Epoch 119:  15%|█▍        | 16/109 [01:08<06:39,  0.23it/s, v_num=6e0e]
Epoch 119:  15%|█▍        | 16/109 [01:08<06:39,  0.23it/s, v_num=6e0e]
Epoch 119:  16%|█▌        | 17/109 [01:21<07:21,  0.21it/s, v_num=6e0e]
Epoch 119:  16%|█▌        | 17/109 [01:21<07:21,  0.21it/s, v_num=6e0e]
Epoch 119:  17%|█▋        | 18/109 [01:22<06:56,  0.22it/s, v_num=6e0e]
Epoch 119:  17%|█▋        | 18/109 [01:22<06:56,  0.22it/s, v_num=6e0e]
Epoch 119:  17%|█▋        | 19/109 [01:24<06:39,  0.23it/s, v_num=6e0e]
Epoch 119:  17%|█▋        | 19/109 [01:24<06:39,  0.23it/s, v_num=6e0e]
Epoch 119:  18%|█▊        | 20/109 [01:25<06:19,  0.23it/s, v_num=6e0e]
Epoch 119:  18%|█▊        | 20/109 [01:25<06:19,  0.23it/s, v_num=6e0e]
Epoch 119:  19%|█▉        | 21/109 [01:37<06:49,  0.22it/s, v_num=6e0e]
Epoch 119:  19%|█▉        | 21/109 [01:37<06:49,  0.22it/s, v_num=6e0e]
Epoch 119:  20%|██        | 22/109 [01:38<06:29,  0.22it/s, v_num=6e0e]
Epoch 119:  20%|██        | 22/109 [01:38<06:29,  0.22it/s, v_num=6e0e]
Epoch 119:  21%|██        | 23/109 [01:40<06:15,  0.23it/s, v_num=6e0e]
Epoch 119:  21%|██        | 23/109 [01:40<06:15,  0.23it/s, v_num=6e0e]
Epoch 119:  22%|██▏       | 24/109 [01:41<05:58,  0.24it/s, v_num=6e0e]
Epoch 119:  22%|██▏       | 24/109 [01:41<05:58,  0.24it/s, v_num=6e0e]
Epoch 119:  23%|██▎       | 25/109 [01:53<06:22,  0.22it/s, v_num=6e0e]
Epoch 119:  23%|██▎       | 25/109 [01:53<06:22,  0.22it/s, v_num=6e0e]
Epoch 119:  24%|██▍       | 26/109 [01:54<06:06,  0.23it/s, v_num=6e0e]
Epoch 119:  24%|██▍       | 26/109 [01:54<06:06,  0.23it/s, v_num=6e0e]
Epoch 119:  25%|██▍       | 27/109 [01:58<05:59,  0.23it/s, v_num=6e0e]
Epoch 119:  25%|██▍       | 27/109 [01:58<05:59,  0.23it/s, v_num=6e0e]
Epoch 119:  26%|██▌       | 28/109 [01:59<05:44,  0.23it/s, v_num=6e0e]
Epoch 119:  26%|██▌       | 28/109 [01:59<05:44,  0.23it/s, v_num=6e0e]
Epoch 119:  27%|██▋       | 29/109 [02:10<06:00,  0.22it/s, v_num=6e0e]
Epoch 119:  27%|██▋       | 29/109 [02:10<06:00,  0.22it/s, v_num=6e0e]
Epoch 119:  28%|██▊       | 30/109 [02:11<05:45,  0.23it/s, v_num=6e0e]
Epoch 119:  28%|██▊       | 30/109 [02:11<05:45,  0.23it/s, v_num=6e0e]
Epoch 119:  28%|██▊       | 31/109 [02:13<05:36,  0.23it/s, v_num=6e0e]
Epoch 119:  28%|██▊       | 31/109 [02:13<05:36,  0.23it/s, v_num=6e0e]
Epoch 119:  29%|██▉       | 32/109 [02:15<05:25,  0.24it/s, v_num=6e0e]
Epoch 119:  29%|██▉       | 32/109 [02:15<05:25,  0.24it/s, v_num=6e0e]
Epoch 119:  30%|███       | 33/109 [02:27<05:40,  0.22it/s, v_num=6e0e]
Epoch 119:  30%|███       | 33/109 [02:27<05:40,  0.22it/s, v_num=6e0e]
Epoch 119:  31%|███       | 34/109 [02:28<05:27,  0.23it/s, v_num=6e0e]
Epoch 119:  31%|███       | 34/109 [02:28<05:27,  0.23it/s, v_num=6e0e]
Epoch 119:  32%|███▏      | 35/109 [02:30<05:18,  0.23it/s, v_num=6e0e]
Epoch 119:  32%|███▏      | 35/109 [02:30<05:18,  0.23it/s, v_num=6e0e]
Epoch 119:  33%|███▎      | 36/109 [02:36<05:16,  0.23it/s, v_num=6e0e]
Epoch 119:  33%|███▎      | 36/109 [02:36<05:16,  0.23it/s, v_num=6e0e]
Epoch 119:  34%|███▍      | 37/109 [02:45<05:21,  0.22it/s, v_num=6e0e]
Epoch 119:  34%|███▍      | 37/109 [02:45<05:21,  0.22it/s, v_num=6e0e]
Epoch 119:  35%|███▍      | 38/109 [02:45<05:10,  0.23it/s, v_num=6e0e]
Epoch 119:  35%|███▍      | 38/109 [02:45<05:10,  0.23it/s, v_num=6e0e]
Epoch 119:  36%|███▌      | 39/109 [02:47<04:59,  0.23it/s, v_num=6e0e]
Epoch 119:  36%|███▌      | 39/109 [02:47<04:59,  0.23it/s, v_num=6e0e]
Epoch 119:  37%|███▋      | 40/109 [02:51<04:55,  0.23it/s, v_num=6e0e]
Epoch 119:  37%|███▋      | 40/109 [02:51<04:55,  0.23it/s, v_num=6e0e]
Epoch 119:  38%|███▊      | 41/109 [03:01<05:00,  0.23it/s, v_num=6e0e]
Epoch 119:  38%|███▊      | 41/109 [03:01<05:00,  0.23it/s, v_num=6e0e]
Epoch 119:  39%|███▊      | 42/109 [03:02<04:50,  0.23it/s, v_num=6e0e]
Epoch 119:  39%|███▊      | 42/109 [03:02<04:50,  0.23it/s, v_num=6e0e]
Epoch 119:  39%|███▉      | 43/109 [03:04<04:43,  0.23it/s, v_num=6e0e]
Epoch 119:  39%|███▉      | 43/109 [03:04<04:43,  0.23it/s, v_num=6e0e]
Epoch 119:  40%|████      | 44/109 [03:07<04:37,  0.23it/s, v_num=6e0e]
Epoch 119:  40%|████      | 44/109 [03:07<04:37,  0.23it/s, v_num=6e0e]
Epoch 119:  41%|████▏     | 45/109 [03:18<04:41,  0.23it/s, v_num=6e0e]
Epoch 119:  41%|████▏     | 45/109 [03:18<04:41,  0.23it/s, v_num=6e0e]
Epoch 119:  42%|████▏     | 46/109 [03:19<04:32,  0.23it/s, v_num=6e0e]
Epoch 119:  42%|████▏     | 46/109 [03:19<04:32,  0.23it/s, v_num=6e0e]
Epoch 119:  43%|████▎     | 47/109 [03:22<04:26,  0.23it/s, v_num=6e0e]
Epoch 119:  43%|████▎     | 47/109 [03:22<04:26,  0.23it/s, v_num=6e0e]
Epoch 119:  44%|████▍     | 48/109 [03:24<04:20,  0.23it/s, v_num=6e0e]
Epoch 119:  44%|████▍     | 48/109 [03:24<04:20,  0.23it/s, v_num=6e0e]
Epoch 119:  45%|████▍     | 49/109 [03:35<04:24,  0.23it/s, v_num=6e0e]
Epoch 119:  45%|████▍     | 49/109 [03:35<04:24,  0.23it/s, v_num=6e0e]
Epoch 119:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 119:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 119:  47%|████▋     | 51/109 [03:39<04:09,  0.23it/s, v_num=6e0e]
Epoch 119:  47%|████▋     | 51/109 [03:39<04:09,  0.23it/s, v_num=6e0e]
Epoch 119:  48%|████▊     | 52/109 [03:40<04:01,  0.24it/s, v_num=6e0e]
Epoch 119:  48%|████▊     | 52/109 [03:40<04:01,  0.24it/s, v_num=6e0e]
Epoch 119:  49%|████▊     | 53/109 [03:53<04:06,  0.23it/s, v_num=6e0e]
Epoch 119:  49%|████▊     | 53/109 [03:53<04:06,  0.23it/s, v_num=6e0e]
Epoch 119:  50%|████▉     | 54/109 [03:54<03:58,  0.23it/s, v_num=6e0e]
Epoch 119:  50%|████▉     | 54/109 [03:54<03:58,  0.23it/s, v_num=6e0e]
Epoch 119:  50%|█████     | 55/109 [03:55<03:51,  0.23it/s, v_num=6e0e]
Epoch 119:  50%|█████     | 55/109 [03:55<03:51,  0.23it/s, v_num=6e0e]
Epoch 119:  51%|█████▏    | 56/109 [03:57<03:44,  0.24it/s, v_num=6e0e]
Epoch 119:  51%|█████▏    | 56/109 [03:57<03:44,  0.24it/s, v_num=6e0e]
Epoch 119:  52%|█████▏    | 57/109 [04:11<03:49,  0.23it/s, v_num=6e0e]
Epoch 119:  52%|█████▏    | 57/109 [04:11<03:49,  0.23it/s, v_num=6e0e]
Epoch 119:  53%|█████▎    | 58/109 [04:11<03:41,  0.23it/s, v_num=6e0e]
Epoch 119:  53%|█████▎    | 58/109 [04:11<03:41,  0.23it/s, v_num=6e0e]
Epoch 119:  54%|█████▍    | 59/109 [04:12<03:34,  0.23it/s, v_num=6e0e]
Epoch 119:  54%|█████▍    | 59/109 [04:12<03:34,  0.23it/s, v_num=6e0e]
Epoch 119:  55%|█████▌    | 60/109 [04:13<03:27,  0.24it/s, v_num=6e0e]
Epoch 119:  55%|█████▌    | 60/109 [04:13<03:27,  0.24it/s, v_num=6e0e]
Epoch 119:  56%|█████▌    | 61/109 [04:27<03:30,  0.23it/s, v_num=6e0e]
Epoch 119:  56%|█████▌    | 61/109 [04:27<03:30,  0.23it/s, v_num=6e0e]
Epoch 119:  57%|█████▋    | 62/109 [04:27<03:23,  0.23it/s, v_num=6e0e]
Epoch 119:  57%|█████▋    | 62/109 [04:27<03:23,  0.23it/s, v_num=6e0e]
Epoch 119:  58%|█████▊    | 63/109 [04:28<03:16,  0.23it/s, v_num=6e0e]
Epoch 119:  58%|█████▊    | 63/109 [04:28<03:16,  0.23it/s, v_num=6e0e]
Epoch 119:  59%|█████▊    | 64/109 [04:29<03:09,  0.24it/s, v_num=6e0e]
Epoch 119:  59%|█████▊    | 64/109 [04:29<03:09,  0.24it/s, v_num=6e0e]
Epoch 119:  60%|█████▉    | 65/109 [04:43<03:11,  0.23it/s, v_num=6e0e]
Epoch 119:  60%|█████▉    | 65/109 [04:43<03:11,  0.23it/s, v_num=6e0e]
Epoch 119:  61%|██████    | 66/109 [04:43<03:04,  0.23it/s, v_num=6e0e]
Epoch 119:  61%|██████    | 66/109 [04:43<03:04,  0.23it/s, v_num=6e0e]
Epoch 119:  61%|██████▏   | 67/109 [04:44<02:58,  0.24it/s, v_num=6e0e]
Epoch 119:  61%|██████▏   | 67/109 [04:44<02:58,  0.24it/s, v_num=6e0e]
Epoch 119:  62%|██████▏   | 68/109 [04:46<02:52,  0.24it/s, v_num=6e0e]
Epoch 119:  62%|██████▏   | 68/109 [04:46<02:52,  0.24it/s, v_num=6e0e]
Epoch 119:  63%|██████▎   | 69/109 [04:58<02:53,  0.23it/s, v_num=6e0e]
Epoch 119:  63%|██████▎   | 69/109 [04:58<02:53,  0.23it/s, v_num=6e0e]
Epoch 119:  64%|██████▍   | 70/109 [04:59<02:46,  0.23it/s, v_num=6e0e]
Epoch 119:  64%|██████▍   | 70/109 [04:59<02:46,  0.23it/s, v_num=6e0e]
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Epoch 119:  65%|██████▌   | 71/109 [05:01<02:41,  0.24it/s, v_num=6e0e]
Epoch 119:  66%|██████▌   | 72/109 [05:02<02:35,  0.24it/s, v_num=6e0e]
Epoch 119:  66%|██████▌   | 72/109 [05:02<02:35,  0.24it/s, v_num=6e0e]
Epoch 119:  67%|██████▋   | 73/109 [05:14<02:34,  0.23it/s, v_num=6e0e]
Epoch 119:  67%|██████▋   | 73/109 [05:14<02:34,  0.23it/s, v_num=6e0e]
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Epoch 119:  68%|██████▊   | 74/109 [05:14<02:28,  0.23it/s, v_num=6e0e]
Epoch 119:  69%|██████▉   | 75/109 [05:19<02:24,  0.23it/s, v_num=6e0e]
Epoch 119:  69%|██████▉   | 75/109 [05:19<02:24,  0.23it/s, v_num=6e0e]
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Epoch 119:  70%|██████▉   | 76/109 [05:20<02:19,  0.24it/s, v_num=6e0e]
Epoch 119:  71%|███████   | 77/109 [05:30<02:17,  0.23it/s, v_num=6e0e]
Epoch 119:  71%|███████   | 77/109 [05:30<02:17,  0.23it/s, v_num=6e0e]
Epoch 119:  72%|███████▏  | 78/109 [05:31<02:11,  0.24it/s, v_num=6e0e]
Epoch 119:  72%|███████▏  | 78/109 [05:31<02:11,  0.24it/s, v_num=6e0e]
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Epoch 119:  72%|███████▏  | 79/109 [05:34<02:06,  0.24it/s, v_num=6e0e]
Epoch 119:  73%|███████▎  | 80/109 [05:38<02:02,  0.24it/s, v_num=6e0e]
Epoch 119:  73%|███████▎  | 80/109 [05:38<02:02,  0.24it/s, v_num=6e0e]
Epoch 119:  74%|███████▍  | 81/109 [05:45<01:59,  0.23it/s, v_num=6e0e]
Epoch 119:  74%|███████▍  | 81/109 [05:45<01:59,  0.23it/s, v_num=6e0e]
Epoch 119:  75%|███████▌  | 82/109 [05:48<01:54,  0.24it/s, v_num=6e0e]
Epoch 119:  75%|███████▌  | 82/109 [05:48<01:54,  0.24it/s, v_num=6e0e]
Epoch 119:  76%|███████▌  | 83/109 [05:49<01:49,  0.24it/s, v_num=6e0e]
Epoch 119:  76%|███████▌  | 83/109 [05:49<01:49,  0.24it/s, v_num=6e0e]
Epoch 119:  77%|███████▋  | 84/109 [05:54<01:45,  0.24it/s, v_num=6e0e]
Epoch 119:  77%|███████▋  | 84/109 [05:54<01:45,  0.24it/s, v_num=6e0e]
Epoch 119:  78%|███████▊  | 85/109 [06:00<01:41,  0.24it/s, v_num=6e0e]
Epoch 119:  78%|███████▊  | 85/109 [06:00<01:41,  0.24it/s, v_num=6e0e]
Epoch 119:  79%|███████▉  | 86/109 [06:06<01:37,  0.23it/s, v_num=6e0e]
Epoch 119:  79%|███████▉  | 86/109 [06:06<01:37,  0.23it/s, v_num=6e0e]
Epoch 119:  80%|███████▉  | 87/109 [06:06<01:32,  0.24it/s, v_num=6e0e]
Epoch 119:  80%|███████▉  | 87/109 [06:06<01:32,  0.24it/s, v_num=6e0e]
Epoch 119:  81%|████████  | 88/109 [06:09<01:28,  0.24it/s, v_num=6e0e]
Epoch 119:  81%|████████  | 88/109 [06:09<01:28,  0.24it/s, v_num=6e0e]
Epoch 119:  82%|████████▏ | 89/109 [06:16<01:24,  0.24it/s, v_num=6e0e]
Epoch 119:  82%|████████▏ | 89/109 [06:16<01:24,  0.24it/s, v_num=6e0e]
Epoch 119:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 119:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 119:  83%|████████▎ | 91/109 [06:22<01:15,  0.24it/s, v_num=6e0e]
Epoch 119:  83%|████████▎ | 91/109 [06:22<01:15,  0.24it/s, v_num=6e0e]
Epoch 119:  84%|████████▍ | 92/109 [06:25<01:11,  0.24it/s, v_num=6e0e]
Epoch 119:  84%|████████▍ | 92/109 [06:25<01:11,  0.24it/s, v_num=6e0e]
Epoch 119:  85%|████████▌ | 93/109 [06:32<01:07,  0.24it/s, v_num=6e0e]
Epoch 119:  85%|████████▌ | 93/109 [06:32<01:07,  0.24it/s, v_num=6e0e]
Epoch 119:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
Epoch 119:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
Epoch 119:  87%|████████▋ | 95/109 [06:39<00:58,  0.24it/s, v_num=6e0e]
Epoch 119:  87%|████████▋ | 95/109 [06:39<00:58,  0.24it/s, v_num=6e0e]
Epoch 119:  88%|████████▊ | 96/109 [06:41<00:54,  0.24it/s, v_num=6e0e]
Epoch 119:  88%|████████▊ | 96/109 [06:41<00:54,  0.24it/s, v_num=6e0e]
Epoch 119:  89%|████████▉ | 97/109 [06:49<00:50,  0.24it/s, v_num=6e0e]
Epoch 119:  89%|████████▉ | 97/109 [06:49<00:50,  0.24it/s, v_num=6e0e]
Epoch 119:  90%|████████▉ | 98/109 [06:53<00:46,  0.24it/s, v_num=6e0e]
Epoch 119:  90%|████████▉ | 98/109 [06:53<00:46,  0.24it/s, v_num=6e0e]
Epoch 119:  91%|█████████ | 99/109 [06:54<00:41,  0.24it/s, v_num=6e0e]
Epoch 119:  91%|█████████ | 99/109 [06:54<00:41,  0.24it/s, v_num=6e0e]
Epoch 119:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
Epoch 119:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
Epoch 119:  93%|█████████▎| 101/109 [07:06<00:33,  0.24it/s, v_num=6e0e]
Epoch 119:  93%|█████████▎| 101/109 [07:06<00:33,  0.24it/s, v_num=6e0e]
Epoch 119:  94%|█████████▎| 102/109 [07:08<00:29,  0.24it/s, v_num=6e0e]
Epoch 119:  94%|█████████▎| 102/109 [07:08<00:29,  0.24it/s, v_num=6e0e]
Epoch 119:  94%|█████████▍| 103/109 [07:09<00:25,  0.24it/s, v_num=6e0e]
Epoch 119:  94%|█████████▍| 103/109 [07:09<00:25,  0.24it/s, v_num=6e0e]
Epoch 119:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 119:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 119:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 119:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 119:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 119:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 119:  98%|█████████▊| 107/109 [07:26<00:08,  0.24it/s, v_num=6e0e]
Epoch 119:  98%|█████████▊| 107/109 [07:26<00:08,  0.24it/s, v_num=6e0e]
Epoch 119:  99%|█████████▉| 108/109 [07:29<00:04,  0.24it/s, v_num=6e0e]
Epoch 119:  99%|█████████▉| 108/109 [07:29<00:04,  0.24it/s, v_num=6e0e]
Epoch 119: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]
Epoch 119: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.92it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.94it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.93it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 119: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 119: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 119:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 120:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 120:   1%|          | 1/109 [00:14<26:35,  0.07it/s, v_num=6e0e]
Epoch 120:   1%|          | 1/109 [00:14<26:35,  0.07it/s, v_num=6e0e]
Epoch 120:   2%|▏         | 2/109 [00:15<14:03,  0.13it/s, v_num=6e0e]
Epoch 120:   2%|▏         | 2/109 [00:15<14:03,  0.13it/s, v_num=6e0e]
Epoch 120:   3%|▎         | 3/109 [00:16<09:52,  0.18it/s, v_num=6e0e]
Epoch 120:   3%|▎         | 3/109 [00:16<09:52,  0.18it/s, v_num=6e0e]
Epoch 120:   4%|▎         | 4/109 [00:17<07:46,  0.23it/s, v_num=6e0e]
Epoch 120:   4%|▎         | 4/109 [00:17<07:46,  0.23it/s, v_num=6e0e]
Epoch 120:   5%|▍         | 5/109 [00:29<10:11,  0.17it/s, v_num=6e0e]
Epoch 120:   5%|▍         | 5/109 [00:29<10:11,  0.17it/s, v_num=6e0e]
Epoch 120:   6%|▌         | 6/109 [00:32<09:18,  0.18it/s, v_num=6e0e]
Epoch 120:   6%|▌         | 6/109 [00:32<09:18,  0.18it/s, v_num=6e0e]
Epoch 120:   6%|▋         | 7/109 [00:33<08:05,  0.21it/s, v_num=6e0e]
Epoch 120:   6%|▋         | 7/109 [00:33<08:05,  0.21it/s, v_num=6e0e]
Epoch 120:   7%|▋         | 8/109 [00:34<07:11,  0.23it/s, v_num=6e0e]
Epoch 120:   7%|▋         | 8/109 [00:34<07:11,  0.23it/s, v_num=6e0e]
Epoch 120:   8%|▊         | 9/109 [00:46<08:31,  0.20it/s, v_num=6e0e]
Epoch 120:   8%|▊         | 9/109 [00:46<08:31,  0.20it/s, v_num=6e0e]
Epoch 120:   9%|▉         | 10/109 [00:51<08:33,  0.19it/s, v_num=6e0e]
Epoch 120:   9%|▉         | 10/109 [00:51<08:33,  0.19it/s, v_num=6e0e]
Epoch 120:  10%|█         | 11/109 [00:52<07:49,  0.21it/s, v_num=6e0e]
Epoch 120:  10%|█         | 11/109 [00:52<07:49,  0.21it/s, v_num=6e0e]
Epoch 120:  11%|█         | 12/109 [00:53<07:12,  0.22it/s, v_num=6e0e]
Epoch 120:  11%|█         | 12/109 [00:53<07:12,  0.22it/s, v_num=6e0e]
Epoch 120:  12%|█▏        | 13/109 [01:04<07:52,  0.20it/s, v_num=6e0e]
Epoch 120:  12%|█▏        | 13/109 [01:04<07:52,  0.20it/s, v_num=6e0e]
Epoch 120:  13%|█▎        | 14/109 [01:10<08:00,  0.20it/s, v_num=6e0e]
Epoch 120:  13%|█▎        | 14/109 [01:10<08:00,  0.20it/s, v_num=6e0e]
Epoch 120:  14%|█▍        | 15/109 [01:11<07:28,  0.21it/s, v_num=6e0e]
Epoch 120:  14%|█▍        | 15/109 [01:11<07:28,  0.21it/s, v_num=6e0e]
Epoch 120:  15%|█▍        | 16/109 [01:12<07:00,  0.22it/s, v_num=6e0e]
Epoch 120:  15%|█▍        | 16/109 [01:12<07:00,  0.22it/s, v_num=6e0e]
Epoch 120:  16%|█▌        | 17/109 [01:20<07:16,  0.21it/s, v_num=6e0e]
Epoch 120:  16%|█▌        | 17/109 [01:20<07:16,  0.21it/s, v_num=6e0e]
Epoch 120:  17%|█▋        | 18/109 [01:28<07:29,  0.20it/s, v_num=6e0e]
Epoch 120:  17%|█▋        | 18/109 [01:28<07:29,  0.20it/s, v_num=6e0e]
Epoch 120:  17%|█▋        | 19/109 [01:29<07:04,  0.21it/s, v_num=6e0e]
Epoch 120:  17%|█▋        | 19/109 [01:29<07:04,  0.21it/s, v_num=6e0e]
Epoch 120:  18%|█▊        | 20/109 [01:30<06:42,  0.22it/s, v_num=6e0e]
Epoch 120:  18%|█▊        | 20/109 [01:30<06:42,  0.22it/s, v_num=6e0e]
Epoch 120:  19%|█▉        | 21/109 [01:38<06:52,  0.21it/s, v_num=6e0e]
Epoch 120:  19%|█▉        | 21/109 [01:38<06:52,  0.21it/s, v_num=6e0e]
Epoch 120:  20%|██        | 22/109 [01:46<07:00,  0.21it/s, v_num=6e0e]
Epoch 120:  20%|██        | 22/109 [01:46<07:00,  0.21it/s, v_num=6e0e]
Epoch 120:  21%|██        | 23/109 [01:47<06:40,  0.21it/s, v_num=6e0e]
Epoch 120:  21%|██        | 23/109 [01:47<06:40,  0.21it/s, v_num=6e0e]
Epoch 120:  22%|██▏       | 24/109 [01:47<06:22,  0.22it/s, v_num=6e0e]
Epoch 120:  22%|██▏       | 24/109 [01:47<06:22,  0.22it/s, v_num=6e0e]
Epoch 120:  23%|██▎       | 25/109 [01:55<06:27,  0.22it/s, v_num=6e0e]
Epoch 120:  23%|██▎       | 25/109 [01:55<06:27,  0.22it/s, v_num=6e0e]
Epoch 120:  24%|██▍       | 26/109 [02:02<06:32,  0.21it/s, v_num=6e0e]
Epoch 120:  24%|██▍       | 26/109 [02:02<06:32,  0.21it/s, v_num=6e0e]
Epoch 120:  25%|██▍       | 27/109 [02:03<06:15,  0.22it/s, v_num=6e0e]
Epoch 120:  25%|██▍       | 27/109 [02:03<06:15,  0.22it/s, v_num=6e0e]
Epoch 120:  26%|██▌       | 28/109 [02:04<06:00,  0.22it/s, v_num=6e0e]
Epoch 120:  26%|██▌       | 28/109 [02:04<06:00,  0.22it/s, v_num=6e0e]
Epoch 120:  27%|██▋       | 29/109 [02:10<06:00,  0.22it/s, v_num=6e0e]
Epoch 120:  27%|██▋       | 29/109 [02:10<06:00,  0.22it/s, v_num=6e0e]
Epoch 120:  28%|██▊       | 30/109 [02:18<06:03,  0.22it/s, v_num=6e0e]
Epoch 120:  28%|██▊       | 30/109 [02:18<06:03,  0.22it/s, v_num=6e0e]
Epoch 120:  28%|██▊       | 31/109 [02:18<05:49,  0.22it/s, v_num=6e0e]
Epoch 120:  28%|██▊       | 31/109 [02:18<05:49,  0.22it/s, v_num=6e0e]
Epoch 120:  29%|██▉       | 32/109 [02:19<05:36,  0.23it/s, v_num=6e0e]
Epoch 120:  29%|██▉       | 32/109 [02:19<05:36,  0.23it/s, v_num=6e0e]
Epoch 120:  30%|███       | 33/109 [02:27<05:38,  0.22it/s, v_num=6e0e]
Epoch 120:  30%|███       | 33/109 [02:27<05:38,  0.22it/s, v_num=6e0e]
Epoch 120:  31%|███       | 34/109 [02:33<05:38,  0.22it/s, v_num=6e0e]
Epoch 120:  31%|███       | 34/109 [02:33<05:38,  0.22it/s, v_num=6e0e]
Epoch 120:  32%|███▏      | 35/109 [02:34<05:26,  0.23it/s, v_num=6e0e]
Epoch 120:  32%|███▏      | 35/109 [02:34<05:26,  0.23it/s, v_num=6e0e]
Epoch 120:  33%|███▎      | 36/109 [02:35<05:14,  0.23it/s, v_num=6e0e]
Epoch 120:  33%|███▎      | 36/109 [02:35<05:14,  0.23it/s, v_num=6e0e]
Epoch 120:  34%|███▍      | 37/109 [02:43<05:17,  0.23it/s, v_num=6e0e]
Epoch 120:  34%|███▍      | 37/109 [02:43<05:17,  0.23it/s, v_num=6e0e]
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Epoch 120:  37%|███▋      | 40/109 [02:51<04:55,  0.23it/s, v_num=6e0e]
Epoch 120:  37%|███▋      | 40/109 [02:51<04:55,  0.23it/s, v_num=6e0e]
Epoch 120:  38%|███▊      | 41/109 [02:59<04:58,  0.23it/s, v_num=6e0e]
Epoch 120:  38%|███▊      | 41/109 [02:59<04:58,  0.23it/s, v_num=6e0e]
Epoch 120:  39%|███▊      | 42/109 [03:04<04:54,  0.23it/s, v_num=6e0e]
Epoch 120:  39%|███▊      | 42/109 [03:04<04:54,  0.23it/s, v_num=6e0e]
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Epoch 120:  39%|███▉      | 43/109 [03:05<04:44,  0.23it/s, v_num=6e0e]
Epoch 120:  40%|████      | 44/109 [03:06<04:35,  0.24it/s, v_num=6e0e]
Epoch 120:  40%|████      | 44/109 [03:06<04:35,  0.24it/s, v_num=6e0e]
Epoch 120:  41%|████▏     | 45/109 [03:16<04:39,  0.23it/s, v_num=6e0e]
Epoch 120:  41%|████▏     | 45/109 [03:16<04:39,  0.23it/s, v_num=6e0e]
Epoch 120:  42%|████▏     | 46/109 [03:20<04:34,  0.23it/s, v_num=6e0e]
Epoch 120:  42%|████▏     | 46/109 [03:20<04:34,  0.23it/s, v_num=6e0e]
Epoch 120:  43%|████▎     | 47/109 [03:21<04:25,  0.23it/s, v_num=6e0e]
Epoch 120:  43%|████▎     | 47/109 [03:21<04:25,  0.23it/s, v_num=6e0e]
Epoch 120:  44%|████▍     | 48/109 [03:22<04:17,  0.24it/s, v_num=6e0e]
Epoch 120:  44%|████▍     | 48/109 [03:22<04:17,  0.24it/s, v_num=6e0e]
Epoch 120:  45%|████▍     | 49/109 [03:33<04:21,  0.23it/s, v_num=6e0e]
Epoch 120:  45%|████▍     | 49/109 [03:33<04:21,  0.23it/s, v_num=6e0e]
Epoch 120:  46%|████▌     | 50/109 [03:38<04:17,  0.23it/s, v_num=6e0e]
Epoch 120:  46%|████▌     | 50/109 [03:38<04:17,  0.23it/s, v_num=6e0e]
Epoch 120:  47%|████▋     | 51/109 [03:38<04:08,  0.23it/s, v_num=6e0e]
Epoch 120:  47%|████▋     | 51/109 [03:38<04:08,  0.23it/s, v_num=6e0e]
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Epoch 120:  62%|██████▏   | 68/109 [04:46<02:52,  0.24it/s, v_num=6e0e]
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Epoch 120:  66%|██████▌   | 72/109 [05:01<02:34,  0.24it/s, v_num=6e0e]
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Epoch 120:  68%|██████▊   | 74/109 [05:15<02:29,  0.23it/s, v_num=6e0e]
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Epoch 120:  69%|██████▉   | 75/109 [05:16<02:23,  0.24it/s, v_num=6e0e]
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Epoch 120:  71%|███████   | 77/109 [05:32<02:18,  0.23it/s, v_num=6e0e]
Epoch 120:  72%|███████▏  | 78/109 [05:33<02:12,  0.23it/s, v_num=6e0e]
Epoch 120:  72%|███████▏  | 78/109 [05:33<02:12,  0.23it/s, v_num=6e0e]
Epoch 120:  72%|███████▏  | 79/109 [05:33<02:06,  0.24it/s, v_num=6e0e]
Epoch 120:  72%|███████▏  | 79/109 [05:33<02:06,  0.24it/s, v_num=6e0e]
Epoch 120:  73%|███████▎  | 80/109 [05:34<02:01,  0.24it/s, v_num=6e0e]
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Epoch 120:  78%|███████▊  | 85/109 [06:07<01:43,  0.23it/s, v_num=6e0e]
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Epoch 120:  79%|███████▉  | 86/109 [06:08<01:38,  0.23it/s, v_num=6e0e]
Epoch 120:  79%|███████▉  | 86/109 [06:08<01:38,  0.23it/s, v_num=6e0e]
Epoch 120:  80%|███████▉  | 87/109 [06:09<01:33,  0.24it/s, v_num=6e0e]
Epoch 120:  80%|███████▉  | 87/109 [06:09<01:33,  0.24it/s, v_num=6e0e]
Epoch 120:  81%|████████  | 88/109 [06:09<01:28,  0.24it/s, v_num=6e0e]
Epoch 120:  81%|████████  | 88/109 [06:09<01:28,  0.24it/s, v_num=6e0e]
Epoch 120:  82%|████████▏ | 89/109 [06:24<01:26,  0.23it/s, v_num=6e0e]
Epoch 120:  82%|████████▏ | 89/109 [06:24<01:26,  0.23it/s, v_num=6e0e]
Epoch 120:  83%|████████▎ | 90/109 [06:25<01:21,  0.23it/s, v_num=6e0e]
Epoch 120:  83%|████████▎ | 90/109 [06:25<01:21,  0.23it/s, v_num=6e0e]
Epoch 120:  83%|████████▎ | 91/109 [06:26<01:16,  0.24it/s, v_num=6e0e]
Epoch 120:  83%|████████▎ | 91/109 [06:26<01:16,  0.24it/s, v_num=6e0e]
Epoch 120:  84%|████████▍ | 92/109 [06:27<01:11,  0.24it/s, v_num=6e0e]
Epoch 120:  84%|████████▍ | 92/109 [06:27<01:11,  0.24it/s, v_num=6e0e]
Epoch 120:  85%|████████▌ | 93/109 [06:42<01:09,  0.23it/s, v_num=6e0e]
Epoch 120:  85%|████████▌ | 93/109 [06:42<01:09,  0.23it/s, v_num=6e0e]
Epoch 120:  86%|████████▌ | 94/109 [06:43<01:04,  0.23it/s, v_num=6e0e]
Epoch 120:  86%|████████▌ | 94/109 [06:43<01:04,  0.23it/s, v_num=6e0e]
Epoch 120:  87%|████████▋ | 95/109 [06:43<00:59,  0.24it/s, v_num=6e0e]
Epoch 120:  87%|████████▋ | 95/109 [06:43<00:59,  0.24it/s, v_num=6e0e]
Epoch 120:  88%|████████▊ | 96/109 [06:44<00:54,  0.24it/s, v_num=6e0e]
Epoch 120:  88%|████████▊ | 96/109 [06:44<00:54,  0.24it/s, v_num=6e0e]
Epoch 120:  89%|████████▉ | 97/109 [07:01<00:52,  0.23it/s, v_num=6e0e]
Epoch 120:  89%|████████▉ | 97/109 [07:01<00:52,  0.23it/s, v_num=6e0e]
Epoch 120:  90%|████████▉ | 98/109 [07:01<00:47,  0.23it/s, v_num=6e0e]
Epoch 120:  90%|████████▉ | 98/109 [07:01<00:47,  0.23it/s, v_num=6e0e]
Epoch 120:  91%|█████████ | 99/109 [07:02<00:42,  0.23it/s, v_num=6e0e]
Epoch 120:  91%|█████████ | 99/109 [07:02<00:42,  0.23it/s, v_num=6e0e]
Epoch 120:  92%|█████████▏| 100/109 [07:03<00:38,  0.24it/s, v_num=6e0e]
Epoch 120:  92%|█████████▏| 100/109 [07:03<00:38,  0.24it/s, v_num=6e0e]
Epoch 120:  93%|█████████▎| 101/109 [07:18<00:34,  0.23it/s, v_num=6e0e]
Epoch 120:  93%|█████████▎| 101/109 [07:18<00:34,  0.23it/s, v_num=6e0e]
Epoch 120:  94%|█████████▎| 102/109 [07:19<00:30,  0.23it/s, v_num=6e0e]
Epoch 120:  94%|█████████▎| 102/109 [07:19<00:30,  0.23it/s, v_num=6e0e]
Epoch 120:  94%|█████████▍| 103/109 [07:20<00:25,  0.23it/s, v_num=6e0e]
Epoch 120:  94%|█████████▍| 103/109 [07:20<00:25,  0.23it/s, v_num=6e0e]
Epoch 120:  95%|█████████▌| 104/109 [07:21<00:21,  0.24it/s, v_num=6e0e]
Epoch 120:  95%|█████████▌| 104/109 [07:21<00:21,  0.24it/s, v_num=6e0e]
Epoch 120:  96%|█████████▋| 105/109 [07:33<00:17,  0.23it/s, v_num=6e0e]
Epoch 120:  96%|█████████▋| 105/109 [07:33<00:17,  0.23it/s, v_num=6e0e]
Epoch 120:  97%|█████████▋| 106/109 [07:34<00:12,  0.23it/s, v_num=6e0e]
Epoch 120:  97%|█████████▋| 106/109 [07:34<00:12,  0.23it/s, v_num=6e0e]
Epoch 120:  98%|█████████▊| 107/109 [07:35<00:08,  0.24it/s, v_num=6e0e]
Epoch 120:  98%|█████████▊| 107/109 [07:35<00:08,  0.24it/s, v_num=6e0e]
Epoch 120:  99%|█████████▉| 108/109 [07:36<00:04,  0.24it/s, v_num=6e0e]
Epoch 120:  99%|█████████▉| 108/109 [07:36<00:04,  0.24it/s, v_num=6e0e]
Epoch 120: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 120: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.93it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.85it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.88it/s]

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Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 120: 100%|██████████| 109/109 [08:06<00:00,  0.22it/s, v_num=6e0e]
Epoch 120: 100%|██████████| 109/109 [08:06<00:00,  0.22it/s, v_num=6e0e]
Epoch 120:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 121:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 121:   1%|          | 1/109 [00:17<32:18,  0.06it/s, v_num=6e0e]
Epoch 121:   1%|          | 1/109 [00:17<32:18,  0.06it/s, v_num=6e0e]
Epoch 121:   2%|▏         | 2/109 [00:18<16:42,  0.11it/s, v_num=6e0e]
Epoch 121:   2%|▏         | 2/109 [00:18<16:43,  0.11it/s, v_num=6e0e]
Epoch 121:   3%|▎         | 3/109 [00:19<11:30,  0.15it/s, v_num=6e0e]
Epoch 121:   3%|▎         | 3/109 [00:19<11:30,  0.15it/s, v_num=6e0e]
Epoch 121:   4%|▎         | 4/109 [00:20<08:54,  0.20it/s, v_num=6e0e]
Epoch 121:   4%|▎         | 4/109 [00:20<08:54,  0.20it/s, v_num=6e0e]
Epoch 121:   5%|▍         | 5/109 [00:36<12:48,  0.14it/s, v_num=6e0e]
Epoch 121:   5%|▍         | 5/109 [00:36<12:48,  0.14it/s, v_num=6e0e]
Epoch 121:   6%|▌         | 6/109 [00:37<10:47,  0.16it/s, v_num=6e0e]
Epoch 121:   6%|▌         | 6/109 [00:37<10:47,  0.16it/s, v_num=6e0e]
Epoch 121:   6%|▋         | 7/109 [00:38<09:21,  0.18it/s, v_num=6e0e]
Epoch 121:   6%|▋         | 7/109 [00:38<09:21,  0.18it/s, v_num=6e0e]
Epoch 121:   7%|▋         | 8/109 [00:39<08:16,  0.20it/s, v_num=6e0e]
Epoch 121:   7%|▋         | 8/109 [00:39<08:16,  0.20it/s, v_num=6e0e]
Epoch 121:   8%|▊         | 9/109 [00:53<09:58,  0.17it/s, v_num=6e0e]
Epoch 121:   8%|▊         | 9/109 [00:53<09:58,  0.17it/s, v_num=6e0e]
Epoch 121:   9%|▉         | 10/109 [00:54<09:01,  0.18it/s, v_num=6e0e]
Epoch 121:   9%|▉         | 10/109 [00:54<09:01,  0.18it/s, v_num=6e0e]
Epoch 121:  10%|█         | 11/109 [00:55<08:14,  0.20it/s, v_num=6e0e]
Epoch 121:  10%|█         | 11/109 [00:55<08:14,  0.20it/s, v_num=6e0e]
Epoch 121:  11%|█         | 12/109 [00:56<07:34,  0.21it/s, v_num=6e0e]
Epoch 121:  11%|█         | 12/109 [00:56<07:34,  0.21it/s, v_num=6e0e]
Epoch 121:  12%|█▏        | 13/109 [01:11<08:45,  0.18it/s, v_num=6e0e]
Epoch 121:  12%|█▏        | 13/109 [01:11<08:45,  0.18it/s, v_num=6e0e]
Epoch 121:  13%|█▎        | 14/109 [01:11<08:07,  0.19it/s, v_num=6e0e]
Epoch 121:  13%|█▎        | 14/109 [01:11<08:07,  0.19it/s, v_num=6e0e]
Epoch 121:  14%|█▍        | 15/109 [01:12<07:35,  0.21it/s, v_num=6e0e]
Epoch 121:  14%|█▍        | 15/109 [01:12<07:35,  0.21it/s, v_num=6e0e]
Epoch 121:  15%|█▍        | 16/109 [01:13<07:07,  0.22it/s, v_num=6e0e]
Epoch 121:  15%|█▍        | 16/109 [01:13<07:07,  0.22it/s, v_num=6e0e]
Epoch 121:  16%|█▌        | 17/109 [01:27<07:54,  0.19it/s, v_num=6e0e]
Epoch 121:  16%|█▌        | 17/109 [01:27<07:54,  0.19it/s, v_num=6e0e]
Epoch 121:  17%|█▋        | 18/109 [01:28<07:27,  0.20it/s, v_num=6e0e]
Epoch 121:  17%|█▋        | 18/109 [01:28<07:27,  0.20it/s, v_num=6e0e]
Epoch 121:  17%|█▋        | 19/109 [01:29<07:03,  0.21it/s, v_num=6e0e]
Epoch 121:  17%|█▋        | 19/109 [01:29<07:03,  0.21it/s, v_num=6e0e]
Epoch 121:  18%|█▊        | 20/109 [01:30<06:41,  0.22it/s, v_num=6e0e]
Epoch 121:  18%|█▊        | 20/109 [01:30<06:41,  0.22it/s, v_num=6e0e]
Epoch 121:  19%|█▉        | 21/109 [01:44<07:17,  0.20it/s, v_num=6e0e]
Epoch 121:  19%|█▉        | 21/109 [01:44<07:17,  0.20it/s, v_num=6e0e]
Epoch 121:  20%|██        | 22/109 [01:45<06:56,  0.21it/s, v_num=6e0e]
Epoch 121:  20%|██        | 22/109 [01:45<06:56,  0.21it/s, v_num=6e0e]
Epoch 121:  21%|██        | 23/109 [01:46<06:36,  0.22it/s, v_num=6e0e]
Epoch 121:  21%|██        | 23/109 [01:46<06:36,  0.22it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 121: 100%|██████████| 109/109 [07:51<00:00,  0.23it/s, v_num=6e0e]
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Epoch 121:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 122:  79%|███████▉  | 86/109 [06:07<01:38,  0.23it/s, v_num=6e0e]
Epoch 122:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
Epoch 122:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
Epoch 122:  81%|████████  | 88/109 [06:11<01:28,  0.24it/s, v_num=6e0e]
Epoch 122:  81%|████████  | 88/109 [06:11<01:28,  0.24it/s, v_num=6e0e]
Epoch 122:  82%|████████▏ | 89/109 [06:21<01:25,  0.23it/s, v_num=6e0e]
Epoch 122:  82%|████████▏ | 89/109 [06:21<01:25,  0.23it/s, v_num=6e0e]
Epoch 122:  83%|████████▎ | 90/109 [06:28<01:22,  0.23it/s, v_num=6e0e]
Epoch 122:  83%|████████▎ | 90/109 [06:28<01:22,  0.23it/s, v_num=6e0e]
Epoch 122:  83%|████████▎ | 91/109 [06:29<01:16,  0.23it/s, v_num=6e0e]
Epoch 122:  83%|████████▎ | 91/109 [06:29<01:16,  0.23it/s, v_num=6e0e]
Epoch 122:  84%|████████▍ | 92/109 [06:29<01:12,  0.24it/s, v_num=6e0e]
Epoch 122:  84%|████████▍ | 92/109 [06:29<01:12,  0.24it/s, v_num=6e0e]
Epoch 122:  85%|████████▌ | 93/109 [06:39<01:08,  0.23it/s, v_num=6e0e]
Epoch 122:  85%|████████▌ | 93/109 [06:39<01:08,  0.23it/s, v_num=6e0e]
Epoch 122:  86%|████████▌ | 94/109 [06:45<01:04,  0.23it/s, v_num=6e0e]
Epoch 122:  86%|████████▌ | 94/109 [06:45<01:04,  0.23it/s, v_num=6e0e]
Epoch 122:  87%|████████▋ | 95/109 [06:45<00:59,  0.23it/s, v_num=6e0e]
Epoch 122:  87%|████████▋ | 95/109 [06:45<00:59,  0.23it/s, v_num=6e0e]
Epoch 122:  88%|████████▊ | 96/109 [06:46<00:55,  0.24it/s, v_num=6e0e]
Epoch 122:  88%|████████▊ | 96/109 [06:46<00:55,  0.24it/s, v_num=6e0e]
Epoch 122:  89%|████████▉ | 97/109 [06:58<00:51,  0.23it/s, v_num=6e0e]
Epoch 122:  89%|████████▉ | 97/109 [06:58<00:51,  0.23it/s, v_num=6e0e]
Epoch 122:  90%|████████▉ | 98/109 [07:00<00:47,  0.23it/s, v_num=6e0e]
Epoch 122:  90%|████████▉ | 98/109 [07:00<00:47,  0.23it/s, v_num=6e0e]
Epoch 122:  91%|█████████ | 99/109 [07:01<00:42,  0.23it/s, v_num=6e0e]
Epoch 122:  91%|█████████ | 99/109 [07:01<00:42,  0.23it/s, v_num=6e0e]
Epoch 122:  92%|█████████▏| 100/109 [07:02<00:38,  0.24it/s, v_num=6e0e]
Epoch 122:  92%|█████████▏| 100/109 [07:02<00:38,  0.24it/s, v_num=6e0e]
Epoch 122:  93%|█████████▎| 101/109 [07:16<00:34,  0.23it/s, v_num=6e0e]
Epoch 122:  93%|█████████▎| 101/109 [07:16<00:34,  0.23it/s, v_num=6e0e]
Epoch 122:  94%|█████████▎| 102/109 [07:17<00:30,  0.23it/s, v_num=6e0e]
Epoch 122:  94%|█████████▎| 102/109 [07:17<00:30,  0.23it/s, v_num=6e0e]
Epoch 122:  94%|█████████▍| 103/109 [07:18<00:25,  0.24it/s, v_num=6e0e]
Epoch 122:  94%|█████████▍| 103/109 [07:18<00:25,  0.24it/s, v_num=6e0e]
Epoch 122:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
Epoch 122:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
Epoch 122:  96%|█████████▋| 105/109 [07:32<00:17,  0.23it/s, v_num=6e0e]
Epoch 122:  96%|█████████▋| 105/109 [07:32<00:17,  0.23it/s, v_num=6e0e]
Epoch 122:  97%|█████████▋| 106/109 [07:34<00:12,  0.23it/s, v_num=6e0e]
Epoch 122:  97%|█████████▋| 106/109 [07:34<00:12,  0.23it/s, v_num=6e0e]
Epoch 122:  98%|█████████▊| 107/109 [07:34<00:08,  0.24it/s, v_num=6e0e]
Epoch 122:  98%|█████████▊| 107/109 [07:34<00:08,  0.24it/s, v_num=6e0e]
Epoch 122:  99%|█████████▉| 108/109 [07:35<00:04,  0.24it/s, v_num=6e0e]
Epoch 122:  99%|█████████▉| 108/109 [07:35<00:04,  0.24it/s, v_num=6e0e]
Epoch 122: 100%|██████████| 109/109 [07:47<00:00,  0.23it/s, v_num=6e0e]
Epoch 122: 100%|██████████| 109/109 [07:47<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.87it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.87it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.89it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.89it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.88it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.90it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.92it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.92it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.92it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.92it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 122: 100%|██████████| 109/109 [08:04<00:00,  0.22it/s, v_num=6e0e]
Epoch 122: 100%|██████████| 109/109 [08:04<00:00,  0.22it/s, v_num=6e0e]
Epoch 122:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 123:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 123:   1%|          | 1/109 [00:15<28:38,  0.06it/s, v_num=6e0e]
Epoch 123:   1%|          | 1/109 [00:15<28:38,  0.06it/s, v_num=6e0e]
Epoch 123:   2%|▏         | 2/109 [00:17<15:26,  0.12it/s, v_num=6e0e]
Epoch 123:   2%|▏         | 2/109 [00:17<15:26,  0.12it/s, v_num=6e0e]
Epoch 123:   3%|▎         | 3/109 [00:18<10:41,  0.17it/s, v_num=6e0e]
Epoch 123:   3%|▎         | 3/109 [00:18<10:41,  0.17it/s, v_num=6e0e]
Epoch 123:   4%|▎         | 4/109 [00:18<08:17,  0.21it/s, v_num=6e0e]
Epoch 123:   4%|▎         | 4/109 [00:18<08:17,  0.21it/s, v_num=6e0e]
Epoch 123:   5%|▍         | 5/109 [00:34<11:48,  0.15it/s, v_num=6e0e]
Epoch 123:   5%|▍         | 5/109 [00:34<11:48,  0.15it/s, v_num=6e0e]
Epoch 123:   6%|▌         | 6/109 [00:34<09:58,  0.17it/s, v_num=6e0e]
Epoch 123:   6%|▌         | 6/109 [00:34<09:58,  0.17it/s, v_num=6e0e]
Epoch 123:   6%|▋         | 7/109 [00:35<08:39,  0.20it/s, v_num=6e0e]
Epoch 123:   6%|▋         | 7/109 [00:35<08:39,  0.20it/s, v_num=6e0e]
Epoch 123:   7%|▋         | 8/109 [00:36<07:40,  0.22it/s, v_num=6e0e]
Epoch 123:   7%|▋         | 8/109 [00:36<07:40,  0.22it/s, v_num=6e0e]
Epoch 123:   8%|▊         | 9/109 [00:49<09:05,  0.18it/s, v_num=6e0e]
Epoch 123:   8%|▊         | 9/109 [00:49<09:05,  0.18it/s, v_num=6e0e]
Epoch 123:   9%|▉         | 10/109 [00:51<08:28,  0.19it/s, v_num=6e0e]
Epoch 123:   9%|▉         | 10/109 [00:51<08:28,  0.19it/s, v_num=6e0e]
Epoch 123:  10%|█         | 11/109 [00:52<07:44,  0.21it/s, v_num=6e0e]
Epoch 123:  10%|█         | 11/109 [00:52<07:44,  0.21it/s, v_num=6e0e]
Epoch 123:  11%|█         | 12/109 [00:52<07:08,  0.23it/s, v_num=6e0e]
Epoch 123:  11%|█         | 12/109 [00:52<07:08,  0.23it/s, v_num=6e0e]
Epoch 123:  12%|█▏        | 13/109 [01:07<08:17,  0.19it/s, v_num=6e0e]
Epoch 123:  12%|█▏        | 13/109 [01:07<08:17,  0.19it/s, v_num=6e0e]
Epoch 123:  13%|█▎        | 14/109 [01:09<07:51,  0.20it/s, v_num=6e0e]
Epoch 123:  13%|█▎        | 14/109 [01:09<07:51,  0.20it/s, v_num=6e0e]
Epoch 123:  14%|█▍        | 15/109 [01:10<07:20,  0.21it/s, v_num=6e0e]
Epoch 123:  14%|█▍        | 15/109 [01:10<07:20,  0.21it/s, v_num=6e0e]
Epoch 123:  15%|█▍        | 16/109 [01:11<06:53,  0.22it/s, v_num=6e0e]
Epoch 123:  15%|█▍        | 16/109 [01:11<06:53,  0.22it/s, v_num=6e0e]
Epoch 123:  16%|█▌        | 17/109 [01:23<07:30,  0.20it/s, v_num=6e0e]
Epoch 123:  16%|█▌        | 17/109 [01:23<07:30,  0.20it/s, v_num=6e0e]
Epoch 123:  17%|█▋        | 18/109 [01:24<07:08,  0.21it/s, v_num=6e0e]
Epoch 123:  17%|█▋        | 18/109 [01:24<07:08,  0.21it/s, v_num=6e0e]
Epoch 123:  17%|█▋        | 19/109 [01:25<06:44,  0.22it/s, v_num=6e0e]
Epoch 123:  17%|█▋        | 19/109 [01:25<06:44,  0.22it/s, v_num=6e0e]
Epoch 123:  18%|█▊        | 20/109 [01:27<06:27,  0.23it/s, v_num=6e0e]
Epoch 123:  18%|█▊        | 20/109 [01:27<06:27,  0.23it/s, v_num=6e0e]
Epoch 123:  19%|█▉        | 21/109 [01:40<07:00,  0.21it/s, v_num=6e0e]
Epoch 123:  19%|█▉        | 21/109 [01:40<07:00,  0.21it/s, v_num=6e0e]
Epoch 123:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
Epoch 123:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
Epoch 123:  21%|██        | 23/109 [01:41<06:21,  0.23it/s, v_num=6e0e]
Epoch 123:  21%|██        | 23/109 [01:41<06:21,  0.23it/s, v_num=6e0e]
Epoch 123:  22%|██▏       | 24/109 [01:44<06:09,  0.23it/s, v_num=6e0e]
Epoch 123:  22%|██▏       | 24/109 [01:44<06:09,  0.23it/s, v_num=6e0e]
Epoch 123:  23%|██▎       | 25/109 [01:56<06:31,  0.21it/s, v_num=6e0e]
Epoch 123:  23%|██▎       | 25/109 [01:56<06:31,  0.21it/s, v_num=6e0e]
Epoch 123:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
Epoch 123:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
Epoch 123:  25%|██▍       | 27/109 [01:58<05:58,  0.23it/s, v_num=6e0e]
Epoch 123:  25%|██▍       | 27/109 [01:58<05:58,  0.23it/s, v_num=6e0e]
Epoch 123:  26%|██▌       | 28/109 [02:03<05:58,  0.23it/s, v_num=6e0e]
Epoch 123:  26%|██▌       | 28/109 [02:03<05:58,  0.23it/s, v_num=6e0e]
Epoch 123:  27%|██▋       | 29/109 [02:12<06:05,  0.22it/s, v_num=6e0e]
Epoch 123:  27%|██▋       | 29/109 [02:12<06:05,  0.22it/s, v_num=6e0e]
Epoch 123:  28%|██▊       | 30/109 [02:13<05:51,  0.23it/s, v_num=6e0e]
Epoch 123:  28%|██▊       | 30/109 [02:13<05:51,  0.23it/s, v_num=6e0e]
Epoch 123:  28%|██▊       | 31/109 [02:14<05:37,  0.23it/s, v_num=6e0e]
Epoch 123:  28%|██▊       | 31/109 [02:14<05:37,  0.23it/s, v_num=6e0e]
Epoch 123:  29%|██▉       | 32/109 [02:19<05:36,  0.23it/s, v_num=6e0e]
Epoch 123:  29%|██▉       | 32/109 [02:19<05:36,  0.23it/s, v_num=6e0e]
Epoch 123:  30%|███       | 33/109 [02:28<05:41,  0.22it/s, v_num=6e0e]
Epoch 123:  30%|███       | 33/109 [02:28<05:41,  0.22it/s, v_num=6e0e]
Epoch 123:  31%|███       | 34/109 [02:29<05:30,  0.23it/s, v_num=6e0e]
Epoch 123:  31%|███       | 34/109 [02:29<05:30,  0.23it/s, v_num=6e0e]
Epoch 123:  32%|███▏      | 35/109 [02:30<05:18,  0.23it/s, v_num=6e0e]
Epoch 123:  32%|███▏      | 35/109 [02:30<05:18,  0.23it/s, v_num=6e0e]
Epoch 123:  33%|███▎      | 36/109 [02:37<05:18,  0.23it/s, v_num=6e0e]
Epoch 123:  33%|███▎      | 36/109 [02:37<05:18,  0.23it/s, v_num=6e0e]
Epoch 123:  34%|███▍      | 37/109 [02:44<05:20,  0.22it/s, v_num=6e0e]
Epoch 123:  34%|███▍      | 37/109 [02:44<05:20,  0.22it/s, v_num=6e0e]
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Epoch 123:  36%|███▌      | 39/109 [02:46<04:58,  0.23it/s, v_num=6e0e]
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Epoch 123:  37%|███▋      | 40/109 [02:52<04:56,  0.23it/s, v_num=6e0e]
Epoch 123:  37%|███▋      | 40/109 [02:52<04:56,  0.23it/s, v_num=6e0e]
Epoch 123:  38%|███▊      | 41/109 [03:00<04:59,  0.23it/s, v_num=6e0e]
Epoch 123:  38%|███▊      | 41/109 [03:00<04:59,  0.23it/s, v_num=6e0e]
Epoch 123:  39%|███▊      | 42/109 [03:02<04:51,  0.23it/s, v_num=6e0e]
Epoch 123:  39%|███▊      | 42/109 [03:02<04:51,  0.23it/s, v_num=6e0e]
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Epoch 123:  39%|███▉      | 43/109 [03:03<04:41,  0.23it/s, v_num=6e0e]
Epoch 123:  40%|████      | 44/109 [03:11<04:42,  0.23it/s, v_num=6e0e]
Epoch 123:  40%|████      | 44/109 [03:11<04:42,  0.23it/s, v_num=6e0e]
Epoch 123:  41%|████▏     | 45/109 [03:17<04:40,  0.23it/s, v_num=6e0e]
Epoch 123:  41%|████▏     | 45/109 [03:17<04:40,  0.23it/s, v_num=6e0e]
Epoch 123:  42%|████▏     | 46/109 [03:19<04:33,  0.23it/s, v_num=6e0e]
Epoch 123:  42%|████▏     | 46/109 [03:19<04:33,  0.23it/s, v_num=6e0e]
Epoch 123:  43%|████▎     | 47/109 [03:20<04:24,  0.23it/s, v_num=6e0e]
Epoch 123:  43%|████▎     | 47/109 [03:20<04:24,  0.23it/s, v_num=6e0e]
Epoch 123:  44%|████▍     | 48/109 [03:27<04:24,  0.23it/s, v_num=6e0e]
Epoch 123:  44%|████▍     | 48/109 [03:27<04:24,  0.23it/s, v_num=6e0e]
Epoch 123:  45%|████▍     | 49/109 [03:33<04:21,  0.23it/s, v_num=6e0e]
Epoch 123:  45%|████▍     | 49/109 [03:33<04:21,  0.23it/s, v_num=6e0e]
Epoch 123:  46%|████▌     | 50/109 [03:35<04:14,  0.23it/s, v_num=6e0e]
Epoch 123:  46%|████▌     | 50/109 [03:35<04:14,  0.23it/s, v_num=6e0e]
Epoch 123:  47%|████▋     | 51/109 [03:36<04:05,  0.24it/s, v_num=6e0e]
Epoch 123:  47%|████▋     | 51/109 [03:36<04:05,  0.24it/s, v_num=6e0e]
Epoch 123:  48%|████▊     | 52/109 [03:45<04:07,  0.23it/s, v_num=6e0e]
Epoch 123:  48%|████▊     | 52/109 [03:45<04:07,  0.23it/s, v_num=6e0e]
Epoch 123:  49%|████▊     | 53/109 [03:48<04:01,  0.23it/s, v_num=6e0e]
Epoch 123:  49%|████▊     | 53/109 [03:48<04:01,  0.23it/s, v_num=6e0e]
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Epoch 123:  50%|████▉     | 54/109 [03:52<03:57,  0.23it/s, v_num=6e0e]
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Epoch 123:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
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Epoch 123:  51%|█████▏    | 56/109 [04:02<03:49,  0.23it/s, v_num=6e0e]
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Epoch 123:  52%|█████▏    | 57/109 [04:04<03:42,  0.23it/s, v_num=6e0e]
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Epoch 123:  54%|█████▍    | 59/109 [04:09<03:31,  0.24it/s, v_num=6e0e]
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Epoch 123:  79%|███████▉  | 86/109 [06:07<01:38,  0.23it/s, v_num=6e0e]
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Epoch 123:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
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Epoch 123:  81%|████████  | 88/109 [06:15<01:29,  0.23it/s, v_num=6e0e]
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Epoch 123:  82%|████████▏ | 89/109 [06:20<01:25,  0.23it/s, v_num=6e0e]
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Epoch 123:  83%|████████▎ | 90/109 [06:24<01:21,  0.23it/s, v_num=6e0e]
Epoch 123:  83%|████████▎ | 90/109 [06:24<01:21,  0.23it/s, v_num=6e0e]
Epoch 123:  83%|████████▎ | 91/109 [06:24<01:16,  0.24it/s, v_num=6e0e]
Epoch 123:  83%|████████▎ | 91/109 [06:24<01:16,  0.24it/s, v_num=6e0e]
Epoch 123:  84%|████████▍ | 92/109 [06:33<01:12,  0.23it/s, v_num=6e0e]
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Epoch 123:  87%|████████▋ | 95/109 [06:41<00:59,  0.24it/s, v_num=6e0e]
Epoch 123:  87%|████████▋ | 95/109 [06:41<00:59,  0.24it/s, v_num=6e0e]
Epoch 123:  88%|████████▊ | 96/109 [06:48<00:55,  0.24it/s, v_num=6e0e]
Epoch 123:  88%|████████▊ | 96/109 [06:48<00:55,  0.24it/s, v_num=6e0e]
Epoch 123:  89%|████████▉ | 97/109 [06:52<00:50,  0.24it/s, v_num=6e0e]
Epoch 123:  89%|████████▉ | 97/109 [06:52<00:50,  0.24it/s, v_num=6e0e]
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Epoch 123:  91%|█████████ | 99/109 [06:58<00:42,  0.24it/s, v_num=6e0e]
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Epoch 123:  92%|█████████▏| 100/109 [07:03<00:38,  0.24it/s, v_num=6e0e]
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Epoch 123:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 123:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 123:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 123:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 123:  95%|█████████▌| 104/109 [07:20<00:21,  0.24it/s, v_num=6e0e]
Epoch 123:  95%|█████████▌| 104/109 [07:20<00:21,  0.24it/s, v_num=6e0e]
Epoch 123:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
Epoch 123:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
Epoch 123:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 123:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 123:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 123:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 123:  99%|█████████▉| 108/109 [07:36<00:04,  0.24it/s, v_num=6e0e]
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Epoch 123: 100%|██████████| 109/109 [07:40<00:00,  0.24it/s, v_num=6e0e]
Epoch 123: 100%|██████████| 109/109 [07:40<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.99it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.93it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 123: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 123: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 123:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 124:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 124:   1%|          | 1/109 [00:15<28:02,  0.06it/s, v_num=6e0e]
Epoch 124:   2%|▏         | 2/109 [00:19<17:19,  0.10it/s, v_num=6e0e]
Epoch 124:   2%|▏         | 2/109 [00:19<17:19,  0.10it/s, v_num=6e0e]
Epoch 124:   3%|▎         | 3/109 [00:20<11:54,  0.15it/s, v_num=6e0e]
Epoch 124:   3%|▎         | 3/109 [00:20<11:54,  0.15it/s, v_num=6e0e]
Epoch 124:   4%|▎         | 4/109 [00:21<09:11,  0.19it/s, v_num=6e0e]
Epoch 124:   4%|▎         | 4/109 [00:21<09:11,  0.19it/s, v_num=6e0e]
Epoch 124:   5%|▍         | 5/109 [00:31<10:45,  0.16it/s, v_num=6e0e]
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Epoch 124:   6%|▌         | 6/109 [00:36<10:22,  0.17it/s, v_num=6e0e]
Epoch 124:   6%|▌         | 6/109 [00:36<10:22,  0.17it/s, v_num=6e0e]
Epoch 124:   6%|▋         | 7/109 [00:37<09:00,  0.19it/s, v_num=6e0e]
Epoch 124:   6%|▋         | 7/109 [00:37<09:00,  0.19it/s, v_num=6e0e]
Epoch 124:   7%|▋         | 8/109 [00:37<07:58,  0.21it/s, v_num=6e0e]
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Epoch 124:   8%|▊         | 9/109 [00:47<08:47,  0.19it/s, v_num=6e0e]
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Epoch 124:  10%|█         | 11/109 [00:53<07:56,  0.21it/s, v_num=6e0e]
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Epoch 124:  11%|█         | 12/109 [00:54<07:18,  0.22it/s, v_num=6e0e]
Epoch 124:  11%|█         | 12/109 [00:54<07:19,  0.22it/s, v_num=6e0e]
Epoch 124:  12%|█▏        | 13/109 [01:03<07:50,  0.20it/s, v_num=6e0e]
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Epoch 124:  14%|█▍        | 15/109 [01:10<07:22,  0.21it/s, v_num=6e0e]
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Epoch 124:  17%|█▋        | 19/109 [01:27<06:53,  0.22it/s, v_num=6e0e]
Epoch 124:  18%|█▊        | 20/109 [01:28<06:32,  0.23it/s, v_num=6e0e]
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Epoch 124:  19%|█▉        | 21/109 [01:35<06:40,  0.22it/s, v_num=6e0e]
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Epoch 124:  20%|██        | 22/109 [01:42<06:46,  0.21it/s, v_num=6e0e]
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Epoch 124:  21%|██        | 23/109 [01:43<06:27,  0.22it/s, v_num=6e0e]
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Epoch 124: 100%|██████████| 109/109 [07:51<00:00,  0.23it/s, v_num=6e0e]
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Epoch 125:  85%|████████▌ | 93/109 [06:35<01:08,  0.24it/s, v_num=6e0e]
Epoch 125:  85%|████████▌ | 93/109 [06:35<01:08,  0.24it/s, v_num=6e0e]
Epoch 125:  86%|████████▌ | 94/109 [06:47<01:05,  0.23it/s, v_num=6e0e]
Epoch 125:  86%|████████▌ | 94/109 [06:47<01:05,  0.23it/s, v_num=6e0e]
Epoch 125:  87%|████████▋ | 95/109 [06:48<01:00,  0.23it/s, v_num=6e0e]
Epoch 125:  87%|████████▋ | 95/109 [06:48<01:00,  0.23it/s, v_num=6e0e]
Epoch 125:  88%|████████▊ | 96/109 [06:49<00:55,  0.23it/s, v_num=6e0e]
Epoch 125:  88%|████████▊ | 96/109 [06:49<00:55,  0.23it/s, v_num=6e0e]
Epoch 125:  89%|████████▉ | 97/109 [06:53<00:51,  0.23it/s, v_num=6e0e]
Epoch 125:  89%|████████▉ | 97/109 [06:53<00:51,  0.23it/s, v_num=6e0e]
Epoch 125:  90%|████████▉ | 98/109 [07:06<00:47,  0.23it/s, v_num=6e0e]
Epoch 125:  90%|████████▉ | 98/109 [07:06<00:47,  0.23it/s, v_num=6e0e]
Epoch 125:  91%|█████████ | 99/109 [07:06<00:43,  0.23it/s, v_num=6e0e]
Epoch 125:  91%|█████████ | 99/109 [07:06<00:43,  0.23it/s, v_num=6e0e]
Epoch 125:  92%|█████████▏| 100/109 [07:07<00:38,  0.23it/s, v_num=6e0e]
Epoch 125:  92%|█████████▏| 100/109 [07:07<00:38,  0.23it/s, v_num=6e0e]
Epoch 125:  93%|█████████▎| 101/109 [07:09<00:34,  0.24it/s, v_num=6e0e]
Epoch 125:  93%|█████████▎| 101/109 [07:09<00:34,  0.24it/s, v_num=6e0e]
Epoch 125:  94%|█████████▎| 102/109 [07:22<00:30,  0.23it/s, v_num=6e0e]
Epoch 125:  94%|█████████▎| 102/109 [07:22<00:30,  0.23it/s, v_num=6e0e]
Epoch 125:  94%|█████████▍| 103/109 [07:23<00:25,  0.23it/s, v_num=6e0e]
Epoch 125:  94%|█████████▍| 103/109 [07:23<00:25,  0.23it/s, v_num=6e0e]
Epoch 125:  95%|█████████▌| 104/109 [07:24<00:21,  0.23it/s, v_num=6e0e]
Epoch 125:  95%|█████████▌| 104/109 [07:24<00:21,  0.23it/s, v_num=6e0e]
Epoch 125:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
Epoch 125:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
Epoch 125:  97%|█████████▋| 106/109 [07:39<00:13,  0.23it/s, v_num=6e0e]
Epoch 125:  97%|█████████▋| 106/109 [07:39<00:13,  0.23it/s, v_num=6e0e]
Epoch 125:  98%|█████████▊| 107/109 [07:40<00:08,  0.23it/s, v_num=6e0e]
Epoch 125:  98%|█████████▊| 107/109 [07:40<00:08,  0.23it/s, v_num=6e0e]
Epoch 125:  99%|█████████▉| 108/109 [07:41<00:04,  0.23it/s, v_num=6e0e]
Epoch 125:  99%|█████████▉| 108/109 [07:41<00:04,  0.23it/s, v_num=6e0e]
Epoch 125: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]
Epoch 125: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:14,  0.92it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.85it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.88it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.89it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.91it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.91it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.90it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.93it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 125: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 125: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 125:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 126:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 126:   1%|          | 1/109 [00:15<28:25,  0.06it/s, v_num=6e0e]
Epoch 126:   1%|          | 1/109 [00:15<28:25,  0.06it/s, v_num=6e0e]
Epoch 126:   2%|▏         | 2/109 [00:17<15:26,  0.12it/s, v_num=6e0e]
Epoch 126:   2%|▏         | 2/109 [00:17<15:26,  0.12it/s, v_num=6e0e]
Epoch 126:   3%|▎         | 3/109 [00:18<10:40,  0.17it/s, v_num=6e0e]
Epoch 126:   3%|▎         | 3/109 [00:18<10:40,  0.17it/s, v_num=6e0e]
Epoch 126:   4%|▎         | 4/109 [00:18<08:17,  0.21it/s, v_num=6e0e]
Epoch 126:   4%|▎         | 4/109 [00:18<08:17,  0.21it/s, v_num=6e0e]
Epoch 126:   5%|▍         | 5/109 [00:33<11:43,  0.15it/s, v_num=6e0e]
Epoch 126:   5%|▍         | 5/109 [00:33<11:43,  0.15it/s, v_num=6e0e]
Epoch 126:   6%|▌         | 6/109 [00:34<09:54,  0.17it/s, v_num=6e0e]
Epoch 126:   6%|▌         | 6/109 [00:34<09:54,  0.17it/s, v_num=6e0e]
Epoch 126:   6%|▋         | 7/109 [00:35<08:36,  0.20it/s, v_num=6e0e]
Epoch 126:   6%|▋         | 7/109 [00:35<08:36,  0.20it/s, v_num=6e0e]
Epoch 126:   7%|▋         | 8/109 [00:36<07:37,  0.22it/s, v_num=6e0e]
Epoch 126:   7%|▋         | 8/109 [00:36<07:37,  0.22it/s, v_num=6e0e]
Epoch 126:   8%|▊         | 9/109 [00:49<09:10,  0.18it/s, v_num=6e0e]
Epoch 126:   8%|▊         | 9/109 [00:49<09:10,  0.18it/s, v_num=6e0e]
Epoch 126:   9%|▉         | 10/109 [00:50<08:18,  0.20it/s, v_num=6e0e]
Epoch 126:   9%|▉         | 10/109 [00:50<08:18,  0.20it/s, v_num=6e0e]
Epoch 126:  10%|█         | 11/109 [00:51<07:35,  0.22it/s, v_num=6e0e]
Epoch 126:  10%|█         | 11/109 [00:51<07:35,  0.22it/s, v_num=6e0e]
Epoch 126:  11%|█         | 12/109 [00:51<07:00,  0.23it/s, v_num=6e0e]
Epoch 126:  11%|█         | 12/109 [00:51<07:00,  0.23it/s, v_num=6e0e]
Epoch 126:  12%|█▏        | 13/109 [01:05<08:06,  0.20it/s, v_num=6e0e]
Epoch 126:  12%|█▏        | 13/109 [01:05<08:06,  0.20it/s, v_num=6e0e]
Epoch 126:  13%|█▎        | 14/109 [01:07<07:35,  0.21it/s, v_num=6e0e]
Epoch 126:  13%|█▎        | 14/109 [01:07<07:35,  0.21it/s, v_num=6e0e]
Epoch 126:  14%|█▍        | 15/109 [01:07<07:05,  0.22it/s, v_num=6e0e]
Epoch 126:  14%|█▍        | 15/109 [01:07<07:05,  0.22it/s, v_num=6e0e]
Epoch 126:  15%|█▍        | 16/109 [01:08<06:39,  0.23it/s, v_num=6e0e]
Epoch 126:  15%|█▍        | 16/109 [01:08<06:39,  0.23it/s, v_num=6e0e]
Epoch 126:  16%|█▌        | 17/109 [01:21<07:19,  0.21it/s, v_num=6e0e]
Epoch 126:  16%|█▌        | 17/109 [01:21<07:19,  0.21it/s, v_num=6e0e]
Epoch 126:  17%|█▋        | 18/109 [01:22<06:56,  0.22it/s, v_num=6e0e]
Epoch 126:  17%|█▋        | 18/109 [01:22<06:56,  0.22it/s, v_num=6e0e]
Epoch 126:  17%|█▋        | 19/109 [01:23<06:33,  0.23it/s, v_num=6e0e]
Epoch 126:  17%|█▋        | 19/109 [01:23<06:33,  0.23it/s, v_num=6e0e]
Epoch 126:  18%|█▊        | 20/109 [01:23<06:13,  0.24it/s, v_num=6e0e]
Epoch 126:  18%|█▊        | 20/109 [01:23<06:13,  0.24it/s, v_num=6e0e]
Epoch 126:  19%|█▉        | 21/109 [01:35<06:41,  0.22it/s, v_num=6e0e]
Epoch 126:  19%|█▉        | 21/109 [01:35<06:41,  0.22it/s, v_num=6e0e]
Epoch 126:  20%|██        | 22/109 [01:39<06:33,  0.22it/s, v_num=6e0e]
Epoch 126:  20%|██        | 22/109 [01:39<06:33,  0.22it/s, v_num=6e0e]
Epoch 126:  21%|██        | 23/109 [01:40<06:15,  0.23it/s, v_num=6e0e]
Epoch 126:  21%|██        | 23/109 [01:40<06:15,  0.23it/s, v_num=6e0e]
Epoch 126:  22%|██▏       | 24/109 [01:41<05:58,  0.24it/s, v_num=6e0e]
Epoch 126:  22%|██▏       | 24/109 [01:41<05:58,  0.24it/s, v_num=6e0e]
Epoch 126:  23%|██▎       | 25/109 [01:51<06:16,  0.22it/s, v_num=6e0e]
Epoch 126:  23%|██▎       | 25/109 [01:51<06:16,  0.22it/s, v_num=6e0e]
Epoch 126:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
Epoch 126:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
Epoch 126:  25%|██▍       | 27/109 [01:57<05:58,  0.23it/s, v_num=6e0e]
Epoch 126:  25%|██▍       | 27/109 [01:57<05:58,  0.23it/s, v_num=6e0e]
Epoch 126:  26%|██▌       | 28/109 [01:58<05:43,  0.24it/s, v_num=6e0e]
Epoch 126:  26%|██▌       | 28/109 [01:58<05:43,  0.24it/s, v_num=6e0e]
Epoch 126:  27%|██▋       | 29/109 [02:08<05:53,  0.23it/s, v_num=6e0e]
Epoch 126:  27%|██▋       | 29/109 [02:08<05:53,  0.23it/s, v_num=6e0e]
Epoch 126:  28%|██▊       | 30/109 [02:14<05:53,  0.22it/s, v_num=6e0e]
Epoch 126:  28%|██▊       | 30/109 [02:14<05:53,  0.22it/s, v_num=6e0e]
Epoch 126:  28%|██▊       | 31/109 [02:15<05:39,  0.23it/s, v_num=6e0e]
Epoch 126:  28%|██▊       | 31/109 [02:15<05:39,  0.23it/s, v_num=6e0e]
Epoch 126:  29%|██▉       | 32/109 [02:15<05:26,  0.24it/s, v_num=6e0e]
Epoch 126:  29%|██▉       | 32/109 [02:15<05:26,  0.24it/s, v_num=6e0e]
Epoch 126:  30%|███       | 33/109 [02:25<05:34,  0.23it/s, v_num=6e0e]
Epoch 126:  30%|███       | 33/109 [02:25<05:34,  0.23it/s, v_num=6e0e]
Epoch 126:  31%|███       | 34/109 [02:35<05:42,  0.22it/s, v_num=6e0e]
Epoch 126:  31%|███       | 34/109 [02:35<05:42,  0.22it/s, v_num=6e0e]
Epoch 126:  32%|███▏      | 35/109 [02:36<05:30,  0.22it/s, v_num=6e0e]
Epoch 126:  32%|███▏      | 35/109 [02:36<05:30,  0.22it/s, v_num=6e0e]
Epoch 126:  33%|███▎      | 36/109 [02:37<05:18,  0.23it/s, v_num=6e0e]
Epoch 126:  33%|███▎      | 36/109 [02:37<05:18,  0.23it/s, v_num=6e0e]
Epoch 126:  34%|███▍      | 37/109 [02:41<05:14,  0.23it/s, v_num=6e0e]
Epoch 126:  34%|███▍      | 37/109 [02:41<05:14,  0.23it/s, v_num=6e0e]
Epoch 126:  35%|███▍      | 38/109 [02:51<05:20,  0.22it/s, v_num=6e0e]
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Epoch 126:  36%|███▌      | 39/109 [02:52<05:09,  0.23it/s, v_num=6e0e]
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Epoch 126:  37%|███▋      | 40/109 [02:53<04:58,  0.23it/s, v_num=6e0e]
Epoch 126:  37%|███▋      | 40/109 [02:53<04:58,  0.23it/s, v_num=6e0e]
Epoch 126:  38%|███▊      | 41/109 [02:57<04:54,  0.23it/s, v_num=6e0e]
Epoch 126:  38%|███▊      | 41/109 [02:57<04:54,  0.23it/s, v_num=6e0e]
Epoch 126:  39%|███▊      | 42/109 [03:06<04:58,  0.22it/s, v_num=6e0e]
Epoch 126:  39%|███▊      | 42/109 [03:06<04:58,  0.22it/s, v_num=6e0e]
Epoch 126:  39%|███▉      | 43/109 [03:07<04:48,  0.23it/s, v_num=6e0e]
Epoch 126:  39%|███▉      | 43/109 [03:07<04:48,  0.23it/s, v_num=6e0e]
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Epoch 126:  40%|████      | 44/109 [03:08<04:38,  0.23it/s, v_num=6e0e]
Epoch 126:  41%|████▏     | 45/109 [03:15<04:37,  0.23it/s, v_num=6e0e]
Epoch 126:  41%|████▏     | 45/109 [03:15<04:37,  0.23it/s, v_num=6e0e]
Epoch 126:  42%|████▏     | 46/109 [03:22<04:36,  0.23it/s, v_num=6e0e]
Epoch 126:  42%|████▏     | 46/109 [03:22<04:36,  0.23it/s, v_num=6e0e]
Epoch 126:  43%|████▎     | 47/109 [03:22<04:27,  0.23it/s, v_num=6e0e]
Epoch 126:  43%|████▎     | 47/109 [03:22<04:27,  0.23it/s, v_num=6e0e]
Epoch 126:  44%|████▍     | 48/109 [03:23<04:18,  0.24it/s, v_num=6e0e]
Epoch 126:  44%|████▍     | 48/109 [03:23<04:18,  0.24it/s, v_num=6e0e]
Epoch 126:  45%|████▍     | 49/109 [03:30<04:17,  0.23it/s, v_num=6e0e]
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Epoch 126:  46%|████▌     | 50/109 [03:38<04:17,  0.23it/s, v_num=6e0e]
Epoch 126:  46%|████▌     | 50/109 [03:38<04:17,  0.23it/s, v_num=6e0e]
Epoch 126:  47%|████▋     | 51/109 [03:39<04:09,  0.23it/s, v_num=6e0e]
Epoch 126:  47%|████▋     | 51/109 [03:39<04:09,  0.23it/s, v_num=6e0e]
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Epoch 126:  48%|████▊     | 52/109 [03:39<04:01,  0.24it/s, v_num=6e0e]
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Epoch 126:  49%|████▊     | 53/109 [03:45<03:58,  0.23it/s, v_num=6e0e]
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Epoch 126:  50%|█████     | 55/109 [03:55<03:50,  0.23it/s, v_num=6e0e]
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Epoch 126:  52%|█████▏    | 57/109 [04:01<03:40,  0.24it/s, v_num=6e0e]
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Epoch 126:  54%|█████▍    | 59/109 [04:10<03:32,  0.24it/s, v_num=6e0e]
Epoch 126:  55%|█████▌    | 60/109 [04:11<03:25,  0.24it/s, v_num=6e0e]
Epoch 126:  55%|█████▌    | 60/109 [04:11<03:25,  0.24it/s, v_num=6e0e]
Epoch 126:  56%|█████▌    | 61/109 [04:19<03:24,  0.24it/s, v_num=6e0e]
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Epoch 126:  58%|█████▊    | 63/109 [04:26<03:14,  0.24it/s, v_num=6e0e]
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Epoch 126:  60%|█████▉    | 65/109 [04:35<03:06,  0.24it/s, v_num=6e0e]
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Epoch 126:  79%|███████▉  | 86/109 [06:02<01:36,  0.24it/s, v_num=6e0e]
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Epoch 126:  81%|████████  | 88/109 [06:04<01:26,  0.24it/s, v_num=6e0e]
Epoch 126:  82%|████████▏ | 89/109 [06:14<01:24,  0.24it/s, v_num=6e0e]
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Epoch 126:  83%|████████▎ | 90/109 [06:17<01:19,  0.24it/s, v_num=6e0e]
Epoch 126:  83%|████████▎ | 90/109 [06:17<01:19,  0.24it/s, v_num=6e0e]
Epoch 126:  83%|████████▎ | 91/109 [06:20<01:15,  0.24it/s, v_num=6e0e]
Epoch 126:  83%|████████▎ | 91/109 [06:20<01:15,  0.24it/s, v_num=6e0e]
Epoch 126:  84%|████████▍ | 92/109 [06:21<01:10,  0.24it/s, v_num=6e0e]
Epoch 126:  84%|████████▍ | 92/109 [06:21<01:10,  0.24it/s, v_num=6e0e]
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Epoch 126:  85%|████████▌ | 93/109 [06:31<01:07,  0.24it/s, v_num=6e0e]
Epoch 126:  86%|████████▌ | 94/109 [06:35<01:03,  0.24it/s, v_num=6e0e]
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Epoch 126:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 126:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 126:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 126:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 126:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
Epoch 126:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
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Epoch 126:  94%|█████████▍| 103/109 [07:11<00:25,  0.24it/s, v_num=6e0e]
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Epoch 126:  96%|█████████▋| 105/109 [07:17<00:16,  0.24it/s, v_num=6e0e]
Epoch 126:  96%|█████████▋| 105/109 [07:17<00:16,  0.24it/s, v_num=6e0e]
Epoch 126:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 126:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
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Epoch 126:  98%|█████████▊| 107/109 [07:26<00:08,  0.24it/s, v_num=6e0e]
Epoch 126:  99%|█████████▉| 108/109 [07:27<00:04,  0.24it/s, v_num=6e0e]
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Epoch 126: 100%|██████████| 109/109 [07:31<00:00,  0.24it/s, v_num=6e0e]
Epoch 126: 100%|██████████| 109/109 [07:31<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.89it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.94it/s]

                                                                        
Epoch 126: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 126: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 126:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 127:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 127:   1%|          | 1/109 [00:19<35:03,  0.05it/s, v_num=6e0e]
Epoch 127:   1%|          | 1/109 [00:19<35:03,  0.05it/s, v_num=6e0e]
Epoch 127:   2%|▏         | 2/109 [00:20<18:03,  0.10it/s, v_num=6e0e]
Epoch 127:   2%|▏         | 2/109 [00:20<18:03,  0.10it/s, v_num=6e0e]
Epoch 127:   3%|▎         | 3/109 [00:21<12:24,  0.14it/s, v_num=6e0e]
Epoch 127:   3%|▎         | 3/109 [00:21<12:24,  0.14it/s, v_num=6e0e]
Epoch 127:   4%|▎         | 4/109 [00:21<09:33,  0.18it/s, v_num=6e0e]
Epoch 127:   4%|▎         | 4/109 [00:21<09:33,  0.18it/s, v_num=6e0e]
Epoch 127:   5%|▍         | 5/109 [00:34<11:49,  0.15it/s, v_num=6e0e]
Epoch 127:   5%|▍         | 5/109 [00:34<11:49,  0.15it/s, v_num=6e0e]
Epoch 127:   6%|▌         | 6/109 [00:34<09:59,  0.17it/s, v_num=6e0e]
Epoch 127:   6%|▌         | 6/109 [00:34<09:59,  0.17it/s, v_num=6e0e]
Epoch 127:   6%|▋         | 7/109 [00:35<08:40,  0.20it/s, v_num=6e0e]
Epoch 127:   6%|▋         | 7/109 [00:35<08:40,  0.20it/s, v_num=6e0e]
Epoch 127:   7%|▋         | 8/109 [00:36<07:41,  0.22it/s, v_num=6e0e]
Epoch 127:   7%|▋         | 8/109 [00:36<07:41,  0.22it/s, v_num=6e0e]
Epoch 127:   8%|▊         | 9/109 [00:50<09:17,  0.18it/s, v_num=6e0e]
Epoch 127:   8%|▊         | 9/109 [00:50<09:17,  0.18it/s, v_num=6e0e]
Epoch 127:   9%|▉         | 10/109 [00:50<08:24,  0.20it/s, v_num=6e0e]
Epoch 127:   9%|▉         | 10/109 [00:50<08:24,  0.20it/s, v_num=6e0e]
Epoch 127:  10%|█         | 11/109 [00:51<07:41,  0.21it/s, v_num=6e0e]
Epoch 127:  10%|█         | 11/109 [00:51<07:41,  0.21it/s, v_num=6e0e]
Epoch 127:  11%|█         | 12/109 [00:52<07:04,  0.23it/s, v_num=6e0e]
Epoch 127:  11%|█         | 12/109 [00:52<07:04,  0.23it/s, v_num=6e0e]
Epoch 127:  12%|█▏        | 13/109 [01:06<08:12,  0.19it/s, v_num=6e0e]
Epoch 127:  12%|█▏        | 13/109 [01:06<08:12,  0.19it/s, v_num=6e0e]
Epoch 127:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 127:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 127:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 127:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 127:  15%|█▍        | 16/109 [01:09<06:42,  0.23it/s, v_num=6e0e]
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Epoch 127:  17%|█▋        | 19/109 [01:24<06:42,  0.22it/s, v_num=6e0e]
Epoch 127:  18%|█▊        | 20/109 [01:25<06:21,  0.23it/s, v_num=6e0e]
Epoch 127:  18%|█▊        | 20/109 [01:25<06:21,  0.23it/s, v_num=6e0e]
Epoch 127:  19%|█▉        | 21/109 [01:39<06:58,  0.21it/s, v_num=6e0e]
Epoch 127:  19%|█▉        | 21/109 [01:39<06:58,  0.21it/s, v_num=6e0e]
Epoch 127:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
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Epoch 127:  21%|██        | 23/109 [01:42<06:21,  0.23it/s, v_num=6e0e]
Epoch 127:  21%|██        | 23/109 [01:42<06:21,  0.23it/s, v_num=6e0e]
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Epoch 127:  96%|█████████▋| 105/109 [07:38<00:17,  0.23it/s, v_num=6e0e]
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Epoch 127:  97%|█████████▋| 106/109 [07:39<00:12,  0.23it/s, v_num=6e0e]
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Epoch 127: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 127: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.99it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 127: 100%|██████████| 109/109 [08:11<00:00,  0.22it/s, v_num=6e0e]
Epoch 127: 100%|██████████| 109/109 [08:11<00:00,  0.22it/s, v_num=6e0e]
Epoch 127:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 128:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 128:   1%|          | 1/109 [00:15<28:30,  0.06it/s, v_num=6e0e]
Epoch 128:   1%|          | 1/109 [00:15<28:31,  0.06it/s, v_num=6e0e]
Epoch 128:   2%|▏         | 2/109 [00:17<15:24,  0.12it/s, v_num=6e0e]
Epoch 128:   2%|▏         | 2/109 [00:17<15:24,  0.12it/s, v_num=6e0e]
Epoch 128:   3%|▎         | 3/109 [00:18<10:54,  0.16it/s, v_num=6e0e]
Epoch 128:   3%|▎         | 3/109 [00:18<10:54,  0.16it/s, v_num=6e0e]
Epoch 128:   4%|▎         | 4/109 [00:19<08:27,  0.21it/s, v_num=6e0e]
Epoch 128:   4%|▎         | 4/109 [00:19<08:27,  0.21it/s, v_num=6e0e]
Epoch 128:   5%|▍         | 5/109 [00:31<10:46,  0.16it/s, v_num=6e0e]
Epoch 128:   5%|▍         | 5/109 [00:31<10:46,  0.16it/s, v_num=6e0e]
Epoch 128:   6%|▌         | 6/109 [00:32<09:24,  0.18it/s, v_num=6e0e]
Epoch 128:   6%|▌         | 6/109 [00:32<09:24,  0.18it/s, v_num=6e0e]
Epoch 128:   6%|▋         | 7/109 [00:35<08:30,  0.20it/s, v_num=6e0e]
Epoch 128:   6%|▋         | 7/109 [00:35<08:30,  0.20it/s, v_num=6e0e]
Epoch 128:   7%|▋         | 8/109 [00:35<07:31,  0.22it/s, v_num=6e0e]
Epoch 128:   7%|▋         | 8/109 [00:35<07:31,  0.22it/s, v_num=6e0e]
Epoch 128:   8%|▊         | 9/109 [00:46<08:31,  0.20it/s, v_num=6e0e]
Epoch 128:   8%|▊         | 9/109 [00:46<08:31,  0.20it/s, v_num=6e0e]
Epoch 128:   9%|▉         | 10/109 [00:49<08:09,  0.20it/s, v_num=6e0e]
Epoch 128:   9%|▉         | 10/109 [00:49<08:09,  0.20it/s, v_num=6e0e]
Epoch 128:  10%|█         | 11/109 [00:51<07:37,  0.21it/s, v_num=6e0e]
Epoch 128:  10%|█         | 11/109 [00:51<07:37,  0.21it/s, v_num=6e0e]
Epoch 128:  11%|█         | 12/109 [00:52<07:00,  0.23it/s, v_num=6e0e]
Epoch 128:  11%|█         | 12/109 [00:52<07:00,  0.23it/s, v_num=6e0e]
Epoch 128:  12%|█▏        | 13/109 [01:02<07:40,  0.21it/s, v_num=6e0e]
Epoch 128:  12%|█▏        | 13/109 [01:02<07:40,  0.21it/s, v_num=6e0e]
Epoch 128:  13%|█▎        | 14/109 [01:08<07:41,  0.21it/s, v_num=6e0e]
Epoch 128:  13%|█▎        | 14/109 [01:08<07:41,  0.21it/s, v_num=6e0e]
Epoch 128:  14%|█▍        | 15/109 [01:08<07:11,  0.22it/s, v_num=6e0e]
Epoch 128:  14%|█▍        | 15/109 [01:08<07:11,  0.22it/s, v_num=6e0e]
Epoch 128:  15%|█▍        | 16/109 [01:09<06:44,  0.23it/s, v_num=6e0e]
Epoch 128:  15%|█▍        | 16/109 [01:09<06:44,  0.23it/s, v_num=6e0e]
Epoch 128:  16%|█▌        | 17/109 [01:19<07:09,  0.21it/s, v_num=6e0e]
Epoch 128:  16%|█▌        | 17/109 [01:19<07:09,  0.21it/s, v_num=6e0e]
Epoch 128:  17%|█▋        | 18/109 [01:22<06:55,  0.22it/s, v_num=6e0e]
Epoch 128:  17%|█▋        | 18/109 [01:22<06:55,  0.22it/s, v_num=6e0e]
Epoch 128:  17%|█▋        | 19/109 [01:25<06:42,  0.22it/s, v_num=6e0e]
Epoch 128:  17%|█▋        | 19/109 [01:25<06:42,  0.22it/s, v_num=6e0e]
Epoch 128:  18%|█▊        | 20/109 [01:25<06:21,  0.23it/s, v_num=6e0e]
Epoch 128:  18%|█▊        | 20/109 [01:25<06:21,  0.23it/s, v_num=6e0e]
Epoch 128:  19%|█▉        | 21/109 [01:38<06:51,  0.21it/s, v_num=6e0e]
Epoch 128:  19%|█▉        | 21/109 [01:38<06:51,  0.21it/s, v_num=6e0e]
Epoch 128:  20%|██        | 22/109 [01:39<06:31,  0.22it/s, v_num=6e0e]
Epoch 128:  20%|██        | 22/109 [01:39<06:31,  0.22it/s, v_num=6e0e]
Epoch 128:  21%|██        | 23/109 [01:41<06:19,  0.23it/s, v_num=6e0e]
Epoch 128:  21%|██        | 23/109 [01:41<06:19,  0.23it/s, v_num=6e0e]
Epoch 128:  22%|██▏       | 24/109 [01:42<06:01,  0.24it/s, v_num=6e0e]
Epoch 128:  22%|██▏       | 24/109 [01:42<06:01,  0.24it/s, v_num=6e0e]
Epoch 128:  23%|██▎       | 25/109 [01:53<06:21,  0.22it/s, v_num=6e0e]
Epoch 128:  23%|██▎       | 25/109 [01:53<06:21,  0.22it/s, v_num=6e0e]
Epoch 128:  24%|██▍       | 26/109 [01:55<06:09,  0.22it/s, v_num=6e0e]
Epoch 128:  24%|██▍       | 26/109 [01:55<06:09,  0.22it/s, v_num=6e0e]
Epoch 128:  25%|██▍       | 27/109 [01:59<06:02,  0.23it/s, v_num=6e0e]
Epoch 128:  25%|██▍       | 27/109 [01:59<06:02,  0.23it/s, v_num=6e0e]
Epoch 128:  26%|██▌       | 28/109 [02:00<05:47,  0.23it/s, v_num=6e0e]
Epoch 128:  26%|██▌       | 28/109 [02:00<05:47,  0.23it/s, v_num=6e0e]
Epoch 128:  27%|██▋       | 29/109 [02:10<06:01,  0.22it/s, v_num=6e0e]
Epoch 128:  27%|██▋       | 29/109 [02:10<06:01,  0.22it/s, v_num=6e0e]
Epoch 128:  28%|██▊       | 30/109 [02:11<05:46,  0.23it/s, v_num=6e0e]
Epoch 128:  28%|██▊       | 30/109 [02:11<05:46,  0.23it/s, v_num=6e0e]
Epoch 128:  28%|██▊       | 31/109 [02:14<05:38,  0.23it/s, v_num=6e0e]
Epoch 128:  28%|██▊       | 31/109 [02:14<05:38,  0.23it/s, v_num=6e0e]
Epoch 128:  29%|██▉       | 32/109 [02:15<05:25,  0.24it/s, v_num=6e0e]
Epoch 128:  29%|██▉       | 32/109 [02:15<05:25,  0.24it/s, v_num=6e0e]
Epoch 128:  30%|███       | 33/109 [02:27<05:38,  0.22it/s, v_num=6e0e]
Epoch 128:  30%|███       | 33/109 [02:27<05:38,  0.22it/s, v_num=6e0e]
Epoch 128:  31%|███       | 34/109 [02:29<05:28,  0.23it/s, v_num=6e0e]
Epoch 128:  31%|███       | 34/109 [02:29<05:28,  0.23it/s, v_num=6e0e]
Epoch 128:  32%|███▏      | 35/109 [02:30<05:17,  0.23it/s, v_num=6e0e]
Epoch 128:  32%|███▏      | 35/109 [02:30<05:17,  0.23it/s, v_num=6e0e]
Epoch 128:  33%|███▎      | 36/109 [02:31<05:06,  0.24it/s, v_num=6e0e]
Epoch 128:  33%|███▎      | 36/109 [02:31<05:06,  0.24it/s, v_num=6e0e]
Epoch 128:  34%|███▍      | 37/109 [02:43<05:17,  0.23it/s, v_num=6e0e]
Epoch 128:  34%|███▍      | 37/109 [02:43<05:17,  0.23it/s, v_num=6e0e]
Epoch 128:  35%|███▍      | 38/109 [02:44<05:07,  0.23it/s, v_num=6e0e]
Epoch 128:  35%|███▍      | 38/109 [02:44<05:07,  0.23it/s, v_num=6e0e]
Epoch 128:  36%|███▌      | 39/109 [02:47<05:00,  0.23it/s, v_num=6e0e]
Epoch 128:  36%|███▌      | 39/109 [02:47<05:00,  0.23it/s, v_num=6e0e]
Epoch 128:  37%|███▋      | 40/109 [02:48<04:50,  0.24it/s, v_num=6e0e]
Epoch 128:  37%|███▋      | 40/109 [02:48<04:50,  0.24it/s, v_num=6e0e]
Epoch 128:  38%|███▊      | 41/109 [02:58<04:56,  0.23it/s, v_num=6e0e]
Epoch 128:  38%|███▊      | 41/109 [02:58<04:56,  0.23it/s, v_num=6e0e]
Epoch 128:  39%|███▊      | 42/109 [03:01<04:50,  0.23it/s, v_num=6e0e]
Epoch 128:  39%|███▊      | 42/109 [03:01<04:50,  0.23it/s, v_num=6e0e]
Epoch 128:  39%|███▉      | 43/109 [03:04<04:43,  0.23it/s, v_num=6e0e]
Epoch 128:  39%|███▉      | 43/109 [03:04<04:43,  0.23it/s, v_num=6e0e]
Epoch 128:  40%|████      | 44/109 [03:05<04:33,  0.24it/s, v_num=6e0e]
Epoch 128:  40%|████      | 44/109 [03:05<04:33,  0.24it/s, v_num=6e0e]
Epoch 128:  41%|████▏     | 45/109 [03:16<04:39,  0.23it/s, v_num=6e0e]
Epoch 128:  41%|████▏     | 45/109 [03:16<04:39,  0.23it/s, v_num=6e0e]
Epoch 128:  42%|████▏     | 46/109 [03:18<04:32,  0.23it/s, v_num=6e0e]
Epoch 128:  42%|████▏     | 46/109 [03:18<04:32,  0.23it/s, v_num=6e0e]
Epoch 128:  43%|████▎     | 47/109 [03:20<04:24,  0.23it/s, v_num=6e0e]
Epoch 128:  43%|████▎     | 47/109 [03:20<04:24,  0.23it/s, v_num=6e0e]
Epoch 128:  44%|████▍     | 48/109 [03:21<04:15,  0.24it/s, v_num=6e0e]
Epoch 128:  44%|████▍     | 48/109 [03:21<04:15,  0.24it/s, v_num=6e0e]
Epoch 128:  45%|████▍     | 49/109 [03:32<04:20,  0.23it/s, v_num=6e0e]
Epoch 128:  45%|████▍     | 49/109 [03:32<04:20,  0.23it/s, v_num=6e0e]
Epoch 128:  46%|████▌     | 50/109 [03:36<04:14,  0.23it/s, v_num=6e0e]
Epoch 128:  46%|████▌     | 50/109 [03:36<04:14,  0.23it/s, v_num=6e0e]
Epoch 128:  47%|████▋     | 51/109 [03:36<04:06,  0.24it/s, v_num=6e0e]
Epoch 128:  47%|████▋     | 51/109 [03:36<04:06,  0.24it/s, v_num=6e0e]
Epoch 128:  48%|████▊     | 52/109 [03:37<03:58,  0.24it/s, v_num=6e0e]
Epoch 128:  48%|████▊     | 52/109 [03:37<03:58,  0.24it/s, v_num=6e0e]
Epoch 128:  49%|████▊     | 53/109 [03:50<04:03,  0.23it/s, v_num=6e0e]
Epoch 128:  49%|████▊     | 53/109 [03:50<04:03,  0.23it/s, v_num=6e0e]
Epoch 128:  50%|████▉     | 54/109 [03:52<03:56,  0.23it/s, v_num=6e0e]
Epoch 128:  50%|████▉     | 54/109 [03:52<03:56,  0.23it/s, v_num=6e0e]
Epoch 128:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 128:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 128:  51%|█████▏    | 56/109 [03:54<03:41,  0.24it/s, v_num=6e0e]
Epoch 128:  51%|█████▏    | 56/109 [03:54<03:41,  0.24it/s, v_num=6e0e]
Epoch 128:  52%|█████▏    | 57/109 [04:08<03:46,  0.23it/s, v_num=6e0e]
Epoch 128:  52%|█████▏    | 57/109 [04:08<03:46,  0.23it/s, v_num=6e0e]
Epoch 128:  53%|█████▎    | 58/109 [04:09<03:39,  0.23it/s, v_num=6e0e]
Epoch 128:  53%|█████▎    | 58/109 [04:09<03:39,  0.23it/s, v_num=6e0e]
Epoch 128:  54%|█████▍    | 59/109 [04:12<03:33,  0.23it/s, v_num=6e0e]
Epoch 128:  54%|█████▍    | 59/109 [04:12<03:33,  0.23it/s, v_num=6e0e]
Epoch 128:  55%|█████▌    | 60/109 [04:13<03:26,  0.24it/s, v_num=6e0e]
Epoch 128:  55%|█████▌    | 60/109 [04:13<03:26,  0.24it/s, v_num=6e0e]
Epoch 128:  56%|█████▌    | 61/109 [04:24<03:28,  0.23it/s, v_num=6e0e]
Epoch 128:  56%|█████▌    | 61/109 [04:24<03:28,  0.23it/s, v_num=6e0e]
Epoch 128:  57%|█████▋    | 62/109 [04:26<03:22,  0.23it/s, v_num=6e0e]
Epoch 128:  57%|█████▋    | 62/109 [04:26<03:22,  0.23it/s, v_num=6e0e]
Epoch 128:  58%|█████▊    | 63/109 [04:29<03:16,  0.23it/s, v_num=6e0e]
Epoch 128:  58%|█████▊    | 63/109 [04:29<03:16,  0.23it/s, v_num=6e0e]
Epoch 128:  59%|█████▊    | 64/109 [04:30<03:09,  0.24it/s, v_num=6e0e]
Epoch 128:  59%|█████▊    | 64/109 [04:30<03:09,  0.24it/s, v_num=6e0e]
Epoch 128:  60%|█████▉    | 65/109 [04:39<03:09,  0.23it/s, v_num=6e0e]
Epoch 128:  60%|█████▉    | 65/109 [04:39<03:09,  0.23it/s, v_num=6e0e]
Epoch 128:  61%|██████    | 66/109 [04:45<03:05,  0.23it/s, v_num=6e0e]
Epoch 128:  61%|██████    | 66/109 [04:45<03:05,  0.23it/s, v_num=6e0e]
Epoch 128:  61%|██████▏   | 67/109 [04:47<03:00,  0.23it/s, v_num=6e0e]
Epoch 128:  61%|██████▏   | 67/109 [04:47<03:00,  0.23it/s, v_num=6e0e]
Epoch 128:  62%|██████▏   | 68/109 [04:48<02:53,  0.24it/s, v_num=6e0e]
Epoch 128:  62%|██████▏   | 68/109 [04:48<02:53,  0.24it/s, v_num=6e0e]
Epoch 128:  63%|██████▎   | 69/109 [04:57<02:52,  0.23it/s, v_num=6e0e]
Epoch 128:  63%|██████▎   | 69/109 [04:57<02:52,  0.23it/s, v_num=6e0e]
Epoch 128:  64%|██████▍   | 70/109 [05:00<02:47,  0.23it/s, v_num=6e0e]
Epoch 128:  64%|██████▍   | 70/109 [05:00<02:47,  0.23it/s, v_num=6e0e]
Epoch 128:  65%|██████▌   | 71/109 [05:02<02:42,  0.23it/s, v_num=6e0e]
Epoch 128:  65%|██████▌   | 71/109 [05:02<02:42,  0.23it/s, v_num=6e0e]
Epoch 128:  66%|██████▌   | 72/109 [05:03<02:36,  0.24it/s, v_num=6e0e]
Epoch 128:  66%|██████▌   | 72/109 [05:03<02:36,  0.24it/s, v_num=6e0e]
Epoch 128:  67%|██████▋   | 73/109 [05:12<02:34,  0.23it/s, v_num=6e0e]
Epoch 128:  67%|██████▋   | 73/109 [05:12<02:34,  0.23it/s, v_num=6e0e]
Epoch 128:  68%|██████▊   | 74/109 [05:17<02:30,  0.23it/s, v_num=6e0e]
Epoch 128:  68%|██████▊   | 74/109 [05:17<02:30,  0.23it/s, v_num=6e0e]
Epoch 128:  69%|██████▉   | 75/109 [05:18<02:24,  0.24it/s, v_num=6e0e]
Epoch 128:  69%|██████▉   | 75/109 [05:18<02:24,  0.24it/s, v_num=6e0e]
Epoch 128:  70%|██████▉   | 76/109 [05:19<02:18,  0.24it/s, v_num=6e0e]
Epoch 128:  70%|██████▉   | 76/109 [05:19<02:18,  0.24it/s, v_num=6e0e]
Epoch 128:  71%|███████   | 77/109 [05:31<02:17,  0.23it/s, v_num=6e0e]
Epoch 128:  71%|███████   | 77/109 [05:31<02:17,  0.23it/s, v_num=6e0e]
Epoch 128:  72%|███████▏  | 78/109 [05:33<02:12,  0.23it/s, v_num=6e0e]
Epoch 128:  72%|███████▏  | 78/109 [05:33<02:12,  0.23it/s, v_num=6e0e]
Epoch 128:  72%|███████▏  | 79/109 [05:35<02:07,  0.24it/s, v_num=6e0e]
Epoch 128:  72%|███████▏  | 79/109 [05:35<02:07,  0.24it/s, v_num=6e0e]
Epoch 128:  73%|███████▎  | 80/109 [05:36<02:01,  0.24it/s, v_num=6e0e]
Epoch 128:  73%|███████▎  | 80/109 [05:36<02:01,  0.24it/s, v_num=6e0e]
Epoch 128:  74%|███████▍  | 81/109 [05:49<02:00,  0.23it/s, v_num=6e0e]
Epoch 128:  74%|███████▍  | 81/109 [05:49<02:00,  0.23it/s, v_num=6e0e]
Epoch 128:  75%|███████▌  | 82/109 [05:49<01:55,  0.23it/s, v_num=6e0e]
Epoch 128:  75%|███████▌  | 82/109 [05:49<01:55,  0.23it/s, v_num=6e0e]
Epoch 128:  76%|███████▌  | 83/109 [05:50<01:49,  0.24it/s, v_num=6e0e]
Epoch 128:  76%|███████▌  | 83/109 [05:50<01:49,  0.24it/s, v_num=6e0e]
Epoch 128:  77%|███████▋  | 84/109 [05:51<01:44,  0.24it/s, v_num=6e0e]
Epoch 128:  77%|███████▋  | 84/109 [05:51<01:44,  0.24it/s, v_num=6e0e]
Epoch 128:  78%|███████▊  | 85/109 [06:06<01:43,  0.23it/s, v_num=6e0e]
Epoch 128:  78%|███████▊  | 85/109 [06:06<01:43,  0.23it/s, v_num=6e0e]
Epoch 128:  79%|███████▉  | 86/109 [06:07<01:38,  0.23it/s, v_num=6e0e]
Epoch 128:  79%|███████▉  | 86/109 [06:07<01:38,  0.23it/s, v_num=6e0e]
Epoch 128:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
Epoch 128:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
Epoch 128:  81%|████████  | 88/109 [06:09<01:28,  0.24it/s, v_num=6e0e]
Epoch 128:  81%|████████  | 88/109 [06:09<01:28,  0.24it/s, v_num=6e0e]
Epoch 128:  82%|████████▏ | 89/109 [06:22<01:26,  0.23it/s, v_num=6e0e]
Epoch 128:  82%|████████▏ | 89/109 [06:22<01:26,  0.23it/s, v_num=6e0e]
Epoch 128:  83%|████████▎ | 90/109 [06:23<01:21,  0.23it/s, v_num=6e0e]
Epoch 128:  83%|████████▎ | 90/109 [06:23<01:21,  0.23it/s, v_num=6e0e]
Epoch 128:  83%|████████▎ | 91/109 [06:24<01:16,  0.24it/s, v_num=6e0e]
Epoch 128:  83%|████████▎ | 91/109 [06:24<01:16,  0.24it/s, v_num=6e0e]
Epoch 128:  84%|████████▍ | 92/109 [06:25<01:11,  0.24it/s, v_num=6e0e]
Epoch 128:  84%|████████▍ | 92/109 [06:25<01:11,  0.24it/s, v_num=6e0e]
Epoch 128:  85%|████████▌ | 93/109 [06:41<01:09,  0.23it/s, v_num=6e0e]
Epoch 128:  85%|████████▌ | 93/109 [06:41<01:09,  0.23it/s, v_num=6e0e]
Epoch 128:  86%|████████▌ | 94/109 [06:42<01:04,  0.23it/s, v_num=6e0e]
Epoch 128:  86%|████████▌ | 94/109 [06:42<01:04,  0.23it/s, v_num=6e0e]
Epoch 128:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 128:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 128:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
Epoch 128:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
Epoch 128:  89%|████████▉ | 97/109 [07:00<00:51,  0.23it/s, v_num=6e0e]
Epoch 128:  89%|████████▉ | 97/109 [07:00<00:51,  0.23it/s, v_num=6e0e]
Epoch 128:  90%|████████▉ | 98/109 [07:00<00:47,  0.23it/s, v_num=6e0e]
Epoch 128:  90%|████████▉ | 98/109 [07:00<00:47,  0.23it/s, v_num=6e0e]
Epoch 128:  91%|█████████ | 99/109 [07:01<00:42,  0.23it/s, v_num=6e0e]
Epoch 128:  91%|█████████ | 99/109 [07:01<00:42,  0.23it/s, v_num=6e0e]
Epoch 128:  92%|█████████▏| 100/109 [07:02<00:37,  0.24it/s, v_num=6e0e]
Epoch 128:  92%|█████████▏| 100/109 [07:02<00:37,  0.24it/s, v_num=6e0e]
Epoch 128:  93%|█████████▎| 101/109 [07:15<00:34,  0.23it/s, v_num=6e0e]
Epoch 128:  93%|█████████▎| 101/109 [07:15<00:34,  0.23it/s, v_num=6e0e]
Epoch 128:  94%|█████████▎| 102/109 [07:16<00:29,  0.23it/s, v_num=6e0e]
Epoch 128:  94%|█████████▎| 102/109 [07:16<00:29,  0.23it/s, v_num=6e0e]
Epoch 128:  94%|█████████▍| 103/109 [07:17<00:25,  0.24it/s, v_num=6e0e]
Epoch 128:  94%|█████████▍| 103/109 [07:17<00:25,  0.24it/s, v_num=6e0e]
Epoch 128:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
Epoch 128:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
Epoch 128:  96%|█████████▋| 105/109 [07:32<00:17,  0.23it/s, v_num=6e0e]
Epoch 128:  96%|█████████▋| 105/109 [07:32<00:17,  0.23it/s, v_num=6e0e]
Epoch 128:  97%|█████████▋| 106/109 [07:33<00:12,  0.23it/s, v_num=6e0e]
Epoch 128:  97%|█████████▋| 106/109 [07:33<00:12,  0.23it/s, v_num=6e0e]
Epoch 128:  98%|█████████▊| 107/109 [07:34<00:08,  0.24it/s, v_num=6e0e]
Epoch 128:  98%|█████████▊| 107/109 [07:34<00:08,  0.24it/s, v_num=6e0e]
Epoch 128:  99%|█████████▉| 108/109 [07:35<00:04,  0.24it/s, v_num=6e0e]
Epoch 128:  99%|█████████▉| 108/109 [07:35<00:04,  0.24it/s, v_num=6e0e]
Epoch 128: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]
Epoch 128: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.96it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.92it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.92it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.94it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.95it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.96it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.94it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.95it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.97it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.97it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 128: 100%|██████████| 109/109 [08:06<00:00,  0.22it/s, v_num=6e0e]
Epoch 128: 100%|██████████| 109/109 [08:06<00:00,  0.22it/s, v_num=6e0e]
Epoch 128:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 129:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 129:   1%|          | 1/109 [00:18<33:10,  0.05it/s, v_num=6e0e]
Epoch 129:   1%|          | 1/109 [00:18<33:10,  0.05it/s, v_num=6e0e]
Epoch 129:   2%|▏         | 2/109 [00:19<17:07,  0.10it/s, v_num=6e0e]
Epoch 129:   2%|▏         | 2/109 [00:19<17:07,  0.10it/s, v_num=6e0e]
Epoch 129:   3%|▎         | 3/109 [00:20<11:46,  0.15it/s, v_num=6e0e]
Epoch 129:   3%|▎         | 3/109 [00:20<11:46,  0.15it/s, v_num=6e0e]
Epoch 129:   4%|▎         | 4/109 [00:20<09:06,  0.19it/s, v_num=6e0e]
Epoch 129:   4%|▎         | 4/109 [00:20<09:06,  0.19it/s, v_num=6e0e]
Epoch 129:   5%|▍         | 5/109 [00:33<11:29,  0.15it/s, v_num=6e0e]
Epoch 129:   5%|▍         | 5/109 [00:33<11:29,  0.15it/s, v_num=6e0e]
Epoch 129:   6%|▌         | 6/109 [00:33<09:43,  0.18it/s, v_num=6e0e]
Epoch 129:   6%|▌         | 6/109 [00:33<09:43,  0.18it/s, v_num=6e0e]
Epoch 129:   6%|▋         | 7/109 [00:34<08:26,  0.20it/s, v_num=6e0e]
Epoch 129:   6%|▋         | 7/109 [00:34<08:26,  0.20it/s, v_num=6e0e]
Epoch 129:   7%|▋         | 8/109 [00:35<07:29,  0.22it/s, v_num=6e0e]
Epoch 129:   7%|▋         | 8/109 [00:35<07:29,  0.22it/s, v_num=6e0e]
Epoch 129:   8%|▊         | 9/109 [00:48<08:58,  0.19it/s, v_num=6e0e]
Epoch 129:   8%|▊         | 9/109 [00:48<08:58,  0.19it/s, v_num=6e0e]
Epoch 129:   9%|▉         | 10/109 [00:49<08:07,  0.20it/s, v_num=6e0e]
Epoch 129:   9%|▉         | 10/109 [00:49<08:07,  0.20it/s, v_num=6e0e]
Epoch 129:  10%|█         | 11/109 [00:50<07:26,  0.22it/s, v_num=6e0e]
Epoch 129:  10%|█         | 11/109 [00:50<07:26,  0.22it/s, v_num=6e0e]
Epoch 129:  11%|█         | 12/109 [00:51<07:00,  0.23it/s, v_num=6e0e]
Epoch 129:  11%|█         | 12/109 [00:51<07:00,  0.23it/s, v_num=6e0e]
Epoch 129:  12%|█▏        | 13/109 [01:04<07:55,  0.20it/s, v_num=6e0e]
Epoch 129:  12%|█▏        | 13/109 [01:04<07:55,  0.20it/s, v_num=6e0e]
Epoch 129:  13%|█▎        | 14/109 [01:05<07:22,  0.21it/s, v_num=6e0e]
Epoch 129:  13%|█▎        | 14/109 [01:05<07:22,  0.21it/s, v_num=6e0e]
Epoch 129:  14%|█▍        | 15/109 [01:06<06:53,  0.23it/s, v_num=6e0e]
Epoch 129:  14%|█▍        | 15/109 [01:06<06:53,  0.23it/s, v_num=6e0e]
Epoch 129:  15%|█▍        | 16/109 [01:07<06:30,  0.24it/s, v_num=6e0e]
Epoch 129:  15%|█▍        | 16/109 [01:07<06:30,  0.24it/s, v_num=6e0e]
Epoch 129:  16%|█▌        | 17/109 [01:22<07:24,  0.21it/s, v_num=6e0e]
Epoch 129:  16%|█▌        | 17/109 [01:22<07:24,  0.21it/s, v_num=6e0e]
Epoch 129:  17%|█▋        | 18/109 [01:22<06:58,  0.22it/s, v_num=6e0e]
Epoch 129:  17%|█▋        | 18/109 [01:22<06:58,  0.22it/s, v_num=6e0e]
Epoch 129:  17%|█▋        | 19/109 [01:23<06:36,  0.23it/s, v_num=6e0e]
Epoch 129:  17%|█▋        | 19/109 [01:23<06:36,  0.23it/s, v_num=6e0e]
Epoch 129:  18%|█▊        | 20/109 [01:24<06:16,  0.24it/s, v_num=6e0e]
Epoch 129:  18%|█▊        | 20/109 [01:24<06:16,  0.24it/s, v_num=6e0e]
Epoch 129:  19%|█▉        | 21/109 [01:39<06:55,  0.21it/s, v_num=6e0e]
Epoch 129:  19%|█▉        | 21/109 [01:39<06:55,  0.21it/s, v_num=6e0e]
Epoch 129:  20%|██        | 22/109 [01:40<06:35,  0.22it/s, v_num=6e0e]
Epoch 129:  20%|██        | 22/109 [01:40<06:35,  0.22it/s, v_num=6e0e]
Epoch 129:  21%|██        | 23/109 [01:40<06:16,  0.23it/s, v_num=6e0e]
Epoch 129:  21%|██        | 23/109 [01:40<06:16,  0.23it/s, v_num=6e0e]
Epoch 129:  22%|██▏       | 24/109 [01:41<05:59,  0.24it/s, v_num=6e0e]
Epoch 129:  22%|██▏       | 24/109 [01:41<05:59,  0.24it/s, v_num=6e0e]
Epoch 129:  23%|██▎       | 25/109 [01:55<06:29,  0.22it/s, v_num=6e0e]
Epoch 129:  23%|██▎       | 25/109 [01:55<06:29,  0.22it/s, v_num=6e0e]
Epoch 129:  24%|██▍       | 26/109 [01:56<06:12,  0.22it/s, v_num=6e0e]
Epoch 129:  24%|██▍       | 26/109 [01:56<06:12,  0.22it/s, v_num=6e0e]
Epoch 129:  25%|██▍       | 27/109 [01:57<05:56,  0.23it/s, v_num=6e0e]
Epoch 129:  25%|██▍       | 27/109 [01:57<05:56,  0.23it/s, v_num=6e0e]
Epoch 129:  26%|██▌       | 28/109 [01:59<05:46,  0.23it/s, v_num=6e0e]
Epoch 129:  26%|██▌       | 28/109 [01:59<05:46,  0.23it/s, v_num=6e0e]
Epoch 129:  27%|██▋       | 29/109 [02:12<06:05,  0.22it/s, v_num=6e0e]
Epoch 129:  27%|██▋       | 29/109 [02:12<06:05,  0.22it/s, v_num=6e0e]
Epoch 129:  28%|██▊       | 30/109 [02:13<05:51,  0.22it/s, v_num=6e0e]
Epoch 129:  28%|██▊       | 30/109 [02:13<05:51,  0.22it/s, v_num=6e0e]
Epoch 129:  28%|██▊       | 31/109 [02:14<05:37,  0.23it/s, v_num=6e0e]
Epoch 129:  28%|██▊       | 31/109 [02:14<05:37,  0.23it/s, v_num=6e0e]
Epoch 129:  29%|██▉       | 32/109 [02:16<05:29,  0.23it/s, v_num=6e0e]
Epoch 129:  29%|██▉       | 32/109 [02:16<05:29,  0.23it/s, v_num=6e0e]
Epoch 129:  30%|███       | 33/109 [02:30<05:46,  0.22it/s, v_num=6e0e]
Epoch 129:  30%|███       | 33/109 [02:30<05:46,  0.22it/s, v_num=6e0e]
Epoch 129:  31%|███       | 34/109 [02:31<05:33,  0.22it/s, v_num=6e0e]
Epoch 129:  31%|███       | 34/109 [02:31<05:33,  0.22it/s, v_num=6e0e]
Epoch 129:  32%|███▏      | 35/109 [02:32<05:21,  0.23it/s, v_num=6e0e]
Epoch 129:  32%|███▏      | 35/109 [02:32<05:21,  0.23it/s, v_num=6e0e]
Epoch 129:  33%|███▎      | 36/109 [02:32<05:09,  0.24it/s, v_num=6e0e]
Epoch 129:  33%|███▎      | 36/109 [02:32<05:09,  0.24it/s, v_num=6e0e]
Epoch 129:  34%|███▍      | 37/109 [02:47<05:25,  0.22it/s, v_num=6e0e]
Epoch 129:  34%|███▍      | 37/109 [02:47<05:25,  0.22it/s, v_num=6e0e]
Epoch 129:  35%|███▍      | 38/109 [02:48<05:13,  0.23it/s, v_num=6e0e]
Epoch 129:  35%|███▍      | 38/109 [02:48<05:13,  0.23it/s, v_num=6e0e]
Epoch 129:  36%|███▌      | 39/109 [02:48<05:03,  0.23it/s, v_num=6e0e]
Epoch 129:  36%|███▌      | 39/109 [02:48<05:03,  0.23it/s, v_num=6e0e]
Epoch 129:  37%|███▋      | 40/109 [02:49<04:52,  0.24it/s, v_num=6e0e]
Epoch 129:  37%|███▋      | 40/109 [02:49<04:52,  0.24it/s, v_num=6e0e]
Epoch 129:  38%|███▊      | 41/109 [03:01<05:01,  0.23it/s, v_num=6e0e]
Epoch 129:  38%|███▊      | 41/109 [03:01<05:01,  0.23it/s, v_num=6e0e]
Epoch 129:  39%|███▊      | 42/109 [03:02<04:50,  0.23it/s, v_num=6e0e]
Epoch 129:  39%|███▊      | 42/109 [03:02<04:50,  0.23it/s, v_num=6e0e]
Epoch 129:  39%|███▉      | 43/109 [03:03<04:41,  0.23it/s, v_num=6e0e]
Epoch 129:  39%|███▉      | 43/109 [03:03<04:41,  0.23it/s, v_num=6e0e]
Epoch 129:  40%|████      | 44/109 [03:05<04:34,  0.24it/s, v_num=6e0e]
Epoch 129:  40%|████      | 44/109 [03:05<04:34,  0.24it/s, v_num=6e0e]
Epoch 129:  41%|████▏     | 45/109 [03:17<04:40,  0.23it/s, v_num=6e0e]
Epoch 129:  41%|████▏     | 45/109 [03:17<04:40,  0.23it/s, v_num=6e0e]
Epoch 129:  42%|████▏     | 46/109 [03:18<04:32,  0.23it/s, v_num=6e0e]
Epoch 129:  42%|████▏     | 46/109 [03:18<04:32,  0.23it/s, v_num=6e0e]
Epoch 129:  43%|████▎     | 47/109 [03:19<04:23,  0.24it/s, v_num=6e0e]
Epoch 129:  43%|████▎     | 47/109 [03:19<04:23,  0.24it/s, v_num=6e0e]
Epoch 129:  44%|████▍     | 48/109 [03:21<04:16,  0.24it/s, v_num=6e0e]
Epoch 129:  44%|████▍     | 48/109 [03:21<04:16,  0.24it/s, v_num=6e0e]
Epoch 129:  45%|████▍     | 49/109 [03:33<04:21,  0.23it/s, v_num=6e0e]
Epoch 129:  45%|████▍     | 49/109 [03:33<04:21,  0.23it/s, v_num=6e0e]
Epoch 129:  46%|████▌     | 50/109 [03:34<04:13,  0.23it/s, v_num=6e0e]
Epoch 129:  46%|████▌     | 50/109 [03:34<04:13,  0.23it/s, v_num=6e0e]
Epoch 129:  47%|████▋     | 51/109 [03:35<04:04,  0.24it/s, v_num=6e0e]
Epoch 129:  47%|████▋     | 51/109 [03:35<04:04,  0.24it/s, v_num=6e0e]
Epoch 129:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 129:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 129:  49%|████▊     | 53/109 [03:51<04:04,  0.23it/s, v_num=6e0e]
Epoch 129:  49%|████▊     | 53/109 [03:51<04:04,  0.23it/s, v_num=6e0e]
Epoch 129:  50%|████▉     | 54/109 [03:51<03:56,  0.23it/s, v_num=6e0e]
Epoch 129:  50%|████▉     | 54/109 [03:51<03:56,  0.23it/s, v_num=6e0e]
Epoch 129:  50%|█████     | 55/109 [03:52<03:48,  0.24it/s, v_num=6e0e]
Epoch 129:  50%|█████     | 55/109 [03:52<03:48,  0.24it/s, v_num=6e0e]
Epoch 129:  51%|█████▏    | 56/109 [03:54<03:42,  0.24it/s, v_num=6e0e]
Epoch 129:  51%|█████▏    | 56/109 [03:54<03:42,  0.24it/s, v_num=6e0e]
Epoch 129:  52%|█████▏    | 57/109 [04:07<03:45,  0.23it/s, v_num=6e0e]
Epoch 129:  52%|█████▏    | 57/109 [04:07<03:45,  0.23it/s, v_num=6e0e]
Epoch 129:  53%|█████▎    | 58/109 [04:08<03:38,  0.23it/s, v_num=6e0e]
Epoch 129:  53%|█████▎    | 58/109 [04:08<03:38,  0.23it/s, v_num=6e0e]
Epoch 129:  54%|█████▍    | 59/109 [04:09<03:31,  0.24it/s, v_num=6e0e]
Epoch 129:  54%|█████▍    | 59/109 [04:09<03:31,  0.24it/s, v_num=6e0e]
Epoch 129:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
Epoch 129:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
Epoch 129:  56%|█████▌    | 61/109 [04:23<03:27,  0.23it/s, v_num=6e0e]
Epoch 129:  56%|█████▌    | 61/109 [04:23<03:27,  0.23it/s, v_num=6e0e]
Epoch 129:  57%|█████▋    | 62/109 [04:24<03:20,  0.23it/s, v_num=6e0e]
Epoch 129:  57%|█████▋    | 62/109 [04:24<03:20,  0.23it/s, v_num=6e0e]
Epoch 129:  58%|█████▊    | 63/109 [04:25<03:13,  0.24it/s, v_num=6e0e]
Epoch 129:  58%|█████▊    | 63/109 [04:25<03:13,  0.24it/s, v_num=6e0e]
Epoch 129:  59%|█████▊    | 64/109 [04:27<03:07,  0.24it/s, v_num=6e0e]
Epoch 129:  59%|█████▊    | 64/109 [04:27<03:07,  0.24it/s, v_num=6e0e]
Epoch 129:  60%|█████▉    | 65/109 [04:39<03:08,  0.23it/s, v_num=6e0e]
Epoch 129:  60%|█████▉    | 65/109 [04:39<03:08,  0.23it/s, v_num=6e0e]
Epoch 129:  61%|██████    | 66/109 [04:39<03:02,  0.24it/s, v_num=6e0e]
Epoch 129:  61%|██████    | 66/109 [04:39<03:02,  0.24it/s, v_num=6e0e]
Epoch 129:  61%|██████▏   | 67/109 [04:40<02:55,  0.24it/s, v_num=6e0e]
Epoch 129:  61%|██████▏   | 67/109 [04:40<02:55,  0.24it/s, v_num=6e0e]
Epoch 129:  62%|██████▏   | 68/109 [04:44<02:51,  0.24it/s, v_num=6e0e]
Epoch 129:  62%|██████▏   | 68/109 [04:44<02:51,  0.24it/s, v_num=6e0e]
Epoch 129:  63%|██████▎   | 69/109 [04:54<02:50,  0.23it/s, v_num=6e0e]
Epoch 129:  63%|██████▎   | 69/109 [04:54<02:50,  0.23it/s, v_num=6e0e]
Epoch 129:  64%|██████▍   | 70/109 [04:55<02:44,  0.24it/s, v_num=6e0e]
Epoch 129:  64%|██████▍   | 70/109 [04:55<02:44,  0.24it/s, v_num=6e0e]
Epoch 129:  65%|██████▌   | 71/109 [04:56<02:38,  0.24it/s, v_num=6e0e]
Epoch 129:  65%|██████▌   | 71/109 [04:56<02:38,  0.24it/s, v_num=6e0e]
Epoch 129:  66%|██████▌   | 72/109 [05:02<02:35,  0.24it/s, v_num=6e0e]
Epoch 129:  66%|██████▌   | 72/109 [05:02<02:35,  0.24it/s, v_num=6e0e]
Epoch 129:  67%|██████▋   | 73/109 [05:09<02:32,  0.24it/s, v_num=6e0e]
Epoch 129:  67%|██████▋   | 73/109 [05:09<02:32,  0.24it/s, v_num=6e0e]
Epoch 129:  68%|██████▊   | 74/109 [05:11<02:27,  0.24it/s, v_num=6e0e]
Epoch 129:  68%|██████▊   | 74/109 [05:11<02:27,  0.24it/s, v_num=6e0e]
Epoch 129:  69%|██████▉   | 75/109 [05:12<02:21,  0.24it/s, v_num=6e0e]
Epoch 129:  69%|██████▉   | 75/109 [05:12<02:21,  0.24it/s, v_num=6e0e]
Epoch 129:  70%|██████▉   | 76/109 [05:18<02:18,  0.24it/s, v_num=6e0e]
Epoch 129:  70%|██████▉   | 76/109 [05:18<02:18,  0.24it/s, v_num=6e0e]
Epoch 129:  71%|███████   | 77/109 [05:27<02:16,  0.24it/s, v_num=6e0e]
Epoch 129:  71%|███████   | 77/109 [05:27<02:16,  0.24it/s, v_num=6e0e]
Epoch 129:  72%|███████▏  | 78/109 [05:28<02:10,  0.24it/s, v_num=6e0e]
Epoch 129:  72%|███████▏  | 78/109 [05:28<02:10,  0.24it/s, v_num=6e0e]
Epoch 129:  72%|███████▏  | 79/109 [05:29<02:05,  0.24it/s, v_num=6e0e]
Epoch 129:  72%|███████▏  | 79/109 [05:29<02:05,  0.24it/s, v_num=6e0e]
Epoch 129:  73%|███████▎  | 80/109 [05:34<02:01,  0.24it/s, v_num=6e0e]
Epoch 129:  73%|███████▎  | 80/109 [05:34<02:01,  0.24it/s, v_num=6e0e]
Epoch 129:  74%|███████▍  | 81/109 [05:43<01:58,  0.24it/s, v_num=6e0e]
Epoch 129:  74%|███████▍  | 81/109 [05:43<01:58,  0.24it/s, v_num=6e0e]
Epoch 129:  75%|███████▌  | 82/109 [05:44<01:53,  0.24it/s, v_num=6e0e]
Epoch 129:  75%|███████▌  | 82/109 [05:44<01:53,  0.24it/s, v_num=6e0e]
Epoch 129:  76%|███████▌  | 83/109 [05:45<01:48,  0.24it/s, v_num=6e0e]
Epoch 129:  76%|███████▌  | 83/109 [05:45<01:48,  0.24it/s, v_num=6e0e]
Epoch 129:  77%|███████▋  | 84/109 [05:52<01:44,  0.24it/s, v_num=6e0e]
Epoch 129:  77%|███████▋  | 84/109 [05:52<01:44,  0.24it/s, v_num=6e0e]
Epoch 129:  78%|███████▊  | 85/109 [06:00<01:41,  0.24it/s, v_num=6e0e]
Epoch 129:  78%|███████▊  | 85/109 [06:00<01:41,  0.24it/s, v_num=6e0e]
Epoch 129:  79%|███████▉  | 86/109 [06:01<01:36,  0.24it/s, v_num=6e0e]
Epoch 129:  79%|███████▉  | 86/109 [06:01<01:36,  0.24it/s, v_num=6e0e]
Epoch 129:  80%|███████▉  | 87/109 [06:01<01:31,  0.24it/s, v_num=6e0e]
Epoch 129:  80%|███████▉  | 87/109 [06:01<01:31,  0.24it/s, v_num=6e0e]
Epoch 129:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 129:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 129:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
Epoch 129:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
Epoch 129:  83%|████████▎ | 90/109 [06:17<01:19,  0.24it/s, v_num=6e0e]
Epoch 129:  83%|████████▎ | 90/109 [06:17<01:19,  0.24it/s, v_num=6e0e]
Epoch 129:  83%|████████▎ | 91/109 [06:18<01:14,  0.24it/s, v_num=6e0e]
Epoch 129:  83%|████████▎ | 91/109 [06:18<01:14,  0.24it/s, v_num=6e0e]
Epoch 129:  84%|████████▍ | 92/109 [06:24<01:11,  0.24it/s, v_num=6e0e]
Epoch 129:  84%|████████▍ | 92/109 [06:24<01:11,  0.24it/s, v_num=6e0e]
Epoch 129:  85%|████████▌ | 93/109 [06:31<01:07,  0.24it/s, v_num=6e0e]
Epoch 129:  85%|████████▌ | 93/109 [06:31<01:07,  0.24it/s, v_num=6e0e]
Epoch 129:  86%|████████▌ | 94/109 [06:33<01:02,  0.24it/s, v_num=6e0e]
Epoch 129:  86%|████████▌ | 94/109 [06:33<01:02,  0.24it/s, v_num=6e0e]
Epoch 129:  87%|████████▋ | 95/109 [06:34<00:58,  0.24it/s, v_num=6e0e]
Epoch 129:  87%|████████▋ | 95/109 [06:34<00:58,  0.24it/s, v_num=6e0e]
Epoch 129:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 129:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 129:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
Epoch 129:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
Epoch 129:  90%|████████▉ | 98/109 [06:49<00:45,  0.24it/s, v_num=6e0e]
Epoch 129:  90%|████████▉ | 98/109 [06:49<00:45,  0.24it/s, v_num=6e0e]
Epoch 129:  91%|█████████ | 99/109 [06:49<00:41,  0.24it/s, v_num=6e0e]
Epoch 129:  91%|█████████ | 99/109 [06:49<00:41,  0.24it/s, v_num=6e0e]
Epoch 129:  92%|█████████▏| 100/109 [06:59<00:37,  0.24it/s, v_num=6e0e]
Epoch 129:  92%|█████████▏| 100/109 [06:59<00:37,  0.24it/s, v_num=6e0e]
Epoch 129:  93%|█████████▎| 101/109 [07:02<00:33,  0.24it/s, v_num=6e0e]
Epoch 129:  93%|█████████▎| 101/109 [07:02<00:33,  0.24it/s, v_num=6e0e]
Epoch 129:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 129:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 129:  94%|█████████▍| 103/109 [07:04<00:24,  0.24it/s, v_num=6e0e]
Epoch 129:  94%|█████████▍| 103/109 [07:04<00:24,  0.24it/s, v_num=6e0e]
Epoch 129:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 129:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 129:  96%|█████████▋| 105/109 [07:16<00:16,  0.24it/s, v_num=6e0e]
Epoch 129:  96%|█████████▋| 105/109 [07:16<00:16,  0.24it/s, v_num=6e0e]
Epoch 129:  97%|█████████▋| 106/109 [07:22<00:12,  0.24it/s, v_num=6e0e]
Epoch 129:  97%|█████████▋| 106/109 [07:22<00:12,  0.24it/s, v_num=6e0e]
Epoch 129:  98%|█████████▊| 107/109 [07:23<00:08,  0.24it/s, v_num=6e0e]
Epoch 129:  98%|█████████▊| 107/109 [07:23<00:08,  0.24it/s, v_num=6e0e]
Epoch 129:  99%|█████████▉| 108/109 [07:31<00:04,  0.24it/s, v_num=6e0e]
Epoch 129:  99%|█████████▉| 108/109 [07:31<00:04,  0.24it/s, v_num=6e0e]
Epoch 129: 100%|██████████| 109/109 [07:33<00:00,  0.24it/s, v_num=6e0e]
Epoch 129: 100%|██████████| 109/109 [07:33<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.88it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.94it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.95it/s]

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Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.93it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.95it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.96it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 129: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]
Epoch 129: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]
Epoch 129:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 130:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 130:   1%|          | 1/109 [00:17<32:07,  0.06it/s, v_num=6e0e]
Epoch 130:   1%|          | 1/109 [00:17<32:07,  0.06it/s, v_num=6e0e]
Epoch 130:   2%|▏         | 2/109 [00:18<16:36,  0.11it/s, v_num=6e0e]
Epoch 130:   2%|▏         | 2/109 [00:18<16:36,  0.11it/s, v_num=6e0e]
Epoch 130:   3%|▎         | 3/109 [00:19<11:26,  0.15it/s, v_num=6e0e]
Epoch 130:   3%|▎         | 3/109 [00:19<11:26,  0.15it/s, v_num=6e0e]
Epoch 130:   4%|▎         | 4/109 [00:20<08:50,  0.20it/s, v_num=6e0e]
Epoch 130:   4%|▎         | 4/109 [00:20<08:50,  0.20it/s, v_num=6e0e]
Epoch 130:   5%|▍         | 5/109 [00:35<12:11,  0.14it/s, v_num=6e0e]
Epoch 130:   5%|▍         | 5/109 [00:35<12:11,  0.14it/s, v_num=6e0e]
Epoch 130:   6%|▌         | 6/109 [00:35<10:17,  0.17it/s, v_num=6e0e]
Epoch 130:   6%|▌         | 6/109 [00:35<10:17,  0.17it/s, v_num=6e0e]
Epoch 130:   6%|▋         | 7/109 [00:36<08:56,  0.19it/s, v_num=6e0e]
Epoch 130:   6%|▋         | 7/109 [00:36<08:56,  0.19it/s, v_num=6e0e]
Epoch 130:   7%|▋         | 8/109 [00:37<07:54,  0.21it/s, v_num=6e0e]
Epoch 130:   7%|▋         | 8/109 [00:37<07:54,  0.21it/s, v_num=6e0e]
Epoch 130:   8%|▊         | 9/109 [00:52<09:46,  0.17it/s, v_num=6e0e]
Epoch 130:   8%|▊         | 9/109 [00:52<09:46,  0.17it/s, v_num=6e0e]
Epoch 130:   9%|▉         | 10/109 [00:53<08:50,  0.19it/s, v_num=6e0e]
Epoch 130:   9%|▉         | 10/109 [00:53<08:50,  0.19it/s, v_num=6e0e]
Epoch 130:  10%|█         | 11/109 [00:54<08:04,  0.20it/s, v_num=6e0e]
Epoch 130:  10%|█         | 11/109 [00:54<08:04,  0.20it/s, v_num=6e0e]
Epoch 130:  11%|█         | 12/109 [00:55<07:26,  0.22it/s, v_num=6e0e]
Epoch 130:  11%|█         | 12/109 [00:55<07:26,  0.22it/s, v_num=6e0e]
Epoch 130:  12%|█▏        | 13/109 [01:09<08:35,  0.19it/s, v_num=6e0e]
Epoch 130:  12%|█▏        | 13/109 [01:09<08:35,  0.19it/s, v_num=6e0e]
Epoch 130:  13%|█▎        | 14/109 [01:10<08:00,  0.20it/s, v_num=6e0e]
Epoch 130:  13%|█▎        | 14/109 [01:10<08:00,  0.20it/s, v_num=6e0e]
Epoch 130:  14%|█▍        | 15/109 [01:11<07:29,  0.21it/s, v_num=6e0e]
Epoch 130:  14%|█▍        | 15/109 [01:11<07:29,  0.21it/s, v_num=6e0e]
Epoch 130:  15%|█▍        | 16/109 [01:12<07:01,  0.22it/s, v_num=6e0e]
Epoch 130:  15%|█▍        | 16/109 [01:12<07:01,  0.22it/s, v_num=6e0e]
Epoch 130:  16%|█▌        | 17/109 [01:25<07:43,  0.20it/s, v_num=6e0e]
Epoch 130:  16%|█▌        | 17/109 [01:25<07:43,  0.20it/s, v_num=6e0e]
Epoch 130:  17%|█▋        | 18/109 [01:27<07:20,  0.21it/s, v_num=6e0e]
Epoch 130:  17%|█▋        | 18/109 [01:27<07:20,  0.21it/s, v_num=6e0e]
Epoch 130:  17%|█▋        | 19/109 [01:28<06:57,  0.22it/s, v_num=6e0e]
Epoch 130:  17%|█▋        | 19/109 [01:28<06:57,  0.22it/s, v_num=6e0e]
Epoch 130:  18%|█▊        | 20/109 [01:28<06:35,  0.23it/s, v_num=6e0e]
Epoch 130:  18%|█▊        | 20/109 [01:28<06:35,  0.23it/s, v_num=6e0e]
Epoch 130:  19%|█▉        | 21/109 [01:43<07:12,  0.20it/s, v_num=6e0e]
Epoch 130:  19%|█▉        | 21/109 [01:43<07:12,  0.20it/s, v_num=6e0e]
Epoch 130:  20%|██        | 22/109 [01:44<06:52,  0.21it/s, v_num=6e0e]
Epoch 130:  20%|██        | 22/109 [01:44<06:52,  0.21it/s, v_num=6e0e]
Epoch 130:  21%|██        | 23/109 [01:45<06:32,  0.22it/s, v_num=6e0e]
Epoch 130:  21%|██        | 23/109 [01:45<06:32,  0.22it/s, v_num=6e0e]
Epoch 130:  22%|██▏       | 24/109 [01:45<06:14,  0.23it/s, v_num=6e0e]
Epoch 130:  22%|██▏       | 24/109 [01:45<06:14,  0.23it/s, v_num=6e0e]
Epoch 130:  23%|██▎       | 25/109 [02:00<06:44,  0.21it/s, v_num=6e0e]
Epoch 130:  23%|██▎       | 25/109 [02:00<06:44,  0.21it/s, v_num=6e0e]
Epoch 130:  24%|██▍       | 26/109 [02:03<06:33,  0.21it/s, v_num=6e0e]
Epoch 130:  24%|██▍       | 26/109 [02:03<06:33,  0.21it/s, v_num=6e0e]
Epoch 130:  25%|██▍       | 27/109 [02:04<06:17,  0.22it/s, v_num=6e0e]
Epoch 130:  25%|██▍       | 27/109 [02:04<06:17,  0.22it/s, v_num=6e0e]
Epoch 130:  26%|██▌       | 28/109 [02:05<06:01,  0.22it/s, v_num=6e0e]
Epoch 130:  26%|██▌       | 28/109 [02:05<06:01,  0.22it/s, v_num=6e0e]
Epoch 130:  27%|██▋       | 29/109 [02:17<06:20,  0.21it/s, v_num=6e0e]
Epoch 130:  27%|██▋       | 29/109 [02:17<06:20,  0.21it/s, v_num=6e0e]
Epoch 130:  28%|██▊       | 30/109 [02:20<06:10,  0.21it/s, v_num=6e0e]
Epoch 130:  28%|██▊       | 30/109 [02:20<06:10,  0.21it/s, v_num=6e0e]
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Epoch 130:  29%|██▉       | 32/109 [02:22<05:42,  0.22it/s, v_num=6e0e]
Epoch 130:  29%|██▉       | 32/109 [02:22<05:42,  0.22it/s, v_num=6e0e]
Epoch 130:  30%|███       | 33/109 [02:33<05:52,  0.22it/s, v_num=6e0e]
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Epoch 130:  31%|███       | 34/109 [02:38<05:50,  0.21it/s, v_num=6e0e]
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Epoch 130: 100%|██████████| 109/109 [07:47<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 130: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
Epoch 130: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
Epoch 130:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 131:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 131:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 131:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 131:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 131:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 131:  99%|█████████▉| 108/109 [07:33<00:04,  0.24it/s, v_num=6e0e]
Epoch 131:  99%|█████████▉| 108/109 [07:33<00:04,  0.24it/s, v_num=6e0e]
Epoch 131: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]
Epoch 131: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:12,  1.04it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.96it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.96it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.98it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.98it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.98it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.95it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.97it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.98it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.98it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 131: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 131: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 131:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 132:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 132:   1%|          | 1/109 [00:15<27:00,  0.07it/s, v_num=6e0e]
Epoch 132:   1%|          | 1/109 [00:15<27:00,  0.07it/s, v_num=6e0e]
Epoch 132:   2%|▏         | 2/109 [00:16<14:53,  0.12it/s, v_num=6e0e]
Epoch 132:   2%|▏         | 2/109 [00:16<14:53,  0.12it/s, v_num=6e0e]
Epoch 132:   3%|▎         | 3/109 [00:17<10:18,  0.17it/s, v_num=6e0e]
Epoch 132:   3%|▎         | 3/109 [00:17<10:18,  0.17it/s, v_num=6e0e]
Epoch 132:   4%|▎         | 4/109 [00:18<08:00,  0.22it/s, v_num=6e0e]
Epoch 132:   4%|▎         | 4/109 [00:18<08:00,  0.22it/s, v_num=6e0e]
Epoch 132:   5%|▍         | 5/109 [00:31<10:46,  0.16it/s, v_num=6e0e]
Epoch 132:   5%|▍         | 5/109 [00:31<10:46,  0.16it/s, v_num=6e0e]
Epoch 132:   6%|▌         | 6/109 [00:31<09:07,  0.19it/s, v_num=6e0e]
Epoch 132:   6%|▌         | 6/109 [00:31<09:07,  0.19it/s, v_num=6e0e]
Epoch 132:   6%|▋         | 7/109 [00:32<07:56,  0.21it/s, v_num=6e0e]
Epoch 132:   6%|▋         | 7/109 [00:32<07:56,  0.21it/s, v_num=6e0e]
Epoch 132:   7%|▋         | 8/109 [00:33<07:04,  0.24it/s, v_num=6e0e]
Epoch 132:   7%|▋         | 8/109 [00:33<07:04,  0.24it/s, v_num=6e0e]
Epoch 132:   8%|▊         | 9/109 [00:46<08:41,  0.19it/s, v_num=6e0e]
Epoch 132:   8%|▊         | 9/109 [00:46<08:41,  0.19it/s, v_num=6e0e]
Epoch 132:   9%|▉         | 10/109 [00:49<08:13,  0.20it/s, v_num=6e0e]
Epoch 132:   9%|▉         | 10/109 [00:49<08:13,  0.20it/s, v_num=6e0e]
Epoch 132:  10%|█         | 11/109 [00:50<07:31,  0.22it/s, v_num=6e0e]
Epoch 132:  10%|█         | 11/109 [00:50<07:31,  0.22it/s, v_num=6e0e]
Epoch 132:  11%|█         | 12/109 [00:51<06:59,  0.23it/s, v_num=6e0e]
Epoch 132:  11%|█         | 12/109 [00:51<06:59,  0.23it/s, v_num=6e0e]
Epoch 132:  12%|█▏        | 13/109 [01:04<07:53,  0.20it/s, v_num=6e0e]
Epoch 132:  12%|█▏        | 13/109 [01:04<07:53,  0.20it/s, v_num=6e0e]
Epoch 132:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 132:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 132:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 132:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 132:  15%|█▍        | 16/109 [01:09<06:42,  0.23it/s, v_num=6e0e]
Epoch 132:  15%|█▍        | 16/109 [01:09<06:42,  0.23it/s, v_num=6e0e]
Epoch 132:  16%|█▌        | 17/109 [01:20<07:16,  0.21it/s, v_num=6e0e]
Epoch 132:  16%|█▌        | 17/109 [01:20<07:17,  0.21it/s, v_num=6e0e]
Epoch 132:  17%|█▋        | 18/109 [01:26<07:18,  0.21it/s, v_num=6e0e]
Epoch 132:  17%|█▋        | 18/109 [01:26<07:18,  0.21it/s, v_num=6e0e]
Epoch 132:  17%|█▋        | 19/109 [01:27<06:54,  0.22it/s, v_num=6e0e]
Epoch 132:  17%|█▋        | 19/109 [01:27<06:54,  0.22it/s, v_num=6e0e]
Epoch 132:  18%|█▊        | 20/109 [01:28<06:32,  0.23it/s, v_num=6e0e]
Epoch 132:  18%|█▊        | 20/109 [01:28<06:32,  0.23it/s, v_num=6e0e]
Epoch 132:  19%|█▉        | 21/109 [01:35<06:39,  0.22it/s, v_num=6e0e]
Epoch 132:  19%|█▉        | 21/109 [01:35<06:39,  0.22it/s, v_num=6e0e]
Epoch 132:  20%|██        | 22/109 [01:43<06:49,  0.21it/s, v_num=6e0e]
Epoch 132:  20%|██        | 22/109 [01:43<06:49,  0.21it/s, v_num=6e0e]
Epoch 132:  21%|██        | 23/109 [01:44<06:29,  0.22it/s, v_num=6e0e]
Epoch 132:  21%|██        | 23/109 [01:44<06:29,  0.22it/s, v_num=6e0e]
Epoch 132:  22%|██▏       | 24/109 [01:45<06:12,  0.23it/s, v_num=6e0e]
Epoch 132:  22%|██▏       | 24/109 [01:45<06:12,  0.23it/s, v_num=6e0e]
Epoch 132:  23%|██▎       | 25/109 [01:52<06:17,  0.22it/s, v_num=6e0e]
Epoch 132:  23%|██▎       | 25/109 [01:52<06:17,  0.22it/s, v_num=6e0e]
Epoch 132:  24%|██▍       | 26/109 [02:01<06:27,  0.21it/s, v_num=6e0e]
Epoch 132:  24%|██▍       | 26/109 [02:01<06:27,  0.21it/s, v_num=6e0e]
Epoch 132:  25%|██▍       | 27/109 [02:02<06:10,  0.22it/s, v_num=6e0e]
Epoch 132:  25%|██▍       | 27/109 [02:02<06:10,  0.22it/s, v_num=6e0e]
Epoch 132:  26%|██▌       | 28/109 [02:02<05:55,  0.23it/s, v_num=6e0e]
Epoch 132:  26%|██▌       | 28/109 [02:02<05:55,  0.23it/s, v_num=6e0e]
Epoch 132:  27%|██▋       | 29/109 [02:09<05:56,  0.22it/s, v_num=6e0e]
Epoch 132:  27%|██▋       | 29/109 [02:09<05:56,  0.22it/s, v_num=6e0e]
Epoch 132:  28%|██▊       | 30/109 [02:18<06:04,  0.22it/s, v_num=6e0e]
Epoch 132:  28%|██▊       | 30/109 [02:18<06:04,  0.22it/s, v_num=6e0e]
Epoch 132:  28%|██▊       | 31/109 [02:19<05:49,  0.22it/s, v_num=6e0e]
Epoch 132:  28%|██▊       | 31/109 [02:19<05:49,  0.22it/s, v_num=6e0e]
Epoch 132:  29%|██▉       | 32/109 [02:19<05:36,  0.23it/s, v_num=6e0e]
Epoch 132:  29%|██▉       | 32/109 [02:19<05:36,  0.23it/s, v_num=6e0e]
Epoch 132:  30%|███       | 33/109 [02:26<05:36,  0.23it/s, v_num=6e0e]
Epoch 132:  30%|███       | 33/109 [02:26<05:36,  0.23it/s, v_num=6e0e]
Epoch 132:  31%|███       | 34/109 [02:34<05:40,  0.22it/s, v_num=6e0e]
Epoch 132:  31%|███       | 34/109 [02:34<05:40,  0.22it/s, v_num=6e0e]
Epoch 132:  32%|███▏      | 35/109 [02:35<05:27,  0.23it/s, v_num=6e0e]
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Epoch 132:  33%|███▎      | 36/109 [02:35<05:16,  0.23it/s, v_num=6e0e]
Epoch 132:  33%|███▎      | 36/109 [02:35<05:16,  0.23it/s, v_num=6e0e]
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Epoch 132:  34%|███▍      | 37/109 [02:41<05:14,  0.23it/s, v_num=6e0e]
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Epoch 132:  38%|███▊      | 41/109 [02:57<04:54,  0.23it/s, v_num=6e0e]
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Epoch 132:  39%|███▊      | 42/109 [03:03<04:53,  0.23it/s, v_num=6e0e]
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Epoch 132:  40%|████      | 44/109 [03:06<04:35,  0.24it/s, v_num=6e0e]
Epoch 132:  40%|████      | 44/109 [03:06<04:35,  0.24it/s, v_num=6e0e]
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Epoch 132:  42%|████▏     | 46/109 [03:20<04:34,  0.23it/s, v_num=6e0e]
Epoch 132:  42%|████▏     | 46/109 [03:20<04:34,  0.23it/s, v_num=6e0e]
Epoch 132:  43%|████▎     | 47/109 [03:21<04:26,  0.23it/s, v_num=6e0e]
Epoch 132:  43%|████▎     | 47/109 [03:21<04:26,  0.23it/s, v_num=6e0e]
Epoch 132:  44%|████▍     | 48/109 [03:22<04:17,  0.24it/s, v_num=6e0e]
Epoch 132:  44%|████▍     | 48/109 [03:22<04:17,  0.24it/s, v_num=6e0e]
Epoch 132:  45%|████▍     | 49/109 [03:29<04:16,  0.23it/s, v_num=6e0e]
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Epoch 132:  46%|████▌     | 50/109 [03:37<04:16,  0.23it/s, v_num=6e0e]
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Epoch 132:  47%|████▋     | 51/109 [03:37<04:07,  0.23it/s, v_num=6e0e]
Epoch 132:  48%|████▊     | 52/109 [03:38<03:59,  0.24it/s, v_num=6e0e]
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Epoch 132:  49%|████▊     | 53/109 [03:44<03:57,  0.24it/s, v_num=6e0e]
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Epoch 132:  52%|█████▏    | 57/109 [04:01<03:40,  0.24it/s, v_num=6e0e]
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Epoch 132:  55%|█████▌    | 60/109 [04:12<03:26,  0.24it/s, v_num=6e0e]
Epoch 132:  55%|█████▌    | 60/109 [04:12<03:26,  0.24it/s, v_num=6e0e]
Epoch 132:  56%|█████▌    | 61/109 [04:18<03:23,  0.24it/s, v_num=6e0e]
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Epoch 132:  58%|█████▊    | 63/109 [04:28<03:15,  0.23it/s, v_num=6e0e]
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Epoch 132:  61%|██████    | 66/109 [04:43<03:04,  0.23it/s, v_num=6e0e]
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Epoch 132:  71%|███████   | 77/109 [05:24<02:14,  0.24it/s, v_num=6e0e]
Epoch 132:  72%|███████▏  | 78/109 [05:28<02:10,  0.24it/s, v_num=6e0e]
Epoch 132:  72%|███████▏  | 78/109 [05:28<02:10,  0.24it/s, v_num=6e0e]
Epoch 132:  72%|███████▏  | 79/109 [05:31<02:05,  0.24it/s, v_num=6e0e]
Epoch 132:  72%|███████▏  | 79/109 [05:31<02:05,  0.24it/s, v_num=6e0e]
Epoch 132:  73%|███████▎  | 80/109 [05:32<02:00,  0.24it/s, v_num=6e0e]
Epoch 132:  73%|███████▎  | 80/109 [05:32<02:00,  0.24it/s, v_num=6e0e]
Epoch 132:  74%|███████▍  | 81/109 [05:39<01:57,  0.24it/s, v_num=6e0e]
Epoch 132:  74%|███████▍  | 81/109 [05:39<01:57,  0.24it/s, v_num=6e0e]
Epoch 132:  75%|███████▌  | 82/109 [05:45<01:53,  0.24it/s, v_num=6e0e]
Epoch 132:  75%|███████▌  | 82/109 [05:45<01:53,  0.24it/s, v_num=6e0e]
Epoch 132:  76%|███████▌  | 83/109 [05:50<01:49,  0.24it/s, v_num=6e0e]
Epoch 132:  76%|███████▌  | 83/109 [05:50<01:49,  0.24it/s, v_num=6e0e]
Epoch 132:  77%|███████▋  | 84/109 [05:50<01:44,  0.24it/s, v_num=6e0e]
Epoch 132:  77%|███████▋  | 84/109 [05:50<01:44,  0.24it/s, v_num=6e0e]
Epoch 132:  78%|███████▊  | 85/109 [05:55<01:40,  0.24it/s, v_num=6e0e]
Epoch 132:  78%|███████▊  | 85/109 [05:55<01:40,  0.24it/s, v_num=6e0e]
Epoch 132:  79%|███████▉  | 86/109 [06:02<01:36,  0.24it/s, v_num=6e0e]
Epoch 132:  79%|███████▉  | 86/109 [06:02<01:36,  0.24it/s, v_num=6e0e]
Epoch 132:  80%|███████▉  | 87/109 [06:07<01:33,  0.24it/s, v_num=6e0e]
Epoch 132:  80%|███████▉  | 87/109 [06:07<01:33,  0.24it/s, v_num=6e0e]
Epoch 132:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 132:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 132:  82%|████████▏ | 89/109 [06:10<01:23,  0.24it/s, v_num=6e0e]
Epoch 132:  82%|████████▏ | 89/109 [06:10<01:23,  0.24it/s, v_num=6e0e]
Epoch 132:  83%|████████▎ | 90/109 [06:19<01:20,  0.24it/s, v_num=6e0e]
Epoch 132:  83%|████████▎ | 90/109 [06:19<01:20,  0.24it/s, v_num=6e0e]
Epoch 132:  83%|████████▎ | 91/109 [06:22<01:15,  0.24it/s, v_num=6e0e]
Epoch 132:  83%|████████▎ | 91/109 [06:22<01:15,  0.24it/s, v_num=6e0e]
Epoch 132:  84%|████████▍ | 92/109 [06:23<01:10,  0.24it/s, v_num=6e0e]
Epoch 132:  84%|████████▍ | 92/109 [06:23<01:10,  0.24it/s, v_num=6e0e]
Epoch 132:  85%|████████▌ | 93/109 [06:25<01:06,  0.24it/s, v_num=6e0e]
Epoch 132:  85%|████████▌ | 93/109 [06:25<01:06,  0.24it/s, v_num=6e0e]
Epoch 132:  86%|████████▌ | 94/109 [06:36<01:03,  0.24it/s, v_num=6e0e]
Epoch 132:  86%|████████▌ | 94/109 [06:36<01:03,  0.24it/s, v_num=6e0e]
Epoch 132:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 132:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 132:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 132:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 132:  89%|████████▉ | 97/109 [06:42<00:49,  0.24it/s, v_num=6e0e]
Epoch 132:  89%|████████▉ | 97/109 [06:42<00:49,  0.24it/s, v_num=6e0e]
Epoch 132:  90%|████████▉ | 98/109 [06:53<00:46,  0.24it/s, v_num=6e0e]
Epoch 132:  90%|████████▉ | 98/109 [06:53<00:46,  0.24it/s, v_num=6e0e]
Epoch 132:  91%|█████████ | 99/109 [06:55<00:41,  0.24it/s, v_num=6e0e]
Epoch 132:  91%|█████████ | 99/109 [06:55<00:41,  0.24it/s, v_num=6e0e]
Epoch 132:  92%|█████████▏| 100/109 [06:56<00:37,  0.24it/s, v_num=6e0e]
Epoch 132:  92%|█████████▏| 100/109 [06:56<00:37,  0.24it/s, v_num=6e0e]
Epoch 132:  93%|█████████▎| 101/109 [07:00<00:33,  0.24it/s, v_num=6e0e]
Epoch 132:  93%|█████████▎| 101/109 [07:00<00:33,  0.24it/s, v_num=6e0e]
Epoch 132:  94%|█████████▎| 102/109 [07:10<00:29,  0.24it/s, v_num=6e0e]
Epoch 132:  94%|█████████▎| 102/109 [07:10<00:29,  0.24it/s, v_num=6e0e]
Epoch 132:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 132:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 132:  95%|█████████▌| 104/109 [07:13<00:20,  0.24it/s, v_num=6e0e]
Epoch 132:  95%|█████████▌| 104/109 [07:13<00:20,  0.24it/s, v_num=6e0e]
Epoch 132:  96%|█████████▋| 105/109 [07:17<00:16,  0.24it/s, v_num=6e0e]
Epoch 132:  96%|█████████▋| 105/109 [07:17<00:16,  0.24it/s, v_num=6e0e]
Epoch 132:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 132:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 132:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 132:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 132:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 132:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 132: 100%|██████████| 109/109 [07:33<00:00,  0.24it/s, v_num=6e0e]
Epoch 132: 100%|██████████| 109/109 [07:33<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.91it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.85it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.89it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.91it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.92it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.91it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 132: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]
Epoch 132: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]
Epoch 132:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 133:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 133:   1%|          | 1/109 [00:15<27:48,  0.06it/s, v_num=6e0e]
Epoch 133:   1%|          | 1/109 [00:15<27:48,  0.06it/s, v_num=6e0e]
Epoch 133:   2%|▏         | 2/109 [00:18<16:32,  0.11it/s, v_num=6e0e]
Epoch 133:   2%|▏         | 2/109 [00:18<16:32,  0.11it/s, v_num=6e0e]
Epoch 133:   3%|▎         | 3/109 [00:19<11:24,  0.15it/s, v_num=6e0e]
Epoch 133:   3%|▎         | 3/109 [00:19<11:24,  0.15it/s, v_num=6e0e]
Epoch 133:   4%|▎         | 4/109 [00:20<08:49,  0.20it/s, v_num=6e0e]
Epoch 133:   4%|▎         | 4/109 [00:20<08:49,  0.20it/s, v_num=6e0e]
Epoch 133:   5%|▍         | 5/109 [00:31<11:03,  0.16it/s, v_num=6e0e]
Epoch 133:   5%|▍         | 5/109 [00:31<11:03,  0.16it/s, v_num=6e0e]
Epoch 133:   6%|▌         | 6/109 [00:35<10:11,  0.17it/s, v_num=6e0e]
Epoch 133:   6%|▌         | 6/109 [00:35<10:11,  0.17it/s, v_num=6e0e]
Epoch 133:   6%|▋         | 7/109 [00:36<08:49,  0.19it/s, v_num=6e0e]
Epoch 133:   6%|▋         | 7/109 [00:36<08:49,  0.19it/s, v_num=6e0e]
Epoch 133:   7%|▋         | 8/109 [00:37<07:48,  0.22it/s, v_num=6e0e]
Epoch 133:   7%|▋         | 8/109 [00:37<07:48,  0.22it/s, v_num=6e0e]
Epoch 133:   8%|▊         | 9/109 [00:47<08:44,  0.19it/s, v_num=6e0e]
Epoch 133:   8%|▊         | 9/109 [00:47<08:44,  0.19it/s, v_num=6e0e]
Epoch 133:   9%|▉         | 10/109 [00:53<08:46,  0.19it/s, v_num=6e0e]
Epoch 133:   9%|▉         | 10/109 [00:53<08:46,  0.19it/s, v_num=6e0e]
Epoch 133:  10%|█         | 11/109 [00:54<08:01,  0.20it/s, v_num=6e0e]
Epoch 133:  10%|█         | 11/109 [00:54<08:01,  0.20it/s, v_num=6e0e]
Epoch 133:  11%|█         | 12/109 [00:54<07:23,  0.22it/s, v_num=6e0e]
Epoch 133:  11%|█         | 12/109 [00:54<07:23,  0.22it/s, v_num=6e0e]
Epoch 133:  12%|█▏        | 13/109 [01:04<07:53,  0.20it/s, v_num=6e0e]
Epoch 133:  12%|█▏        | 13/109 [01:04<07:53,  0.20it/s, v_num=6e0e]
Epoch 133:  13%|█▎        | 14/109 [01:09<07:54,  0.20it/s, v_num=6e0e]
Epoch 133:  13%|█▎        | 14/109 [01:09<07:54,  0.20it/s, v_num=6e0e]
Epoch 133:  14%|█▍        | 15/109 [01:10<07:23,  0.21it/s, v_num=6e0e]
Epoch 133:  14%|█▍        | 15/109 [01:10<07:23,  0.21it/s, v_num=6e0e]
Epoch 133:  15%|█▍        | 16/109 [01:11<06:56,  0.22it/s, v_num=6e0e]
Epoch 133:  15%|█▍        | 16/109 [01:11<06:56,  0.22it/s, v_num=6e0e]
Epoch 133:  16%|█▌        | 17/109 [01:20<07:14,  0.21it/s, v_num=6e0e]
Epoch 133:  16%|█▌        | 17/109 [01:20<07:14,  0.21it/s, v_num=6e0e]
Epoch 133:  17%|█▋        | 18/109 [01:23<07:04,  0.21it/s, v_num=6e0e]
Epoch 133:  17%|█▋        | 18/109 [01:23<07:04,  0.21it/s, v_num=6e0e]
Epoch 133:  17%|█▋        | 19/109 [01:24<06:41,  0.22it/s, v_num=6e0e]
Epoch 133:  17%|█▋        | 19/109 [01:24<06:41,  0.22it/s, v_num=6e0e]
Epoch 133:  18%|█▊        | 20/109 [01:25<06:20,  0.23it/s, v_num=6e0e]
Epoch 133:  18%|█▊        | 20/109 [01:25<06:20,  0.23it/s, v_num=6e0e]
Epoch 133:  19%|█▉        | 21/109 [01:38<06:53,  0.21it/s, v_num=6e0e]
Epoch 133:  19%|█▉        | 21/109 [01:38<06:53,  0.21it/s, v_num=6e0e]
Epoch 133:  20%|██        | 22/109 [01:39<06:33,  0.22it/s, v_num=6e0e]
Epoch 133:  20%|██        | 22/109 [01:39<06:33,  0.22it/s, v_num=6e0e]
Epoch 133:  21%|██        | 23/109 [01:40<06:14,  0.23it/s, v_num=6e0e]
Epoch 133:  21%|██        | 23/109 [01:40<06:14,  0.23it/s, v_num=6e0e]
Epoch 133:  22%|██▏       | 24/109 [01:40<05:57,  0.24it/s, v_num=6e0e]
Epoch 133:  22%|██▏       | 24/109 [01:40<05:57,  0.24it/s, v_num=6e0e]
Epoch 133:  23%|██▎       | 25/109 [01:54<06:24,  0.22it/s, v_num=6e0e]
Epoch 133:  23%|██▎       | 25/109 [01:54<06:24,  0.22it/s, v_num=6e0e]
Epoch 133:  24%|██▍       | 26/109 [01:55<06:09,  0.22it/s, v_num=6e0e]
Epoch 133:  24%|██▍       | 26/109 [01:55<06:09,  0.22it/s, v_num=6e0e]
Epoch 133:  25%|██▍       | 27/109 [01:56<05:54,  0.23it/s, v_num=6e0e]
Epoch 133:  25%|██▍       | 27/109 [01:56<05:54,  0.23it/s, v_num=6e0e]
Epoch 133:  26%|██▌       | 28/109 [01:57<05:39,  0.24it/s, v_num=6e0e]
Epoch 133:  26%|██▌       | 28/109 [01:57<05:39,  0.24it/s, v_num=6e0e]
Epoch 133:  27%|██▋       | 29/109 [02:11<06:02,  0.22it/s, v_num=6e0e]
Epoch 133:  27%|██▋       | 29/109 [02:11<06:02,  0.22it/s, v_num=6e0e]
Epoch 133:  28%|██▊       | 30/109 [02:12<05:49,  0.23it/s, v_num=6e0e]
Epoch 133:  28%|██▊       | 30/109 [02:12<05:49,  0.23it/s, v_num=6e0e]
Epoch 133:  28%|██▊       | 31/109 [02:13<05:36,  0.23it/s, v_num=6e0e]
Epoch 133:  28%|██▊       | 31/109 [02:13<05:36,  0.23it/s, v_num=6e0e]
Epoch 133:  29%|██▉       | 32/109 [02:14<05:23,  0.24it/s, v_num=6e0e]
Epoch 133:  29%|██▉       | 32/109 [02:14<05:23,  0.24it/s, v_num=6e0e]
Epoch 133:  30%|███       | 33/109 [02:29<05:43,  0.22it/s, v_num=6e0e]
Epoch 133:  30%|███       | 33/109 [02:29<05:43,  0.22it/s, v_num=6e0e]
Epoch 133:  31%|███       | 34/109 [02:30<05:30,  0.23it/s, v_num=6e0e]
Epoch 133:  31%|███       | 34/109 [02:30<05:30,  0.23it/s, v_num=6e0e]
Epoch 133:  32%|███▏      | 35/109 [02:30<05:18,  0.23it/s, v_num=6e0e]
Epoch 133:  32%|███▏      | 35/109 [02:30<05:18,  0.23it/s, v_num=6e0e]
Epoch 133:  33%|███▎      | 36/109 [02:31<05:07,  0.24it/s, v_num=6e0e]
Epoch 133:  33%|███▎      | 36/109 [02:31<05:07,  0.24it/s, v_num=6e0e]
Epoch 133:  34%|███▍      | 37/109 [02:45<05:21,  0.22it/s, v_num=6e0e]
Epoch 133:  34%|███▍      | 37/109 [02:45<05:21,  0.22it/s, v_num=6e0e]
Epoch 133:  35%|███▍      | 38/109 [02:45<05:10,  0.23it/s, v_num=6e0e]
Epoch 133:  35%|███▍      | 38/109 [02:45<05:10,  0.23it/s, v_num=6e0e]
Epoch 133:  36%|███▌      | 39/109 [02:46<04:59,  0.23it/s, v_num=6e0e]
Epoch 133:  36%|███▌      | 39/109 [02:46<04:59,  0.23it/s, v_num=6e0e]
Epoch 133:  37%|███▋      | 40/109 [02:47<04:49,  0.24it/s, v_num=6e0e]
Epoch 133:  37%|███▋      | 40/109 [02:47<04:49,  0.24it/s, v_num=6e0e]
Epoch 133:  38%|███▊      | 41/109 [03:00<04:58,  0.23it/s, v_num=6e0e]
Epoch 133:  38%|███▊      | 41/109 [03:00<04:58,  0.23it/s, v_num=6e0e]
Epoch 133:  39%|███▊      | 42/109 [03:01<04:48,  0.23it/s, v_num=6e0e]
Epoch 133:  39%|███▊      | 42/109 [03:01<04:48,  0.23it/s, v_num=6e0e]
Epoch 133:  39%|███▉      | 43/109 [03:01<04:39,  0.24it/s, v_num=6e0e]
Epoch 133:  39%|███▉      | 43/109 [03:01<04:39,  0.24it/s, v_num=6e0e]
Epoch 133:  40%|████      | 44/109 [03:02<04:29,  0.24it/s, v_num=6e0e]
Epoch 133:  40%|████      | 44/109 [03:02<04:29,  0.24it/s, v_num=6e0e]
Epoch 133:  41%|████▏     | 45/109 [03:16<04:38,  0.23it/s, v_num=6e0e]
Epoch 133:  41%|████▏     | 45/109 [03:16<04:38,  0.23it/s, v_num=6e0e]
Epoch 133:  42%|████▏     | 46/109 [03:16<04:29,  0.23it/s, v_num=6e0e]
Epoch 133:  42%|████▏     | 46/109 [03:16<04:29,  0.23it/s, v_num=6e0e]
Epoch 133:  43%|████▎     | 47/109 [03:17<04:20,  0.24it/s, v_num=6e0e]
Epoch 133:  43%|████▎     | 47/109 [03:17<04:20,  0.24it/s, v_num=6e0e]
Epoch 133:  44%|████▍     | 48/109 [03:18<04:12,  0.24it/s, v_num=6e0e]
Epoch 133:  44%|████▍     | 48/109 [03:18<04:12,  0.24it/s, v_num=6e0e]
Epoch 133:  45%|████▍     | 49/109 [03:31<04:19,  0.23it/s, v_num=6e0e]
Epoch 133:  45%|████▍     | 49/109 [03:31<04:19,  0.23it/s, v_num=6e0e]
Epoch 133:  46%|████▌     | 50/109 [03:32<04:10,  0.24it/s, v_num=6e0e]
Epoch 133:  46%|████▌     | 50/109 [03:32<04:10,  0.24it/s, v_num=6e0e]
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Epoch 133:  48%|████▊     | 52/109 [03:34<03:54,  0.24it/s, v_num=6e0e]
Epoch 133:  48%|████▊     | 52/109 [03:34<03:54,  0.24it/s, v_num=6e0e]
Epoch 133:  49%|████▊     | 53/109 [03:47<04:00,  0.23it/s, v_num=6e0e]
Epoch 133:  49%|████▊     | 53/109 [03:47<04:00,  0.23it/s, v_num=6e0e]
Epoch 133:  50%|████▉     | 54/109 [03:48<03:52,  0.24it/s, v_num=6e0e]
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Epoch 133:  51%|█████▏    | 56/109 [03:50<03:37,  0.24it/s, v_num=6e0e]
Epoch 133:  51%|█████▏    | 56/109 [03:50<03:37,  0.24it/s, v_num=6e0e]
Epoch 133:  52%|█████▏    | 57/109 [04:05<03:44,  0.23it/s, v_num=6e0e]
Epoch 133:  52%|█████▏    | 57/109 [04:05<03:44,  0.23it/s, v_num=6e0e]
Epoch 133:  53%|█████▎    | 58/109 [04:06<03:36,  0.24it/s, v_num=6e0e]
Epoch 133:  53%|█████▎    | 58/109 [04:06<03:36,  0.24it/s, v_num=6e0e]
Epoch 133:  54%|█████▍    | 59/109 [04:07<03:29,  0.24it/s, v_num=6e0e]
Epoch 133:  54%|█████▍    | 59/109 [04:07<03:29,  0.24it/s, v_num=6e0e]
Epoch 133:  55%|█████▌    | 60/109 [04:08<03:22,  0.24it/s, v_num=6e0e]
Epoch 133:  55%|█████▌    | 60/109 [04:08<03:22,  0.24it/s, v_num=6e0e]
Epoch 133:  56%|█████▌    | 61/109 [04:21<03:25,  0.23it/s, v_num=6e0e]
Epoch 133:  56%|█████▌    | 61/109 [04:21<03:25,  0.23it/s, v_num=6e0e]
Epoch 133:  57%|█████▋    | 62/109 [04:21<03:18,  0.24it/s, v_num=6e0e]
Epoch 133:  57%|█████▋    | 62/109 [04:21<03:18,  0.24it/s, v_num=6e0e]
Epoch 133:  58%|█████▊    | 63/109 [04:22<03:11,  0.24it/s, v_num=6e0e]
Epoch 133:  58%|█████▊    | 63/109 [04:22<03:11,  0.24it/s, v_num=6e0e]
Epoch 133:  59%|█████▊    | 64/109 [04:23<03:05,  0.24it/s, v_num=6e0e]
Epoch 133:  59%|█████▊    | 64/109 [04:23<03:05,  0.24it/s, v_num=6e0e]
Epoch 133:  60%|█████▉    | 65/109 [04:38<03:08,  0.23it/s, v_num=6e0e]
Epoch 133:  60%|█████▉    | 65/109 [04:38<03:08,  0.23it/s, v_num=6e0e]
Epoch 133:  61%|██████    | 66/109 [04:38<03:01,  0.24it/s, v_num=6e0e]
Epoch 133:  61%|██████    | 66/109 [04:38<03:01,  0.24it/s, v_num=6e0e]
Epoch 133:  61%|██████▏   | 67/109 [04:39<02:55,  0.24it/s, v_num=6e0e]
Epoch 133:  61%|██████▏   | 67/109 [04:39<02:55,  0.24it/s, v_num=6e0e]
Epoch 133:  62%|██████▏   | 68/109 [04:40<02:49,  0.24it/s, v_num=6e0e]
Epoch 133:  62%|██████▏   | 68/109 [04:40<02:49,  0.24it/s, v_num=6e0e]
Epoch 133:  63%|██████▎   | 69/109 [04:54<02:50,  0.23it/s, v_num=6e0e]
Epoch 133:  63%|██████▎   | 69/109 [04:54<02:50,  0.23it/s, v_num=6e0e]
Epoch 133:  64%|██████▍   | 70/109 [04:55<02:44,  0.24it/s, v_num=6e0e]
Epoch 133:  64%|██████▍   | 70/109 [04:55<02:44,  0.24it/s, v_num=6e0e]
Epoch 133:  65%|██████▌   | 71/109 [04:56<02:38,  0.24it/s, v_num=6e0e]
Epoch 133:  65%|██████▌   | 71/109 [04:56<02:38,  0.24it/s, v_num=6e0e]
Epoch 133:  66%|██████▌   | 72/109 [04:56<02:32,  0.24it/s, v_num=6e0e]
Epoch 133:  66%|██████▌   | 72/109 [04:56<02:32,  0.24it/s, v_num=6e0e]
Epoch 133:  67%|██████▋   | 73/109 [05:11<02:33,  0.23it/s, v_num=6e0e]
Epoch 133:  67%|██████▋   | 73/109 [05:11<02:33,  0.23it/s, v_num=6e0e]
Epoch 133:  68%|██████▊   | 74/109 [05:12<02:27,  0.24it/s, v_num=6e0e]
Epoch 133:  68%|██████▊   | 74/109 [05:12<02:27,  0.24it/s, v_num=6e0e]
Epoch 133:  69%|██████▉   | 75/109 [05:12<02:21,  0.24it/s, v_num=6e0e]
Epoch 133:  69%|██████▉   | 75/109 [05:12<02:21,  0.24it/s, v_num=6e0e]
Epoch 133:  70%|██████▉   | 76/109 [05:13<02:16,  0.24it/s, v_num=6e0e]
Epoch 133:  70%|██████▉   | 76/109 [05:13<02:16,  0.24it/s, v_num=6e0e]
Epoch 133:  71%|███████   | 77/109 [05:28<02:16,  0.23it/s, v_num=6e0e]
Epoch 133:  71%|███████   | 77/109 [05:28<02:16,  0.23it/s, v_num=6e0e]
Epoch 133:  72%|███████▏  | 78/109 [05:29<02:10,  0.24it/s, v_num=6e0e]
Epoch 133:  72%|███████▏  | 78/109 [05:29<02:10,  0.24it/s, v_num=6e0e]
Epoch 133:  72%|███████▏  | 79/109 [05:30<02:05,  0.24it/s, v_num=6e0e]
Epoch 133:  72%|███████▏  | 79/109 [05:30<02:05,  0.24it/s, v_num=6e0e]
Epoch 133:  73%|███████▎  | 80/109 [05:30<01:59,  0.24it/s, v_num=6e0e]
Epoch 133:  73%|███████▎  | 80/109 [05:30<01:59,  0.24it/s, v_num=6e0e]
Epoch 133:  74%|███████▍  | 81/109 [05:44<01:59,  0.23it/s, v_num=6e0e]
Epoch 133:  74%|███████▍  | 81/109 [05:44<01:59,  0.23it/s, v_num=6e0e]
Epoch 133:  75%|███████▌  | 82/109 [05:45<01:53,  0.24it/s, v_num=6e0e]
Epoch 133:  75%|███████▌  | 82/109 [05:45<01:53,  0.24it/s, v_num=6e0e]
Epoch 133:  76%|███████▌  | 83/109 [05:46<01:48,  0.24it/s, v_num=6e0e]
Epoch 133:  76%|███████▌  | 83/109 [05:46<01:48,  0.24it/s, v_num=6e0e]
Epoch 133:  77%|███████▋  | 84/109 [05:47<01:43,  0.24it/s, v_num=6e0e]
Epoch 133:  77%|███████▋  | 84/109 [05:47<01:43,  0.24it/s, v_num=6e0e]
Epoch 133:  78%|███████▊  | 85/109 [06:01<01:41,  0.24it/s, v_num=6e0e]
Epoch 133:  78%|███████▊  | 85/109 [06:01<01:41,  0.24it/s, v_num=6e0e]
Epoch 133:  79%|███████▉  | 86/109 [06:01<01:36,  0.24it/s, v_num=6e0e]
Epoch 133:  79%|███████▉  | 86/109 [06:01<01:36,  0.24it/s, v_num=6e0e]
Epoch 133:  80%|███████▉  | 87/109 [06:02<01:31,  0.24it/s, v_num=6e0e]
Epoch 133:  80%|███████▉  | 87/109 [06:02<01:31,  0.24it/s, v_num=6e0e]
Epoch 133:  81%|████████  | 88/109 [06:03<01:26,  0.24it/s, v_num=6e0e]
Epoch 133:  81%|████████  | 88/109 [06:03<01:26,  0.24it/s, v_num=6e0e]
Epoch 133:  82%|████████▏ | 89/109 [06:18<01:24,  0.24it/s, v_num=6e0e]
Epoch 133:  82%|████████▏ | 89/109 [06:18<01:24,  0.24it/s, v_num=6e0e]
Epoch 133:  83%|████████▎ | 90/109 [06:18<01:19,  0.24it/s, v_num=6e0e]
Epoch 133:  83%|████████▎ | 90/109 [06:18<01:19,  0.24it/s, v_num=6e0e]
Epoch 133:  83%|████████▎ | 91/109 [06:19<01:15,  0.24it/s, v_num=6e0e]
Epoch 133:  83%|████████▎ | 91/109 [06:19<01:15,  0.24it/s, v_num=6e0e]
Epoch 133:  84%|████████▍ | 92/109 [06:20<01:10,  0.24it/s, v_num=6e0e]
Epoch 133:  84%|████████▍ | 92/109 [06:20<01:10,  0.24it/s, v_num=6e0e]
Epoch 133:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 133:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 133:  86%|████████▌ | 94/109 [06:34<01:02,  0.24it/s, v_num=6e0e]
Epoch 133:  86%|████████▌ | 94/109 [06:34<01:02,  0.24it/s, v_num=6e0e]
Epoch 133:  87%|████████▋ | 95/109 [06:35<00:58,  0.24it/s, v_num=6e0e]
Epoch 133:  87%|████████▋ | 95/109 [06:35<00:58,  0.24it/s, v_num=6e0e]
Epoch 133:  88%|████████▊ | 96/109 [06:36<00:53,  0.24it/s, v_num=6e0e]
Epoch 133:  88%|████████▊ | 96/109 [06:36<00:53,  0.24it/s, v_num=6e0e]
Epoch 133:  89%|████████▉ | 97/109 [06:49<00:50,  0.24it/s, v_num=6e0e]
Epoch 133:  89%|████████▉ | 97/109 [06:49<00:50,  0.24it/s, v_num=6e0e]
Epoch 133:  90%|████████▉ | 98/109 [06:50<00:46,  0.24it/s, v_num=6e0e]
Epoch 133:  90%|████████▉ | 98/109 [06:50<00:46,  0.24it/s, v_num=6e0e]
Epoch 133:  91%|█████████ | 99/109 [06:51<00:41,  0.24it/s, v_num=6e0e]
Epoch 133:  91%|█████████ | 99/109 [06:51<00:41,  0.24it/s, v_num=6e0e]
Epoch 133:  92%|█████████▏| 100/109 [06:51<00:37,  0.24it/s, v_num=6e0e]
Epoch 133:  92%|█████████▏| 100/109 [06:51<00:37,  0.24it/s, v_num=6e0e]
Epoch 133:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 133:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 133:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 133:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 133:  94%|█████████▍| 103/109 [07:05<00:24,  0.24it/s, v_num=6e0e]
Epoch 133:  94%|█████████▍| 103/109 [07:05<00:24,  0.24it/s, v_num=6e0e]
Epoch 133:  95%|█████████▌| 104/109 [07:06<00:20,  0.24it/s, v_num=6e0e]
Epoch 133:  95%|█████████▌| 104/109 [07:06<00:20,  0.24it/s, v_num=6e0e]
Epoch 133:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 133:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 133:  97%|█████████▋| 106/109 [07:20<00:12,  0.24it/s, v_num=6e0e]
Epoch 133:  97%|█████████▋| 106/109 [07:20<00:12,  0.24it/s, v_num=6e0e]
Epoch 133:  98%|█████████▊| 107/109 [07:21<00:08,  0.24it/s, v_num=6e0e]
Epoch 133:  98%|█████████▊| 107/109 [07:21<00:08,  0.24it/s, v_num=6e0e]
Epoch 133:  99%|█████████▉| 108/109 [07:22<00:04,  0.24it/s, v_num=6e0e]
Epoch 133:  99%|█████████▉| 108/109 [07:22<00:04,  0.24it/s, v_num=6e0e]
Epoch 133: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]
Epoch 133: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:14,  0.93it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.91it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.93it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 133: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 133: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 133:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 134:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 134:   1%|          | 1/109 [00:17<31:24,  0.06it/s, v_num=6e0e]
Epoch 134:   1%|          | 1/109 [00:17<31:24,  0.06it/s, v_num=6e0e]
Epoch 134:   2%|▏         | 2/109 [00:18<16:15,  0.11it/s, v_num=6e0e]
Epoch 134:   2%|▏         | 2/109 [00:18<16:15,  0.11it/s, v_num=6e0e]
Epoch 134:   3%|▎         | 3/109 [00:19<11:12,  0.16it/s, v_num=6e0e]
Epoch 134:   3%|▎         | 3/109 [00:19<11:12,  0.16it/s, v_num=6e0e]
Epoch 134:   4%|▎         | 4/109 [00:19<08:40,  0.20it/s, v_num=6e0e]
Epoch 134:   4%|▎         | 4/109 [00:19<08:40,  0.20it/s, v_num=6e0e]
Epoch 134:   5%|▍         | 5/109 [00:33<11:33,  0.15it/s, v_num=6e0e]
Epoch 134:   5%|▍         | 5/109 [00:33<11:33,  0.15it/s, v_num=6e0e]
Epoch 134:   6%|▌         | 6/109 [00:34<09:45,  0.18it/s, v_num=6e0e]
Epoch 134:   6%|▌         | 6/109 [00:34<09:45,  0.18it/s, v_num=6e0e]
Epoch 134:   6%|▋         | 7/109 [00:34<08:28,  0.20it/s, v_num=6e0e]
Epoch 134:   6%|▋         | 7/109 [00:34<08:28,  0.20it/s, v_num=6e0e]
Epoch 134:   7%|▋         | 8/109 [00:35<07:30,  0.22it/s, v_num=6e0e]
Epoch 134:   7%|▋         | 8/109 [00:35<07:30,  0.22it/s, v_num=6e0e]
Epoch 134:   8%|▊         | 9/109 [00:46<08:39,  0.19it/s, v_num=6e0e]
Epoch 134:   8%|▊         | 9/109 [00:46<08:39,  0.19it/s, v_num=6e0e]
Epoch 134:   9%|▉         | 10/109 [00:47<07:52,  0.21it/s, v_num=6e0e]
Epoch 134:   9%|▉         | 10/109 [00:47<07:52,  0.21it/s, v_num=6e0e]
Epoch 134:  10%|█         | 11/109 [00:48<07:12,  0.23it/s, v_num=6e0e]
Epoch 134:  10%|█         | 11/109 [00:48<07:12,  0.23it/s, v_num=6e0e]
Epoch 134:  11%|█         | 12/109 [00:49<06:38,  0.24it/s, v_num=6e0e]
Epoch 134:  11%|█         | 12/109 [00:49<06:38,  0.24it/s, v_num=6e0e]
Epoch 134:  12%|█▏        | 13/109 [01:03<07:48,  0.21it/s, v_num=6e0e]
Epoch 134:  12%|█▏        | 13/109 [01:03<07:48,  0.21it/s, v_num=6e0e]
Epoch 134:  13%|█▎        | 14/109 [01:04<07:15,  0.22it/s, v_num=6e0e]
Epoch 134:  13%|█▎        | 14/109 [01:04<07:15,  0.22it/s, v_num=6e0e]
Epoch 134:  14%|█▍        | 15/109 [01:05<06:50,  0.23it/s, v_num=6e0e]
Epoch 134:  14%|█▍        | 15/109 [01:05<06:50,  0.23it/s, v_num=6e0e]
Epoch 134:  15%|█▍        | 16/109 [01:06<06:24,  0.24it/s, v_num=6e0e]
Epoch 134:  15%|█▍        | 16/109 [01:06<06:24,  0.24it/s, v_num=6e0e]
Epoch 134:  16%|█▌        | 17/109 [01:19<07:12,  0.21it/s, v_num=6e0e]
Epoch 134:  16%|█▌        | 17/109 [01:19<07:12,  0.21it/s, v_num=6e0e]
Epoch 134:  17%|█▋        | 18/109 [01:20<06:48,  0.22it/s, v_num=6e0e]
Epoch 134:  17%|█▋        | 18/109 [01:20<06:48,  0.22it/s, v_num=6e0e]
Epoch 134:  17%|█▋        | 19/109 [01:23<06:37,  0.23it/s, v_num=6e0e]
Epoch 134:  17%|█▋        | 19/109 [01:23<06:37,  0.23it/s, v_num=6e0e]
Epoch 134:  18%|█▊        | 20/109 [01:24<06:16,  0.24it/s, v_num=6e0e]
Epoch 134:  18%|█▊        | 20/109 [01:24<06:16,  0.24it/s, v_num=6e0e]
Epoch 134:  19%|█▉        | 21/109 [01:36<06:45,  0.22it/s, v_num=6e0e]
Epoch 134:  19%|█▉        | 21/109 [01:36<06:45,  0.22it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.94it/s]

                                                                        
Epoch 134: 100%|██████████| 109/109 [07:47<00:00,  0.23it/s, v_num=6e0e]
Epoch 134: 100%|██████████| 109/109 [07:47<00:00,  0.23it/s, v_num=6e0e]
Epoch 134:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 135:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 135:   1%|          | 1/109 [00:17<32:17,  0.06it/s, v_num=6e0e]
Epoch 135:   1%|          | 1/109 [00:17<32:17,  0.06it/s, v_num=6e0e]
Epoch 135:   2%|▏         | 2/109 [00:18<16:42,  0.11it/s, v_num=6e0e]
Epoch 135:   2%|▏         | 2/109 [00:18<16:42,  0.11it/s, v_num=6e0e]
Epoch 135:   3%|▎         | 3/109 [00:19<11:30,  0.15it/s, v_num=6e0e]
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Epoch 135:   4%|▎         | 4/109 [00:20<08:53,  0.20it/s, v_num=6e0e]
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Epoch 135:   5%|▍         | 5/109 [00:33<11:45,  0.15it/s, v_num=6e0e]
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Epoch 135:   6%|▌         | 6/109 [00:34<09:54,  0.17it/s, v_num=6e0e]
Epoch 135:   6%|▌         | 6/109 [00:34<09:54,  0.17it/s, v_num=6e0e]
Epoch 135:   6%|▋         | 7/109 [00:35<08:35,  0.20it/s, v_num=6e0e]
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Epoch 135:   7%|▋         | 8/109 [00:36<07:35,  0.22it/s, v_num=6e0e]
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Epoch 135:   8%|▊         | 9/109 [00:50<09:22,  0.18it/s, v_num=6e0e]
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Epoch 135:   9%|▉         | 10/109 [00:51<08:28,  0.19it/s, v_num=6e0e]
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Epoch 135:  10%|█         | 11/109 [00:52<07:43,  0.21it/s, v_num=6e0e]
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Epoch 135:  12%|█▏        | 13/109 [01:06<08:13,  0.19it/s, v_num=6e0e]
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Epoch 135:  13%|█▎        | 14/109 [01:08<07:42,  0.21it/s, v_num=6e0e]
Epoch 135:  13%|█▎        | 14/109 [01:08<07:42,  0.21it/s, v_num=6e0e]
Epoch 135:  14%|█▍        | 15/109 [01:08<07:12,  0.22it/s, v_num=6e0e]
Epoch 135:  14%|█▍        | 15/109 [01:08<07:12,  0.22it/s, v_num=6e0e]
Epoch 135:  15%|█▍        | 16/109 [01:09<06:45,  0.23it/s, v_num=6e0e]
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Epoch 135:  16%|█▌        | 17/109 [01:22<07:27,  0.21it/s, v_num=6e0e]
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Epoch 135:  17%|█▋        | 18/109 [01:25<07:11,  0.21it/s, v_num=6e0e]
Epoch 135:  17%|█▋        | 19/109 [01:26<06:47,  0.22it/s, v_num=6e0e]
Epoch 135:  17%|█▋        | 19/109 [01:26<06:47,  0.22it/s, v_num=6e0e]
Epoch 135:  18%|█▊        | 20/109 [01:26<06:26,  0.23it/s, v_num=6e0e]
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Epoch 135:  19%|█▉        | 21/109 [01:38<06:54,  0.21it/s, v_num=6e0e]
Epoch 135:  19%|█▉        | 21/109 [01:38<06:54,  0.21it/s, v_num=6e0e]
Epoch 135:  20%|██        | 22/109 [01:42<06:46,  0.21it/s, v_num=6e0e]
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Epoch 135:  21%|██        | 23/109 [01:43<06:27,  0.22it/s, v_num=6e0e]
Epoch 135:  21%|██        | 23/109 [01:43<06:27,  0.22it/s, v_num=6e0e]
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Epoch 135:  27%|██▋       | 29/109 [02:11<06:03,  0.22it/s, v_num=6e0e]
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Epoch 135:  28%|██▊       | 30/109 [02:12<05:49,  0.23it/s, v_num=6e0e]
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Epoch 135:  28%|██▊       | 31/109 [02:15<05:39,  0.23it/s, v_num=6e0e]
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Epoch 135:  29%|██▉       | 32/109 [02:15<05:26,  0.24it/s, v_num=6e0e]
Epoch 135:  29%|██▉       | 32/109 [02:15<05:26,  0.24it/s, v_num=6e0e]
Epoch 135:  30%|███       | 33/109 [02:29<05:44,  0.22it/s, v_num=6e0e]
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Epoch 135:  31%|███       | 34/109 [02:30<05:31,  0.23it/s, v_num=6e0e]
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Epoch 135:  42%|████▏     | 46/109 [03:19<04:33,  0.23it/s, v_num=6e0e]
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Epoch 135:  77%|███████▋  | 84/109 [05:53<01:45,  0.24it/s, v_num=6e0e]
Epoch 135:  78%|███████▊  | 85/109 [06:03<01:42,  0.23it/s, v_num=6e0e]
Epoch 135:  78%|███████▊  | 85/109 [06:03<01:42,  0.23it/s, v_num=6e0e]
Epoch 135:  79%|███████▉  | 86/109 [06:05<01:37,  0.24it/s, v_num=6e0e]
Epoch 135:  79%|███████▉  | 86/109 [06:05<01:37,  0.24it/s, v_num=6e0e]
Epoch 135:  80%|███████▉  | 87/109 [06:10<01:33,  0.23it/s, v_num=6e0e]
Epoch 135:  80%|███████▉  | 87/109 [06:10<01:33,  0.23it/s, v_num=6e0e]
Epoch 135:  81%|████████  | 88/109 [06:11<01:28,  0.24it/s, v_num=6e0e]
Epoch 135:  81%|████████  | 88/109 [06:11<01:28,  0.24it/s, v_num=6e0e]
Epoch 135:  82%|████████▏ | 89/109 [06:18<01:25,  0.23it/s, v_num=6e0e]
Epoch 135:  82%|████████▏ | 89/109 [06:18<01:25,  0.23it/s, v_num=6e0e]
Epoch 135:  83%|████████▎ | 90/109 [06:22<01:20,  0.24it/s, v_num=6e0e]
Epoch 135:  83%|████████▎ | 90/109 [06:22<01:20,  0.24it/s, v_num=6e0e]
Epoch 135:  83%|████████▎ | 91/109 [06:24<01:16,  0.24it/s, v_num=6e0e]
Epoch 135:  83%|████████▎ | 91/109 [06:24<01:16,  0.24it/s, v_num=6e0e]
Epoch 135:  84%|████████▍ | 92/109 [06:25<01:11,  0.24it/s, v_num=6e0e]
Epoch 135:  84%|████████▍ | 92/109 [06:25<01:11,  0.24it/s, v_num=6e0e]
Epoch 135:  85%|████████▌ | 93/109 [06:34<01:07,  0.24it/s, v_num=6e0e]
Epoch 135:  85%|████████▌ | 93/109 [06:34<01:07,  0.24it/s, v_num=6e0e]
Epoch 135:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
Epoch 135:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
Epoch 135:  87%|████████▋ | 95/109 [06:39<00:58,  0.24it/s, v_num=6e0e]
Epoch 135:  87%|████████▋ | 95/109 [06:39<00:58,  0.24it/s, v_num=6e0e]
Epoch 135:  88%|████████▊ | 96/109 [06:41<00:54,  0.24it/s, v_num=6e0e]
Epoch 135:  88%|████████▊ | 96/109 [06:41<00:54,  0.24it/s, v_num=6e0e]
Epoch 135:  89%|████████▉ | 97/109 [06:49<00:50,  0.24it/s, v_num=6e0e]
Epoch 135:  89%|████████▉ | 97/109 [06:49<00:50,  0.24it/s, v_num=6e0e]
Epoch 135:  90%|████████▉ | 98/109 [06:55<00:46,  0.24it/s, v_num=6e0e]
Epoch 135:  90%|████████▉ | 98/109 [06:55<00:46,  0.24it/s, v_num=6e0e]
Epoch 135:  91%|█████████ | 99/109 [06:56<00:42,  0.24it/s, v_num=6e0e]
Epoch 135:  91%|█████████ | 99/109 [06:56<00:42,  0.24it/s, v_num=6e0e]
Epoch 135:  92%|█████████▏| 100/109 [06:57<00:37,  0.24it/s, v_num=6e0e]
Epoch 135:  92%|█████████▏| 100/109 [06:57<00:37,  0.24it/s, v_num=6e0e]
Epoch 135:  93%|█████████▎| 101/109 [07:04<00:33,  0.24it/s, v_num=6e0e]
Epoch 135:  93%|█████████▎| 101/109 [07:04<00:33,  0.24it/s, v_num=6e0e]
Epoch 135:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 135:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 135:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 135:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 135:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 135:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 135:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 135:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 135:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 135:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 135:  98%|█████████▊| 107/109 [07:29<00:08,  0.24it/s, v_num=6e0e]
Epoch 135:  98%|█████████▊| 107/109 [07:29<00:08,  0.24it/s, v_num=6e0e]
Epoch 135:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 135:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 135: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]
Epoch 135: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.85it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.93it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.94it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.94it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 135: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 135: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 135:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 136:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 136:   1%|          | 1/109 [00:17<30:52,  0.06it/s, v_num=6e0e]
Epoch 136:   1%|          | 1/109 [00:17<30:52,  0.06it/s, v_num=6e0e]
Epoch 136:   2%|▏         | 2/109 [00:17<15:56,  0.11it/s, v_num=6e0e]
Epoch 136:   2%|▏         | 2/109 [00:17<15:56,  0.11it/s, v_num=6e0e]
Epoch 136:   3%|▎         | 3/109 [00:18<10:58,  0.16it/s, v_num=6e0e]
Epoch 136:   3%|▎         | 3/109 [00:18<10:58,  0.16it/s, v_num=6e0e]
Epoch 136:   4%|▎         | 4/109 [00:19<08:28,  0.21it/s, v_num=6e0e]
Epoch 136:   4%|▎         | 4/109 [00:19<08:28,  0.21it/s, v_num=6e0e]
Epoch 136:   5%|▍         | 5/109 [00:32<11:26,  0.15it/s, v_num=6e0e]
Epoch 136:   5%|▍         | 5/109 [00:32<11:26,  0.15it/s, v_num=6e0e]
Epoch 136:   6%|▌         | 6/109 [00:33<09:40,  0.18it/s, v_num=6e0e]
Epoch 136:   6%|▌         | 6/109 [00:33<09:40,  0.18it/s, v_num=6e0e]
Epoch 136:   6%|▋         | 7/109 [00:34<08:23,  0.20it/s, v_num=6e0e]
Epoch 136:   6%|▋         | 7/109 [00:34<08:23,  0.20it/s, v_num=6e0e]
Epoch 136:   7%|▋         | 8/109 [00:35<07:25,  0.23it/s, v_num=6e0e]
Epoch 136:   7%|▋         | 8/109 [00:35<07:25,  0.23it/s, v_num=6e0e]
Epoch 136:   8%|▊         | 9/109 [00:51<09:35,  0.17it/s, v_num=6e0e]
Epoch 136:   8%|▊         | 9/109 [00:51<09:35,  0.17it/s, v_num=6e0e]
Epoch 136:   9%|▉         | 10/109 [00:52<08:41,  0.19it/s, v_num=6e0e]
Epoch 136:   9%|▉         | 10/109 [00:52<08:41,  0.19it/s, v_num=6e0e]
Epoch 136:  10%|█         | 11/109 [00:53<07:56,  0.21it/s, v_num=6e0e]
Epoch 136:  10%|█         | 11/109 [00:53<07:56,  0.21it/s, v_num=6e0e]
Epoch 136:  11%|█         | 12/109 [00:54<07:18,  0.22it/s, v_num=6e0e]
Epoch 136:  11%|█         | 12/109 [00:54<07:18,  0.22it/s, v_num=6e0e]
Epoch 136:  12%|█▏        | 13/109 [01:08<08:24,  0.19it/s, v_num=6e0e]
Epoch 136:  12%|█▏        | 13/109 [01:08<08:24,  0.19it/s, v_num=6e0e]
Epoch 136:  13%|█▎        | 14/109 [01:09<07:48,  0.20it/s, v_num=6e0e]
Epoch 136:  13%|█▎        | 14/109 [01:09<07:48,  0.20it/s, v_num=6e0e]
Epoch 136:  14%|█▍        | 15/109 [01:09<07:18,  0.21it/s, v_num=6e0e]
Epoch 136:  14%|█▍        | 15/109 [01:09<07:18,  0.21it/s, v_num=6e0e]
Epoch 136:  15%|█▍        | 16/109 [01:10<06:50,  0.23it/s, v_num=6e0e]
Epoch 136:  15%|█▍        | 16/109 [01:10<06:50,  0.23it/s, v_num=6e0e]
Epoch 136:  16%|█▌        | 17/109 [01:24<07:36,  0.20it/s, v_num=6e0e]
Epoch 136:  16%|█▌        | 17/109 [01:24<07:36,  0.20it/s, v_num=6e0e]
Epoch 136:  17%|█▋        | 18/109 [01:25<07:10,  0.21it/s, v_num=6e0e]
Epoch 136:  17%|█▋        | 18/109 [01:25<07:10,  0.21it/s, v_num=6e0e]
Epoch 136:  17%|█▋        | 19/109 [01:26<06:47,  0.22it/s, v_num=6e0e]
Epoch 136:  17%|█▋        | 19/109 [01:26<06:47,  0.22it/s, v_num=6e0e]
Epoch 136:  18%|█▊        | 20/109 [01:26<06:26,  0.23it/s, v_num=6e0e]
Epoch 136:  18%|█▊        | 20/109 [01:26<06:26,  0.23it/s, v_num=6e0e]
Epoch 136:  19%|█▉        | 21/109 [01:41<07:04,  0.21it/s, v_num=6e0e]
Epoch 136:  19%|█▉        | 21/109 [01:41<07:04,  0.21it/s, v_num=6e0e]
Epoch 136:  20%|██        | 22/109 [01:42<06:43,  0.22it/s, v_num=6e0e]
Epoch 136:  20%|██        | 22/109 [01:42<06:43,  0.22it/s, v_num=6e0e]
Epoch 136:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
Epoch 136:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
Epoch 136:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 136:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 136:  23%|██▎       | 25/109 [01:59<06:40,  0.21it/s, v_num=6e0e]
Epoch 136:  23%|██▎       | 25/109 [01:59<06:40,  0.21it/s, v_num=6e0e]
Epoch 136:  24%|██▍       | 26/109 [02:00<06:23,  0.22it/s, v_num=6e0e]
Epoch 136:  24%|██▍       | 26/109 [02:00<06:23,  0.22it/s, v_num=6e0e]
Epoch 136:  25%|██▍       | 27/109 [02:00<06:07,  0.22it/s, v_num=6e0e]
Epoch 136:  25%|██▍       | 27/109 [02:00<06:07,  0.22it/s, v_num=6e0e]
Epoch 136:  26%|██▌       | 28/109 [02:01<05:51,  0.23it/s, v_num=6e0e]
Epoch 136:  26%|██▌       | 28/109 [02:01<05:51,  0.23it/s, v_num=6e0e]
Epoch 136:  27%|██▋       | 29/109 [02:15<06:13,  0.21it/s, v_num=6e0e]
Epoch 136:  27%|██▋       | 29/109 [02:15<06:13,  0.21it/s, v_num=6e0e]
Epoch 136:  28%|██▊       | 30/109 [02:16<05:59,  0.22it/s, v_num=6e0e]
Epoch 136:  28%|██▊       | 30/109 [02:16<05:59,  0.22it/s, v_num=6e0e]
Epoch 136:  28%|██▊       | 31/109 [02:17<05:45,  0.23it/s, v_num=6e0e]
Epoch 136:  28%|██▊       | 31/109 [02:17<05:45,  0.23it/s, v_num=6e0e]
Epoch 136:  29%|██▉       | 32/109 [02:18<05:32,  0.23it/s, v_num=6e0e]
Epoch 136:  29%|██▉       | 32/109 [02:18<05:32,  0.23it/s, v_num=6e0e]
Epoch 136:  30%|███       | 33/109 [02:32<05:50,  0.22it/s, v_num=6e0e]
Epoch 136:  30%|███       | 33/109 [02:32<05:50,  0.22it/s, v_num=6e0e]
Epoch 136:  31%|███       | 34/109 [02:33<05:37,  0.22it/s, v_num=6e0e]
Epoch 136:  31%|███       | 34/109 [02:33<05:37,  0.22it/s, v_num=6e0e]
Epoch 136:  32%|███▏      | 35/109 [02:33<05:25,  0.23it/s, v_num=6e0e]
Epoch 136:  32%|███▏      | 35/109 [02:33<05:25,  0.23it/s, v_num=6e0e]
Epoch 136:  33%|███▎      | 36/109 [02:34<05:13,  0.23it/s, v_num=6e0e]
Epoch 136:  33%|███▎      | 36/109 [02:34<05:13,  0.23it/s, v_num=6e0e]
Epoch 136:  34%|███▍      | 37/109 [02:47<05:26,  0.22it/s, v_num=6e0e]
Epoch 136:  34%|███▍      | 37/109 [02:47<05:26,  0.22it/s, v_num=6e0e]
Epoch 136:  35%|███▍      | 38/109 [02:48<05:15,  0.23it/s, v_num=6e0e]
Epoch 136:  35%|███▍      | 38/109 [02:48<05:15,  0.23it/s, v_num=6e0e]
Epoch 136:  36%|███▌      | 39/109 [02:49<05:04,  0.23it/s, v_num=6e0e]
Epoch 136:  36%|███▌      | 39/109 [02:49<05:04,  0.23it/s, v_num=6e0e]
Epoch 136:  37%|███▋      | 40/109 [02:50<04:53,  0.23it/s, v_num=6e0e]
Epoch 136:  37%|███▋      | 40/109 [02:50<04:53,  0.23it/s, v_num=6e0e]
Epoch 136:  38%|███▊      | 41/109 [03:04<05:06,  0.22it/s, v_num=6e0e]
Epoch 136:  38%|███▊      | 41/109 [03:04<05:06,  0.22it/s, v_num=6e0e]
Epoch 136:  39%|███▊      | 42/109 [03:05<04:55,  0.23it/s, v_num=6e0e]
Epoch 136:  39%|███▊      | 42/109 [03:05<04:55,  0.23it/s, v_num=6e0e]
Epoch 136:  39%|███▉      | 43/109 [03:06<04:46,  0.23it/s, v_num=6e0e]
Epoch 136:  39%|███▉      | 43/109 [03:06<04:46,  0.23it/s, v_num=6e0e]
Epoch 136:  40%|████      | 44/109 [03:07<04:36,  0.24it/s, v_num=6e0e]
Epoch 136:  40%|████      | 44/109 [03:07<04:36,  0.24it/s, v_num=6e0e]
Epoch 136:  41%|████▏     | 45/109 [03:20<04:45,  0.22it/s, v_num=6e0e]
Epoch 136:  41%|████▏     | 45/109 [03:20<04:45,  0.22it/s, v_num=6e0e]
Epoch 136:  42%|████▏     | 46/109 [03:21<04:36,  0.23it/s, v_num=6e0e]
Epoch 136:  42%|████▏     | 46/109 [03:21<04:36,  0.23it/s, v_num=6e0e]
Epoch 136:  43%|████▎     | 47/109 [03:22<04:27,  0.23it/s, v_num=6e0e]
Epoch 136:  43%|████▎     | 47/109 [03:22<04:27,  0.23it/s, v_num=6e0e]
Epoch 136:  44%|████▍     | 48/109 [03:23<04:18,  0.24it/s, v_num=6e0e]
Epoch 136:  44%|████▍     | 48/109 [03:23<04:18,  0.24it/s, v_num=6e0e]
Epoch 136:  45%|████▍     | 49/109 [03:37<04:26,  0.23it/s, v_num=6e0e]
Epoch 136:  45%|████▍     | 49/109 [03:37<04:26,  0.23it/s, v_num=6e0e]
Epoch 136:  46%|████▌     | 50/109 [03:39<04:18,  0.23it/s, v_num=6e0e]
Epoch 136:  46%|████▌     | 50/109 [03:39<04:18,  0.23it/s, v_num=6e0e]
Epoch 136:  47%|████▋     | 51/109 [03:39<04:10,  0.23it/s, v_num=6e0e]
Epoch 136:  47%|████▋     | 51/109 [03:39<04:10,  0.23it/s, v_num=6e0e]
Epoch 136:  48%|████▊     | 52/109 [03:40<04:01,  0.24it/s, v_num=6e0e]
Epoch 136:  48%|████▊     | 52/109 [03:40<04:01,  0.24it/s, v_num=6e0e]
Epoch 136:  49%|████▊     | 53/109 [03:53<04:06,  0.23it/s, v_num=6e0e]
Epoch 136:  49%|████▊     | 53/109 [03:53<04:06,  0.23it/s, v_num=6e0e]
Epoch 136:  50%|████▉     | 54/109 [03:55<03:59,  0.23it/s, v_num=6e0e]
Epoch 136:  50%|████▉     | 54/109 [03:55<03:59,  0.23it/s, v_num=6e0e]
Epoch 136:  50%|█████     | 55/109 [03:56<03:51,  0.23it/s, v_num=6e0e]
Epoch 136:  50%|█████     | 55/109 [03:56<03:51,  0.23it/s, v_num=6e0e]
Epoch 136:  51%|█████▏    | 56/109 [03:56<03:44,  0.24it/s, v_num=6e0e]
Epoch 136:  51%|█████▏    | 56/109 [03:56<03:44,  0.24it/s, v_num=6e0e]
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Epoch 136:  52%|█████▏    | 57/109 [04:10<03:48,  0.23it/s, v_num=6e0e]
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Epoch 136:  62%|██████▏   | 68/109 [04:47<02:53,  0.24it/s, v_num=6e0e]
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Epoch 136:  79%|███████▉  | 86/109 [06:02<01:36,  0.24it/s, v_num=6e0e]
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Epoch 136:  80%|███████▉  | 87/109 [06:05<01:32,  0.24it/s, v_num=6e0e]
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Epoch 136:  81%|████████  | 88/109 [06:06<01:27,  0.24it/s, v_num=6e0e]
Epoch 136:  81%|████████  | 88/109 [06:06<01:27,  0.24it/s, v_num=6e0e]
Epoch 136:  82%|████████▏ | 89/109 [06:16<01:24,  0.24it/s, v_num=6e0e]
Epoch 136:  82%|████████▏ | 89/109 [06:16<01:24,  0.24it/s, v_num=6e0e]
Epoch 136:  83%|████████▎ | 90/109 [06:17<01:19,  0.24it/s, v_num=6e0e]
Epoch 136:  83%|████████▎ | 90/109 [06:17<01:19,  0.24it/s, v_num=6e0e]
Epoch 136:  83%|████████▎ | 91/109 [06:20<01:15,  0.24it/s, v_num=6e0e]
Epoch 136:  83%|████████▎ | 91/109 [06:20<01:15,  0.24it/s, v_num=6e0e]
Epoch 136:  84%|████████▍ | 92/109 [06:21<01:10,  0.24it/s, v_num=6e0e]
Epoch 136:  84%|████████▍ | 92/109 [06:21<01:10,  0.24it/s, v_num=6e0e]
Epoch 136:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 136:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 136:  86%|████████▌ | 94/109 [06:34<01:02,  0.24it/s, v_num=6e0e]
Epoch 136:  86%|████████▌ | 94/109 [06:34<01:02,  0.24it/s, v_num=6e0e]
Epoch 136:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 136:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 136:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 136:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 136:  89%|████████▉ | 97/109 [06:49<00:50,  0.24it/s, v_num=6e0e]
Epoch 136:  89%|████████▉ | 97/109 [06:49<00:50,  0.24it/s, v_num=6e0e]
Epoch 136:  90%|████████▉ | 98/109 [06:49<00:45,  0.24it/s, v_num=6e0e]
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Epoch 136:  91%|█████████ | 99/109 [06:56<00:42,  0.24it/s, v_num=6e0e]
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Epoch 136:  92%|█████████▏| 100/109 [06:57<00:37,  0.24it/s, v_num=6e0e]
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Epoch 136:  93%|█████████▎| 101/109 [07:05<00:33,  0.24it/s, v_num=6e0e]
Epoch 136:  93%|█████████▎| 101/109 [07:05<00:33,  0.24it/s, v_num=6e0e]
Epoch 136:  94%|█████████▎| 102/109 [07:05<00:29,  0.24it/s, v_num=6e0e]
Epoch 136:  94%|█████████▎| 102/109 [07:05<00:29,  0.24it/s, v_num=6e0e]
Epoch 136:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 136:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 136:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
Epoch 136:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
Epoch 136:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 136:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 136:  97%|█████████▋| 106/109 [07:24<00:12,  0.24it/s, v_num=6e0e]
Epoch 136:  97%|█████████▋| 106/109 [07:24<00:12,  0.24it/s, v_num=6e0e]
Epoch 136:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 136:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 136:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 136:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 136: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]
Epoch 136: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.89it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.93it/s]

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Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 136: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 136: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 136:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 137:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 137:   1%|          | 1/109 [00:16<29:06,  0.06it/s, v_num=6e0e]
Epoch 137:   2%|▏         | 2/109 [00:18<16:26,  0.11it/s, v_num=6e0e]
Epoch 137:   2%|▏         | 2/109 [00:18<16:26,  0.11it/s, v_num=6e0e]
Epoch 137:   3%|▎         | 3/109 [00:19<11:17,  0.16it/s, v_num=6e0e]
Epoch 137:   3%|▎         | 3/109 [00:19<11:17,  0.16it/s, v_num=6e0e]
Epoch 137:   4%|▎         | 4/109 [00:19<08:42,  0.20it/s, v_num=6e0e]
Epoch 137:   4%|▎         | 4/109 [00:19<08:42,  0.20it/s, v_num=6e0e]
Epoch 137:   5%|▍         | 5/109 [00:32<11:06,  0.16it/s, v_num=6e0e]
Epoch 137:   5%|▍         | 5/109 [00:32<11:06,  0.16it/s, v_num=6e0e]
Epoch 137:   6%|▌         | 6/109 [00:33<09:31,  0.18it/s, v_num=6e0e]
Epoch 137:   6%|▌         | 6/109 [00:33<09:31,  0.18it/s, v_num=6e0e]
Epoch 137:   6%|▋         | 7/109 [00:35<08:41,  0.20it/s, v_num=6e0e]
Epoch 137:   6%|▋         | 7/109 [00:35<08:41,  0.20it/s, v_num=6e0e]
Epoch 137:   7%|▋         | 8/109 [00:36<07:40,  0.22it/s, v_num=6e0e]
Epoch 137:   7%|▋         | 8/109 [00:36<07:40,  0.22it/s, v_num=6e0e]
Epoch 137:   8%|▊         | 9/109 [00:48<08:59,  0.19it/s, v_num=6e0e]
Epoch 137:   8%|▊         | 9/109 [00:48<08:59,  0.19it/s, v_num=6e0e]
Epoch 137:   9%|▉         | 10/109 [00:49<08:08,  0.20it/s, v_num=6e0e]
Epoch 137:   9%|▉         | 10/109 [00:49<08:08,  0.20it/s, v_num=6e0e]
Epoch 137:  10%|█         | 11/109 [00:51<07:37,  0.21it/s, v_num=6e0e]
Epoch 137:  10%|█         | 11/109 [00:51<07:37,  0.21it/s, v_num=6e0e]
Epoch 137:  11%|█         | 12/109 [00:52<07:00,  0.23it/s, v_num=6e0e]
Epoch 137:  11%|█         | 12/109 [00:52<07:00,  0.23it/s, v_num=6e0e]
Epoch 137:  12%|█▏        | 13/109 [01:05<08:00,  0.20it/s, v_num=6e0e]
Epoch 137:  12%|█▏        | 13/109 [01:05<08:00,  0.20it/s, v_num=6e0e]
Epoch 137:  13%|█▎        | 14/109 [01:05<07:26,  0.21it/s, v_num=6e0e]
Epoch 137:  13%|█▎        | 14/109 [01:05<07:26,  0.21it/s, v_num=6e0e]
Epoch 137:  14%|█▍        | 15/109 [01:08<07:07,  0.22it/s, v_num=6e0e]
Epoch 137:  14%|█▍        | 15/109 [01:08<07:07,  0.22it/s, v_num=6e0e]
Epoch 137:  15%|█▍        | 16/109 [01:08<06:40,  0.23it/s, v_num=6e0e]
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Epoch 137:  16%|█▌        | 17/109 [01:19<07:12,  0.21it/s, v_num=6e0e]
Epoch 137:  16%|█▌        | 17/109 [01:19<07:12,  0.21it/s, v_num=6e0e]
Epoch 137:  17%|█▋        | 18/109 [01:20<06:48,  0.22it/s, v_num=6e0e]
Epoch 137:  17%|█▋        | 18/109 [01:20<06:48,  0.22it/s, v_num=6e0e]
Epoch 137:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 137:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 137:  18%|█▊        | 20/109 [01:25<06:22,  0.23it/s, v_num=6e0e]
Epoch 137:  18%|█▊        | 20/109 [01:25<06:22,  0.23it/s, v_num=6e0e]
Epoch 137:  19%|█▉        | 21/109 [01:36<06:46,  0.22it/s, v_num=6e0e]
Epoch 137:  19%|█▉        | 21/109 [01:36<06:46,  0.22it/s, v_num=6e0e]
Epoch 137:  20%|██        | 22/109 [01:37<06:26,  0.23it/s, v_num=6e0e]
Epoch 137:  20%|██        | 22/109 [01:37<06:26,  0.23it/s, v_num=6e0e]
Epoch 137:  21%|██        | 23/109 [01:42<06:25,  0.22it/s, v_num=6e0e]
Epoch 137:  21%|██        | 23/109 [01:42<06:25,  0.22it/s, v_num=6e0e]
Epoch 137:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 137:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 137:  23%|██▎       | 25/109 [01:52<06:16,  0.22it/s, v_num=6e0e]
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Epoch 137:  25%|██▍       | 27/109 [02:00<06:05,  0.22it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Epoch 137: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
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Epoch 138:  83%|████████▎ | 90/109 [06:29<01:22,  0.23it/s, v_num=6e0e]
Epoch 138:  83%|████████▎ | 91/109 [06:30<01:17,  0.23it/s, v_num=6e0e]
Epoch 138:  83%|████████▎ | 91/109 [06:30<01:17,  0.23it/s, v_num=6e0e]
Epoch 138:  84%|████████▍ | 92/109 [06:31<01:12,  0.24it/s, v_num=6e0e]
Epoch 138:  84%|████████▍ | 92/109 [06:31<01:12,  0.24it/s, v_num=6e0e]
Epoch 138:  85%|████████▌ | 93/109 [06:49<01:10,  0.23it/s, v_num=6e0e]
Epoch 138:  85%|████████▌ | 93/109 [06:49<01:10,  0.23it/s, v_num=6e0e]
Epoch 138:  86%|████████▌ | 94/109 [06:49<01:05,  0.23it/s, v_num=6e0e]
Epoch 138:  86%|████████▌ | 94/109 [06:49<01:05,  0.23it/s, v_num=6e0e]
Epoch 138:  87%|████████▋ | 95/109 [06:50<01:00,  0.23it/s, v_num=6e0e]
Epoch 138:  87%|████████▋ | 95/109 [06:50<01:00,  0.23it/s, v_num=6e0e]
Epoch 138:  88%|████████▊ | 96/109 [06:51<00:55,  0.23it/s, v_num=6e0e]
Epoch 138:  88%|████████▊ | 96/109 [06:51<00:55,  0.23it/s, v_num=6e0e]
Epoch 138:  89%|████████▉ | 97/109 [07:05<00:52,  0.23it/s, v_num=6e0e]
Epoch 138:  89%|████████▉ | 97/109 [07:05<00:52,  0.23it/s, v_num=6e0e]
Epoch 138:  90%|████████▉ | 98/109 [07:06<00:47,  0.23it/s, v_num=6e0e]
Epoch 138:  90%|████████▉ | 98/109 [07:06<00:47,  0.23it/s, v_num=6e0e]
Epoch 138:  91%|█████████ | 99/109 [07:07<00:43,  0.23it/s, v_num=6e0e]
Epoch 138:  91%|█████████ | 99/109 [07:07<00:43,  0.23it/s, v_num=6e0e]
Epoch 138:  92%|█████████▏| 100/109 [07:07<00:38,  0.23it/s, v_num=6e0e]
Epoch 138:  92%|█████████▏| 100/109 [07:08<00:38,  0.23it/s, v_num=6e0e]
Epoch 138:  93%|█████████▎| 101/109 [07:21<00:34,  0.23it/s, v_num=6e0e]
Epoch 138:  93%|█████████▎| 101/109 [07:21<00:34,  0.23it/s, v_num=6e0e]
Epoch 138:  94%|█████████▎| 102/109 [07:22<00:30,  0.23it/s, v_num=6e0e]
Epoch 138:  94%|█████████▎| 102/109 [07:22<00:30,  0.23it/s, v_num=6e0e]
Epoch 138:  94%|█████████▍| 103/109 [07:23<00:25,  0.23it/s, v_num=6e0e]
Epoch 138:  94%|█████████▍| 103/109 [07:23<00:25,  0.23it/s, v_num=6e0e]
Epoch 138:  95%|█████████▌| 104/109 [07:23<00:21,  0.23it/s, v_num=6e0e]
Epoch 138:  95%|█████████▌| 104/109 [07:23<00:21,  0.23it/s, v_num=6e0e]
Epoch 138:  96%|█████████▋| 105/109 [07:36<00:17,  0.23it/s, v_num=6e0e]
Epoch 138:  96%|█████████▋| 105/109 [07:36<00:17,  0.23it/s, v_num=6e0e]
Epoch 138:  97%|█████████▋| 106/109 [07:37<00:12,  0.23it/s, v_num=6e0e]
Epoch 138:  97%|█████████▋| 106/109 [07:37<00:12,  0.23it/s, v_num=6e0e]
Epoch 138:  98%|█████████▊| 107/109 [07:38<00:08,  0.23it/s, v_num=6e0e]
Epoch 138:  98%|█████████▊| 107/109 [07:38<00:08,  0.23it/s, v_num=6e0e]
Epoch 138:  99%|█████████▉| 108/109 [07:39<00:04,  0.24it/s, v_num=6e0e]
Epoch 138:  99%|█████████▉| 108/109 [07:39<00:04,  0.24it/s, v_num=6e0e]
Epoch 138: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 138: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.14it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.06it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:02<00:10,  1.03it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.98it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.95it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.94it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 138: 100%|██████████| 109/109 [08:11<00:00,  0.22it/s, v_num=6e0e]
Epoch 138: 100%|██████████| 109/109 [08:11<00:00,  0.22it/s, v_num=6e0e]
Epoch 138:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 139:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 139:   1%|          | 1/109 [00:17<31:06,  0.06it/s, v_num=6e0e]
Epoch 139:   1%|          | 1/109 [00:17<31:06,  0.06it/s, v_num=6e0e]
Epoch 139:   2%|▏         | 2/109 [00:18<16:07,  0.11it/s, v_num=6e0e]
Epoch 139:   2%|▏         | 2/109 [00:18<16:07,  0.11it/s, v_num=6e0e]
Epoch 139:   3%|▎         | 3/109 [00:18<11:06,  0.16it/s, v_num=6e0e]
Epoch 139:   3%|▎         | 3/109 [00:18<11:06,  0.16it/s, v_num=6e0e]
Epoch 139:   4%|▎         | 4/109 [00:19<08:36,  0.20it/s, v_num=6e0e]
Epoch 139:   4%|▎         | 4/109 [00:19<08:36,  0.20it/s, v_num=6e0e]
Epoch 139:   5%|▍         | 5/109 [00:33<11:36,  0.15it/s, v_num=6e0e]
Epoch 139:   5%|▍         | 5/109 [00:33<11:36,  0.15it/s, v_num=6e0e]
Epoch 139:   6%|▌         | 6/109 [00:34<09:48,  0.18it/s, v_num=6e0e]
Epoch 139:   6%|▌         | 6/109 [00:34<09:48,  0.18it/s, v_num=6e0e]
Epoch 139:   6%|▋         | 7/109 [00:35<08:31,  0.20it/s, v_num=6e0e]
Epoch 139:   6%|▋         | 7/109 [00:35<08:31,  0.20it/s, v_num=6e0e]
Epoch 139:   7%|▋         | 8/109 [00:35<07:32,  0.22it/s, v_num=6e0e]
Epoch 139:   7%|▋         | 8/109 [00:35<07:32,  0.22it/s, v_num=6e0e]
Epoch 139:   8%|▊         | 9/109 [00:47<08:42,  0.19it/s, v_num=6e0e]
Epoch 139:   8%|▊         | 9/109 [00:47<08:42,  0.19it/s, v_num=6e0e]
Epoch 139:   9%|▉         | 10/109 [00:49<08:11,  0.20it/s, v_num=6e0e]
Epoch 139:   9%|▉         | 10/109 [00:49<08:11,  0.20it/s, v_num=6e0e]
Epoch 139:  10%|█         | 11/109 [00:52<07:47,  0.21it/s, v_num=6e0e]
Epoch 139:  10%|█         | 11/109 [00:52<07:47,  0.21it/s, v_num=6e0e]
Epoch 139:  11%|█         | 12/109 [00:53<07:10,  0.23it/s, v_num=6e0e]
Epoch 139:  11%|█         | 12/109 [00:53<07:10,  0.23it/s, v_num=6e0e]
Epoch 139:  12%|█▏        | 13/109 [01:02<07:38,  0.21it/s, v_num=6e0e]
Epoch 139:  12%|█▏        | 13/109 [01:02<07:38,  0.21it/s, v_num=6e0e]
Epoch 139:  13%|█▎        | 14/109 [01:07<07:35,  0.21it/s, v_num=6e0e]
Epoch 139:  13%|█▎        | 14/109 [01:07<07:35,  0.21it/s, v_num=6e0e]
Epoch 139:  14%|█▍        | 15/109 [01:08<07:10,  0.22it/s, v_num=6e0e]
Epoch 139:  14%|█▍        | 15/109 [01:08<07:10,  0.22it/s, v_num=6e0e]
Epoch 139:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 139:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 139:  16%|█▌        | 17/109 [01:18<07:02,  0.22it/s, v_num=6e0e]
Epoch 139:  16%|█▌        | 17/109 [01:18<07:02,  0.22it/s, v_num=6e0e]
Epoch 139:  17%|█▋        | 18/109 [01:23<07:02,  0.22it/s, v_num=6e0e]
Epoch 139:  17%|█▋        | 18/109 [01:23<07:02,  0.22it/s, v_num=6e0e]
Epoch 139:  17%|█▋        | 19/109 [01:26<06:51,  0.22it/s, v_num=6e0e]
Epoch 139:  17%|█▋        | 19/109 [01:26<06:51,  0.22it/s, v_num=6e0e]
Epoch 139:  18%|█▊        | 20/109 [01:27<06:29,  0.23it/s, v_num=6e0e]
Epoch 139:  18%|█▊        | 20/109 [01:27<06:29,  0.23it/s, v_num=6e0e]
Epoch 139:  19%|█▉        | 21/109 [01:33<06:31,  0.22it/s, v_num=6e0e]
Epoch 139:  19%|█▉        | 21/109 [01:33<06:31,  0.22it/s, v_num=6e0e]
Epoch 139:  20%|██        | 22/109 [01:39<06:34,  0.22it/s, v_num=6e0e]
Epoch 139:  20%|██        | 22/109 [01:39<06:34,  0.22it/s, v_num=6e0e]
Epoch 139:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
Epoch 139:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
Epoch 139:  22%|██▏       | 24/109 [01:43<06:06,  0.23it/s, v_num=6e0e]
Epoch 139:  22%|██▏       | 24/109 [01:43<06:06,  0.23it/s, v_num=6e0e]
Epoch 139:  23%|██▎       | 25/109 [01:49<06:07,  0.23it/s, v_num=6e0e]
Epoch 139:  23%|██▎       | 25/109 [01:49<06:07,  0.23it/s, v_num=6e0e]
Epoch 139:  24%|██▍       | 26/109 [01:57<06:15,  0.22it/s, v_num=6e0e]
Epoch 139:  24%|██▍       | 26/109 [01:57<06:15,  0.22it/s, v_num=6e0e]
Epoch 139:  25%|██▍       | 27/109 [02:03<06:14,  0.22it/s, v_num=6e0e]
Epoch 139:  25%|██▍       | 27/109 [02:03<06:14,  0.22it/s, v_num=6e0e]
Epoch 139:  26%|██▌       | 28/109 [02:04<05:58,  0.23it/s, v_num=6e0e]
Epoch 139:  26%|██▌       | 28/109 [02:04<05:58,  0.23it/s, v_num=6e0e]
Epoch 139:  27%|██▋       | 29/109 [02:05<05:46,  0.23it/s, v_num=6e0e]
Epoch 139:  27%|██▋       | 29/109 [02:05<05:46,  0.23it/s, v_num=6e0e]
Epoch 139:  28%|██▊       | 30/109 [02:14<05:54,  0.22it/s, v_num=6e0e]
Epoch 139:  28%|██▊       | 30/109 [02:14<05:54,  0.22it/s, v_num=6e0e]
Epoch 139:  28%|██▊       | 31/109 [02:18<05:48,  0.22it/s, v_num=6e0e]
Epoch 139:  28%|██▊       | 31/109 [02:18<05:48,  0.22it/s, v_num=6e0e]
Epoch 139:  29%|██▉       | 32/109 [02:19<05:35,  0.23it/s, v_num=6e0e]
Epoch 139:  29%|██▉       | 32/109 [02:19<05:35,  0.23it/s, v_num=6e0e]
Epoch 139:  30%|███       | 33/109 [02:21<05:24,  0.23it/s, v_num=6e0e]
Epoch 139:  30%|███       | 33/109 [02:21<05:24,  0.23it/s, v_num=6e0e]
Epoch 139:  31%|███       | 34/109 [02:32<05:36,  0.22it/s, v_num=6e0e]
Epoch 139:  31%|███       | 34/109 [02:32<05:36,  0.22it/s, v_num=6e0e]
Epoch 139:  32%|███▏      | 35/109 [02:35<05:28,  0.23it/s, v_num=6e0e]
Epoch 139:  32%|███▏      | 35/109 [02:35<05:28,  0.23it/s, v_num=6e0e]
Epoch 139:  33%|███▎      | 36/109 [02:36<05:16,  0.23it/s, v_num=6e0e]
Epoch 139:  33%|███▎      | 36/109 [02:36<05:16,  0.23it/s, v_num=6e0e]
Epoch 139:  34%|███▍      | 37/109 [02:36<05:05,  0.24it/s, v_num=6e0e]
Epoch 139:  34%|███▍      | 37/109 [02:36<05:05,  0.24it/s, v_num=6e0e]
Epoch 139:  35%|███▍      | 38/109 [02:47<05:12,  0.23it/s, v_num=6e0e]
Epoch 139:  35%|███▍      | 38/109 [02:47<05:12,  0.23it/s, v_num=6e0e]
Epoch 139:  36%|███▌      | 39/109 [02:51<05:07,  0.23it/s, v_num=6e0e]
Epoch 139:  36%|███▌      | 39/109 [02:51<05:07,  0.23it/s, v_num=6e0e]
Epoch 139:  37%|███▋      | 40/109 [02:52<04:56,  0.23it/s, v_num=6e0e]
Epoch 139:  37%|███▋      | 40/109 [02:52<04:56,  0.23it/s, v_num=6e0e]
Epoch 139:  38%|███▊      | 41/109 [02:54<04:48,  0.24it/s, v_num=6e0e]
Epoch 139:  38%|███▊      | 41/109 [02:54<04:48,  0.24it/s, v_num=6e0e]
Epoch 139:  39%|███▊      | 42/109 [03:02<04:51,  0.23it/s, v_num=6e0e]
Epoch 139:  39%|███▊      | 42/109 [03:02<04:51,  0.23it/s, v_num=6e0e]
Epoch 139:  39%|███▉      | 43/109 [03:07<04:47,  0.23it/s, v_num=6e0e]
Epoch 139:  39%|███▉      | 43/109 [03:07<04:47,  0.23it/s, v_num=6e0e]
Epoch 139:  40%|████      | 44/109 [03:07<04:37,  0.23it/s, v_num=6e0e]
Epoch 139:  40%|████      | 44/109 [03:07<04:37,  0.23it/s, v_num=6e0e]
Epoch 139:  41%|████▏     | 45/109 [03:11<04:31,  0.24it/s, v_num=6e0e]
Epoch 139:  41%|████▏     | 45/109 [03:11<04:31,  0.24it/s, v_num=6e0e]
Epoch 139:  42%|████▏     | 46/109 [03:19<04:33,  0.23it/s, v_num=6e0e]
Epoch 139:  42%|████▏     | 46/109 [03:19<04:33,  0.23it/s, v_num=6e0e]
Epoch 139:  43%|████▎     | 47/109 [03:23<04:27,  0.23it/s, v_num=6e0e]
Epoch 139:  43%|████▎     | 47/109 [03:23<04:27,  0.23it/s, v_num=6e0e]
Epoch 139:  44%|████▍     | 48/109 [03:23<04:19,  0.24it/s, v_num=6e0e]
Epoch 139:  44%|████▍     | 48/109 [03:23<04:19,  0.24it/s, v_num=6e0e]
Epoch 139:  45%|████▍     | 49/109 [03:27<04:13,  0.24it/s, v_num=6e0e]
Epoch 139:  45%|████▍     | 49/109 [03:27<04:13,  0.24it/s, v_num=6e0e]
Epoch 139:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 139:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 139:  47%|████▋     | 51/109 [03:38<04:08,  0.23it/s, v_num=6e0e]
Epoch 139:  47%|████▋     | 51/109 [03:38<04:08,  0.23it/s, v_num=6e0e]
Epoch 139:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 139:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 139:  49%|████▊     | 53/109 [03:41<03:53,  0.24it/s, v_num=6e0e]
Epoch 139:  49%|████▊     | 53/109 [03:41<03:53,  0.24it/s, v_num=6e0e]
Epoch 139:  50%|████▉     | 54/109 [03:51<03:56,  0.23it/s, v_num=6e0e]
Epoch 139:  50%|████▉     | 54/109 [03:51<03:56,  0.23it/s, v_num=6e0e]
Epoch 139:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 139:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 139:  51%|█████▏    | 56/109 [03:54<03:41,  0.24it/s, v_num=6e0e]
Epoch 139:  51%|█████▏    | 56/109 [03:54<03:41,  0.24it/s, v_num=6e0e]
Epoch 139:  52%|█████▏    | 57/109 [03:58<03:37,  0.24it/s, v_num=6e0e]
Epoch 139:  52%|█████▏    | 57/109 [03:58<03:37,  0.24it/s, v_num=6e0e]
Epoch 139:  53%|█████▎    | 58/109 [04:07<03:37,  0.23it/s, v_num=6e0e]
Epoch 139:  53%|█████▎    | 58/109 [04:07<03:37,  0.23it/s, v_num=6e0e]
Epoch 139:  54%|█████▍    | 59/109 [04:08<03:30,  0.24it/s, v_num=6e0e]
Epoch 139:  54%|█████▍    | 59/109 [04:08<03:30,  0.24it/s, v_num=6e0e]
Epoch 139:  55%|█████▌    | 60/109 [04:09<03:23,  0.24it/s, v_num=6e0e]
Epoch 139:  55%|█████▌    | 60/109 [04:09<03:23,  0.24it/s, v_num=6e0e]
Epoch 139:  56%|█████▌    | 61/109 [04:15<03:20,  0.24it/s, v_num=6e0e]
Epoch 139:  56%|█████▌    | 61/109 [04:15<03:20,  0.24it/s, v_num=6e0e]
Epoch 139:  57%|█████▋    | 62/109 [04:24<03:20,  0.23it/s, v_num=6e0e]
Epoch 139:  57%|█████▋    | 62/109 [04:24<03:20,  0.23it/s, v_num=6e0e]
Epoch 139:  58%|█████▊    | 63/109 [04:25<03:13,  0.24it/s, v_num=6e0e]
Epoch 139:  58%|█████▊    | 63/109 [04:25<03:13,  0.24it/s, v_num=6e0e]
Epoch 139:  59%|█████▊    | 64/109 [04:25<03:06,  0.24it/s, v_num=6e0e]
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Epoch 139:  62%|██████▏   | 68/109 [04:44<02:51,  0.24it/s, v_num=6e0e]
Epoch 139:  62%|██████▏   | 68/109 [04:44<02:51,  0.24it/s, v_num=6e0e]
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Epoch 139:  65%|██████▌   | 71/109 [05:00<02:40,  0.24it/s, v_num=6e0e]
Epoch 139:  65%|██████▌   | 71/109 [05:00<02:40,  0.24it/s, v_num=6e0e]
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Epoch 139:  68%|██████▊   | 74/109 [05:12<02:27,  0.24it/s, v_num=6e0e]
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Epoch 139:  71%|███████   | 77/109 [05:19<02:12,  0.24it/s, v_num=6e0e]
Epoch 139:  72%|███████▏  | 78/109 [05:30<02:11,  0.24it/s, v_num=6e0e]
Epoch 139:  72%|███████▏  | 78/109 [05:30<02:11,  0.24it/s, v_num=6e0e]
Epoch 139:  72%|███████▏  | 79/109 [05:34<02:07,  0.24it/s, v_num=6e0e]
Epoch 139:  72%|███████▏  | 79/109 [05:34<02:07,  0.24it/s, v_num=6e0e]
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Epoch 139:  78%|███████▊  | 85/109 [05:53<01:39,  0.24it/s, v_num=6e0e]
Epoch 139:  78%|███████▊  | 85/109 [05:53<01:39,  0.24it/s, v_num=6e0e]
Epoch 139:  79%|███████▉  | 86/109 [06:04<01:37,  0.24it/s, v_num=6e0e]
Epoch 139:  79%|███████▉  | 86/109 [06:04<01:37,  0.24it/s, v_num=6e0e]
Epoch 139:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
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Epoch 139:  81%|████████  | 88/109 [06:09<01:28,  0.24it/s, v_num=6e0e]
Epoch 139:  81%|████████  | 88/109 [06:09<01:28,  0.24it/s, v_num=6e0e]
Epoch 139:  82%|████████▏ | 89/109 [06:10<01:23,  0.24it/s, v_num=6e0e]
Epoch 139:  82%|████████▏ | 89/109 [06:10<01:23,  0.24it/s, v_num=6e0e]
Epoch 139:  83%|████████▎ | 90/109 [06:20<01:20,  0.24it/s, v_num=6e0e]
Epoch 139:  83%|████████▎ | 90/109 [06:20<01:20,  0.24it/s, v_num=6e0e]
Epoch 139:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 139:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 139:  84%|████████▍ | 92/109 [06:25<01:11,  0.24it/s, v_num=6e0e]
Epoch 139:  84%|████████▍ | 92/109 [06:25<01:11,  0.24it/s, v_num=6e0e]
Epoch 139:  85%|████████▌ | 93/109 [06:28<01:06,  0.24it/s, v_num=6e0e]
Epoch 139:  85%|████████▌ | 93/109 [06:28<01:06,  0.24it/s, v_num=6e0e]
Epoch 139:  86%|████████▌ | 94/109 [06:37<01:03,  0.24it/s, v_num=6e0e]
Epoch 139:  86%|████████▌ | 94/109 [06:37<01:03,  0.24it/s, v_num=6e0e]
Epoch 139:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 139:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 139:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 139:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 139:  89%|████████▉ | 97/109 [06:45<00:50,  0.24it/s, v_num=6e0e]
Epoch 139:  89%|████████▉ | 97/109 [06:45<00:50,  0.24it/s, v_num=6e0e]
Epoch 139:  90%|████████▉ | 98/109 [06:53<00:46,  0.24it/s, v_num=6e0e]
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Epoch 139:  91%|█████████ | 99/109 [06:58<00:42,  0.24it/s, v_num=6e0e]
Epoch 139:  91%|█████████ | 99/109 [06:58<00:42,  0.24it/s, v_num=6e0e]
Epoch 139:  92%|█████████▏| 100/109 [06:59<00:37,  0.24it/s, v_num=6e0e]
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Epoch 139:  94%|█████████▎| 102/109 [07:10<00:29,  0.24it/s, v_num=6e0e]
Epoch 139:  94%|█████████▎| 102/109 [07:10<00:29,  0.24it/s, v_num=6e0e]
Epoch 139:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
Epoch 139:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
Epoch 139:  95%|█████████▌| 104/109 [07:17<00:21,  0.24it/s, v_num=6e0e]
Epoch 139:  95%|█████████▌| 104/109 [07:17<00:21,  0.24it/s, v_num=6e0e]
Epoch 139:  96%|█████████▋| 105/109 [07:18<00:16,  0.24it/s, v_num=6e0e]
Epoch 139:  96%|█████████▋| 105/109 [07:18<00:16,  0.24it/s, v_num=6e0e]
Epoch 139:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 139:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 139:  98%|█████████▊| 107/109 [07:34<00:08,  0.24it/s, v_num=6e0e]
Epoch 139:  98%|█████████▊| 107/109 [07:34<00:08,  0.24it/s, v_num=6e0e]
Epoch 139:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 139:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 139: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]
Epoch 139: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.87it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

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Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 139: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 139: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 139:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 140:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 140:   1%|          | 1/109 [00:15<28:21,  0.06it/s, v_num=6e0e]
Epoch 140:   1%|          | 1/109 [00:15<28:21,  0.06it/s, v_num=6e0e]
Epoch 140:   2%|▏         | 2/109 [00:17<15:47,  0.11it/s, v_num=6e0e]
Epoch 140:   2%|▏         | 2/109 [00:17<15:47,  0.11it/s, v_num=6e0e]
Epoch 140:   3%|▎         | 3/109 [00:18<10:53,  0.16it/s, v_num=6e0e]
Epoch 140:   3%|▎         | 3/109 [00:18<10:53,  0.16it/s, v_num=6e0e]
Epoch 140:   4%|▎         | 4/109 [00:19<08:26,  0.21it/s, v_num=6e0e]
Epoch 140:   4%|▎         | 4/109 [00:19<08:26,  0.21it/s, v_num=6e0e]
Epoch 140:   5%|▍         | 5/109 [00:31<10:51,  0.16it/s, v_num=6e0e]
Epoch 140:   5%|▍         | 5/109 [00:31<10:51,  0.16it/s, v_num=6e0e]
Epoch 140:   6%|▌         | 6/109 [00:32<09:10,  0.19it/s, v_num=6e0e]
Epoch 140:   6%|▌         | 6/109 [00:32<09:10,  0.19it/s, v_num=6e0e]
Epoch 140:   6%|▋         | 7/109 [00:33<08:11,  0.21it/s, v_num=6e0e]
Epoch 140:   6%|▋         | 7/109 [00:33<08:11,  0.21it/s, v_num=6e0e]
Epoch 140:   7%|▋         | 8/109 [00:34<07:18,  0.23it/s, v_num=6e0e]
Epoch 140:   7%|▋         | 8/109 [00:34<07:18,  0.23it/s, v_num=6e0e]
Epoch 140:   8%|▊         | 9/109 [00:46<08:34,  0.19it/s, v_num=6e0e]
Epoch 140:   8%|▊         | 9/109 [00:46<08:34,  0.19it/s, v_num=6e0e]
Epoch 140:   9%|▉         | 10/109 [00:47<07:46,  0.21it/s, v_num=6e0e]
Epoch 140:   9%|▉         | 10/109 [00:47<07:46,  0.21it/s, v_num=6e0e]
Epoch 140:  10%|█         | 11/109 [00:47<07:06,  0.23it/s, v_num=6e0e]
Epoch 140:  10%|█         | 11/109 [00:47<07:06,  0.23it/s, v_num=6e0e]
Epoch 140:  11%|█         | 12/109 [00:52<07:01,  0.23it/s, v_num=6e0e]
Epoch 140:  11%|█         | 12/109 [00:52<07:01,  0.23it/s, v_num=6e0e]
Epoch 140:  12%|█▏        | 13/109 [01:01<07:35,  0.21it/s, v_num=6e0e]
Epoch 140:  12%|█▏        | 13/109 [01:01<07:35,  0.21it/s, v_num=6e0e]
Epoch 140:  13%|█▎        | 14/109 [01:03<07:09,  0.22it/s, v_num=6e0e]
Epoch 140:  13%|█▎        | 14/109 [01:03<07:09,  0.22it/s, v_num=6e0e]
Epoch 140:  14%|█▍        | 15/109 [01:05<06:51,  0.23it/s, v_num=6e0e]
Epoch 140:  14%|█▍        | 15/109 [01:05<06:51,  0.23it/s, v_num=6e0e]
Epoch 140:  15%|█▍        | 16/109 [01:09<06:46,  0.23it/s, v_num=6e0e]
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Epoch 140:  17%|█▋        | 19/109 [01:22<06:28,  0.23it/s, v_num=6e0e]
Epoch 140:  17%|█▋        | 19/109 [01:22<06:28,  0.23it/s, v_num=6e0e]
Epoch 140:  18%|█▊        | 20/109 [01:26<06:22,  0.23it/s, v_num=6e0e]
Epoch 140:  18%|█▊        | 20/109 [01:26<06:22,  0.23it/s, v_num=6e0e]
Epoch 140:  19%|█▉        | 21/109 [01:33<06:32,  0.22it/s, v_num=6e0e]
Epoch 140:  19%|█▉        | 21/109 [01:33<06:32,  0.22it/s, v_num=6e0e]
Epoch 140:  20%|██        | 22/109 [01:34<06:13,  0.23it/s, v_num=6e0e]
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Epoch 140:  21%|██        | 23/109 [01:38<06:06,  0.23it/s, v_num=6e0e]
Epoch 140:  21%|██        | 23/109 [01:38<06:06,  0.23it/s, v_num=6e0e]
Epoch 140:  22%|██▏       | 24/109 [01:43<06:05,  0.23it/s, v_num=6e0e]
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Epoch 140:  23%|██▎       | 25/109 [01:49<06:08,  0.23it/s, v_num=6e0e]
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Epoch 140:  30%|███       | 33/109 [02:22<05:28,  0.23it/s, v_num=6e0e]
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Epoch 140: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 140: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 140: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 140:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 141:   6%|▋         | 7/109 [00:36<08:50,  0.19it/s, v_num=6e0e]
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Epoch 141:  90%|████████▉ | 98/109 [06:57<00:46,  0.23it/s, v_num=6e0e]
Epoch 141:  90%|████████▉ | 98/109 [06:57<00:46,  0.23it/s, v_num=6e0e]
Epoch 141:  91%|█████████ | 99/109 [06:59<00:42,  0.24it/s, v_num=6e0e]
Epoch 141:  91%|█████████ | 99/109 [06:59<00:42,  0.24it/s, v_num=6e0e]
Epoch 141:  92%|█████████▏| 100/109 [07:00<00:37,  0.24it/s, v_num=6e0e]
Epoch 141:  92%|█████████▏| 100/109 [07:00<00:37,  0.24it/s, v_num=6e0e]
Epoch 141:  93%|█████████▎| 101/109 [07:12<00:34,  0.23it/s, v_num=6e0e]
Epoch 141:  93%|█████████▎| 101/109 [07:12<00:34,  0.23it/s, v_num=6e0e]
Epoch 141:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 141:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 141:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 141:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 141:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 141:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 141:  96%|█████████▋| 105/109 [07:28<00:17,  0.23it/s, v_num=6e0e]
Epoch 141:  96%|█████████▋| 105/109 [07:28<00:17,  0.23it/s, v_num=6e0e]
Epoch 141:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 141:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 141:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 141:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 141:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 141:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 141: 100%|██████████| 109/109 [07:45<00:00,  0.23it/s, v_num=6e0e]
Epoch 141: 100%|██████████| 109/109 [07:45<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.89it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.88it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.89it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.90it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.89it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.93it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.93it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 141: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]
Epoch 141: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]
Epoch 141:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 142:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 142:   1%|          | 1/109 [00:17<31:31,  0.06it/s, v_num=6e0e]
Epoch 142:   1%|          | 1/109 [00:17<31:31,  0.06it/s, v_num=6e0e]
Epoch 142:   2%|▏         | 2/109 [00:18<16:21,  0.11it/s, v_num=6e0e]
Epoch 142:   2%|▏         | 2/109 [00:18<16:21,  0.11it/s, v_num=6e0e]
Epoch 142:   3%|▎         | 3/109 [00:19<11:16,  0.16it/s, v_num=6e0e]
Epoch 142:   3%|▎         | 3/109 [00:19<11:16,  0.16it/s, v_num=6e0e]
Epoch 142:   4%|▎         | 4/109 [00:19<08:43,  0.20it/s, v_num=6e0e]
Epoch 142:   4%|▎         | 4/109 [00:19<08:43,  0.20it/s, v_num=6e0e]
Epoch 142:   5%|▍         | 5/109 [00:34<11:48,  0.15it/s, v_num=6e0e]
Epoch 142:   5%|▍         | 5/109 [00:34<11:48,  0.15it/s, v_num=6e0e]
Epoch 142:   6%|▌         | 6/109 [00:34<09:58,  0.17it/s, v_num=6e0e]
Epoch 142:   6%|▌         | 6/109 [00:34<09:58,  0.17it/s, v_num=6e0e]
Epoch 142:   6%|▋         | 7/109 [00:35<08:39,  0.20it/s, v_num=6e0e]
Epoch 142:   6%|▋         | 7/109 [00:35<08:39,  0.20it/s, v_num=6e0e]
Epoch 142:   7%|▋         | 8/109 [00:36<07:40,  0.22it/s, v_num=6e0e]
Epoch 142:   7%|▋         | 8/109 [00:36<07:40,  0.22it/s, v_num=6e0e]
Epoch 142:   8%|▊         | 9/109 [00:50<09:20,  0.18it/s, v_num=6e0e]
Epoch 142:   8%|▊         | 9/109 [00:50<09:20,  0.18it/s, v_num=6e0e]
Epoch 142:   9%|▉         | 10/109 [00:51<08:27,  0.19it/s, v_num=6e0e]
Epoch 142:   9%|▉         | 10/109 [00:51<08:27,  0.19it/s, v_num=6e0e]
Epoch 142:  10%|█         | 11/109 [00:52<07:44,  0.21it/s, v_num=6e0e]
Epoch 142:  10%|█         | 11/109 [00:52<07:44,  0.21it/s, v_num=6e0e]
Epoch 142:  11%|█         | 12/109 [00:52<07:07,  0.23it/s, v_num=6e0e]
Epoch 142:  11%|█         | 12/109 [00:52<07:07,  0.23it/s, v_num=6e0e]
Epoch 142:  12%|█▏        | 13/109 [01:07<08:19,  0.19it/s, v_num=6e0e]
Epoch 142:  12%|█▏        | 13/109 [01:07<08:19,  0.19it/s, v_num=6e0e]
Epoch 142:  13%|█▎        | 14/109 [01:08<07:44,  0.20it/s, v_num=6e0e]
Epoch 142:  13%|█▎        | 14/109 [01:08<07:44,  0.20it/s, v_num=6e0e]
Epoch 142:  14%|█▍        | 15/109 [01:09<07:13,  0.22it/s, v_num=6e0e]
Epoch 142:  14%|█▍        | 15/109 [01:09<07:13,  0.22it/s, v_num=6e0e]
Epoch 142:  15%|█▍        | 16/109 [01:10<06:47,  0.23it/s, v_num=6e0e]
Epoch 142:  15%|█▍        | 16/109 [01:10<06:47,  0.23it/s, v_num=6e0e]
Epoch 142:  16%|█▌        | 17/109 [01:26<07:45,  0.20it/s, v_num=6e0e]
Epoch 142:  16%|█▌        | 17/109 [01:26<07:45,  0.20it/s, v_num=6e0e]
Epoch 142:  17%|█▋        | 18/109 [01:26<07:19,  0.21it/s, v_num=6e0e]
Epoch 142:  17%|█▋        | 18/109 [01:26<07:19,  0.21it/s, v_num=6e0e]
Epoch 142:  17%|█▋        | 19/109 [01:27<06:55,  0.22it/s, v_num=6e0e]
Epoch 142:  17%|█▋        | 19/109 [01:27<06:55,  0.22it/s, v_num=6e0e]
Epoch 142:  18%|█▊        | 20/109 [01:28<06:33,  0.23it/s, v_num=6e0e]
Epoch 142:  18%|█▊        | 20/109 [01:28<06:33,  0.23it/s, v_num=6e0e]
Epoch 142:  19%|█▉        | 21/109 [01:42<07:11,  0.20it/s, v_num=6e0e]
Epoch 142:  19%|█▉        | 21/109 [01:42<07:11,  0.20it/s, v_num=6e0e]
Epoch 142:  20%|██        | 22/109 [01:43<06:50,  0.21it/s, v_num=6e0e]
Epoch 142:  20%|██        | 22/109 [01:43<06:50,  0.21it/s, v_num=6e0e]
Epoch 142:  21%|██        | 23/109 [01:44<06:30,  0.22it/s, v_num=6e0e]
Epoch 142:  21%|██        | 23/109 [01:44<06:30,  0.22it/s, v_num=6e0e]
Epoch 142:  22%|██▏       | 24/109 [01:45<06:12,  0.23it/s, v_num=6e0e]
Epoch 142:  22%|██▏       | 24/109 [01:45<06:12,  0.23it/s, v_num=6e0e]
Epoch 142:  23%|██▎       | 25/109 [02:00<06:43,  0.21it/s, v_num=6e0e]
Epoch 142:  23%|██▎       | 25/109 [02:00<06:43,  0.21it/s, v_num=6e0e]
Epoch 142:  24%|██▍       | 26/109 [02:00<06:26,  0.22it/s, v_num=6e0e]
Epoch 142:  24%|██▍       | 26/109 [02:00<06:26,  0.22it/s, v_num=6e0e]
Epoch 142:  25%|██▍       | 27/109 [02:01<06:09,  0.22it/s, v_num=6e0e]
Epoch 142:  25%|██▍       | 27/109 [02:01<06:09,  0.22it/s, v_num=6e0e]
Epoch 142:  26%|██▌       | 28/109 [02:02<05:54,  0.23it/s, v_num=6e0e]
Epoch 142:  26%|██▌       | 28/109 [02:02<05:54,  0.23it/s, v_num=6e0e]
Epoch 142:  27%|██▋       | 29/109 [02:15<06:15,  0.21it/s, v_num=6e0e]
Epoch 142:  27%|██▋       | 29/109 [02:15<06:15,  0.21it/s, v_num=6e0e]
Epoch 142:  28%|██▊       | 30/109 [02:16<06:00,  0.22it/s, v_num=6e0e]
Epoch 142:  28%|██▊       | 30/109 [02:16<06:00,  0.22it/s, v_num=6e0e]
Epoch 142:  28%|██▊       | 31/109 [02:17<05:46,  0.23it/s, v_num=6e0e]
Epoch 142:  28%|██▊       | 31/109 [02:17<05:46,  0.23it/s, v_num=6e0e]
Epoch 142:  29%|██▉       | 32/109 [02:18<05:33,  0.23it/s, v_num=6e0e]
Epoch 142:  29%|██▉       | 32/109 [02:18<05:33,  0.23it/s, v_num=6e0e]
Epoch 142:  30%|███       | 33/109 [02:32<05:50,  0.22it/s, v_num=6e0e]
Epoch 142:  30%|███       | 33/109 [02:32<05:50,  0.22it/s, v_num=6e0e]
Epoch 142:  31%|███       | 34/109 [02:33<05:37,  0.22it/s, v_num=6e0e]
Epoch 142:  31%|███       | 34/109 [02:33<05:37,  0.22it/s, v_num=6e0e]
Epoch 142:  32%|███▏      | 35/109 [02:33<05:25,  0.23it/s, v_num=6e0e]
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Epoch 142:  33%|███▎      | 36/109 [02:34<05:13,  0.23it/s, v_num=6e0e]
Epoch 142:  33%|███▎      | 36/109 [02:34<05:13,  0.23it/s, v_num=6e0e]
Epoch 142:  34%|███▍      | 37/109 [02:48<05:27,  0.22it/s, v_num=6e0e]
Epoch 142:  34%|███▍      | 37/109 [02:48<05:27,  0.22it/s, v_num=6e0e]
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Epoch 142:  37%|███▋      | 40/109 [02:50<04:54,  0.23it/s, v_num=6e0e]
Epoch 142:  38%|███▊      | 41/109 [03:04<05:05,  0.22it/s, v_num=6e0e]
Epoch 142:  38%|███▊      | 41/109 [03:04<05:05,  0.22it/s, v_num=6e0e]
Epoch 142:  39%|███▊      | 42/109 [03:06<04:57,  0.23it/s, v_num=6e0e]
Epoch 142:  39%|███▊      | 42/109 [03:06<04:57,  0.23it/s, v_num=6e0e]
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Epoch 142:  40%|████      | 44/109 [03:08<04:38,  0.23it/s, v_num=6e0e]
Epoch 142:  41%|████▏     | 45/109 [03:22<04:48,  0.22it/s, v_num=6e0e]
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Epoch 142:  42%|████▏     | 46/109 [03:23<04:38,  0.23it/s, v_num=6e0e]
Epoch 142:  43%|████▎     | 47/109 [03:24<04:29,  0.23it/s, v_num=6e0e]
Epoch 142:  43%|████▎     | 47/109 [03:24<04:29,  0.23it/s, v_num=6e0e]
Epoch 142:  44%|████▍     | 48/109 [03:25<04:20,  0.23it/s, v_num=6e0e]
Epoch 142:  44%|████▍     | 48/109 [03:25<04:20,  0.23it/s, v_num=6e0e]
Epoch 142:  45%|████▍     | 49/109 [03:38<04:28,  0.22it/s, v_num=6e0e]
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Epoch 142:  46%|████▌     | 50/109 [03:39<04:19,  0.23it/s, v_num=6e0e]
Epoch 142:  46%|████▌     | 50/109 [03:39<04:19,  0.23it/s, v_num=6e0e]
Epoch 142:  47%|████▋     | 51/109 [03:40<04:10,  0.23it/s, v_num=6e0e]
Epoch 142:  47%|████▋     | 51/109 [03:40<04:10,  0.23it/s, v_num=6e0e]
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Epoch 142:  49%|████▊     | 53/109 [03:54<04:07,  0.23it/s, v_num=6e0e]
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Epoch 142:  50%|█████     | 55/109 [03:58<03:53,  0.23it/s, v_num=6e0e]
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Epoch 142:  55%|█████▌    | 60/109 [04:15<03:29,  0.23it/s, v_num=6e0e]
Epoch 142:  55%|█████▌    | 60/109 [04:15<03:29,  0.23it/s, v_num=6e0e]
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Epoch 142:  61%|██████    | 66/109 [04:45<03:05,  0.23it/s, v_num=6e0e]
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Epoch 142:  64%|██████▍   | 70/109 [05:03<02:49,  0.23it/s, v_num=6e0e]
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Epoch 142:  66%|██████▌   | 72/109 [05:05<02:36,  0.24it/s, v_num=6e0e]
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Epoch 142:  71%|███████   | 77/109 [05:37<02:20,  0.23it/s, v_num=6e0e]
Epoch 142:  72%|███████▏  | 78/109 [05:38<02:14,  0.23it/s, v_num=6e0e]
Epoch 142:  72%|███████▏  | 78/109 [05:38<02:14,  0.23it/s, v_num=6e0e]
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Epoch 142:  77%|███████▋  | 84/109 [05:55<01:45,  0.24it/s, v_num=6e0e]
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Epoch 142:  78%|███████▊  | 85/109 [06:14<01:45,  0.23it/s, v_num=6e0e]
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Epoch 142:  79%|███████▉  | 86/109 [06:15<01:40,  0.23it/s, v_num=6e0e]
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Epoch 142:  80%|███████▉  | 87/109 [06:16<01:35,  0.23it/s, v_num=6e0e]
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Epoch 142:  81%|████████  | 88/109 [06:16<01:29,  0.23it/s, v_num=6e0e]
Epoch 142:  81%|████████  | 88/109 [06:16<01:29,  0.23it/s, v_num=6e0e]
Epoch 142:  82%|████████▏ | 89/109 [06:31<01:27,  0.23it/s, v_num=6e0e]
Epoch 142:  82%|████████▏ | 89/109 [06:31<01:27,  0.23it/s, v_num=6e0e]
Epoch 142:  83%|████████▎ | 90/109 [06:32<01:22,  0.23it/s, v_num=6e0e]
Epoch 142:  83%|████████▎ | 90/109 [06:32<01:22,  0.23it/s, v_num=6e0e]
Epoch 142:  83%|████████▎ | 91/109 [06:33<01:17,  0.23it/s, v_num=6e0e]
Epoch 142:  83%|████████▎ | 91/109 [06:33<01:17,  0.23it/s, v_num=6e0e]
Epoch 142:  84%|████████▍ | 92/109 [06:33<01:12,  0.23it/s, v_num=6e0e]
Epoch 142:  84%|████████▍ | 92/109 [06:33<01:12,  0.23it/s, v_num=6e0e]
Epoch 142:  85%|████████▌ | 93/109 [06:48<01:10,  0.23it/s, v_num=6e0e]
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Epoch 142:  87%|████████▋ | 95/109 [06:49<01:00,  0.23it/s, v_num=6e0e]
Epoch 142:  87%|████████▋ | 95/109 [06:49<01:00,  0.23it/s, v_num=6e0e]
Epoch 142:  88%|████████▊ | 96/109 [06:50<00:55,  0.23it/s, v_num=6e0e]
Epoch 142:  88%|████████▊ | 96/109 [06:50<00:55,  0.23it/s, v_num=6e0e]
Epoch 142:  89%|████████▉ | 97/109 [07:06<00:52,  0.23it/s, v_num=6e0e]
Epoch 142:  89%|████████▉ | 97/109 [07:06<00:52,  0.23it/s, v_num=6e0e]
Epoch 142:  90%|████████▉ | 98/109 [07:07<00:47,  0.23it/s, v_num=6e0e]
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Epoch 142:  91%|█████████ | 99/109 [07:08<00:43,  0.23it/s, v_num=6e0e]
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Epoch 142:  92%|█████████▏| 100/109 [07:09<00:38,  0.23it/s, v_num=6e0e]
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Epoch 142:  94%|█████████▎| 102/109 [07:23<00:30,  0.23it/s, v_num=6e0e]
Epoch 142:  94%|█████████▎| 102/109 [07:23<00:30,  0.23it/s, v_num=6e0e]
Epoch 142:  94%|█████████▍| 103/109 [07:24<00:25,  0.23it/s, v_num=6e0e]
Epoch 142:  94%|█████████▍| 103/109 [07:24<00:25,  0.23it/s, v_num=6e0e]
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Epoch 142:  96%|█████████▋| 105/109 [07:39<00:17,  0.23it/s, v_num=6e0e]
Epoch 142:  96%|█████████▋| 105/109 [07:39<00:17,  0.23it/s, v_num=6e0e]
Epoch 142:  97%|█████████▋| 106/109 [07:40<00:13,  0.23it/s, v_num=6e0e]
Epoch 142:  97%|█████████▋| 106/109 [07:40<00:13,  0.23it/s, v_num=6e0e]
Epoch 142:  98%|█████████▊| 107/109 [07:41<00:08,  0.23it/s, v_num=6e0e]
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Epoch 142:  99%|█████████▉| 108/109 [07:42<00:04,  0.23it/s, v_num=6e0e]
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Epoch 142: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 142: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.15it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.01it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.99it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.97it/s]

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Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.98it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 142: 100%|██████████| 109/109 [08:12<00:00,  0.22it/s, v_num=6e0e]
Epoch 142: 100%|██████████| 109/109 [08:12<00:00,  0.22it/s, v_num=6e0e]
Epoch 142:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 143:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 143:   1%|          | 1/109 [00:17<32:15,  0.06it/s, v_num=6e0e]
Epoch 143:   1%|          | 1/109 [00:17<32:15,  0.06it/s, v_num=6e0e]
Epoch 143:   2%|▏         | 2/109 [00:18<16:41,  0.11it/s, v_num=6e0e]
Epoch 143:   2%|▏         | 2/109 [00:18<16:41,  0.11it/s, v_num=6e0e]
Epoch 143:   3%|▎         | 3/109 [00:19<11:29,  0.15it/s, v_num=6e0e]
Epoch 143:   3%|▎         | 3/109 [00:19<11:29,  0.15it/s, v_num=6e0e]
Epoch 143:   4%|▎         | 4/109 [00:20<08:52,  0.20it/s, v_num=6e0e]
Epoch 143:   4%|▎         | 4/109 [00:20<08:52,  0.20it/s, v_num=6e0e]
Epoch 143:   5%|▍         | 5/109 [00:35<12:23,  0.14it/s, v_num=6e0e]
Epoch 143:   5%|▍         | 5/109 [00:35<12:23,  0.14it/s, v_num=6e0e]
Epoch 143:   6%|▌         | 6/109 [00:36<10:26,  0.16it/s, v_num=6e0e]
Epoch 143:   6%|▌         | 6/109 [00:36<10:26,  0.16it/s, v_num=6e0e]
Epoch 143:   6%|▋         | 7/109 [00:37<09:03,  0.19it/s, v_num=6e0e]
Epoch 143:   6%|▋         | 7/109 [00:37<09:03,  0.19it/s, v_num=6e0e]
Epoch 143:   7%|▋         | 8/109 [00:38<08:01,  0.21it/s, v_num=6e0e]
Epoch 143:   7%|▋         | 8/109 [00:38<08:01,  0.21it/s, v_num=6e0e]
Epoch 143:   8%|▊         | 9/109 [00:51<09:37,  0.17it/s, v_num=6e0e]
Epoch 143:   8%|▊         | 9/109 [00:51<09:37,  0.17it/s, v_num=6e0e]
Epoch 143:   9%|▉         | 10/109 [00:52<08:42,  0.19it/s, v_num=6e0e]
Epoch 143:   9%|▉         | 10/109 [00:52<08:42,  0.19it/s, v_num=6e0e]
Epoch 143:  10%|█         | 11/109 [00:53<07:57,  0.21it/s, v_num=6e0e]
Epoch 143:  10%|█         | 11/109 [00:53<07:57,  0.21it/s, v_num=6e0e]
Epoch 143:  11%|█         | 12/109 [00:54<07:19,  0.22it/s, v_num=6e0e]
Epoch 143:  11%|█         | 12/109 [00:54<07:19,  0.22it/s, v_num=6e0e]
Epoch 143:  12%|█▏        | 13/109 [01:07<08:21,  0.19it/s, v_num=6e0e]
Epoch 143:  12%|█▏        | 13/109 [01:07<08:21,  0.19it/s, v_num=6e0e]
Epoch 143:  13%|█▎        | 14/109 [01:08<07:45,  0.20it/s, v_num=6e0e]
Epoch 143:  13%|█▎        | 14/109 [01:08<07:45,  0.20it/s, v_num=6e0e]
Epoch 143:  14%|█▍        | 15/109 [01:09<07:14,  0.22it/s, v_num=6e0e]
Epoch 143:  14%|█▍        | 15/109 [01:09<07:14,  0.22it/s, v_num=6e0e]
Epoch 143:  15%|█▍        | 16/109 [01:10<06:47,  0.23it/s, v_num=6e0e]
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Epoch 143:  17%|█▋        | 19/109 [01:27<06:53,  0.22it/s, v_num=6e0e]
Epoch 143:  17%|█▋        | 19/109 [01:27<06:53,  0.22it/s, v_num=6e0e]
Epoch 143:  18%|█▊        | 20/109 [01:28<06:32,  0.23it/s, v_num=6e0e]
Epoch 143:  18%|█▊        | 20/109 [01:28<06:32,  0.23it/s, v_num=6e0e]
Epoch 143:  19%|█▉        | 21/109 [01:43<07:11,  0.20it/s, v_num=6e0e]
Epoch 143:  19%|█▉        | 21/109 [01:43<07:11,  0.20it/s, v_num=6e0e]
Epoch 143:  20%|██        | 22/109 [01:43<06:50,  0.21it/s, v_num=6e0e]
Epoch 143:  20%|██        | 22/109 [01:43<06:50,  0.21it/s, v_num=6e0e]
Epoch 143:  21%|██        | 23/109 [01:44<06:30,  0.22it/s, v_num=6e0e]
Epoch 143:  21%|██        | 23/109 [01:44<06:30,  0.22it/s, v_num=6e0e]
Epoch 143:  22%|██▏       | 24/109 [01:45<06:12,  0.23it/s, v_num=6e0e]
Epoch 143:  22%|██▏       | 24/109 [01:45<06:12,  0.23it/s, v_num=6e0e]
Epoch 143:  23%|██▎       | 25/109 [01:59<06:40,  0.21it/s, v_num=6e0e]
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Epoch 143: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 143: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 143: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 143:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 144:   6%|▋         | 7/109 [00:36<08:47,  0.19it/s, v_num=6e0e]
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Epoch 144:  10%|█         | 11/109 [00:51<07:38,  0.21it/s, v_num=6e0e]
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Epoch 144:  11%|█         | 12/109 [00:52<07:02,  0.23it/s, v_num=6e0e]
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Epoch 144:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 144:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 144:  96%|█████████▋| 105/109 [07:25<00:16,  0.24it/s, v_num=6e0e]
Epoch 144:  96%|█████████▋| 105/109 [07:25<00:16,  0.24it/s, v_num=6e0e]
Epoch 144:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 144:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 144:  98%|█████████▊| 107/109 [07:26<00:08,  0.24it/s, v_num=6e0e]
Epoch 144:  98%|█████████▊| 107/109 [07:26<00:08,  0.24it/s, v_num=6e0e]
Epoch 144:  99%|█████████▉| 108/109 [07:27<00:04,  0.24it/s, v_num=6e0e]
Epoch 144:  99%|█████████▉| 108/109 [07:27<00:04,  0.24it/s, v_num=6e0e]
Epoch 144: 100%|██████████| 109/109 [07:40<00:00,  0.24it/s, v_num=6e0e]
Epoch 144: 100%|██████████| 109/109 [07:40<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.90it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.92it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.96it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.95it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.91it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.90it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 144: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 144: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 144:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 145:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 145:   1%|          | 1/109 [00:14<26:44,  0.07it/s, v_num=6e0e]
Epoch 145:   1%|          | 1/109 [00:14<26:44,  0.07it/s, v_num=6e0e]
Epoch 145:   2%|▏         | 2/109 [00:16<14:32,  0.12it/s, v_num=6e0e]
Epoch 145:   2%|▏         | 2/109 [00:16<14:32,  0.12it/s, v_num=6e0e]
Epoch 145:   3%|▎         | 3/109 [00:17<10:04,  0.18it/s, v_num=6e0e]
Epoch 145:   3%|▎         | 3/109 [00:17<10:04,  0.18it/s, v_num=6e0e]
Epoch 145:   4%|▎         | 4/109 [00:17<07:49,  0.22it/s, v_num=6e0e]
Epoch 145:   4%|▎         | 4/109 [00:17<07:49,  0.22it/s, v_num=6e0e]
Epoch 145:   5%|▍         | 5/109 [00:30<10:33,  0.16it/s, v_num=6e0e]
Epoch 145:   5%|▍         | 5/109 [00:30<10:33,  0.16it/s, v_num=6e0e]
Epoch 145:   6%|▌         | 6/109 [00:34<09:45,  0.18it/s, v_num=6e0e]
Epoch 145:   6%|▌         | 6/109 [00:34<09:45,  0.18it/s, v_num=6e0e]
Epoch 145:   6%|▋         | 7/109 [00:34<08:28,  0.20it/s, v_num=6e0e]
Epoch 145:   6%|▋         | 7/109 [00:34<08:28,  0.20it/s, v_num=6e0e]
Epoch 145:   7%|▋         | 8/109 [00:35<07:31,  0.22it/s, v_num=6e0e]
Epoch 145:   7%|▋         | 8/109 [00:35<07:31,  0.22it/s, v_num=6e0e]
Epoch 145:   8%|▊         | 9/109 [00:45<08:28,  0.20it/s, v_num=6e0e]
Epoch 145:   8%|▊         | 9/109 [00:45<08:28,  0.20it/s, v_num=6e0e]
Epoch 145:   9%|▉         | 10/109 [00:50<08:18,  0.20it/s, v_num=6e0e]
Epoch 145:   9%|▉         | 10/109 [00:50<08:18,  0.20it/s, v_num=6e0e]
Epoch 145:  10%|█         | 11/109 [00:51<07:35,  0.22it/s, v_num=6e0e]
Epoch 145:  10%|█         | 11/109 [00:51<07:35,  0.22it/s, v_num=6e0e]
Epoch 145:  11%|█         | 12/109 [00:51<07:00,  0.23it/s, v_num=6e0e]
Epoch 145:  11%|█         | 12/109 [00:51<07:00,  0.23it/s, v_num=6e0e]
Epoch 145:  12%|█▏        | 13/109 [01:04<07:56,  0.20it/s, v_num=6e0e]
Epoch 145:  12%|█▏        | 13/109 [01:04<07:56,  0.20it/s, v_num=6e0e]
Epoch 145:  13%|█▎        | 14/109 [01:05<07:24,  0.21it/s, v_num=6e0e]
Epoch 145:  13%|█▎        | 14/109 [01:05<07:24,  0.21it/s, v_num=6e0e]
Epoch 145:  14%|█▍        | 15/109 [01:06<06:55,  0.23it/s, v_num=6e0e]
Epoch 145:  14%|█▍        | 15/109 [01:06<06:55,  0.23it/s, v_num=6e0e]
Epoch 145:  15%|█▍        | 16/109 [01:07<06:29,  0.24it/s, v_num=6e0e]
Epoch 145:  15%|█▍        | 16/109 [01:07<06:29,  0.24it/s, v_num=6e0e]
Epoch 145:  16%|█▌        | 17/109 [01:19<07:09,  0.21it/s, v_num=6e0e]
Epoch 145:  16%|█▌        | 17/109 [01:19<07:09,  0.21it/s, v_num=6e0e]
Epoch 145:  17%|█▋        | 18/109 [01:21<06:50,  0.22it/s, v_num=6e0e]
Epoch 145:  17%|█▋        | 18/109 [01:21<06:50,  0.22it/s, v_num=6e0e]
Epoch 145:  17%|█▋        | 19/109 [01:22<06:28,  0.23it/s, v_num=6e0e]
Epoch 145:  17%|█▋        | 19/109 [01:22<06:28,  0.23it/s, v_num=6e0e]
Epoch 145:  18%|█▊        | 20/109 [01:22<06:08,  0.24it/s, v_num=6e0e]
Epoch 145:  18%|█▊        | 20/109 [01:22<06:08,  0.24it/s, v_num=6e0e]
Epoch 145:  19%|█▉        | 21/109 [01:35<06:39,  0.22it/s, v_num=6e0e]
Epoch 145:  19%|█▉        | 21/109 [01:35<06:39,  0.22it/s, v_num=6e0e]
Epoch 145:  20%|██        | 22/109 [01:36<06:20,  0.23it/s, v_num=6e0e]
Epoch 145:  20%|██        | 22/109 [01:36<06:20,  0.23it/s, v_num=6e0e]
Epoch 145:  21%|██        | 23/109 [01:36<06:02,  0.24it/s, v_num=6e0e]
Epoch 145:  21%|██        | 23/109 [01:36<06:02,  0.24it/s, v_num=6e0e]
Epoch 145:  22%|██▏       | 24/109 [01:37<05:46,  0.25it/s, v_num=6e0e]
Epoch 145:  22%|██▏       | 24/109 [01:37<05:46,  0.25it/s, v_num=6e0e]
Epoch 145:  23%|██▎       | 25/109 [01:52<06:18,  0.22it/s, v_num=6e0e]
Epoch 145:  23%|██▎       | 25/109 [01:52<06:18,  0.22it/s, v_num=6e0e]
Epoch 145:  24%|██▍       | 26/109 [01:53<06:02,  0.23it/s, v_num=6e0e]
Epoch 145:  24%|██▍       | 26/109 [01:53<06:02,  0.23it/s, v_num=6e0e]
Epoch 145:  25%|██▍       | 27/109 [01:54<05:47,  0.24it/s, v_num=6e0e]
Epoch 145:  25%|██▍       | 27/109 [01:54<05:47,  0.24it/s, v_num=6e0e]
Epoch 145:  26%|██▌       | 28/109 [01:55<05:33,  0.24it/s, v_num=6e0e]
Epoch 145:  26%|██▌       | 28/109 [01:55<05:33,  0.24it/s, v_num=6e0e]
Epoch 145:  27%|██▋       | 29/109 [02:09<05:58,  0.22it/s, v_num=6e0e]
Epoch 145:  27%|██▋       | 29/109 [02:09<05:58,  0.22it/s, v_num=6e0e]
Epoch 145:  28%|██▊       | 30/109 [02:10<05:44,  0.23it/s, v_num=6e0e]
Epoch 145:  28%|██▊       | 30/109 [02:10<05:44,  0.23it/s, v_num=6e0e]
Epoch 145:  28%|██▊       | 31/109 [02:11<05:30,  0.24it/s, v_num=6e0e]
Epoch 145:  28%|██▊       | 31/109 [02:11<05:30,  0.24it/s, v_num=6e0e]
Epoch 145:  29%|██▉       | 32/109 [02:12<05:18,  0.24it/s, v_num=6e0e]
Epoch 145:  29%|██▉       | 32/109 [02:12<05:18,  0.24it/s, v_num=6e0e]
Epoch 145:  30%|███       | 33/109 [02:25<05:36,  0.23it/s, v_num=6e0e]
Epoch 145:  30%|███       | 33/109 [02:25<05:36,  0.23it/s, v_num=6e0e]
Epoch 145:  31%|███       | 34/109 [02:26<05:23,  0.23it/s, v_num=6e0e]
Epoch 145:  31%|███       | 34/109 [02:26<05:23,  0.23it/s, v_num=6e0e]
Epoch 145:  32%|███▏      | 35/109 [02:27<05:11,  0.24it/s, v_num=6e0e]
Epoch 145:  32%|███▏      | 35/109 [02:27<05:11,  0.24it/s, v_num=6e0e]
Epoch 145:  33%|███▎      | 36/109 [02:30<05:05,  0.24it/s, v_num=6e0e]
Epoch 145:  33%|███▎      | 36/109 [02:30<05:05,  0.24it/s, v_num=6e0e]
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Epoch 145:  34%|███▍      | 37/109 [02:40<05:12,  0.23it/s, v_num=6e0e]
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Epoch 145:  37%|███▋      | 40/109 [02:48<04:49,  0.24it/s, v_num=6e0e]
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Epoch 145:  38%|███▊      | 41/109 [02:58<04:55,  0.23it/s, v_num=6e0e]
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Epoch 145:  39%|███▊      | 42/109 [02:58<04:45,  0.23it/s, v_num=6e0e]
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Epoch 145:  40%|████      | 44/109 [03:03<04:31,  0.24it/s, v_num=6e0e]
Epoch 145:  41%|████▏     | 45/109 [03:14<04:36,  0.23it/s, v_num=6e0e]
Epoch 145:  41%|████▏     | 45/109 [03:14<04:36,  0.23it/s, v_num=6e0e]
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Epoch 145:  42%|████▏     | 46/109 [03:15<04:27,  0.24it/s, v_num=6e0e]
Epoch 145:  43%|████▎     | 47/109 [03:16<04:18,  0.24it/s, v_num=6e0e]
Epoch 145:  43%|████▎     | 47/109 [03:16<04:18,  0.24it/s, v_num=6e0e]
Epoch 145:  44%|████▍     | 48/109 [03:20<04:14,  0.24it/s, v_num=6e0e]
Epoch 145:  44%|████▍     | 48/109 [03:20<04:14,  0.24it/s, v_num=6e0e]
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Epoch 145:  46%|████▌     | 50/109 [03:31<04:09,  0.24it/s, v_num=6e0e]
Epoch 145:  46%|████▌     | 50/109 [03:31<04:09,  0.24it/s, v_num=6e0e]
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Epoch 145:  47%|████▋     | 51/109 [03:32<04:01,  0.24it/s, v_num=6e0e]
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Epoch 145:  49%|████▊     | 53/109 [03:49<04:02,  0.23it/s, v_num=6e0e]
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Epoch 145:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
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Epoch 145:  61%|██████    | 66/109 [04:40<03:02,  0.24it/s, v_num=6e0e]
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Epoch 145:  70%|██████▉   | 76/109 [05:16<02:17,  0.24it/s, v_num=6e0e]
Epoch 145:  71%|███████   | 77/109 [05:29<02:17,  0.23it/s, v_num=6e0e]
Epoch 145:  71%|███████   | 77/109 [05:29<02:17,  0.23it/s, v_num=6e0e]
Epoch 145:  72%|███████▏  | 78/109 [05:30<02:11,  0.24it/s, v_num=6e0e]
Epoch 145:  72%|███████▏  | 78/109 [05:30<02:11,  0.24it/s, v_num=6e0e]
Epoch 145:  72%|███████▏  | 79/109 [05:31<02:05,  0.24it/s, v_num=6e0e]
Epoch 145:  72%|███████▏  | 79/109 [05:31<02:05,  0.24it/s, v_num=6e0e]
Epoch 145:  73%|███████▎  | 80/109 [05:32<02:00,  0.24it/s, v_num=6e0e]
Epoch 145:  73%|███████▎  | 80/109 [05:32<02:00,  0.24it/s, v_num=6e0e]
Epoch 145:  74%|███████▍  | 81/109 [05:44<01:59,  0.23it/s, v_num=6e0e]
Epoch 145:  74%|███████▍  | 81/109 [05:44<01:59,  0.23it/s, v_num=6e0e]
Epoch 145:  75%|███████▌  | 82/109 [05:45<01:53,  0.24it/s, v_num=6e0e]
Epoch 145:  75%|███████▌  | 82/109 [05:45<01:53,  0.24it/s, v_num=6e0e]
Epoch 145:  76%|███████▌  | 83/109 [05:46<01:48,  0.24it/s, v_num=6e0e]
Epoch 145:  76%|███████▌  | 83/109 [05:46<01:48,  0.24it/s, v_num=6e0e]
Epoch 145:  77%|███████▋  | 84/109 [05:50<01:44,  0.24it/s, v_num=6e0e]
Epoch 145:  77%|███████▋  | 84/109 [05:50<01:44,  0.24it/s, v_num=6e0e]
Epoch 145:  78%|███████▊  | 85/109 [06:01<01:42,  0.24it/s, v_num=6e0e]
Epoch 145:  78%|███████▊  | 85/109 [06:01<01:42,  0.24it/s, v_num=6e0e]
Epoch 145:  79%|███████▉  | 86/109 [06:05<01:37,  0.24it/s, v_num=6e0e]
Epoch 145:  79%|███████▉  | 86/109 [06:05<01:37,  0.24it/s, v_num=6e0e]
Epoch 145:  80%|███████▉  | 87/109 [06:05<01:32,  0.24it/s, v_num=6e0e]
Epoch 145:  80%|███████▉  | 87/109 [06:05<01:32,  0.24it/s, v_num=6e0e]
Epoch 145:  81%|████████  | 88/109 [06:06<01:27,  0.24it/s, v_num=6e0e]
Epoch 145:  81%|████████  | 88/109 [06:06<01:27,  0.24it/s, v_num=6e0e]
Epoch 145:  82%|████████▏ | 89/109 [06:17<01:24,  0.24it/s, v_num=6e0e]
Epoch 145:  82%|████████▏ | 89/109 [06:17<01:24,  0.24it/s, v_num=6e0e]
Epoch 145:  83%|████████▎ | 90/109 [06:20<01:20,  0.24it/s, v_num=6e0e]
Epoch 145:  83%|████████▎ | 90/109 [06:20<01:20,  0.24it/s, v_num=6e0e]
Epoch 145:  83%|████████▎ | 91/109 [06:20<01:15,  0.24it/s, v_num=6e0e]
Epoch 145:  83%|████████▎ | 91/109 [06:20<01:15,  0.24it/s, v_num=6e0e]
Epoch 145:  84%|████████▍ | 92/109 [06:21<01:10,  0.24it/s, v_num=6e0e]
Epoch 145:  84%|████████▍ | 92/109 [06:21<01:10,  0.24it/s, v_num=6e0e]
Epoch 145:  85%|████████▌ | 93/109 [06:32<01:07,  0.24it/s, v_num=6e0e]
Epoch 145:  85%|████████▌ | 93/109 [06:32<01:07,  0.24it/s, v_num=6e0e]
Epoch 145:  86%|████████▌ | 94/109 [06:36<01:03,  0.24it/s, v_num=6e0e]
Epoch 145:  86%|████████▌ | 94/109 [06:36<01:03,  0.24it/s, v_num=6e0e]
Epoch 145:  87%|████████▋ | 95/109 [06:37<00:58,  0.24it/s, v_num=6e0e]
Epoch 145:  87%|████████▋ | 95/109 [06:37<00:58,  0.24it/s, v_num=6e0e]
Epoch 145:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 145:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 145:  89%|████████▉ | 97/109 [06:48<00:50,  0.24it/s, v_num=6e0e]
Epoch 145:  89%|████████▉ | 97/109 [06:48<00:50,  0.24it/s, v_num=6e0e]
Epoch 145:  90%|████████▉ | 98/109 [06:52<00:46,  0.24it/s, v_num=6e0e]
Epoch 145:  90%|████████▉ | 98/109 [06:52<00:46,  0.24it/s, v_num=6e0e]
Epoch 145:  91%|█████████ | 99/109 [06:53<00:41,  0.24it/s, v_num=6e0e]
Epoch 145:  91%|█████████ | 99/109 [06:53<00:41,  0.24it/s, v_num=6e0e]
Epoch 145:  92%|█████████▏| 100/109 [06:57<00:37,  0.24it/s, v_num=6e0e]
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Epoch 145:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 145:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 145:  94%|█████████▎| 102/109 [07:10<00:29,  0.24it/s, v_num=6e0e]
Epoch 145:  94%|█████████▎| 102/109 [07:10<00:29,  0.24it/s, v_num=6e0e]
Epoch 145:  94%|█████████▍| 103/109 [07:11<00:25,  0.24it/s, v_num=6e0e]
Epoch 145:  94%|█████████▍| 103/109 [07:11<00:25,  0.24it/s, v_num=6e0e]
Epoch 145:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
Epoch 145:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
Epoch 145:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 145:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 145:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 145:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 145:  98%|█████████▊| 107/109 [07:27<00:08,  0.24it/s, v_num=6e0e]
Epoch 145:  98%|█████████▊| 107/109 [07:27<00:08,  0.24it/s, v_num=6e0e]
Epoch 145:  99%|█████████▉| 108/109 [07:29<00:04,  0.24it/s, v_num=6e0e]
Epoch 145:  99%|█████████▉| 108/109 [07:29<00:04,  0.24it/s, v_num=6e0e]
Epoch 145: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]
Epoch 145: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.15it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.07it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:02<00:10,  1.01it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:03<00:09,  1.03it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:04<00:08,  1.02it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  1.00it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.96it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.98it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.99it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.98it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.98it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.97it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 145: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 145: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 145:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 146:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 146:   1%|          | 1/109 [00:16<29:09,  0.06it/s, v_num=6e0e]
Epoch 146:   1%|          | 1/109 [00:16<29:09,  0.06it/s, v_num=6e0e]
Epoch 146:   2%|▏         | 2/109 [00:17<15:09,  0.12it/s, v_num=6e0e]
Epoch 146:   2%|▏         | 2/109 [00:17<15:09,  0.12it/s, v_num=6e0e]
Epoch 146:   3%|▎         | 3/109 [00:20<12:01,  0.15it/s, v_num=6e0e]
Epoch 146:   3%|▎         | 3/109 [00:20<12:01,  0.15it/s, v_num=6e0e]
Epoch 146:   4%|▎         | 4/109 [00:21<09:16,  0.19it/s, v_num=6e0e]
Epoch 146:   4%|▎         | 4/109 [00:21<09:16,  0.19it/s, v_num=6e0e]
Epoch 146:   5%|▍         | 5/109 [00:32<11:12,  0.15it/s, v_num=6e0e]
Epoch 146:   5%|▍         | 5/109 [00:32<11:12,  0.15it/s, v_num=6e0e]
Epoch 146:   6%|▌         | 6/109 [00:33<09:27,  0.18it/s, v_num=6e0e]
Epoch 146:   6%|▌         | 6/109 [00:33<09:27,  0.18it/s, v_num=6e0e]
Epoch 146:   6%|▋         | 7/109 [00:35<08:36,  0.20it/s, v_num=6e0e]
Epoch 146:   6%|▋         | 7/109 [00:35<08:36,  0.20it/s, v_num=6e0e]
Epoch 146:   7%|▋         | 8/109 [00:36<07:38,  0.22it/s, v_num=6e0e]
Epoch 146:   7%|▋         | 8/109 [00:36<07:38,  0.22it/s, v_num=6e0e]
Epoch 146:   8%|▊         | 9/109 [00:49<09:05,  0.18it/s, v_num=6e0e]
Epoch 146:   8%|▊         | 9/109 [00:49<09:05,  0.18it/s, v_num=6e0e]
Epoch 146:   9%|▉         | 10/109 [00:49<08:14,  0.20it/s, v_num=6e0e]
Epoch 146:   9%|▉         | 10/109 [00:49<08:14,  0.20it/s, v_num=6e0e]
Epoch 146:  10%|█         | 11/109 [00:51<07:40,  0.21it/s, v_num=6e0e]
Epoch 146:  10%|█         | 11/109 [00:51<07:40,  0.21it/s, v_num=6e0e]
Epoch 146:  11%|█         | 12/109 [00:52<07:04,  0.23it/s, v_num=6e0e]
Epoch 146:  11%|█         | 12/109 [00:52<07:04,  0.23it/s, v_num=6e0e]
Epoch 146:  12%|█▏        | 13/109 [01:05<08:03,  0.20it/s, v_num=6e0e]
Epoch 146:  12%|█▏        | 13/109 [01:05<08:03,  0.20it/s, v_num=6e0e]
Epoch 146:  13%|█▎        | 14/109 [01:06<07:33,  0.21it/s, v_num=6e0e]
Epoch 146:  13%|█▎        | 14/109 [01:06<07:33,  0.21it/s, v_num=6e0e]
Epoch 146:  14%|█▍        | 15/109 [01:07<07:05,  0.22it/s, v_num=6e0e]
Epoch 146:  14%|█▍        | 15/109 [01:07<07:05,  0.22it/s, v_num=6e0e]
Epoch 146:  15%|█▍        | 16/109 [01:08<06:39,  0.23it/s, v_num=6e0e]
Epoch 146:  15%|█▍        | 16/109 [01:08<06:39,  0.23it/s, v_num=6e0e]
Epoch 146:  16%|█▌        | 17/109 [01:24<07:39,  0.20it/s, v_num=6e0e]
Epoch 146:  16%|█▌        | 17/109 [01:24<07:39,  0.20it/s, v_num=6e0e]
Epoch 146:  17%|█▋        | 18/109 [01:25<07:13,  0.21it/s, v_num=6e0e]
Epoch 146:  17%|█▋        | 18/109 [01:25<07:13,  0.21it/s, v_num=6e0e]
Epoch 146:  17%|█▋        | 19/109 [01:26<06:49,  0.22it/s, v_num=6e0e]
Epoch 146:  17%|█▋        | 19/109 [01:26<06:49,  0.22it/s, v_num=6e0e]
Epoch 146:  18%|█▊        | 20/109 [01:27<06:28,  0.23it/s, v_num=6e0e]
Epoch 146:  18%|█▊        | 20/109 [01:27<06:28,  0.23it/s, v_num=6e0e]
Epoch 146:  19%|█▉        | 21/109 [01:39<06:55,  0.21it/s, v_num=6e0e]
Epoch 146:  19%|█▉        | 21/109 [01:39<06:55,  0.21it/s, v_num=6e0e]
Epoch 146:  20%|██        | 22/109 [01:40<06:35,  0.22it/s, v_num=6e0e]
Epoch 146:  20%|██        | 22/109 [01:40<06:35,  0.22it/s, v_num=6e0e]
Epoch 146:  21%|██        | 23/109 [01:44<06:31,  0.22it/s, v_num=6e0e]
Epoch 146:  21%|██        | 23/109 [01:44<06:31,  0.22it/s, v_num=6e0e]
Epoch 146:  22%|██▏       | 24/109 [01:45<06:13,  0.23it/s, v_num=6e0e]
Epoch 146:  22%|██▏       | 24/109 [01:45<06:13,  0.23it/s, v_num=6e0e]
Epoch 146:  23%|██▎       | 25/109 [01:56<06:31,  0.21it/s, v_num=6e0e]
Epoch 146:  23%|██▎       | 25/109 [01:56<06:31,  0.21it/s, v_num=6e0e]
Epoch 146:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
Epoch 146:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
Epoch 146:  25%|██▍       | 27/109 [02:00<06:06,  0.22it/s, v_num=6e0e]
Epoch 146:  25%|██▍       | 27/109 [02:00<06:06,  0.22it/s, v_num=6e0e]
Epoch 146:  26%|██▌       | 28/109 [02:01<05:51,  0.23it/s, v_num=6e0e]
Epoch 146:  26%|██▌       | 28/109 [02:01<05:51,  0.23it/s, v_num=6e0e]
Epoch 146:  27%|██▋       | 29/109 [02:12<06:06,  0.22it/s, v_num=6e0e]
Epoch 146:  27%|██▋       | 29/109 [02:12<06:06,  0.22it/s, v_num=6e0e]
Epoch 146:  28%|██▊       | 30/109 [02:13<05:52,  0.22it/s, v_num=6e0e]
Epoch 146:  28%|██▊       | 30/109 [02:13<05:52,  0.22it/s, v_num=6e0e]
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Epoch 146:  29%|██▉       | 32/109 [02:18<05:33,  0.23it/s, v_num=6e0e]
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Epoch 146:  30%|███       | 33/109 [02:27<05:39,  0.22it/s, v_num=6e0e]
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Epoch 146:  31%|███       | 34/109 [02:30<05:31,  0.23it/s, v_num=6e0e]
Epoch 146:  31%|███       | 34/109 [02:30<05:31,  0.23it/s, v_num=6e0e]
Epoch 146:  32%|███▏      | 35/109 [02:33<05:23,  0.23it/s, v_num=6e0e]
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Epoch 146:  42%|████▏     | 46/109 [03:16<04:29,  0.23it/s, v_num=6e0e]
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Epoch 146: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 146: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 146: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 146:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 147:  11%|█         | 12/109 [00:52<07:04,  0.23it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.15it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.06it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.99it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.99it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.99it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.98it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.95it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.97it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.98it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.98it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 147: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 147: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 147:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 148:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 148:   1%|          | 1/109 [00:17<31:02,  0.06it/s, v_num=6e0e]
Epoch 148:   1%|          | 1/109 [00:17<31:02,  0.06it/s, v_num=6e0e]
Epoch 148:   2%|▏         | 2/109 [00:18<16:07,  0.11it/s, v_num=6e0e]
Epoch 148:   2%|▏         | 2/109 [00:18<16:07,  0.11it/s, v_num=6e0e]
Epoch 148:   3%|▎         | 3/109 [00:18<11:06,  0.16it/s, v_num=6e0e]
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Epoch 148:   4%|▎         | 4/109 [00:19<08:36,  0.20it/s, v_num=6e0e]
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Epoch 148:   5%|▍         | 5/109 [00:32<11:22,  0.15it/s, v_num=6e0e]
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Epoch 148:   6%|▌         | 6/109 [00:33<09:37,  0.18it/s, v_num=6e0e]
Epoch 148:   6%|▌         | 6/109 [00:33<09:37,  0.18it/s, v_num=6e0e]
Epoch 148:   6%|▋         | 7/109 [00:34<08:23,  0.20it/s, v_num=6e0e]
Epoch 148:   6%|▋         | 7/109 [00:34<08:23,  0.20it/s, v_num=6e0e]
Epoch 148:   7%|▋         | 8/109 [00:35<07:26,  0.23it/s, v_num=6e0e]
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Epoch 148:   8%|▊         | 9/109 [00:48<08:59,  0.19it/s, v_num=6e0e]
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Epoch 148:  10%|█         | 11/109 [00:50<07:30,  0.22it/s, v_num=6e0e]
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Epoch 148:  11%|█         | 12/109 [00:51<06:55,  0.23it/s, v_num=6e0e]
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Epoch 148:  14%|█▍        | 15/109 [01:06<06:56,  0.23it/s, v_num=6e0e]
Epoch 148:  14%|█▍        | 15/109 [01:06<06:56,  0.23it/s, v_num=6e0e]
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Epoch 148:  17%|█▋        | 19/109 [01:23<06:33,  0.23it/s, v_num=6e0e]
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Epoch 148:  18%|█▊        | 20/109 [01:23<06:13,  0.24it/s, v_num=6e0e]
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Epoch 148:  19%|█▉        | 21/109 [01:37<06:47,  0.22it/s, v_num=6e0e]
Epoch 148:  20%|██        | 22/109 [01:38<06:28,  0.22it/s, v_num=6e0e]
Epoch 148:  20%|██        | 22/109 [01:38<06:28,  0.22it/s, v_num=6e0e]
Epoch 148:  21%|██        | 23/109 [01:39<06:11,  0.23it/s, v_num=6e0e]
Epoch 148:  21%|██        | 23/109 [01:39<06:11,  0.23it/s, v_num=6e0e]
Epoch 148:  22%|██▏       | 24/109 [01:40<05:55,  0.24it/s, v_num=6e0e]
Epoch 148:  22%|██▏       | 24/109 [01:40<05:55,  0.24it/s, v_num=6e0e]
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Epoch 148:  28%|██▊       | 30/109 [02:13<05:50,  0.23it/s, v_num=6e0e]
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Epoch 148:  29%|██▉       | 32/109 [02:15<05:25,  0.24it/s, v_num=6e0e]
Epoch 148:  30%|███       | 33/109 [02:31<05:48,  0.22it/s, v_num=6e0e]
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Epoch 148:  31%|███       | 34/109 [02:32<05:35,  0.22it/s, v_num=6e0e]
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Epoch 148:  47%|████▋     | 51/109 [03:41<04:11,  0.23it/s, v_num=6e0e]
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Epoch 148:  76%|███████▌  | 83/109 [05:52<01:50,  0.24it/s, v_num=6e0e]
Epoch 148:  76%|███████▌  | 83/109 [05:52<01:50,  0.24it/s, v_num=6e0e]
Epoch 148:  77%|███████▋  | 84/109 [05:59<01:47,  0.23it/s, v_num=6e0e]
Epoch 148:  77%|███████▋  | 84/109 [05:59<01:47,  0.23it/s, v_num=6e0e]
Epoch 148:  78%|███████▊  | 85/109 [06:04<01:42,  0.23it/s, v_num=6e0e]
Epoch 148:  78%|███████▊  | 85/109 [06:04<01:42,  0.23it/s, v_num=6e0e]
Epoch 148:  79%|███████▉  | 86/109 [06:05<01:37,  0.24it/s, v_num=6e0e]
Epoch 148:  79%|███████▉  | 86/109 [06:05<01:37,  0.24it/s, v_num=6e0e]
Epoch 148:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
Epoch 148:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
Epoch 148:  81%|████████  | 88/109 [06:17<01:29,  0.23it/s, v_num=6e0e]
Epoch 148:  81%|████████  | 88/109 [06:17<01:29,  0.23it/s, v_num=6e0e]
Epoch 148:  82%|████████▏ | 89/109 [06:22<01:25,  0.23it/s, v_num=6e0e]
Epoch 148:  82%|████████▏ | 89/109 [06:22<01:25,  0.23it/s, v_num=6e0e]
Epoch 148:  83%|████████▎ | 90/109 [06:22<01:20,  0.24it/s, v_num=6e0e]
Epoch 148:  83%|████████▎ | 90/109 [06:22<01:20,  0.24it/s, v_num=6e0e]
Epoch 148:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 148:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 148:  84%|████████▍ | 92/109 [06:34<01:12,  0.23it/s, v_num=6e0e]
Epoch 148:  84%|████████▍ | 92/109 [06:34<01:12,  0.23it/s, v_num=6e0e]
Epoch 148:  85%|████████▌ | 93/109 [06:37<01:08,  0.23it/s, v_num=6e0e]
Epoch 148:  85%|████████▌ | 93/109 [06:37<01:08,  0.23it/s, v_num=6e0e]
Epoch 148:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
Epoch 148:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
Epoch 148:  87%|████████▋ | 95/109 [06:40<00:59,  0.24it/s, v_num=6e0e]
Epoch 148:  87%|████████▋ | 95/109 [06:40<00:59,  0.24it/s, v_num=6e0e]
Epoch 148:  88%|████████▊ | 96/109 [06:50<00:55,  0.23it/s, v_num=6e0e]
Epoch 148:  88%|████████▊ | 96/109 [06:50<00:55,  0.23it/s, v_num=6e0e]
Epoch 148:  89%|████████▉ | 97/109 [06:53<00:51,  0.23it/s, v_num=6e0e]
Epoch 148:  89%|████████▉ | 97/109 [06:53<00:51,  0.23it/s, v_num=6e0e]
Epoch 148:  90%|████████▉ | 98/109 [06:54<00:46,  0.24it/s, v_num=6e0e]
Epoch 148:  90%|████████▉ | 98/109 [06:54<00:46,  0.24it/s, v_num=6e0e]
Epoch 148:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 148:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 148:  92%|█████████▏| 100/109 [07:06<00:38,  0.23it/s, v_num=6e0e]
Epoch 148:  92%|█████████▏| 100/109 [07:06<00:38,  0.23it/s, v_num=6e0e]
Epoch 148:  93%|█████████▎| 101/109 [07:12<00:34,  0.23it/s, v_num=6e0e]
Epoch 148:  93%|█████████▎| 101/109 [07:12<00:34,  0.23it/s, v_num=6e0e]
Epoch 148:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 148:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 148:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 148:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 148:  95%|█████████▌| 104/109 [07:21<00:21,  0.24it/s, v_num=6e0e]
Epoch 148:  95%|█████████▌| 104/109 [07:21<00:21,  0.24it/s, v_num=6e0e]
Epoch 148:  96%|█████████▋| 105/109 [07:27<00:17,  0.23it/s, v_num=6e0e]
Epoch 148:  96%|█████████▋| 105/109 [07:27<00:17,  0.23it/s, v_num=6e0e]
Epoch 148:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 148:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 148:  98%|█████████▊| 107/109 [07:32<00:08,  0.24it/s, v_num=6e0e]
Epoch 148:  98%|█████████▊| 107/109 [07:32<00:08,  0.24it/s, v_num=6e0e]
Epoch 148:  99%|█████████▉| 108/109 [07:38<00:04,  0.24it/s, v_num=6e0e]
Epoch 148:  99%|█████████▉| 108/109 [07:38<00:04,  0.24it/s, v_num=6e0e]
Epoch 148: 100%|██████████| 109/109 [07:43<00:00,  0.23it/s, v_num=6e0e]
Epoch 148: 100%|██████████| 109/109 [07:43<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.17it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.02it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:02<00:10,  1.00it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:03<00:09,  1.02it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:04<00:08,  1.01it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.98it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.96it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.97it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.98it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.98it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.97it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 148: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 148: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 148:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 149:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 149:   1%|          | 1/109 [00:15<28:19,  0.06it/s, v_num=6e0e]
Epoch 149:   1%|          | 1/109 [00:15<28:19,  0.06it/s, v_num=6e0e]
Epoch 149:   2%|▏         | 2/109 [00:18<16:04,  0.11it/s, v_num=6e0e]
Epoch 149:   2%|▏         | 2/109 [00:18<16:04,  0.11it/s, v_num=6e0e]
Epoch 149:   3%|▎         | 3/109 [00:18<11:05,  0.16it/s, v_num=6e0e]
Epoch 149:   3%|▎         | 3/109 [00:18<11:05,  0.16it/s, v_num=6e0e]
Epoch 149:   4%|▎         | 4/109 [00:19<08:36,  0.20it/s, v_num=6e0e]
Epoch 149:   4%|▎         | 4/109 [00:19<08:36,  0.20it/s, v_num=6e0e]
Epoch 149:   5%|▍         | 5/109 [00:31<10:59,  0.16it/s, v_num=6e0e]
Epoch 149:   5%|▍         | 5/109 [00:31<10:59,  0.16it/s, v_num=6e0e]
Epoch 149:   6%|▌         | 6/109 [00:34<09:55,  0.17it/s, v_num=6e0e]
Epoch 149:   6%|▌         | 6/109 [00:34<09:55,  0.17it/s, v_num=6e0e]
Epoch 149:   6%|▋         | 7/109 [00:35<08:37,  0.20it/s, v_num=6e0e]
Epoch 149:   6%|▋         | 7/109 [00:35<08:37,  0.20it/s, v_num=6e0e]
Epoch 149:   7%|▋         | 8/109 [00:36<07:38,  0.22it/s, v_num=6e0e]
Epoch 149:   7%|▋         | 8/109 [00:36<07:38,  0.22it/s, v_num=6e0e]
Epoch 149:   8%|▊         | 9/109 [00:47<08:50,  0.19it/s, v_num=6e0e]
Epoch 149:   8%|▊         | 9/109 [00:47<08:50,  0.19it/s, v_num=6e0e]
Epoch 149:   9%|▉         | 10/109 [00:50<08:19,  0.20it/s, v_num=6e0e]
Epoch 149:   9%|▉         | 10/109 [00:50<08:19,  0.20it/s, v_num=6e0e]
Epoch 149:  10%|█         | 11/109 [00:51<07:36,  0.21it/s, v_num=6e0e]
Epoch 149:  10%|█         | 11/109 [00:51<07:36,  0.21it/s, v_num=6e0e]
Epoch 149:  11%|█         | 12/109 [00:52<07:01,  0.23it/s, v_num=6e0e]
Epoch 149:  11%|█         | 12/109 [00:52<07:01,  0.23it/s, v_num=6e0e]
Epoch 149:  12%|█▏        | 13/109 [01:05<08:01,  0.20it/s, v_num=6e0e]
Epoch 149:  12%|█▏        | 13/109 [01:05<08:01,  0.20it/s, v_num=6e0e]
Epoch 149:  13%|█▎        | 14/109 [01:06<07:28,  0.21it/s, v_num=6e0e]
Epoch 149:  13%|█▎        | 14/109 [01:06<07:28,  0.21it/s, v_num=6e0e]
Epoch 149:  14%|█▍        | 15/109 [01:06<06:59,  0.22it/s, v_num=6e0e]
Epoch 149:  14%|█▍        | 15/109 [01:06<06:59,  0.22it/s, v_num=6e0e]
Epoch 149:  15%|█▍        | 16/109 [01:07<06:33,  0.24it/s, v_num=6e0e]
Epoch 149:  15%|█▍        | 16/109 [01:07<06:33,  0.24it/s, v_num=6e0e]
Epoch 149:  16%|█▌        | 17/109 [01:20<07:18,  0.21it/s, v_num=6e0e]
Epoch 149:  16%|█▌        | 17/109 [01:20<07:18,  0.21it/s, v_num=6e0e]
Epoch 149:  17%|█▋        | 18/109 [01:22<06:56,  0.22it/s, v_num=6e0e]
Epoch 149:  17%|█▋        | 18/109 [01:22<06:56,  0.22it/s, v_num=6e0e]
Epoch 149:  17%|█▋        | 19/109 [01:23<06:33,  0.23it/s, v_num=6e0e]
Epoch 149:  17%|█▋        | 19/109 [01:23<06:33,  0.23it/s, v_num=6e0e]
Epoch 149:  18%|█▊        | 20/109 [01:24<06:17,  0.24it/s, v_num=6e0e]
Epoch 149:  18%|█▊        | 20/109 [01:24<06:17,  0.24it/s, v_num=6e0e]
Epoch 149:  19%|█▉        | 21/109 [01:38<06:51,  0.21it/s, v_num=6e0e]
Epoch 149:  19%|█▉        | 21/109 [01:38<06:51,  0.21it/s, v_num=6e0e]
Epoch 149:  20%|██        | 22/109 [01:38<06:31,  0.22it/s, v_num=6e0e]
Epoch 149:  20%|██        | 22/109 [01:38<06:31,  0.22it/s, v_num=6e0e]
Epoch 149:  21%|██        | 23/109 [01:39<06:12,  0.23it/s, v_num=6e0e]
Epoch 149:  21%|██        | 23/109 [01:39<06:12,  0.23it/s, v_num=6e0e]
Epoch 149:  22%|██▏       | 24/109 [01:40<05:57,  0.24it/s, v_num=6e0e]
Epoch 149:  22%|██▏       | 24/109 [01:40<05:57,  0.24it/s, v_num=6e0e]
Epoch 149:  23%|██▎       | 25/109 [01:54<06:24,  0.22it/s, v_num=6e0e]
Epoch 149:  23%|██▎       | 25/109 [01:54<06:24,  0.22it/s, v_num=6e0e]
Epoch 149:  24%|██▍       | 26/109 [01:55<06:07,  0.23it/s, v_num=6e0e]
Epoch 149:  24%|██▍       | 26/109 [01:55<06:07,  0.23it/s, v_num=6e0e]
Epoch 149:  25%|██▍       | 27/109 [01:55<05:52,  0.23it/s, v_num=6e0e]
Epoch 149:  25%|██▍       | 27/109 [01:55<05:52,  0.23it/s, v_num=6e0e]
Epoch 149:  26%|██▌       | 28/109 [01:59<05:46,  0.23it/s, v_num=6e0e]
Epoch 149:  26%|██▌       | 28/109 [01:59<05:46,  0.23it/s, v_num=6e0e]
Epoch 149:  27%|██▋       | 29/109 [02:11<06:02,  0.22it/s, v_num=6e0e]
Epoch 149:  27%|██▋       | 29/109 [02:11<06:02,  0.22it/s, v_num=6e0e]
Epoch 149:  28%|██▊       | 30/109 [02:12<05:47,  0.23it/s, v_num=6e0e]
Epoch 149:  28%|██▊       | 30/109 [02:12<05:47,  0.23it/s, v_num=6e0e]
Epoch 149:  28%|██▊       | 31/109 [02:12<05:34,  0.23it/s, v_num=6e0e]
Epoch 149:  28%|██▊       | 31/109 [02:12<05:34,  0.23it/s, v_num=6e0e]
Epoch 149:  29%|██▉       | 32/109 [02:14<05:24,  0.24it/s, v_num=6e0e]
Epoch 149:  29%|██▉       | 32/109 [02:14<05:24,  0.24it/s, v_num=6e0e]
Epoch 149:  30%|███       | 33/109 [02:25<05:35,  0.23it/s, v_num=6e0e]
Epoch 149:  30%|███       | 33/109 [02:25<05:35,  0.23it/s, v_num=6e0e]
Epoch 149:  31%|███       | 34/109 [02:26<05:23,  0.23it/s, v_num=6e0e]
Epoch 149:  31%|███       | 34/109 [02:26<05:23,  0.23it/s, v_num=6e0e]
Epoch 149:  32%|███▏      | 35/109 [02:27<05:11,  0.24it/s, v_num=6e0e]
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Epoch 149:  33%|███▎      | 36/109 [02:29<05:03,  0.24it/s, v_num=6e0e]
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Epoch 149:  79%|███████▉  | 86/109 [05:58<01:35,  0.24it/s, v_num=6e0e]
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Epoch 149:  80%|███████▉  | 87/109 [05:59<01:30,  0.24it/s, v_num=6e0e]
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Epoch 149:  81%|████████  | 88/109 [06:04<01:27,  0.24it/s, v_num=6e0e]
Epoch 149:  81%|████████  | 88/109 [06:04<01:27,  0.24it/s, v_num=6e0e]
Epoch 149:  82%|████████▏ | 89/109 [06:13<01:23,  0.24it/s, v_num=6e0e]
Epoch 149:  82%|████████▏ | 89/109 [06:13<01:23,  0.24it/s, v_num=6e0e]
Epoch 149:  83%|████████▎ | 90/109 [06:14<01:19,  0.24it/s, v_num=6e0e]
Epoch 149:  83%|████████▎ | 90/109 [06:14<01:19,  0.24it/s, v_num=6e0e]
Epoch 149:  83%|████████▎ | 91/109 [06:16<01:14,  0.24it/s, v_num=6e0e]
Epoch 149:  83%|████████▎ | 91/109 [06:16<01:14,  0.24it/s, v_num=6e0e]
Epoch 149:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 149:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 149:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 149:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
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Epoch 149:  87%|████████▋ | 95/109 [06:32<00:57,  0.24it/s, v_num=6e0e]
Epoch 149:  87%|████████▋ | 95/109 [06:32<00:57,  0.24it/s, v_num=6e0e]
Epoch 149:  88%|████████▊ | 96/109 [06:38<00:53,  0.24it/s, v_num=6e0e]
Epoch 149:  88%|████████▊ | 96/109 [06:38<00:53,  0.24it/s, v_num=6e0e]
Epoch 149:  89%|████████▉ | 97/109 [06:45<00:50,  0.24it/s, v_num=6e0e]
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Epoch 149:  91%|█████████ | 99/109 [06:49<00:41,  0.24it/s, v_num=6e0e]
Epoch 149:  91%|█████████ | 99/109 [06:49<00:41,  0.24it/s, v_num=6e0e]
Epoch 149:  92%|█████████▏| 100/109 [06:52<00:37,  0.24it/s, v_num=6e0e]
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Epoch 149:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
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Epoch 149:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 149:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
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Epoch 149:  97%|█████████▋| 106/109 [07:19<00:12,  0.24it/s, v_num=6e0e]
Epoch 149:  98%|█████████▊| 107/109 [07:22<00:08,  0.24it/s, v_num=6e0e]
Epoch 149:  98%|█████████▊| 107/109 [07:22<00:08,  0.24it/s, v_num=6e0e]
Epoch 149:  99%|█████████▉| 108/109 [07:23<00:04,  0.24it/s, v_num=6e0e]
Epoch 149:  99%|█████████▉| 108/109 [07:23<00:04,  0.24it/s, v_num=6e0e]
Epoch 149: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]
Epoch 149: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.90it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.92it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.96it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 149: 100%|██████████| 109/109 [07:51<00:00,  0.23it/s, v_num=6e0e]
Epoch 149: 100%|██████████| 109/109 [07:51<00:00,  0.23it/s, v_num=6e0e]
Epoch 149:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 150:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 150:   1%|          | 1/109 [00:16<29:53,  0.06it/s, v_num=6e0e]
Epoch 150:   1%|          | 1/109 [00:16<29:53,  0.06it/s, v_num=6e0e]
Epoch 150:   2%|▏         | 2/109 [00:18<16:42,  0.11it/s, v_num=6e0e]
Epoch 150:   2%|▏         | 2/109 [00:18<16:42,  0.11it/s, v_num=6e0e]
Epoch 150:   3%|▎         | 3/109 [00:19<11:30,  0.15it/s, v_num=6e0e]
Epoch 150:   3%|▎         | 3/109 [00:19<11:30,  0.15it/s, v_num=6e0e]
Epoch 150:   4%|▎         | 4/109 [00:20<08:53,  0.20it/s, v_num=6e0e]
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Epoch 150:   5%|▍         | 5/109 [00:32<11:13,  0.15it/s, v_num=6e0e]
Epoch 150:   5%|▍         | 5/109 [00:32<11:13,  0.15it/s, v_num=6e0e]
Epoch 150:   6%|▌         | 6/109 [00:33<09:41,  0.18it/s, v_num=6e0e]
Epoch 150:   6%|▌         | 6/109 [00:33<09:41,  0.18it/s, v_num=6e0e]
Epoch 150:   6%|▋         | 7/109 [00:34<08:24,  0.20it/s, v_num=6e0e]
Epoch 150:   6%|▋         | 7/109 [00:34<08:24,  0.20it/s, v_num=6e0e]
Epoch 150:   7%|▋         | 8/109 [00:35<07:27,  0.23it/s, v_num=6e0e]
Epoch 150:   7%|▋         | 8/109 [00:35<07:27,  0.23it/s, v_num=6e0e]
Epoch 150:   8%|▊         | 9/109 [00:50<09:18,  0.18it/s, v_num=6e0e]
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Epoch 150:   9%|▉         | 10/109 [00:51<08:25,  0.20it/s, v_num=6e0e]
Epoch 150:   9%|▉         | 10/109 [00:51<08:25,  0.20it/s, v_num=6e0e]
Epoch 150:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 150:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 150:  11%|█         | 12/109 [00:52<07:05,  0.23it/s, v_num=6e0e]
Epoch 150:  11%|█         | 12/109 [00:52<07:05,  0.23it/s, v_num=6e0e]
Epoch 150:  12%|█▏        | 13/109 [01:06<08:10,  0.20it/s, v_num=6e0e]
Epoch 150:  12%|█▏        | 13/109 [01:06<08:10,  0.20it/s, v_num=6e0e]
Epoch 150:  13%|█▎        | 14/109 [01:07<07:40,  0.21it/s, v_num=6e0e]
Epoch 150:  13%|█▎        | 14/109 [01:07<07:40,  0.21it/s, v_num=6e0e]
Epoch 150:  14%|█▍        | 15/109 [01:08<07:10,  0.22it/s, v_num=6e0e]
Epoch 150:  14%|█▍        | 15/109 [01:08<07:10,  0.22it/s, v_num=6e0e]
Epoch 150:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
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Epoch 150:  17%|█▋        | 19/109 [01:26<06:49,  0.22it/s, v_num=6e0e]
Epoch 150:  17%|█▋        | 19/109 [01:26<06:49,  0.22it/s, v_num=6e0e]
Epoch 150:  18%|█▊        | 20/109 [01:27<06:28,  0.23it/s, v_num=6e0e]
Epoch 150:  18%|█▊        | 20/109 [01:27<06:28,  0.23it/s, v_num=6e0e]
Epoch 150:  19%|█▉        | 21/109 [01:41<07:06,  0.21it/s, v_num=6e0e]
Epoch 150:  19%|█▉        | 21/109 [01:41<07:06,  0.21it/s, v_num=6e0e]
Epoch 150:  20%|██        | 22/109 [01:42<06:46,  0.21it/s, v_num=6e0e]
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Epoch 150:  21%|██        | 23/109 [01:43<06:27,  0.22it/s, v_num=6e0e]
Epoch 150:  21%|██        | 23/109 [01:43<06:27,  0.22it/s, v_num=6e0e]
Epoch 150:  22%|██▏       | 24/109 [01:44<06:09,  0.23it/s, v_num=6e0e]
Epoch 150:  22%|██▏       | 24/109 [01:44<06:09,  0.23it/s, v_num=6e0e]
Epoch 150:  23%|██▎       | 25/109 [01:58<06:39,  0.21it/s, v_num=6e0e]
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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 150: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 150: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 150:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 151:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 151:   1%|          | 1/109 [00:16<29:25,  0.06it/s, v_num=6e0e]
Epoch 151:   1%|          | 1/109 [00:16<29:25,  0.06it/s, v_num=6e0e]
Epoch 151:   2%|▏         | 2/109 [00:17<15:56,  0.11it/s, v_num=6e0e]
Epoch 151:   2%|▏         | 2/109 [00:17<15:56,  0.11it/s, v_num=6e0e]
Epoch 151:   3%|▎         | 3/109 [00:18<11:00,  0.16it/s, v_num=6e0e]
Epoch 151:   3%|▎         | 3/109 [00:18<11:00,  0.16it/s, v_num=6e0e]
Epoch 151:   4%|▎         | 4/109 [00:19<08:31,  0.21it/s, v_num=6e0e]
Epoch 151:   4%|▎         | 4/109 [00:19<08:31,  0.21it/s, v_num=6e0e]
Epoch 151:   5%|▍         | 5/109 [00:32<11:22,  0.15it/s, v_num=6e0e]
Epoch 151:   5%|▍         | 5/109 [00:32<11:22,  0.15it/s, v_num=6e0e]
Epoch 151:   6%|▌         | 6/109 [00:33<09:41,  0.18it/s, v_num=6e0e]
Epoch 151:   6%|▌         | 6/109 [00:33<09:41,  0.18it/s, v_num=6e0e]
Epoch 151:   6%|▋         | 7/109 [00:34<08:25,  0.20it/s, v_num=6e0e]
Epoch 151:   6%|▋         | 7/109 [00:34<08:25,  0.20it/s, v_num=6e0e]
Epoch 151:   7%|▋         | 8/109 [00:35<07:27,  0.23it/s, v_num=6e0e]
Epoch 151:   7%|▋         | 8/109 [00:35<07:27,  0.23it/s, v_num=6e0e]
Epoch 151:   8%|▊         | 9/109 [00:49<09:08,  0.18it/s, v_num=6e0e]
Epoch 151:   8%|▊         | 9/109 [00:49<09:08,  0.18it/s, v_num=6e0e]
Epoch 151:   9%|▉         | 10/109 [00:50<08:16,  0.20it/s, v_num=6e0e]
Epoch 151:   9%|▉         | 10/109 [00:50<08:16,  0.20it/s, v_num=6e0e]
Epoch 151:  10%|█         | 11/109 [00:50<07:34,  0.22it/s, v_num=6e0e]
Epoch 151:  10%|█         | 11/109 [00:50<07:34,  0.22it/s, v_num=6e0e]
Epoch 151:  11%|█         | 12/109 [00:51<06:58,  0.23it/s, v_num=6e0e]
Epoch 151:  11%|█         | 12/109 [00:51<06:58,  0.23it/s, v_num=6e0e]
Epoch 151:  12%|█▏        | 13/109 [01:05<08:03,  0.20it/s, v_num=6e0e]
Epoch 151:  12%|█▏        | 13/109 [01:05<08:03,  0.20it/s, v_num=6e0e]
Epoch 151:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 151:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 151:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 151:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 151:  15%|█▍        | 16/109 [01:09<06:42,  0.23it/s, v_num=6e0e]
Epoch 151:  15%|█▍        | 16/109 [01:09<06:42,  0.23it/s, v_num=6e0e]
Epoch 151:  16%|█▌        | 17/109 [01:20<07:17,  0.21it/s, v_num=6e0e]
Epoch 151:  16%|█▌        | 17/109 [01:20<07:17,  0.21it/s, v_num=6e0e]
Epoch 151:  17%|█▋        | 18/109 [01:25<07:11,  0.21it/s, v_num=6e0e]
Epoch 151:  17%|█▋        | 18/109 [01:25<07:11,  0.21it/s, v_num=6e0e]
Epoch 151:  17%|█▋        | 19/109 [01:26<06:47,  0.22it/s, v_num=6e0e]
Epoch 151:  17%|█▋        | 19/109 [01:26<06:47,  0.22it/s, v_num=6e0e]
Epoch 151:  18%|█▊        | 20/109 [01:26<06:26,  0.23it/s, v_num=6e0e]
Epoch 151:  18%|█▊        | 20/109 [01:26<06:26,  0.23it/s, v_num=6e0e]
Epoch 151:  19%|█▉        | 21/109 [01:37<06:47,  0.22it/s, v_num=6e0e]
Epoch 151:  19%|█▉        | 21/109 [01:37<06:47,  0.22it/s, v_num=6e0e]
Epoch 151:  20%|██        | 22/109 [01:42<06:44,  0.22it/s, v_num=6e0e]
Epoch 151:  20%|██        | 22/109 [01:42<06:44,  0.22it/s, v_num=6e0e]
Epoch 151:  21%|██        | 23/109 [01:43<06:25,  0.22it/s, v_num=6e0e]
Epoch 151:  21%|██        | 23/109 [01:43<06:25,  0.22it/s, v_num=6e0e]
Epoch 151:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 151:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 151:  23%|██▎       | 25/109 [01:53<06:22,  0.22it/s, v_num=6e0e]
Epoch 151:  23%|██▎       | 25/109 [01:53<06:22,  0.22it/s, v_num=6e0e]
Epoch 151:  24%|██▍       | 26/109 [02:00<06:24,  0.22it/s, v_num=6e0e]
Epoch 151:  24%|██▍       | 26/109 [02:00<06:24,  0.22it/s, v_num=6e0e]
Epoch 151:  25%|██▍       | 27/109 [02:01<06:07,  0.22it/s, v_num=6e0e]
Epoch 151:  25%|██▍       | 27/109 [02:01<06:07,  0.22it/s, v_num=6e0e]
Epoch 151:  26%|██▌       | 28/109 [02:01<05:52,  0.23it/s, v_num=6e0e]
Epoch 151:  26%|██▌       | 28/109 [02:01<05:52,  0.23it/s, v_num=6e0e]
Epoch 151:  27%|██▋       | 29/109 [02:09<05:57,  0.22it/s, v_num=6e0e]
Epoch 151:  27%|██▋       | 29/109 [02:09<05:57,  0.22it/s, v_num=6e0e]
Epoch 151:  28%|██▊       | 30/109 [02:17<06:02,  0.22it/s, v_num=6e0e]
Epoch 151:  28%|██▊       | 30/109 [02:17<06:02,  0.22it/s, v_num=6e0e]
Epoch 151:  28%|██▊       | 31/109 [02:18<05:48,  0.22it/s, v_num=6e0e]
Epoch 151:  28%|██▊       | 31/109 [02:18<05:48,  0.22it/s, v_num=6e0e]
Epoch 151:  29%|██▉       | 32/109 [02:19<05:35,  0.23it/s, v_num=6e0e]
Epoch 151:  29%|██▉       | 32/109 [02:19<05:35,  0.23it/s, v_num=6e0e]
Epoch 151:  30%|███       | 33/109 [02:26<05:37,  0.23it/s, v_num=6e0e]
Epoch 151:  30%|███       | 33/109 [02:26<05:37,  0.23it/s, v_num=6e0e]
Epoch 151:  31%|███       | 34/109 [02:34<05:40,  0.22it/s, v_num=6e0e]
Epoch 151:  31%|███       | 34/109 [02:34<05:40,  0.22it/s, v_num=6e0e]
Epoch 151:  32%|███▏      | 35/109 [02:35<05:28,  0.23it/s, v_num=6e0e]
Epoch 151:  32%|███▏      | 35/109 [02:35<05:28,  0.23it/s, v_num=6e0e]
Epoch 151:  33%|███▎      | 36/109 [02:36<05:16,  0.23it/s, v_num=6e0e]
Epoch 151:  33%|███▎      | 36/109 [02:36<05:16,  0.23it/s, v_num=6e0e]
Epoch 151:  34%|███▍      | 37/109 [02:43<05:18,  0.23it/s, v_num=6e0e]
Epoch 151:  34%|███▍      | 37/109 [02:43<05:18,  0.23it/s, v_num=6e0e]
Epoch 151:  35%|███▍      | 38/109 [02:50<05:18,  0.22it/s, v_num=6e0e]
Epoch 151:  35%|███▍      | 38/109 [02:50<05:18,  0.22it/s, v_num=6e0e]
Epoch 151:  36%|███▌      | 39/109 [02:51<05:07,  0.23it/s, v_num=6e0e]
Epoch 151:  36%|███▌      | 39/109 [02:51<05:07,  0.23it/s, v_num=6e0e]
Epoch 151:  37%|███▋      | 40/109 [02:52<04:57,  0.23it/s, v_num=6e0e]
Epoch 151:  37%|███▋      | 40/109 [02:52<04:57,  0.23it/s, v_num=6e0e]
Epoch 151:  38%|███▊      | 41/109 [03:00<04:58,  0.23it/s, v_num=6e0e]
Epoch 151:  38%|███▊      | 41/109 [03:00<04:58,  0.23it/s, v_num=6e0e]
Epoch 151:  39%|███▊      | 42/109 [03:07<04:58,  0.22it/s, v_num=6e0e]
Epoch 151:  39%|███▊      | 42/109 [03:07<04:58,  0.22it/s, v_num=6e0e]
Epoch 151:  39%|███▉      | 43/109 [03:08<04:48,  0.23it/s, v_num=6e0e]
Epoch 151:  39%|███▉      | 43/109 [03:08<04:48,  0.23it/s, v_num=6e0e]
Epoch 151:  40%|████      | 44/109 [03:08<04:38,  0.23it/s, v_num=6e0e]
Epoch 151:  40%|████      | 44/109 [03:08<04:38,  0.23it/s, v_num=6e0e]
Epoch 151:  41%|████▏     | 45/109 [03:17<04:40,  0.23it/s, v_num=6e0e]
Epoch 151:  41%|████▏     | 45/109 [03:17<04:40,  0.23it/s, v_num=6e0e]
Epoch 151:  42%|████▏     | 46/109 [03:23<04:38,  0.23it/s, v_num=6e0e]
Epoch 151:  42%|████▏     | 46/109 [03:23<04:38,  0.23it/s, v_num=6e0e]
Epoch 151:  43%|████▎     | 47/109 [03:24<04:29,  0.23it/s, v_num=6e0e]
Epoch 151:  43%|████▎     | 47/109 [03:24<04:29,  0.23it/s, v_num=6e0e]
Epoch 151:  44%|████▍     | 48/109 [03:24<04:20,  0.23it/s, v_num=6e0e]
Epoch 151:  44%|████▍     | 48/109 [03:24<04:20,  0.23it/s, v_num=6e0e]
Epoch 151:  45%|████▍     | 49/109 [03:34<04:22,  0.23it/s, v_num=6e0e]
Epoch 151:  45%|████▍     | 49/109 [03:34<04:22,  0.23it/s, v_num=6e0e]
Epoch 151:  46%|████▌     | 50/109 [03:39<04:18,  0.23it/s, v_num=6e0e]
Epoch 151:  46%|████▌     | 50/109 [03:39<04:18,  0.23it/s, v_num=6e0e]
Epoch 151:  47%|████▋     | 51/109 [03:40<04:10,  0.23it/s, v_num=6e0e]
Epoch 151:  47%|████▋     | 51/109 [03:40<04:10,  0.23it/s, v_num=6e0e]
Epoch 151:  48%|████▊     | 52/109 [03:41<04:02,  0.24it/s, v_num=6e0e]
Epoch 151:  48%|████▊     | 52/109 [03:41<04:02,  0.24it/s, v_num=6e0e]
Epoch 151:  49%|████▊     | 53/109 [03:49<04:02,  0.23it/s, v_num=6e0e]
Epoch 151:  49%|████▊     | 53/109 [03:49<04:02,  0.23it/s, v_num=6e0e]
Epoch 151:  50%|████▉     | 54/109 [03:55<04:00,  0.23it/s, v_num=6e0e]
Epoch 151:  50%|████▉     | 54/109 [03:55<04:00,  0.23it/s, v_num=6e0e]
Epoch 151:  50%|█████     | 55/109 [03:56<03:52,  0.23it/s, v_num=6e0e]
Epoch 151:  50%|█████     | 55/109 [03:56<03:52,  0.23it/s, v_num=6e0e]
Epoch 151:  51%|█████▏    | 56/109 [03:57<03:44,  0.24it/s, v_num=6e0e]
Epoch 151:  51%|█████▏    | 56/109 [03:57<03:44,  0.24it/s, v_num=6e0e]
Epoch 151:  52%|█████▏    | 57/109 [04:06<03:44,  0.23it/s, v_num=6e0e]
Epoch 151:  52%|█████▏    | 57/109 [04:06<03:44,  0.23it/s, v_num=6e0e]
Epoch 151:  53%|█████▎    | 58/109 [04:10<03:40,  0.23it/s, v_num=6e0e]
Epoch 151:  53%|█████▎    | 58/109 [04:10<03:40,  0.23it/s, v_num=6e0e]
Epoch 151:  54%|█████▍    | 59/109 [04:11<03:33,  0.23it/s, v_num=6e0e]
Epoch 151:  54%|█████▍    | 59/109 [04:11<03:33,  0.23it/s, v_num=6e0e]
Epoch 151:  55%|█████▌    | 60/109 [04:12<03:26,  0.24it/s, v_num=6e0e]
Epoch 151:  55%|█████▌    | 60/109 [04:12<03:26,  0.24it/s, v_num=6e0e]
Epoch 151:  56%|█████▌    | 61/109 [04:22<03:26,  0.23it/s, v_num=6e0e]
Epoch 151:  56%|█████▌    | 61/109 [04:22<03:26,  0.23it/s, v_num=6e0e]
Epoch 151:  57%|█████▋    | 62/109 [04:27<03:22,  0.23it/s, v_num=6e0e]
Epoch 151:  57%|█████▋    | 62/109 [04:27<03:22,  0.23it/s, v_num=6e0e]
Epoch 151:  58%|█████▊    | 63/109 [04:28<03:15,  0.23it/s, v_num=6e0e]
Epoch 151:  58%|█████▊    | 63/109 [04:28<03:15,  0.23it/s, v_num=6e0e]
Epoch 151:  59%|█████▊    | 64/109 [04:29<03:09,  0.24it/s, v_num=6e0e]
Epoch 151:  59%|█████▊    | 64/109 [04:29<03:09,  0.24it/s, v_num=6e0e]
Epoch 151:  60%|█████▉    | 65/109 [04:38<03:08,  0.23it/s, v_num=6e0e]
Epoch 151:  60%|█████▉    | 65/109 [04:38<03:08,  0.23it/s, v_num=6e0e]
Epoch 151:  61%|██████    | 66/109 [04:43<03:04,  0.23it/s, v_num=6e0e]
Epoch 151:  61%|██████    | 66/109 [04:43<03:04,  0.23it/s, v_num=6e0e]
Epoch 151:  61%|██████▏   | 67/109 [04:43<02:57,  0.24it/s, v_num=6e0e]
Epoch 151:  61%|██████▏   | 67/109 [04:43<02:57,  0.24it/s, v_num=6e0e]
Epoch 151:  62%|██████▏   | 68/109 [04:44<02:51,  0.24it/s, v_num=6e0e]
Epoch 151:  62%|██████▏   | 68/109 [04:44<02:51,  0.24it/s, v_num=6e0e]
Epoch 151:  63%|██████▎   | 69/109 [04:53<02:50,  0.23it/s, v_num=6e0e]
Epoch 151:  63%|██████▎   | 69/109 [04:53<02:50,  0.23it/s, v_num=6e0e]
Epoch 151:  64%|██████▍   | 70/109 [04:59<02:46,  0.23it/s, v_num=6e0e]
Epoch 151:  64%|██████▍   | 70/109 [04:59<02:46,  0.23it/s, v_num=6e0e]
Epoch 151:  65%|██████▌   | 71/109 [05:00<02:40,  0.24it/s, v_num=6e0e]
Epoch 151:  65%|██████▌   | 71/109 [05:00<02:40,  0.24it/s, v_num=6e0e]
Epoch 151:  66%|██████▌   | 72/109 [05:01<02:34,  0.24it/s, v_num=6e0e]
Epoch 151:  66%|██████▌   | 72/109 [05:01<02:34,  0.24it/s, v_num=6e0e]
Epoch 151:  67%|██████▋   | 73/109 [05:11<02:33,  0.23it/s, v_num=6e0e]
Epoch 151:  67%|██████▋   | 73/109 [05:11<02:33,  0.23it/s, v_num=6e0e]
Epoch 151:  68%|██████▊   | 74/109 [05:14<02:28,  0.24it/s, v_num=6e0e]
Epoch 151:  68%|██████▊   | 74/109 [05:14<02:28,  0.24it/s, v_num=6e0e]
Epoch 151:  69%|██████▉   | 75/109 [05:15<02:23,  0.24it/s, v_num=6e0e]
Epoch 151:  69%|██████▉   | 75/109 [05:15<02:23,  0.24it/s, v_num=6e0e]
Epoch 151:  70%|██████▉   | 76/109 [05:16<02:17,  0.24it/s, v_num=6e0e]
Epoch 151:  70%|██████▉   | 76/109 [05:16<02:17,  0.24it/s, v_num=6e0e]
Epoch 151:  71%|███████   | 77/109 [05:25<02:15,  0.24it/s, v_num=6e0e]
Epoch 151:  71%|███████   | 77/109 [05:25<02:15,  0.24it/s, v_num=6e0e]
Epoch 151:  72%|███████▏  | 78/109 [05:30<02:11,  0.24it/s, v_num=6e0e]
Epoch 151:  72%|███████▏  | 78/109 [05:30<02:11,  0.24it/s, v_num=6e0e]
Epoch 151:  72%|███████▏  | 79/109 [05:31<02:05,  0.24it/s, v_num=6e0e]
Epoch 151:  72%|███████▏  | 79/109 [05:31<02:05,  0.24it/s, v_num=6e0e]
Epoch 151:  73%|███████▎  | 80/109 [05:32<02:00,  0.24it/s, v_num=6e0e]
Epoch 151:  73%|███████▎  | 80/109 [05:32<02:00,  0.24it/s, v_num=6e0e]
Epoch 151:  74%|███████▍  | 81/109 [05:46<01:59,  0.23it/s, v_num=6e0e]
Epoch 151:  74%|███████▍  | 81/109 [05:46<01:59,  0.23it/s, v_num=6e0e]
Epoch 151:  75%|███████▌  | 82/109 [05:48<01:54,  0.24it/s, v_num=6e0e]
Epoch 151:  75%|███████▌  | 82/109 [05:48<01:54,  0.24it/s, v_num=6e0e]
Epoch 151:  76%|███████▌  | 83/109 [05:49<01:49,  0.24it/s, v_num=6e0e]
Epoch 151:  76%|███████▌  | 83/109 [05:49<01:49,  0.24it/s, v_num=6e0e]
Epoch 151:  77%|███████▋  | 84/109 [05:50<01:44,  0.24it/s, v_num=6e0e]
Epoch 151:  77%|███████▋  | 84/109 [05:50<01:44,  0.24it/s, v_num=6e0e]
Epoch 151:  78%|███████▊  | 85/109 [06:01<01:41,  0.24it/s, v_num=6e0e]
Epoch 151:  78%|███████▊  | 85/109 [06:01<01:41,  0.24it/s, v_num=6e0e]
Epoch 151:  79%|███████▉  | 86/109 [06:05<01:37,  0.24it/s, v_num=6e0e]
Epoch 151:  79%|███████▉  | 86/109 [06:05<01:37,  0.24it/s, v_num=6e0e]
Epoch 151:  80%|███████▉  | 87/109 [06:06<01:32,  0.24it/s, v_num=6e0e]
Epoch 151:  80%|███████▉  | 87/109 [06:06<01:32,  0.24it/s, v_num=6e0e]
Epoch 151:  81%|████████  | 88/109 [06:07<01:27,  0.24it/s, v_num=6e0e]
Epoch 151:  81%|████████  | 88/109 [06:07<01:27,  0.24it/s, v_num=6e0e]
Epoch 151:  82%|████████▏ | 89/109 [06:18<01:24,  0.24it/s, v_num=6e0e]
Epoch 151:  82%|████████▏ | 89/109 [06:18<01:24,  0.24it/s, v_num=6e0e]
Epoch 151:  83%|████████▎ | 90/109 [06:22<01:20,  0.24it/s, v_num=6e0e]
Epoch 151:  83%|████████▎ | 90/109 [06:22<01:20,  0.24it/s, v_num=6e0e]
Epoch 151:  83%|████████▎ | 91/109 [06:23<01:15,  0.24it/s, v_num=6e0e]
Epoch 151:  83%|████████▎ | 91/109 [06:23<01:15,  0.24it/s, v_num=6e0e]
Epoch 151:  84%|████████▍ | 92/109 [06:24<01:11,  0.24it/s, v_num=6e0e]
Epoch 151:  84%|████████▍ | 92/109 [06:24<01:11,  0.24it/s, v_num=6e0e]
Epoch 151:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 151:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 151:  86%|████████▌ | 94/109 [06:37<01:03,  0.24it/s, v_num=6e0e]
Epoch 151:  86%|████████▌ | 94/109 [06:37<01:03,  0.24it/s, v_num=6e0e]
Epoch 151:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 151:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 151:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 151:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 151:  89%|████████▉ | 97/109 [06:49<00:50,  0.24it/s, v_num=6e0e]
Epoch 151:  89%|████████▉ | 97/109 [06:49<00:50,  0.24it/s, v_num=6e0e]
Epoch 151:  90%|████████▉ | 98/109 [06:55<00:46,  0.24it/s, v_num=6e0e]
Epoch 151:  90%|████████▉ | 98/109 [06:55<00:46,  0.24it/s, v_num=6e0e]
Epoch 151:  91%|█████████ | 99/109 [06:56<00:42,  0.24it/s, v_num=6e0e]
Epoch 151:  91%|█████████ | 99/109 [06:56<00:42,  0.24it/s, v_num=6e0e]
Epoch 151:  92%|█████████▏| 100/109 [06:57<00:37,  0.24it/s, v_num=6e0e]
Epoch 151:  92%|█████████▏| 100/109 [06:57<00:37,  0.24it/s, v_num=6e0e]
Epoch 151:  93%|█████████▎| 101/109 [07:06<00:33,  0.24it/s, v_num=6e0e]
Epoch 151:  93%|█████████▎| 101/109 [07:06<00:33,  0.24it/s, v_num=6e0e]
Epoch 151:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 151:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 151:  94%|█████████▍| 103/109 [07:13<00:25,  0.24it/s, v_num=6e0e]
Epoch 151:  94%|█████████▍| 103/109 [07:13<00:25,  0.24it/s, v_num=6e0e]
Epoch 151:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
Epoch 151:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
Epoch 151:  96%|█████████▋| 105/109 [07:22<00:16,  0.24it/s, v_num=6e0e]
Epoch 151:  96%|█████████▋| 105/109 [07:22<00:16,  0.24it/s, v_num=6e0e]
Epoch 151:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 151:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 151:  98%|█████████▊| 107/109 [07:29<00:08,  0.24it/s, v_num=6e0e]
Epoch 151:  98%|█████████▊| 107/109 [07:29<00:08,  0.24it/s, v_num=6e0e]
Epoch 151:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 151:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 151: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]
Epoch 151: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:14,  0.92it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.88it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.90it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.91it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.90it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.93it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.93it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 151: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 151: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 151:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 152:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 152:   1%|          | 1/109 [00:16<29:00,  0.06it/s, v_num=6e0e]
Epoch 152:   1%|          | 1/109 [00:16<29:00,  0.06it/s, v_num=6e0e]
Epoch 152:   2%|▏         | 2/109 [00:16<15:04,  0.12it/s, v_num=6e0e]
Epoch 152:   2%|▏         | 2/109 [00:16<15:04,  0.12it/s, v_num=6e0e]
Epoch 152:   3%|▎         | 3/109 [00:18<10:53,  0.16it/s, v_num=6e0e]
Epoch 152:   3%|▎         | 3/109 [00:18<10:53,  0.16it/s, v_num=6e0e]
Epoch 152:   4%|▎         | 4/109 [00:19<08:26,  0.21it/s, v_num=6e0e]
Epoch 152:   4%|▎         | 4/109 [00:19<08:26,  0.21it/s, v_num=6e0e]
Epoch 152:   5%|▍         | 5/109 [00:31<10:44,  0.16it/s, v_num=6e0e]
Epoch 152:   5%|▍         | 5/109 [00:31<10:44,  0.16it/s, v_num=6e0e]
Epoch 152:   6%|▌         | 6/109 [00:33<09:43,  0.18it/s, v_num=6e0e]
Epoch 152:   6%|▌         | 6/109 [00:33<09:43,  0.18it/s, v_num=6e0e]
Epoch 152:   6%|▋         | 7/109 [00:35<08:38,  0.20it/s, v_num=6e0e]
Epoch 152:   6%|▋         | 7/109 [00:35<08:38,  0.20it/s, v_num=6e0e]
Epoch 152:   7%|▋         | 8/109 [00:36<07:39,  0.22it/s, v_num=6e0e]
Epoch 152:   7%|▋         | 8/109 [00:36<07:39,  0.22it/s, v_num=6e0e]
Epoch 152:   8%|▊         | 9/109 [00:46<08:35,  0.19it/s, v_num=6e0e]
Epoch 152:   8%|▊         | 9/109 [00:46<08:35,  0.19it/s, v_num=6e0e]
Epoch 152:   9%|▉         | 10/109 [00:51<08:25,  0.20it/s, v_num=6e0e]
Epoch 152:   9%|▉         | 10/109 [00:51<08:25,  0.20it/s, v_num=6e0e]
Epoch 152:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 152:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 152:  11%|█         | 12/109 [00:52<07:05,  0.23it/s, v_num=6e0e]
Epoch 152:  11%|█         | 12/109 [00:52<07:05,  0.23it/s, v_num=6e0e]
Epoch 152:  12%|█▏        | 13/109 [01:01<07:36,  0.21it/s, v_num=6e0e]
Epoch 152:  12%|█▏        | 13/109 [01:01<07:36,  0.21it/s, v_num=6e0e]
Epoch 152:  13%|█▎        | 14/109 [01:06<07:34,  0.21it/s, v_num=6e0e]
Epoch 152:  13%|█▎        | 14/109 [01:06<07:34,  0.21it/s, v_num=6e0e]
Epoch 152:  14%|█▍        | 15/109 [01:08<07:10,  0.22it/s, v_num=6e0e]
Epoch 152:  14%|█▍        | 15/109 [01:08<07:10,  0.22it/s, v_num=6e0e]
Epoch 152:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 152:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 152:  16%|█▌        | 17/109 [01:18<07:02,  0.22it/s, v_num=6e0e]
Epoch 152:  16%|█▌        | 17/109 [01:18<07:02,  0.22it/s, v_num=6e0e]
Epoch 152:  17%|█▋        | 18/109 [01:23<07:01,  0.22it/s, v_num=6e0e]
Epoch 152:  17%|█▋        | 18/109 [01:23<07:01,  0.22it/s, v_num=6e0e]
Epoch 152:  17%|█▋        | 19/109 [01:24<06:40,  0.22it/s, v_num=6e0e]
Epoch 152:  17%|█▋        | 19/109 [01:24<06:40,  0.22it/s, v_num=6e0e]
Epoch 152:  18%|█▊        | 20/109 [01:25<06:19,  0.23it/s, v_num=6e0e]
Epoch 152:  18%|█▊        | 20/109 [01:25<06:19,  0.23it/s, v_num=6e0e]
Epoch 152:  19%|█▉        | 21/109 [01:38<06:51,  0.21it/s, v_num=6e0e]
Epoch 152:  19%|█▉        | 21/109 [01:38<06:51,  0.21it/s, v_num=6e0e]
Epoch 152:  20%|██        | 22/109 [01:39<06:32,  0.22it/s, v_num=6e0e]
Epoch 152:  20%|██        | 22/109 [01:39<06:32,  0.22it/s, v_num=6e0e]
Epoch 152:  21%|██        | 23/109 [01:41<06:20,  0.23it/s, v_num=6e0e]
Epoch 152:  21%|██        | 23/109 [01:41<06:20,  0.23it/s, v_num=6e0e]
Epoch 152:  22%|██▏       | 24/109 [01:42<06:03,  0.23it/s, v_num=6e0e]
Epoch 152:  22%|██▏       | 24/109 [01:42<06:03,  0.23it/s, v_num=6e0e]
Epoch 152:  23%|██▎       | 25/109 [01:54<06:26,  0.22it/s, v_num=6e0e]
Epoch 152:  23%|██▎       | 25/109 [01:54<06:26,  0.22it/s, v_num=6e0e]
Epoch 152:  24%|██▍       | 26/109 [01:55<06:09,  0.22it/s, v_num=6e0e]
Epoch 152:  24%|██▍       | 26/109 [01:55<06:09,  0.22it/s, v_num=6e0e]
Epoch 152:  25%|██▍       | 27/109 [01:57<05:57,  0.23it/s, v_num=6e0e]
Epoch 152:  25%|██▍       | 27/109 [01:57<05:57,  0.23it/s, v_num=6e0e]
Epoch 152:  26%|██▌       | 28/109 [01:58<05:42,  0.24it/s, v_num=6e0e]
Epoch 152:  26%|██▌       | 28/109 [01:58<05:42,  0.24it/s, v_num=6e0e]
Epoch 152:  27%|██▋       | 29/109 [02:09<05:57,  0.22it/s, v_num=6e0e]
Epoch 152:  27%|██▋       | 29/109 [02:09<05:57,  0.22it/s, v_num=6e0e]
Epoch 152:  28%|██▊       | 30/109 [02:10<05:44,  0.23it/s, v_num=6e0e]
Epoch 152:  28%|██▊       | 30/109 [02:10<05:44,  0.23it/s, v_num=6e0e]
Epoch 152:  28%|██▊       | 31/109 [02:14<05:39,  0.23it/s, v_num=6e0e]
Epoch 152:  28%|██▊       | 31/109 [02:14<05:39,  0.23it/s, v_num=6e0e]
Epoch 152:  29%|██▉       | 32/109 [02:15<05:26,  0.24it/s, v_num=6e0e]
Epoch 152:  29%|██▉       | 32/109 [02:15<05:26,  0.24it/s, v_num=6e0e]
Epoch 152:  30%|███       | 33/109 [02:25<05:34,  0.23it/s, v_num=6e0e]
Epoch 152:  30%|███       | 33/109 [02:25<05:34,  0.23it/s, v_num=6e0e]
Epoch 152:  31%|███       | 34/109 [02:28<05:27,  0.23it/s, v_num=6e0e]
Epoch 152:  31%|███       | 34/109 [02:28<05:27,  0.23it/s, v_num=6e0e]
Epoch 152:  32%|███▏      | 35/109 [02:33<05:23,  0.23it/s, v_num=6e0e]
Epoch 152:  32%|███▏      | 35/109 [02:33<05:23,  0.23it/s, v_num=6e0e]
Epoch 152:  33%|███▎      | 36/109 [02:33<05:12,  0.23it/s, v_num=6e0e]
Epoch 152:  33%|███▎      | 36/109 [02:33<05:12,  0.23it/s, v_num=6e0e]
Epoch 152:  34%|███▍      | 37/109 [02:43<05:17,  0.23it/s, v_num=6e0e]
Epoch 152:  34%|███▍      | 37/109 [02:43<05:17,  0.23it/s, v_num=6e0e]
Epoch 152:  35%|███▍      | 38/109 [02:44<05:08,  0.23it/s, v_num=6e0e]
Epoch 152:  35%|███▍      | 38/109 [02:44<05:08,  0.23it/s, v_num=6e0e]
Epoch 152:  36%|███▌      | 39/109 [02:50<05:06,  0.23it/s, v_num=6e0e]
Epoch 152:  36%|███▌      | 39/109 [02:50<05:06,  0.23it/s, v_num=6e0e]
Epoch 152:  37%|███▋      | 40/109 [02:51<04:56,  0.23it/s, v_num=6e0e]
Epoch 152:  37%|███▋      | 40/109 [02:51<04:56,  0.23it/s, v_num=6e0e]
Epoch 152:  38%|███▊      | 41/109 [03:00<04:59,  0.23it/s, v_num=6e0e]
Epoch 152:  38%|███▊      | 41/109 [03:00<04:59,  0.23it/s, v_num=6e0e]
Epoch 152:  39%|███▊      | 42/109 [03:01<04:49,  0.23it/s, v_num=6e0e]
Epoch 152:  39%|███▊      | 42/109 [03:01<04:49,  0.23it/s, v_num=6e0e]
Epoch 152:  39%|███▉      | 43/109 [03:06<04:46,  0.23it/s, v_num=6e0e]
Epoch 152:  39%|███▉      | 43/109 [03:06<04:46,  0.23it/s, v_num=6e0e]
Epoch 152:  40%|████      | 44/109 [03:07<04:37,  0.23it/s, v_num=6e0e]
Epoch 152:  40%|████      | 44/109 [03:07<04:37,  0.23it/s, v_num=6e0e]
Epoch 152:  41%|████▏     | 45/109 [03:20<04:45,  0.22it/s, v_num=6e0e]
Epoch 152:  41%|████▏     | 45/109 [03:20<04:45,  0.22it/s, v_num=6e0e]
Epoch 152:  42%|████▏     | 46/109 [03:21<04:36,  0.23it/s, v_num=6e0e]
Epoch 152:  42%|████▏     | 46/109 [03:21<04:36,  0.23it/s, v_num=6e0e]
Epoch 152:  43%|████▎     | 47/109 [03:23<04:28,  0.23it/s, v_num=6e0e]
Epoch 152:  43%|████▎     | 47/109 [03:23<04:28,  0.23it/s, v_num=6e0e]
Epoch 152:  44%|████▍     | 48/109 [03:24<04:19,  0.23it/s, v_num=6e0e]
Epoch 152:  44%|████▍     | 48/109 [03:24<04:19,  0.23it/s, v_num=6e0e]
Epoch 152:  45%|████▍     | 49/109 [03:36<04:25,  0.23it/s, v_num=6e0e]
Epoch 152:  45%|████▍     | 49/109 [03:36<04:25,  0.23it/s, v_num=6e0e]
Epoch 152:  46%|████▌     | 50/109 [03:37<04:16,  0.23it/s, v_num=6e0e]
Epoch 152:  46%|████▌     | 50/109 [03:37<04:16,  0.23it/s, v_num=6e0e]
Epoch 152:  47%|████▋     | 51/109 [03:42<04:13,  0.23it/s, v_num=6e0e]
Epoch 152:  47%|████▋     | 51/109 [03:42<04:13,  0.23it/s, v_num=6e0e]
Epoch 152:  48%|████▊     | 52/109 [03:43<04:05,  0.23it/s, v_num=6e0e]
Epoch 152:  48%|████▊     | 52/109 [03:43<04:05,  0.23it/s, v_num=6e0e]
Epoch 152:  49%|████▊     | 53/109 [03:51<04:04,  0.23it/s, v_num=6e0e]
Epoch 152:  49%|████▊     | 53/109 [03:51<04:04,  0.23it/s, v_num=6e0e]
Epoch 152:  50%|████▉     | 54/109 [03:52<03:56,  0.23it/s, v_num=6e0e]
Epoch 152:  50%|████▉     | 54/109 [03:52<03:56,  0.23it/s, v_num=6e0e]
Epoch 152:  50%|█████     | 55/109 [03:58<03:53,  0.23it/s, v_num=6e0e]
Epoch 152:  50%|█████     | 55/109 [03:58<03:53,  0.23it/s, v_num=6e0e]
Epoch 152:  51%|█████▏    | 56/109 [03:58<03:46,  0.23it/s, v_num=6e0e]
Epoch 152:  51%|█████▏    | 56/109 [03:58<03:46,  0.23it/s, v_num=6e0e]
Epoch 152:  52%|█████▏    | 57/109 [04:11<03:49,  0.23it/s, v_num=6e0e]
Epoch 152:  52%|█████▏    | 57/109 [04:11<03:49,  0.23it/s, v_num=6e0e]
Epoch 152:  53%|█████▎    | 58/109 [04:12<03:41,  0.23it/s, v_num=6e0e]
Epoch 152:  53%|█████▎    | 58/109 [04:12<03:41,  0.23it/s, v_num=6e0e]
Epoch 152:  54%|█████▍    | 59/109 [04:15<03:36,  0.23it/s, v_num=6e0e]
Epoch 152:  54%|█████▍    | 59/109 [04:15<03:36,  0.23it/s, v_num=6e0e]
Epoch 152:  55%|█████▌    | 60/109 [04:16<03:29,  0.23it/s, v_num=6e0e]
Epoch 152:  55%|█████▌    | 60/109 [04:16<03:29,  0.23it/s, v_num=6e0e]
Epoch 152:  56%|█████▌    | 61/109 [04:27<03:30,  0.23it/s, v_num=6e0e]
Epoch 152:  56%|█████▌    | 61/109 [04:27<03:30,  0.23it/s, v_num=6e0e]
Epoch 152:  57%|█████▋    | 62/109 [04:28<03:23,  0.23it/s, v_num=6e0e]
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Epoch 152:  79%|███████▉  | 86/109 [06:07<01:38,  0.23it/s, v_num=6e0e]
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Epoch 152:  80%|███████▉  | 87/109 [06:11<01:33,  0.23it/s, v_num=6e0e]
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Epoch 152:  81%|████████  | 88/109 [06:12<01:28,  0.24it/s, v_num=6e0e]
Epoch 152:  81%|████████  | 88/109 [06:12<01:28,  0.24it/s, v_num=6e0e]
Epoch 152:  82%|████████▏ | 89/109 [06:23<01:26,  0.23it/s, v_num=6e0e]
Epoch 152:  82%|████████▏ | 89/109 [06:23<01:26,  0.23it/s, v_num=6e0e]
Epoch 152:  83%|████████▎ | 90/109 [06:24<01:21,  0.23it/s, v_num=6e0e]
Epoch 152:  83%|████████▎ | 90/109 [06:24<01:21,  0.23it/s, v_num=6e0e]
Epoch 152:  83%|████████▎ | 91/109 [06:28<01:16,  0.23it/s, v_num=6e0e]
Epoch 152:  83%|████████▎ | 91/109 [06:28<01:16,  0.23it/s, v_num=6e0e]
Epoch 152:  84%|████████▍ | 92/109 [06:29<01:12,  0.24it/s, v_num=6e0e]
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Epoch 152:  85%|████████▌ | 93/109 [06:39<01:08,  0.23it/s, v_num=6e0e]
Epoch 152:  86%|████████▌ | 94/109 [06:40<01:03,  0.23it/s, v_num=6e0e]
Epoch 152:  86%|████████▌ | 94/109 [06:40<01:03,  0.23it/s, v_num=6e0e]
Epoch 152:  87%|████████▋ | 95/109 [06:44<00:59,  0.23it/s, v_num=6e0e]
Epoch 152:  87%|████████▋ | 95/109 [06:44<00:59,  0.23it/s, v_num=6e0e]
Epoch 152:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 152:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 152:  89%|████████▉ | 97/109 [06:55<00:51,  0.23it/s, v_num=6e0e]
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Epoch 152:  90%|████████▉ | 98/109 [06:56<00:46,  0.24it/s, v_num=6e0e]
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Epoch 152:  91%|█████████ | 99/109 [07:01<00:42,  0.24it/s, v_num=6e0e]
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Epoch 152:  92%|█████████▏| 100/109 [07:02<00:37,  0.24it/s, v_num=6e0e]
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Epoch 152:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 152:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 152:  94%|█████████▍| 103/109 [07:17<00:25,  0.24it/s, v_num=6e0e]
Epoch 152:  94%|█████████▍| 103/109 [07:17<00:25,  0.24it/s, v_num=6e0e]
Epoch 152:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
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Epoch 152:  96%|█████████▋| 105/109 [07:28<00:17,  0.23it/s, v_num=6e0e]
Epoch 152:  96%|█████████▋| 105/109 [07:28<00:17,  0.23it/s, v_num=6e0e]
Epoch 152:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 152:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 152:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 152:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
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Epoch 152:  99%|█████████▉| 108/109 [07:33<00:04,  0.24it/s, v_num=6e0e]
Epoch 152: 100%|██████████| 109/109 [07:46<00:00,  0.23it/s, v_num=6e0e]
Epoch 152: 100%|██████████| 109/109 [07:46<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.88it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.90it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

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Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 152: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
Epoch 152: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
Epoch 152:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 153:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 153:   1%|          | 1/109 [00:14<26:28,  0.07it/s, v_num=6e0e]
Epoch 153:   2%|▏         | 2/109 [00:17<16:00,  0.11it/s, v_num=6e0e]
Epoch 153:   2%|▏         | 2/109 [00:17<16:00,  0.11it/s, v_num=6e0e]
Epoch 153:   3%|▎         | 3/109 [00:18<11:03,  0.16it/s, v_num=6e0e]
Epoch 153:   3%|▎         | 3/109 [00:18<11:03,  0.16it/s, v_num=6e0e]
Epoch 153:   4%|▎         | 4/109 [00:19<08:33,  0.20it/s, v_num=6e0e]
Epoch 153:   4%|▎         | 4/109 [00:19<08:33,  0.20it/s, v_num=6e0e]
Epoch 153:   5%|▍         | 5/109 [00:31<10:44,  0.16it/s, v_num=6e0e]
Epoch 153:   5%|▍         | 5/109 [00:31<10:44,  0.16it/s, v_num=6e0e]
Epoch 153:   6%|▌         | 6/109 [00:36<10:22,  0.17it/s, v_num=6e0e]
Epoch 153:   6%|▌         | 6/109 [00:36<10:22,  0.17it/s, v_num=6e0e]
Epoch 153:   6%|▋         | 7/109 [00:37<09:00,  0.19it/s, v_num=6e0e]
Epoch 153:   6%|▋         | 7/109 [00:37<09:00,  0.19it/s, v_num=6e0e]
Epoch 153:   7%|▋         | 8/109 [00:37<07:58,  0.21it/s, v_num=6e0e]
Epoch 153:   7%|▋         | 8/109 [00:37<07:58,  0.21it/s, v_num=6e0e]
Epoch 153:   8%|▊         | 9/109 [00:46<08:35,  0.19it/s, v_num=6e0e]
Epoch 153:   8%|▊         | 9/109 [00:46<08:35,  0.19it/s, v_num=6e0e]
Epoch 153:   9%|▉         | 10/109 [00:52<08:37,  0.19it/s, v_num=6e0e]
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Epoch 153:  10%|█         | 11/109 [00:53<07:52,  0.21it/s, v_num=6e0e]
Epoch 153:  10%|█         | 11/109 [00:53<07:52,  0.21it/s, v_num=6e0e]
Epoch 153:  11%|█         | 12/109 [00:53<07:15,  0.22it/s, v_num=6e0e]
Epoch 153:  11%|█         | 12/109 [00:53<07:15,  0.22it/s, v_num=6e0e]
Epoch 153:  12%|█▏        | 13/109 [01:01<07:33,  0.21it/s, v_num=6e0e]
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Epoch 153:  13%|█▎        | 14/109 [01:07<07:39,  0.21it/s, v_num=6e0e]
Epoch 153:  13%|█▎        | 14/109 [01:07<07:39,  0.21it/s, v_num=6e0e]
Epoch 153:  14%|█▍        | 15/109 [01:08<07:09,  0.22it/s, v_num=6e0e]
Epoch 153:  14%|█▍        | 15/109 [01:08<07:09,  0.22it/s, v_num=6e0e]
Epoch 153:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
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Epoch 153:  17%|█▋        | 19/109 [01:24<06:39,  0.23it/s, v_num=6e0e]
Epoch 153:  18%|█▊        | 20/109 [01:25<06:18,  0.24it/s, v_num=6e0e]
Epoch 153:  18%|█▊        | 20/109 [01:25<06:18,  0.24it/s, v_num=6e0e]
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Epoch 153:  20%|██        | 22/109 [01:39<06:32,  0.22it/s, v_num=6e0e]
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Epoch 153:  21%|██        | 23/109 [01:40<06:14,  0.23it/s, v_num=6e0e]
Epoch 153:  21%|██        | 23/109 [01:40<06:14,  0.23it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  1.00it/s]

                                                                        
Epoch 153: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
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Epoch 154:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 154:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
Epoch 154:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
Epoch 154:  90%|████████▉ | 98/109 [06:59<00:47,  0.23it/s, v_num=6e0e]
Epoch 154:  90%|████████▉ | 98/109 [06:59<00:47,  0.23it/s, v_num=6e0e]
Epoch 154:  91%|█████████ | 99/109 [07:00<00:42,  0.24it/s, v_num=6e0e]
Epoch 154:  91%|█████████ | 99/109 [07:00<00:42,  0.24it/s, v_num=6e0e]
Epoch 154:  92%|█████████▏| 100/109 [07:01<00:37,  0.24it/s, v_num=6e0e]
Epoch 154:  92%|█████████▏| 100/109 [07:01<00:37,  0.24it/s, v_num=6e0e]
Epoch 154:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 154:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 154:  94%|█████████▎| 102/109 [07:15<00:29,  0.23it/s, v_num=6e0e]
Epoch 154:  94%|█████████▎| 102/109 [07:15<00:29,  0.23it/s, v_num=6e0e]
Epoch 154:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
Epoch 154:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
Epoch 154:  95%|█████████▌| 104/109 [07:17<00:21,  0.24it/s, v_num=6e0e]
Epoch 154:  95%|█████████▌| 104/109 [07:17<00:21,  0.24it/s, v_num=6e0e]
Epoch 154:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 154:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 154:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 154:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 154:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 154:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 154:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 154:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 154: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]
Epoch 154: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.93it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.91it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.92it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.92it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.92it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.93it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.91it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 154: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 154: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 154:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 155:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 155:   1%|          | 1/109 [00:18<33:23,  0.05it/s, v_num=6e0e]
Epoch 155:   1%|          | 1/109 [00:18<33:23,  0.05it/s, v_num=6e0e]
Epoch 155:   2%|▏         | 2/109 [00:19<17:16,  0.10it/s, v_num=6e0e]
Epoch 155:   2%|▏         | 2/109 [00:19<17:16,  0.10it/s, v_num=6e0e]
Epoch 155:   3%|▎         | 3/109 [00:20<11:52,  0.15it/s, v_num=6e0e]
Epoch 155:   3%|▎         | 3/109 [00:20<11:52,  0.15it/s, v_num=6e0e]
Epoch 155:   4%|▎         | 4/109 [00:20<09:10,  0.19it/s, v_num=6e0e]
Epoch 155:   4%|▎         | 4/109 [00:20<09:10,  0.19it/s, v_num=6e0e]
Epoch 155:   5%|▍         | 5/109 [00:33<11:37,  0.15it/s, v_num=6e0e]
Epoch 155:   5%|▍         | 5/109 [00:33<11:37,  0.15it/s, v_num=6e0e]
Epoch 155:   6%|▌         | 6/109 [00:34<09:49,  0.17it/s, v_num=6e0e]
Epoch 155:   6%|▌         | 6/109 [00:34<09:49,  0.17it/s, v_num=6e0e]
Epoch 155:   6%|▋         | 7/109 [00:35<08:32,  0.20it/s, v_num=6e0e]
Epoch 155:   6%|▋         | 7/109 [00:35<08:32,  0.20it/s, v_num=6e0e]
Epoch 155:   7%|▋         | 8/109 [00:35<07:33,  0.22it/s, v_num=6e0e]
Epoch 155:   7%|▋         | 8/109 [00:35<07:33,  0.22it/s, v_num=6e0e]
Epoch 155:   8%|▊         | 9/109 [00:48<08:57,  0.19it/s, v_num=6e0e]
Epoch 155:   8%|▊         | 9/109 [00:48<08:57,  0.19it/s, v_num=6e0e]
Epoch 155:   9%|▉         | 10/109 [00:50<08:19,  0.20it/s, v_num=6e0e]
Epoch 155:   9%|▉         | 10/109 [00:50<08:19,  0.20it/s, v_num=6e0e]
Epoch 155:  10%|█         | 11/109 [00:51<07:36,  0.21it/s, v_num=6e0e]
Epoch 155:  10%|█         | 11/109 [00:51<07:36,  0.21it/s, v_num=6e0e]
Epoch 155:  11%|█         | 12/109 [00:52<07:00,  0.23it/s, v_num=6e0e]
Epoch 155:  11%|█         | 12/109 [00:52<07:00,  0.23it/s, v_num=6e0e]
Epoch 155:  12%|█▏        | 13/109 [01:04<07:58,  0.20it/s, v_num=6e0e]
Epoch 155:  12%|█▏        | 13/109 [01:04<07:58,  0.20it/s, v_num=6e0e]
Epoch 155:  13%|█▎        | 14/109 [01:07<07:39,  0.21it/s, v_num=6e0e]
Epoch 155:  13%|█▎        | 14/109 [01:07<07:39,  0.21it/s, v_num=6e0e]
Epoch 155:  14%|█▍        | 15/109 [01:08<07:09,  0.22it/s, v_num=6e0e]
Epoch 155:  14%|█▍        | 15/109 [01:08<07:09,  0.22it/s, v_num=6e0e]
Epoch 155:  15%|█▍        | 16/109 [01:09<06:42,  0.23it/s, v_num=6e0e]
Epoch 155:  15%|█▍        | 16/109 [01:09<06:42,  0.23it/s, v_num=6e0e]
Epoch 155:  16%|█▌        | 17/109 [01:21<07:18,  0.21it/s, v_num=6e0e]
Epoch 155:  16%|█▌        | 17/109 [01:21<07:18,  0.21it/s, v_num=6e0e]
Epoch 155:  17%|█▋        | 18/109 [01:22<06:58,  0.22it/s, v_num=6e0e]
Epoch 155:  17%|█▋        | 18/109 [01:22<06:58,  0.22it/s, v_num=6e0e]
Epoch 155:  17%|█▋        | 19/109 [01:23<06:36,  0.23it/s, v_num=6e0e]
Epoch 155:  17%|█▋        | 19/109 [01:23<06:36,  0.23it/s, v_num=6e0e]
Epoch 155:  18%|█▊        | 20/109 [01:24<06:15,  0.24it/s, v_num=6e0e]
Epoch 155:  18%|█▊        | 20/109 [01:24<06:15,  0.24it/s, v_num=6e0e]
Epoch 155:  19%|█▉        | 21/109 [01:37<06:46,  0.22it/s, v_num=6e0e]
Epoch 155:  19%|█▉        | 21/109 [01:37<06:46,  0.22it/s, v_num=6e0e]
Epoch 155:  20%|██        | 22/109 [01:39<06:35,  0.22it/s, v_num=6e0e]
Epoch 155:  20%|██        | 22/109 [01:39<06:35,  0.22it/s, v_num=6e0e]
Epoch 155:  21%|██        | 23/109 [01:40<06:16,  0.23it/s, v_num=6e0e]
Epoch 155:  21%|██        | 23/109 [01:40<06:16,  0.23it/s, v_num=6e0e]
Epoch 155:  22%|██▏       | 24/109 [01:41<05:59,  0.24it/s, v_num=6e0e]
Epoch 155:  22%|██▏       | 24/109 [01:41<05:59,  0.24it/s, v_num=6e0e]
Epoch 155:  23%|██▎       | 25/109 [01:53<06:19,  0.22it/s, v_num=6e0e]
Epoch 155:  23%|██▎       | 25/109 [01:53<06:19,  0.22it/s, v_num=6e0e]
Epoch 155:  24%|██▍       | 26/109 [01:55<06:09,  0.22it/s, v_num=6e0e]
Epoch 155:  24%|██▍       | 26/109 [01:55<06:09,  0.22it/s, v_num=6e0e]
Epoch 155:  25%|██▍       | 27/109 [01:56<05:53,  0.23it/s, v_num=6e0e]
Epoch 155:  25%|██▍       | 27/109 [01:56<05:53,  0.23it/s, v_num=6e0e]
Epoch 155:  26%|██▌       | 28/109 [01:57<05:39,  0.24it/s, v_num=6e0e]
Epoch 155:  26%|██▌       | 28/109 [01:57<05:39,  0.24it/s, v_num=6e0e]
Epoch 155:  27%|██▋       | 29/109 [02:09<05:57,  0.22it/s, v_num=6e0e]
Epoch 155:  27%|██▋       | 29/109 [02:09<05:57,  0.22it/s, v_num=6e0e]
Epoch 155:  28%|██▊       | 30/109 [02:11<05:47,  0.23it/s, v_num=6e0e]
Epoch 155:  28%|██▊       | 30/109 [02:11<05:47,  0.23it/s, v_num=6e0e]
Epoch 155:  28%|██▊       | 31/109 [02:12<05:33,  0.23it/s, v_num=6e0e]
Epoch 155:  28%|██▊       | 31/109 [02:12<05:33,  0.23it/s, v_num=6e0e]
Epoch 155:  29%|██▉       | 32/109 [02:13<05:21,  0.24it/s, v_num=6e0e]
Epoch 155:  29%|██▉       | 32/109 [02:13<05:21,  0.24it/s, v_num=6e0e]
Epoch 155:  30%|███       | 33/109 [02:26<05:37,  0.23it/s, v_num=6e0e]
Epoch 155:  30%|███       | 33/109 [02:26<05:37,  0.23it/s, v_num=6e0e]
Epoch 155:  31%|███       | 34/109 [02:28<05:26,  0.23it/s, v_num=6e0e]
Epoch 155:  31%|███       | 34/109 [02:28<05:26,  0.23it/s, v_num=6e0e]
Epoch 155:  32%|███▏      | 35/109 [02:28<05:14,  0.23it/s, v_num=6e0e]
Epoch 155:  32%|███▏      | 35/109 [02:28<05:14,  0.23it/s, v_num=6e0e]
Epoch 155:  33%|███▎      | 36/109 [02:29<05:03,  0.24it/s, v_num=6e0e]
Epoch 155:  33%|███▎      | 36/109 [02:29<05:03,  0.24it/s, v_num=6e0e]
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Epoch 155:  37%|███▋      | 40/109 [02:48<04:49,  0.24it/s, v_num=6e0e]
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Epoch 155:  38%|███▊      | 41/109 [02:59<04:58,  0.23it/s, v_num=6e0e]
Epoch 155:  39%|███▊      | 42/109 [03:00<04:48,  0.23it/s, v_num=6e0e]
Epoch 155:  39%|███▊      | 42/109 [03:00<04:48,  0.23it/s, v_num=6e0e]
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Epoch 155:  40%|████      | 44/109 [03:04<04:32,  0.24it/s, v_num=6e0e]
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Epoch 155:  42%|████▏     | 46/109 [03:17<04:30,  0.23it/s, v_num=6e0e]
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Epoch 155:  43%|████▎     | 47/109 [03:18<04:22,  0.24it/s, v_num=6e0e]
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Epoch 155:  44%|████▍     | 48/109 [03:20<04:14,  0.24it/s, v_num=6e0e]
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Epoch 155:  55%|█████▌    | 60/109 [04:12<03:25,  0.24it/s, v_num=6e0e]
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Epoch 155:  61%|██████    | 66/109 [04:36<03:00,  0.24it/s, v_num=6e0e]
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Epoch 155:  79%|███████▉  | 86/109 [05:58<01:35,  0.24it/s, v_num=6e0e]
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Epoch 155:  80%|███████▉  | 87/109 [05:59<01:30,  0.24it/s, v_num=6e0e]
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Epoch 155:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 155:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 155:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
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Epoch 155:  83%|████████▎ | 90/109 [06:16<01:19,  0.24it/s, v_num=6e0e]
Epoch 155:  83%|████████▎ | 90/109 [06:16<01:19,  0.24it/s, v_num=6e0e]
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Epoch 155:  83%|████████▎ | 91/109 [06:17<01:14,  0.24it/s, v_num=6e0e]
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Epoch 155:  87%|████████▋ | 95/109 [06:33<00:57,  0.24it/s, v_num=6e0e]
Epoch 155:  87%|████████▋ | 95/109 [06:33<00:57,  0.24it/s, v_num=6e0e]
Epoch 155:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 155:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 155:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
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Epoch 155:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 155:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
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Epoch 155:  97%|█████████▋| 106/109 [07:21<00:12,  0.24it/s, v_num=6e0e]
Epoch 155:  98%|█████████▊| 107/109 [07:22<00:08,  0.24it/s, v_num=6e0e]
Epoch 155:  98%|█████████▊| 107/109 [07:22<00:08,  0.24it/s, v_num=6e0e]
Epoch 155:  99%|█████████▉| 108/109 [07:29<00:04,  0.24it/s, v_num=6e0e]
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Epoch 155: 100%|██████████| 109/109 [07:39<00:00,  0.24it/s, v_num=6e0e]
Epoch 155: 100%|██████████| 109/109 [07:39<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.93it/s]

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Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.93it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.95it/s]

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Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.97it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 155: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 155: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 155:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 156:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 156:   1%|          | 1/109 [00:18<33:12,  0.05it/s, v_num=6e0e]
Epoch 156:   2%|▏         | 2/109 [00:19<17:10,  0.10it/s, v_num=6e0e]
Epoch 156:   2%|▏         | 2/109 [00:19<17:10,  0.10it/s, v_num=6e0e]
Epoch 156:   3%|▎         | 3/109 [00:20<11:48,  0.15it/s, v_num=6e0e]
Epoch 156:   3%|▎         | 3/109 [00:20<11:48,  0.15it/s, v_num=6e0e]
Epoch 156:   4%|▎         | 4/109 [00:20<09:08,  0.19it/s, v_num=6e0e]
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Epoch 156:   5%|▍         | 5/109 [00:34<12:04,  0.14it/s, v_num=6e0e]
Epoch 156:   5%|▍         | 5/109 [00:34<12:04,  0.14it/s, v_num=6e0e]
Epoch 156:   6%|▌         | 6/109 [00:35<10:12,  0.17it/s, v_num=6e0e]
Epoch 156:   6%|▌         | 6/109 [00:35<10:12,  0.17it/s, v_num=6e0e]
Epoch 156:   6%|▋         | 7/109 [00:36<08:51,  0.19it/s, v_num=6e0e]
Epoch 156:   6%|▋         | 7/109 [00:36<08:51,  0.19it/s, v_num=6e0e]
Epoch 156:   7%|▋         | 8/109 [00:37<07:50,  0.21it/s, v_num=6e0e]
Epoch 156:   7%|▋         | 8/109 [00:37<07:50,  0.21it/s, v_num=6e0e]
Epoch 156:   8%|▊         | 9/109 [00:50<09:18,  0.18it/s, v_num=6e0e]
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Epoch 156:   9%|▉         | 10/109 [00:51<08:25,  0.20it/s, v_num=6e0e]
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Epoch 156:  10%|█         | 11/109 [00:51<07:41,  0.21it/s, v_num=6e0e]
Epoch 156:  10%|█         | 11/109 [00:51<07:41,  0.21it/s, v_num=6e0e]
Epoch 156:  11%|█         | 12/109 [00:52<07:05,  0.23it/s, v_num=6e0e]
Epoch 156:  11%|█         | 12/109 [00:52<07:05,  0.23it/s, v_num=6e0e]
Epoch 156:  12%|█▏        | 13/109 [01:06<08:12,  0.19it/s, v_num=6e0e]
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Epoch 156:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 156:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 156:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
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Epoch 156:  20%|██        | 22/109 [01:43<06:50,  0.21it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 156: 100%|██████████| 109/109 [08:04<00:00,  0.22it/s, v_num=6e0e]
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Epoch 157:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 157:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 157:  95%|█████████▌| 104/109 [07:21<00:21,  0.24it/s, v_num=6e0e]
Epoch 157:  95%|█████████▌| 104/109 [07:21<00:21,  0.24it/s, v_num=6e0e]
Epoch 157:  96%|█████████▋| 105/109 [07:26<00:17,  0.23it/s, v_num=6e0e]
Epoch 157:  96%|█████████▋| 105/109 [07:26<00:17,  0.23it/s, v_num=6e0e]
Epoch 157:  97%|█████████▋| 106/109 [07:30<00:12,  0.24it/s, v_num=6e0e]
Epoch 157:  97%|█████████▋| 106/109 [07:30<00:12,  0.24it/s, v_num=6e0e]
Epoch 157:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 157:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 157:  99%|█████████▉| 108/109 [07:37<00:04,  0.24it/s, v_num=6e0e]
Epoch 157:  99%|█████████▉| 108/109 [07:37<00:04,  0.24it/s, v_num=6e0e]
Epoch 157: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]
Epoch 157: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:14,  0.92it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.93it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.95it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.95it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.93it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.95it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.96it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 157: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 157: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 157:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 158:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 158:   1%|          | 1/109 [00:17<32:20,  0.06it/s, v_num=6e0e]
Epoch 158:   1%|          | 1/109 [00:17<32:20,  0.06it/s, v_num=6e0e]
Epoch 158:   2%|▏         | 2/109 [00:18<16:45,  0.11it/s, v_num=6e0e]
Epoch 158:   2%|▏         | 2/109 [00:18<16:45,  0.11it/s, v_num=6e0e]
Epoch 158:   3%|▎         | 3/109 [00:19<11:32,  0.15it/s, v_num=6e0e]
Epoch 158:   3%|▎         | 3/109 [00:19<11:32,  0.15it/s, v_num=6e0e]
Epoch 158:   4%|▎         | 4/109 [00:20<08:55,  0.20it/s, v_num=6e0e]
Epoch 158:   4%|▎         | 4/109 [00:20<08:55,  0.20it/s, v_num=6e0e]
Epoch 158:   5%|▍         | 5/109 [00:34<11:50,  0.15it/s, v_num=6e0e]
Epoch 158:   5%|▍         | 5/109 [00:34<11:50,  0.15it/s, v_num=6e0e]
Epoch 158:   6%|▌         | 6/109 [00:34<09:59,  0.17it/s, v_num=6e0e]
Epoch 158:   6%|▌         | 6/109 [00:34<09:59,  0.17it/s, v_num=6e0e]
Epoch 158:   6%|▋         | 7/109 [00:35<08:41,  0.20it/s, v_num=6e0e]
Epoch 158:   6%|▋         | 7/109 [00:35<08:41,  0.20it/s, v_num=6e0e]
Epoch 158:   7%|▋         | 8/109 [00:36<07:41,  0.22it/s, v_num=6e0e]
Epoch 158:   7%|▋         | 8/109 [00:36<07:41,  0.22it/s, v_num=6e0e]
Epoch 158:   8%|▊         | 9/109 [00:48<08:55,  0.19it/s, v_num=6e0e]
Epoch 158:   8%|▊         | 9/109 [00:48<08:55,  0.19it/s, v_num=6e0e]
Epoch 158:   9%|▉         | 10/109 [00:49<08:12,  0.20it/s, v_num=6e0e]
Epoch 158:   9%|▉         | 10/109 [00:49<08:12,  0.20it/s, v_num=6e0e]
Epoch 158:  10%|█         | 11/109 [00:50<07:30,  0.22it/s, v_num=6e0e]
Epoch 158:  10%|█         | 11/109 [00:50<07:30,  0.22it/s, v_num=6e0e]
Epoch 158:  11%|█         | 12/109 [00:51<06:55,  0.23it/s, v_num=6e0e]
Epoch 158:  11%|█         | 12/109 [00:51<06:55,  0.23it/s, v_num=6e0e]
Epoch 158:  12%|█▏        | 13/109 [01:02<07:41,  0.21it/s, v_num=6e0e]
Epoch 158:  12%|█▏        | 13/109 [01:02<07:41,  0.21it/s, v_num=6e0e]
Epoch 158:  13%|█▎        | 14/109 [01:05<07:24,  0.21it/s, v_num=6e0e]
Epoch 158:  13%|█▎        | 14/109 [01:05<07:24,  0.21it/s, v_num=6e0e]
Epoch 158:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 158:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 158:  15%|█▍        | 16/109 [01:09<06:41,  0.23it/s, v_num=6e0e]
Epoch 158:  15%|█▍        | 16/109 [01:09<06:41,  0.23it/s, v_num=6e0e]
Epoch 158:  16%|█▌        | 17/109 [01:17<06:57,  0.22it/s, v_num=6e0e]
Epoch 158:  16%|█▌        | 17/109 [01:17<06:57,  0.22it/s, v_num=6e0e]
Epoch 158:  17%|█▋        | 18/109 [01:26<07:15,  0.21it/s, v_num=6e0e]
Epoch 158:  17%|█▋        | 18/109 [01:26<07:15,  0.21it/s, v_num=6e0e]
Epoch 158:  17%|█▋        | 19/109 [01:26<06:52,  0.22it/s, v_num=6e0e]
Epoch 158:  17%|█▋        | 19/109 [01:26<06:52,  0.22it/s, v_num=6e0e]
Epoch 158:  18%|█▊        | 20/109 [01:27<06:30,  0.23it/s, v_num=6e0e]
Epoch 158:  18%|█▊        | 20/109 [01:27<06:30,  0.23it/s, v_num=6e0e]
Epoch 158:  19%|█▉        | 21/109 [01:33<06:32,  0.22it/s, v_num=6e0e]
Epoch 158:  19%|█▉        | 21/109 [01:33<06:32,  0.22it/s, v_num=6e0e]
Epoch 158:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
Epoch 158:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
Epoch 158:  21%|██        | 23/109 [01:43<06:26,  0.22it/s, v_num=6e0e]
Epoch 158:  21%|██        | 23/109 [01:43<06:26,  0.22it/s, v_num=6e0e]
Epoch 158:  22%|██▏       | 24/109 [01:44<06:09,  0.23it/s, v_num=6e0e]
Epoch 158:  22%|██▏       | 24/109 [01:44<06:09,  0.23it/s, v_num=6e0e]
Epoch 158:  23%|██▎       | 25/109 [01:48<06:05,  0.23it/s, v_num=6e0e]
Epoch 158:  23%|██▎       | 25/109 [01:48<06:05,  0.23it/s, v_num=6e0e]
Epoch 158:  24%|██▍       | 26/109 [01:57<06:15,  0.22it/s, v_num=6e0e]
Epoch 158:  24%|██▍       | 26/109 [01:57<06:15,  0.22it/s, v_num=6e0e]
Epoch 158:  25%|██▍       | 27/109 [02:02<06:13,  0.22it/s, v_num=6e0e]
Epoch 158:  25%|██▍       | 27/109 [02:02<06:13,  0.22it/s, v_num=6e0e]
Epoch 158:  26%|██▌       | 28/109 [02:03<05:57,  0.23it/s, v_num=6e0e]
Epoch 158:  26%|██▌       | 28/109 [02:03<05:57,  0.23it/s, v_num=6e0e]
Epoch 158:  27%|██▋       | 29/109 [02:07<05:51,  0.23it/s, v_num=6e0e]
Epoch 158:  27%|██▋       | 29/109 [02:07<05:51,  0.23it/s, v_num=6e0e]
Epoch 158:  28%|██▊       | 30/109 [02:12<05:49,  0.23it/s, v_num=6e0e]
Epoch 158:  28%|██▊       | 30/109 [02:12<05:49,  0.23it/s, v_num=6e0e]
Epoch 158:  28%|██▊       | 31/109 [02:21<05:56,  0.22it/s, v_num=6e0e]
Epoch 158:  28%|██▊       | 31/109 [02:21<05:56,  0.22it/s, v_num=6e0e]
Epoch 158:  29%|██▉       | 32/109 [02:22<05:43,  0.22it/s, v_num=6e0e]
Epoch 158:  29%|██▉       | 32/109 [02:22<05:43,  0.22it/s, v_num=6e0e]
Epoch 158:  30%|███       | 33/109 [02:23<05:30,  0.23it/s, v_num=6e0e]
Epoch 158:  30%|███       | 33/109 [02:23<05:30,  0.23it/s, v_num=6e0e]
Epoch 158:  31%|███       | 34/109 [02:29<05:29,  0.23it/s, v_num=6e0e]
Epoch 158:  31%|███       | 34/109 [02:29<05:29,  0.23it/s, v_num=6e0e]
Epoch 158:  32%|███▏      | 35/109 [02:38<05:34,  0.22it/s, v_num=6e0e]
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Epoch 158:  33%|███▎      | 36/109 [02:38<05:22,  0.23it/s, v_num=6e0e]
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Epoch 158:  40%|████      | 44/109 [03:09<04:40,  0.23it/s, v_num=6e0e]
Epoch 158:  41%|████▏     | 45/109 [03:10<04:30,  0.24it/s, v_num=6e0e]
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Epoch 158:  42%|████▏     | 46/109 [03:17<04:31,  0.23it/s, v_num=6e0e]
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Epoch 158:  43%|████▎     | 47/109 [03:25<04:31,  0.23it/s, v_num=6e0e]
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Epoch 158:  44%|████▍     | 48/109 [03:26<04:22,  0.23it/s, v_num=6e0e]
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Epoch 158:  49%|████▊     | 53/109 [03:42<03:55,  0.24it/s, v_num=6e0e]
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Epoch 158:  55%|█████▌    | 60/109 [04:15<03:28,  0.24it/s, v_num=6e0e]
Epoch 158:  55%|█████▌    | 60/109 [04:15<03:28,  0.24it/s, v_num=6e0e]
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Epoch 158:  61%|██████    | 66/109 [04:40<03:02,  0.24it/s, v_num=6e0e]
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Epoch 158:  72%|███████▏  | 78/109 [05:29<02:10,  0.24it/s, v_num=6e0e]
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Epoch 158:  72%|███████▏  | 79/109 [05:40<02:09,  0.23it/s, v_num=6e0e]
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Epoch 158:  78%|███████▊  | 85/109 [05:57<01:41,  0.24it/s, v_num=6e0e]
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Epoch 158:  79%|███████▉  | 86/109 [06:00<01:36,  0.24it/s, v_num=6e0e]
Epoch 158:  79%|███████▉  | 86/109 [06:00<01:36,  0.24it/s, v_num=6e0e]
Epoch 158:  80%|███████▉  | 87/109 [06:13<01:34,  0.23it/s, v_num=6e0e]
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Epoch 158:  81%|████████  | 88/109 [06:14<01:29,  0.23it/s, v_num=6e0e]
Epoch 158:  81%|████████  | 88/109 [06:14<01:29,  0.23it/s, v_num=6e0e]
Epoch 158:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
Epoch 158:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
Epoch 158:  83%|████████▎ | 90/109 [06:15<01:19,  0.24it/s, v_num=6e0e]
Epoch 158:  83%|████████▎ | 90/109 [06:15<01:19,  0.24it/s, v_num=6e0e]
Epoch 158:  83%|████████▎ | 91/109 [06:29<01:17,  0.23it/s, v_num=6e0e]
Epoch 158:  83%|████████▎ | 91/109 [06:29<01:17,  0.23it/s, v_num=6e0e]
Epoch 158:  84%|████████▍ | 92/109 [06:30<01:12,  0.24it/s, v_num=6e0e]
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Epoch 158:  85%|████████▌ | 93/109 [06:31<01:07,  0.24it/s, v_num=6e0e]
Epoch 158:  86%|████████▌ | 94/109 [06:32<01:02,  0.24it/s, v_num=6e0e]
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Epoch 158:  87%|████████▋ | 95/109 [06:46<00:59,  0.23it/s, v_num=6e0e]
Epoch 158:  87%|████████▋ | 95/109 [06:46<00:59,  0.23it/s, v_num=6e0e]
Epoch 158:  88%|████████▊ | 96/109 [06:47<00:55,  0.24it/s, v_num=6e0e]
Epoch 158:  88%|████████▊ | 96/109 [06:47<00:55,  0.24it/s, v_num=6e0e]
Epoch 158:  89%|████████▉ | 97/109 [06:48<00:50,  0.24it/s, v_num=6e0e]
Epoch 158:  89%|████████▉ | 97/109 [06:48<00:50,  0.24it/s, v_num=6e0e]
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Epoch 158:  91%|█████████ | 99/109 [07:02<00:42,  0.23it/s, v_num=6e0e]
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Epoch 158:  92%|█████████▏| 100/109 [07:03<00:38,  0.24it/s, v_num=6e0e]
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Epoch 158:  94%|█████████▍| 103/109 [07:18<00:25,  0.23it/s, v_num=6e0e]
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Epoch 158:  95%|█████████▌| 104/109 [07:19<00:21,  0.24it/s, v_num=6e0e]
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Epoch 158:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 158:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 158:  97%|█████████▋| 106/109 [07:22<00:12,  0.24it/s, v_num=6e0e]
Epoch 158:  97%|█████████▋| 106/109 [07:22<00:12,  0.24it/s, v_num=6e0e]
Epoch 158:  98%|█████████▊| 107/109 [07:35<00:08,  0.24it/s, v_num=6e0e]
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Epoch 158: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]
Epoch 158: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:15,  0.83it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.81it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:13,  0.79it/s]

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Validation DataLoader 0:  64%|██████▍   | 9/14 [00:10<00:05,  0.90it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:11<00:04,  0.90it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:12<00:03,  0.91it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.90it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.90it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:15<00:00,  0.93it/s]

                                                                        
Epoch 158: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 158: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 158:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 159:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 159:   1%|          | 1/109 [00:17<31:41,  0.06it/s, v_num=6e0e]
Epoch 159:   1%|          | 1/109 [00:17<31:41,  0.06it/s, v_num=6e0e]
Epoch 159:   2%|▏         | 2/109 [00:18<16:25,  0.11it/s, v_num=6e0e]
Epoch 159:   2%|▏         | 2/109 [00:18<16:25,  0.11it/s, v_num=6e0e]
Epoch 159:   3%|▎         | 3/109 [00:19<11:19,  0.16it/s, v_num=6e0e]
Epoch 159:   3%|▎         | 3/109 [00:19<11:19,  0.16it/s, v_num=6e0e]
Epoch 159:   4%|▎         | 4/109 [00:20<08:45,  0.20it/s, v_num=6e0e]
Epoch 159:   4%|▎         | 4/109 [00:20<08:45,  0.20it/s, v_num=6e0e]
Epoch 159:   5%|▍         | 5/109 [00:34<11:52,  0.15it/s, v_num=6e0e]
Epoch 159:   5%|▍         | 5/109 [00:34<11:52,  0.15it/s, v_num=6e0e]
Epoch 159:   6%|▌         | 6/109 [00:35<10:01,  0.17it/s, v_num=6e0e]
Epoch 159:   6%|▌         | 6/109 [00:35<10:01,  0.17it/s, v_num=6e0e]
Epoch 159:   6%|▋         | 7/109 [00:35<08:42,  0.20it/s, v_num=6e0e]
Epoch 159:   6%|▋         | 7/109 [00:35<08:42,  0.20it/s, v_num=6e0e]
Epoch 159:   7%|▋         | 8/109 [00:36<07:43,  0.22it/s, v_num=6e0e]
Epoch 159:   7%|▋         | 8/109 [00:36<07:43,  0.22it/s, v_num=6e0e]
Epoch 159:   8%|▊         | 9/109 [00:50<09:23,  0.18it/s, v_num=6e0e]
Epoch 159:   8%|▊         | 9/109 [00:50<09:23,  0.18it/s, v_num=6e0e]
Epoch 159:   9%|▉         | 10/109 [00:51<08:30,  0.19it/s, v_num=6e0e]
Epoch 159:   9%|▉         | 10/109 [00:51<08:30,  0.19it/s, v_num=6e0e]
Epoch 159:  10%|█         | 11/109 [00:52<07:47,  0.21it/s, v_num=6e0e]
Epoch 159:  10%|█         | 11/109 [00:52<07:47,  0.21it/s, v_num=6e0e]
Epoch 159:  11%|█         | 12/109 [00:53<07:10,  0.23it/s, v_num=6e0e]
Epoch 159:  11%|█         | 12/109 [00:53<07:10,  0.23it/s, v_num=6e0e]
Epoch 159:  12%|█▏        | 13/109 [01:06<08:13,  0.19it/s, v_num=6e0e]
Epoch 159:  12%|█▏        | 13/109 [01:06<08:13,  0.19it/s, v_num=6e0e]
Epoch 159:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 159:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 159:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 159:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 159:  15%|█▍        | 16/109 [01:09<06:41,  0.23it/s, v_num=6e0e]
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Epoch 159:  16%|█▌        | 17/109 [01:25<07:43,  0.20it/s, v_num=6e0e]
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Epoch 159:  17%|█▋        | 18/109 [01:26<07:17,  0.21it/s, v_num=6e0e]
Epoch 159:  17%|█▋        | 18/109 [01:26<07:17,  0.21it/s, v_num=6e0e]
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Epoch 159:  17%|█▋        | 19/109 [01:27<06:53,  0.22it/s, v_num=6e0e]
Epoch 159:  18%|█▊        | 20/109 [01:27<06:31,  0.23it/s, v_num=6e0e]
Epoch 159:  18%|█▊        | 20/109 [01:27<06:31,  0.23it/s, v_num=6e0e]
Epoch 159:  19%|█▉        | 21/109 [01:42<07:08,  0.21it/s, v_num=6e0e]
Epoch 159:  19%|█▉        | 21/109 [01:42<07:08,  0.21it/s, v_num=6e0e]
Epoch 159:  20%|██        | 22/109 [01:42<06:47,  0.21it/s, v_num=6e0e]
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Epoch 159:  21%|██        | 23/109 [01:43<06:27,  0.22it/s, v_num=6e0e]
Epoch 159:  21%|██        | 23/109 [01:43<06:27,  0.22it/s, v_num=6e0e]
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Epoch 159:  27%|██▋       | 29/109 [02:16<06:15,  0.21it/s, v_num=6e0e]
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Epoch 159: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 159: 100%|██████████| 109/109 [08:05<00:00,  0.22it/s, v_num=6e0e]
Epoch 159: 100%|██████████| 109/109 [08:06<00:00,  0.22it/s, v_num=6e0e]
Epoch 159:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 160:   6%|▋         | 7/109 [00:35<08:35,  0.20it/s, v_num=6e0e]
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Epoch 160:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
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Epoch 160:  11%|█         | 12/109 [00:52<07:06,  0.23it/s, v_num=6e0e]
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Epoch 160: 100%|██████████| 109/109 [07:39<00:00,  0.24it/s, v_num=6e0e]
Epoch 160: 100%|██████████| 109/109 [07:39<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:13,  0.82it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.87it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.88it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.90it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.89it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.91it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.92it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.92it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.92it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.91it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.90it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.94it/s]

                                                                        
Epoch 160: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 160: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 160:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 161:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 161:   1%|          | 1/109 [00:17<30:55,  0.06it/s, v_num=6e0e]
Epoch 161:   1%|          | 1/109 [00:17<30:55,  0.06it/s, v_num=6e0e]
Epoch 161:   2%|▏         | 2/109 [00:17<16:01,  0.11it/s, v_num=6e0e]
Epoch 161:   2%|▏         | 2/109 [00:17<16:02,  0.11it/s, v_num=6e0e]
Epoch 161:   3%|▎         | 3/109 [00:18<11:03,  0.16it/s, v_num=6e0e]
Epoch 161:   3%|▎         | 3/109 [00:18<11:03,  0.16it/s, v_num=6e0e]
Epoch 161:   4%|▎         | 4/109 [00:19<08:33,  0.20it/s, v_num=6e0e]
Epoch 161:   4%|▎         | 4/109 [00:19<08:33,  0.20it/s, v_num=6e0e]
Epoch 161:   5%|▍         | 5/109 [00:33<11:33,  0.15it/s, v_num=6e0e]
Epoch 161:   5%|▍         | 5/109 [00:33<11:33,  0.15it/s, v_num=6e0e]
Epoch 161:   6%|▌         | 6/109 [00:34<09:45,  0.18it/s, v_num=6e0e]
Epoch 161:   6%|▌         | 6/109 [00:34<09:45,  0.18it/s, v_num=6e0e]
Epoch 161:   6%|▋         | 7/109 [00:36<08:58,  0.19it/s, v_num=6e0e]
Epoch 161:   6%|▋         | 7/109 [00:36<08:58,  0.19it/s, v_num=6e0e]
Epoch 161:   7%|▋         | 8/109 [00:37<07:56,  0.21it/s, v_num=6e0e]
Epoch 161:   7%|▋         | 8/109 [00:37<07:56,  0.21it/s, v_num=6e0e]
Epoch 161:   8%|▊         | 9/109 [00:49<09:13,  0.18it/s, v_num=6e0e]
Epoch 161:   8%|▊         | 9/109 [00:49<09:13,  0.18it/s, v_num=6e0e]
Epoch 161:   9%|▉         | 10/109 [00:50<08:20,  0.20it/s, v_num=6e0e]
Epoch 161:   9%|▉         | 10/109 [00:50<08:20,  0.20it/s, v_num=6e0e]
Epoch 161:  10%|█         | 11/109 [00:51<07:37,  0.21it/s, v_num=6e0e]
Epoch 161:  10%|█         | 11/109 [00:51<07:37,  0.21it/s, v_num=6e0e]
Epoch 161:  11%|█         | 12/109 [00:52<07:03,  0.23it/s, v_num=6e0e]
Epoch 161:  11%|█         | 12/109 [00:52<07:03,  0.23it/s, v_num=6e0e]
Epoch 161:  12%|█▏        | 13/109 [01:05<08:06,  0.20it/s, v_num=6e0e]
Epoch 161:  12%|█▏        | 13/109 [01:05<08:06,  0.20it/s, v_num=6e0e]
Epoch 161:  13%|█▎        | 14/109 [01:06<07:32,  0.21it/s, v_num=6e0e]
Epoch 161:  13%|█▎        | 14/109 [01:06<07:32,  0.21it/s, v_num=6e0e]
Epoch 161:  14%|█▍        | 15/109 [01:09<07:16,  0.22it/s, v_num=6e0e]
Epoch 161:  14%|█▍        | 15/109 [01:09<07:16,  0.22it/s, v_num=6e0e]
Epoch 161:  15%|█▍        | 16/109 [01:10<06:49,  0.23it/s, v_num=6e0e]
Epoch 161:  15%|█▍        | 16/109 [01:10<06:49,  0.23it/s, v_num=6e0e]
Epoch 161:  16%|█▌        | 17/109 [01:21<07:23,  0.21it/s, v_num=6e0e]
Epoch 161:  16%|█▌        | 17/109 [01:21<07:23,  0.21it/s, v_num=6e0e]
Epoch 161:  17%|█▋        | 18/109 [01:22<06:57,  0.22it/s, v_num=6e0e]
Epoch 161:  17%|█▋        | 18/109 [01:22<06:57,  0.22it/s, v_num=6e0e]
Epoch 161:  17%|█▋        | 19/109 [01:25<06:46,  0.22it/s, v_num=6e0e]
Epoch 161:  17%|█▋        | 19/109 [01:25<06:46,  0.22it/s, v_num=6e0e]
Epoch 161:  18%|█▊        | 20/109 [01:26<06:25,  0.23it/s, v_num=6e0e]
Epoch 161:  18%|█▊        | 20/109 [01:26<06:25,  0.23it/s, v_num=6e0e]
Epoch 161:  19%|█▉        | 21/109 [01:39<06:57,  0.21it/s, v_num=6e0e]
Epoch 161:  19%|█▉        | 21/109 [01:39<06:57,  0.21it/s, v_num=6e0e]
Epoch 161:  20%|██        | 22/109 [01:40<06:37,  0.22it/s, v_num=6e0e]
Epoch 161:  20%|██        | 22/109 [01:40<06:37,  0.22it/s, v_num=6e0e]
Epoch 161:  21%|██        | 23/109 [01:41<06:19,  0.23it/s, v_num=6e0e]
Epoch 161:  21%|██        | 23/109 [01:41<06:19,  0.23it/s, v_num=6e0e]
Epoch 161:  22%|██▏       | 24/109 [01:42<06:02,  0.23it/s, v_num=6e0e]
Epoch 161:  22%|██▏       | 24/109 [01:42<06:02,  0.23it/s, v_num=6e0e]
Epoch 161:  23%|██▎       | 25/109 [01:54<06:25,  0.22it/s, v_num=6e0e]
Epoch 161:  23%|██▎       | 25/109 [01:54<06:25,  0.22it/s, v_num=6e0e]
Epoch 161:  24%|██▍       | 26/109 [01:55<06:09,  0.22it/s, v_num=6e0e]
Epoch 161:  24%|██▍       | 26/109 [01:55<06:09,  0.22it/s, v_num=6e0e]
Epoch 161:  25%|██▍       | 27/109 [01:58<05:58,  0.23it/s, v_num=6e0e]
Epoch 161:  25%|██▍       | 27/109 [01:58<05:58,  0.23it/s, v_num=6e0e]
Epoch 161:  26%|██▌       | 28/109 [01:58<05:43,  0.24it/s, v_num=6e0e]
Epoch 161:  26%|██▌       | 28/109 [01:58<05:43,  0.24it/s, v_num=6e0e]
Epoch 161:  27%|██▋       | 29/109 [02:10<05:59,  0.22it/s, v_num=6e0e]
Epoch 161:  27%|██▋       | 29/109 [02:10<05:59,  0.22it/s, v_num=6e0e]
Epoch 161:  28%|██▊       | 30/109 [02:11<05:45,  0.23it/s, v_num=6e0e]
Epoch 161:  28%|██▊       | 30/109 [02:11<05:45,  0.23it/s, v_num=6e0e]
Epoch 161:  28%|██▊       | 31/109 [02:15<05:41,  0.23it/s, v_num=6e0e]
Epoch 161:  28%|██▊       | 31/109 [02:15<05:41,  0.23it/s, v_num=6e0e]
Epoch 161:  29%|██▉       | 32/109 [02:16<05:28,  0.23it/s, v_num=6e0e]
Epoch 161:  29%|██▉       | 32/109 [02:16<05:28,  0.23it/s, v_num=6e0e]
Epoch 161:  30%|███       | 33/109 [02:26<05:38,  0.22it/s, v_num=6e0e]
Epoch 161:  30%|███       | 33/109 [02:26<05:38,  0.22it/s, v_num=6e0e]
Epoch 161:  31%|███       | 34/109 [02:27<05:26,  0.23it/s, v_num=6e0e]
Epoch 161:  31%|███       | 34/109 [02:27<05:26,  0.23it/s, v_num=6e0e]
Epoch 161:  32%|███▏      | 35/109 [02:36<05:30,  0.22it/s, v_num=6e0e]
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Epoch 161:  33%|███▎      | 36/109 [02:37<05:18,  0.23it/s, v_num=6e0e]
Epoch 161:  33%|███▎      | 36/109 [02:37<05:18,  0.23it/s, v_num=6e0e]
Epoch 161:  34%|███▍      | 37/109 [02:43<05:17,  0.23it/s, v_num=6e0e]
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Epoch 161:  37%|███▋      | 40/109 [02:53<04:59,  0.23it/s, v_num=6e0e]
Epoch 161:  38%|███▊      | 41/109 [02:58<04:55,  0.23it/s, v_num=6e0e]
Epoch 161:  38%|███▊      | 41/109 [02:58<04:55,  0.23it/s, v_num=6e0e]
Epoch 161:  39%|███▊      | 42/109 [02:59<04:45,  0.23it/s, v_num=6e0e]
Epoch 161:  39%|███▊      | 42/109 [02:59<04:45,  0.23it/s, v_num=6e0e]
Epoch 161:  39%|███▉      | 43/109 [03:07<04:48,  0.23it/s, v_num=6e0e]
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Epoch 161:  40%|████      | 44/109 [03:08<04:38,  0.23it/s, v_num=6e0e]
Epoch 161:  41%|████▏     | 45/109 [03:14<04:36,  0.23it/s, v_num=6e0e]
Epoch 161:  41%|████▏     | 45/109 [03:14<04:36,  0.23it/s, v_num=6e0e]
Epoch 161:  42%|████▏     | 46/109 [03:15<04:27,  0.24it/s, v_num=6e0e]
Epoch 161:  42%|████▏     | 46/109 [03:15<04:27,  0.24it/s, v_num=6e0e]
Epoch 161:  43%|████▎     | 47/109 [03:23<04:28,  0.23it/s, v_num=6e0e]
Epoch 161:  43%|████▎     | 47/109 [03:23<04:28,  0.23it/s, v_num=6e0e]
Epoch 161:  44%|████▍     | 48/109 [03:23<04:19,  0.24it/s, v_num=6e0e]
Epoch 161:  44%|████▍     | 48/109 [03:23<04:19,  0.24it/s, v_num=6e0e]
Epoch 161:  45%|████▍     | 49/109 [03:30<04:17,  0.23it/s, v_num=6e0e]
Epoch 161:  45%|████▍     | 49/109 [03:30<04:17,  0.23it/s, v_num=6e0e]
Epoch 161:  46%|████▌     | 50/109 [03:31<04:09,  0.24it/s, v_num=6e0e]
Epoch 161:  46%|████▌     | 50/109 [03:31<04:09,  0.24it/s, v_num=6e0e]
Epoch 161:  47%|████▋     | 51/109 [03:40<04:10,  0.23it/s, v_num=6e0e]
Epoch 161:  47%|████▋     | 51/109 [03:40<04:10,  0.23it/s, v_num=6e0e]
Epoch 161:  48%|████▊     | 52/109 [03:40<04:02,  0.24it/s, v_num=6e0e]
Epoch 161:  48%|████▊     | 52/109 [03:40<04:02,  0.24it/s, v_num=6e0e]
Epoch 161:  49%|████▊     | 53/109 [03:47<04:00,  0.23it/s, v_num=6e0e]
Epoch 161:  49%|████▊     | 53/109 [03:47<04:00,  0.23it/s, v_num=6e0e]
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Epoch 161:  50%|█████     | 55/109 [03:59<03:54,  0.23it/s, v_num=6e0e]
Epoch 161:  50%|█████     | 55/109 [03:59<03:54,  0.23it/s, v_num=6e0e]
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Epoch 161:  52%|█████▏    | 57/109 [04:04<03:42,  0.23it/s, v_num=6e0e]
Epoch 161:  53%|█████▎    | 58/109 [04:04<03:35,  0.24it/s, v_num=6e0e]
Epoch 161:  53%|█████▎    | 58/109 [04:04<03:35,  0.24it/s, v_num=6e0e]
Epoch 161:  54%|█████▍    | 59/109 [04:14<03:36,  0.23it/s, v_num=6e0e]
Epoch 161:  54%|█████▍    | 59/109 [04:14<03:36,  0.23it/s, v_num=6e0e]
Epoch 161:  55%|█████▌    | 60/109 [04:15<03:28,  0.23it/s, v_num=6e0e]
Epoch 161:  55%|█████▌    | 60/109 [04:15<03:28,  0.23it/s, v_num=6e0e]
Epoch 161:  56%|█████▌    | 61/109 [04:22<03:26,  0.23it/s, v_num=6e0e]
Epoch 161:  56%|█████▌    | 61/109 [04:22<03:26,  0.23it/s, v_num=6e0e]
Epoch 161:  57%|█████▋    | 62/109 [04:23<03:19,  0.24it/s, v_num=6e0e]
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Epoch 161:  58%|█████▊    | 63/109 [04:31<03:17,  0.23it/s, v_num=6e0e]
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Epoch 161:  59%|█████▊    | 64/109 [04:33<03:12,  0.23it/s, v_num=6e0e]
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Epoch 161:  61%|██████    | 66/109 [04:37<03:00,  0.24it/s, v_num=6e0e]
Epoch 161:  61%|██████    | 66/109 [04:37<03:00,  0.24it/s, v_num=6e0e]
Epoch 161:  61%|██████▏   | 67/109 [04:46<02:59,  0.23it/s, v_num=6e0e]
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Epoch 161:  74%|███████▍  | 81/109 [05:43<01:58,  0.24it/s, v_num=6e0e]
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Epoch 161:  76%|███████▌  | 83/109 [05:55<01:51,  0.23it/s, v_num=6e0e]
Epoch 161:  76%|███████▌  | 83/109 [05:55<01:51,  0.23it/s, v_num=6e0e]
Epoch 161:  77%|███████▋  | 84/109 [05:57<01:46,  0.23it/s, v_num=6e0e]
Epoch 161:  77%|███████▋  | 84/109 [05:57<01:46,  0.23it/s, v_num=6e0e]
Epoch 161:  78%|███████▊  | 85/109 [05:58<01:41,  0.24it/s, v_num=6e0e]
Epoch 161:  78%|███████▊  | 85/109 [05:58<01:41,  0.24it/s, v_num=6e0e]
Epoch 161:  79%|███████▉  | 86/109 [05:59<01:36,  0.24it/s, v_num=6e0e]
Epoch 161:  79%|███████▉  | 86/109 [05:59<01:36,  0.24it/s, v_num=6e0e]
Epoch 161:  80%|███████▉  | 87/109 [06:09<01:33,  0.24it/s, v_num=6e0e]
Epoch 161:  80%|███████▉  | 87/109 [06:09<01:33,  0.24it/s, v_num=6e0e]
Epoch 161:  81%|████████  | 88/109 [06:13<01:29,  0.24it/s, v_num=6e0e]
Epoch 161:  81%|████████  | 88/109 [06:13<01:29,  0.24it/s, v_num=6e0e]
Epoch 161:  82%|████████▏ | 89/109 [06:13<01:24,  0.24it/s, v_num=6e0e]
Epoch 161:  82%|████████▏ | 89/109 [06:13<01:24,  0.24it/s, v_num=6e0e]
Epoch 161:  83%|████████▎ | 90/109 [06:14<01:19,  0.24it/s, v_num=6e0e]
Epoch 161:  83%|████████▎ | 90/109 [06:14<01:19,  0.24it/s, v_num=6e0e]
Epoch 161:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 161:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 161:  84%|████████▍ | 92/109 [06:30<01:12,  0.24it/s, v_num=6e0e]
Epoch 161:  84%|████████▍ | 92/109 [06:30<01:12,  0.24it/s, v_num=6e0e]
Epoch 161:  85%|████████▌ | 93/109 [06:31<01:07,  0.24it/s, v_num=6e0e]
Epoch 161:  85%|████████▌ | 93/109 [06:31<01:07,  0.24it/s, v_num=6e0e]
Epoch 161:  86%|████████▌ | 94/109 [06:32<01:02,  0.24it/s, v_num=6e0e]
Epoch 161:  86%|████████▌ | 94/109 [06:32<01:02,  0.24it/s, v_num=6e0e]
Epoch 161:  87%|████████▋ | 95/109 [06:40<00:59,  0.24it/s, v_num=6e0e]
Epoch 161:  87%|████████▋ | 95/109 [06:40<00:59,  0.24it/s, v_num=6e0e]
Epoch 161:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 161:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 161:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
Epoch 161:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
Epoch 161:  90%|████████▉ | 98/109 [06:47<00:45,  0.24it/s, v_num=6e0e]
Epoch 161:  90%|████████▉ | 98/109 [06:47<00:45,  0.24it/s, v_num=6e0e]
Epoch 161:  91%|█████████ | 99/109 [06:58<00:42,  0.24it/s, v_num=6e0e]
Epoch 161:  91%|█████████ | 99/109 [06:58<00:42,  0.24it/s, v_num=6e0e]
Epoch 161:  92%|█████████▏| 100/109 [07:02<00:38,  0.24it/s, v_num=6e0e]
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Epoch 161:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 161:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 161:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 161:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 161:  94%|█████████▍| 103/109 [07:15<00:25,  0.24it/s, v_num=6e0e]
Epoch 161:  94%|█████████▍| 103/109 [07:15<00:25,  0.24it/s, v_num=6e0e]
Epoch 161:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
Epoch 161:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
Epoch 161:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 161:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 161:  97%|█████████▋| 106/109 [07:20<00:12,  0.24it/s, v_num=6e0e]
Epoch 161:  97%|█████████▋| 106/109 [07:20<00:12,  0.24it/s, v_num=6e0e]
Epoch 161:  98%|█████████▊| 107/109 [07:32<00:08,  0.24it/s, v_num=6e0e]
Epoch 161:  98%|█████████▊| 107/109 [07:32<00:08,  0.24it/s, v_num=6e0e]
Epoch 161:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 161:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 161: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]
Epoch 161: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.94it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.95it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.95it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.95it/s]

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Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.93it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.95it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.96it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 161: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 161: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 161:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 162:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 162:   1%|          | 1/109 [00:18<32:31,  0.06it/s, v_num=6e0e]
Epoch 162:   1%|          | 1/109 [00:18<32:31,  0.06it/s, v_num=6e0e]
Epoch 162:   2%|▏         | 2/109 [00:18<16:51,  0.11it/s, v_num=6e0e]
Epoch 162:   2%|▏         | 2/109 [00:18<16:51,  0.11it/s, v_num=6e0e]
Epoch 162:   3%|▎         | 3/109 [00:19<11:36,  0.15it/s, v_num=6e0e]
Epoch 162:   3%|▎         | 3/109 [00:19<11:36,  0.15it/s, v_num=6e0e]
Epoch 162:   4%|▎         | 4/109 [00:20<08:59,  0.19it/s, v_num=6e0e]
Epoch 162:   4%|▎         | 4/109 [00:20<08:59,  0.19it/s, v_num=6e0e]
Epoch 162:   5%|▍         | 5/109 [00:36<12:32,  0.14it/s, v_num=6e0e]
Epoch 162:   5%|▍         | 5/109 [00:36<12:32,  0.14it/s, v_num=6e0e]
Epoch 162:   6%|▌         | 6/109 [00:36<10:35,  0.16it/s, v_num=6e0e]
Epoch 162:   6%|▌         | 6/109 [00:36<10:35,  0.16it/s, v_num=6e0e]
Epoch 162:   6%|▋         | 7/109 [00:37<09:10,  0.19it/s, v_num=6e0e]
Epoch 162:   6%|▋         | 7/109 [00:37<09:10,  0.19it/s, v_num=6e0e]
Epoch 162:   7%|▋         | 8/109 [00:38<08:07,  0.21it/s, v_num=6e0e]
Epoch 162:   7%|▋         | 8/109 [00:38<08:07,  0.21it/s, v_num=6e0e]
Epoch 162:   8%|▊         | 9/109 [00:53<09:54,  0.17it/s, v_num=6e0e]
Epoch 162:   8%|▊         | 9/109 [00:53<09:54,  0.17it/s, v_num=6e0e]
Epoch 162:   9%|▉         | 10/109 [00:54<08:57,  0.18it/s, v_num=6e0e]
Epoch 162:   9%|▉         | 10/109 [00:54<08:57,  0.18it/s, v_num=6e0e]
Epoch 162:  10%|█         | 11/109 [00:54<08:09,  0.20it/s, v_num=6e0e]
Epoch 162:  10%|█         | 11/109 [00:54<08:09,  0.20it/s, v_num=6e0e]
Epoch 162:  11%|█         | 12/109 [00:55<07:30,  0.22it/s, v_num=6e0e]
Epoch 162:  11%|█         | 12/109 [00:55<07:30,  0.22it/s, v_num=6e0e]
Epoch 162:  12%|█▏        | 13/109 [01:10<08:42,  0.18it/s, v_num=6e0e]
Epoch 162:  12%|█▏        | 13/109 [01:10<08:42,  0.18it/s, v_num=6e0e]
Epoch 162:  13%|█▎        | 14/109 [01:11<08:05,  0.20it/s, v_num=6e0e]
Epoch 162:  13%|█▎        | 14/109 [01:11<08:05,  0.20it/s, v_num=6e0e]
Epoch 162:  14%|█▍        | 15/109 [01:12<07:32,  0.21it/s, v_num=6e0e]
Epoch 162:  14%|█▍        | 15/109 [01:12<07:32,  0.21it/s, v_num=6e0e]
Epoch 162:  15%|█▍        | 16/109 [01:13<07:04,  0.22it/s, v_num=6e0e]
Epoch 162:  15%|█▍        | 16/109 [01:13<07:04,  0.22it/s, v_num=6e0e]
Epoch 162:  16%|█▌        | 17/109 [01:28<07:58,  0.19it/s, v_num=6e0e]
Epoch 162:  16%|█▌        | 17/109 [01:28<07:58,  0.19it/s, v_num=6e0e]
Epoch 162:  17%|█▋        | 18/109 [01:29<07:31,  0.20it/s, v_num=6e0e]
Epoch 162:  17%|█▋        | 18/109 [01:29<07:31,  0.20it/s, v_num=6e0e]
Epoch 162:  17%|█▋        | 19/109 [01:30<07:06,  0.21it/s, v_num=6e0e]
Epoch 162:  17%|█▋        | 19/109 [01:30<07:06,  0.21it/s, v_num=6e0e]
Epoch 162:  18%|█▊        | 20/109 [01:30<06:44,  0.22it/s, v_num=6e0e]
Epoch 162:  18%|█▊        | 20/109 [01:30<06:44,  0.22it/s, v_num=6e0e]
Epoch 162:  19%|█▉        | 21/109 [01:44<07:18,  0.20it/s, v_num=6e0e]
Epoch 162:  19%|█▉        | 21/109 [01:44<07:18,  0.20it/s, v_num=6e0e]
Epoch 162:  20%|██        | 22/109 [01:45<06:57,  0.21it/s, v_num=6e0e]
Epoch 162:  20%|██        | 22/109 [01:45<06:57,  0.21it/s, v_num=6e0e]
Epoch 162:  21%|██        | 23/109 [01:46<06:37,  0.22it/s, v_num=6e0e]
Epoch 162:  21%|██        | 23/109 [01:46<06:37,  0.22it/s, v_num=6e0e]
Epoch 162:  22%|██▏       | 24/109 [01:46<06:18,  0.22it/s, v_num=6e0e]
Epoch 162:  22%|██▏       | 24/109 [01:46<06:18,  0.22it/s, v_num=6e0e]
Epoch 162:  23%|██▎       | 25/109 [02:02<06:50,  0.20it/s, v_num=6e0e]
Epoch 162:  23%|██▎       | 25/109 [02:02<06:50,  0.20it/s, v_num=6e0e]
Epoch 162:  24%|██▍       | 26/109 [02:03<06:32,  0.21it/s, v_num=6e0e]
Epoch 162:  24%|██▍       | 26/109 [02:03<06:32,  0.21it/s, v_num=6e0e]
Epoch 162:  25%|██▍       | 27/109 [02:03<06:16,  0.22it/s, v_num=6e0e]
Epoch 162:  25%|██▍       | 27/109 [02:03<06:16,  0.22it/s, v_num=6e0e]
Epoch 162:  26%|██▌       | 28/109 [02:04<06:00,  0.22it/s, v_num=6e0e]
Epoch 162:  26%|██▌       | 28/109 [02:04<06:00,  0.22it/s, v_num=6e0e]
Epoch 162:  27%|██▋       | 29/109 [02:20<06:26,  0.21it/s, v_num=6e0e]
Epoch 162:  27%|██▋       | 29/109 [02:20<06:26,  0.21it/s, v_num=6e0e]
Epoch 162:  28%|██▊       | 30/109 [02:20<06:10,  0.21it/s, v_num=6e0e]
Epoch 162:  28%|██▊       | 30/109 [02:20<06:10,  0.21it/s, v_num=6e0e]
Epoch 162:  28%|██▊       | 31/109 [02:21<05:56,  0.22it/s, v_num=6e0e]
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Epoch 162:  29%|██▉       | 32/109 [02:22<05:42,  0.22it/s, v_num=6e0e]
Epoch 162:  29%|██▉       | 32/109 [02:22<05:42,  0.22it/s, v_num=6e0e]
Epoch 162:  30%|███       | 33/109 [02:35<05:57,  0.21it/s, v_num=6e0e]
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Epoch 162:  31%|███       | 34/109 [02:35<05:44,  0.22it/s, v_num=6e0e]
Epoch 162:  31%|███       | 34/109 [02:35<05:44,  0.22it/s, v_num=6e0e]
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Epoch 162: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 162: 100%|██████████| 109/109 [08:06<00:00,  0.22it/s, v_num=6e0e]
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Epoch 162:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 163: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 163: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 163:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 164:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 164:   1%|          | 1/109 [00:17<30:48,  0.06it/s, v_num=6e0e]
Epoch 164:   1%|          | 1/109 [00:17<30:49,  0.06it/s, v_num=6e0e]
Epoch 164:   2%|▏         | 2/109 [00:17<15:55,  0.11it/s, v_num=6e0e]
Epoch 164:   2%|▏         | 2/109 [00:17<15:55,  0.11it/s, v_num=6e0e]
Epoch 164:   3%|▎         | 3/109 [00:18<10:56,  0.16it/s, v_num=6e0e]
Epoch 164:   3%|▎         | 3/109 [00:18<10:56,  0.16it/s, v_num=6e0e]
Epoch 164:   4%|▎         | 4/109 [00:19<08:26,  0.21it/s, v_num=6e0e]
Epoch 164:   4%|▎         | 4/109 [00:19<08:26,  0.21it/s, v_num=6e0e]
Epoch 164:   5%|▍         | 5/109 [00:33<11:37,  0.15it/s, v_num=6e0e]
Epoch 164:   5%|▍         | 5/109 [00:33<11:37,  0.15it/s, v_num=6e0e]
Epoch 164:   6%|▌         | 6/109 [00:34<09:59,  0.17it/s, v_num=6e0e]
Epoch 164:   6%|▌         | 6/109 [00:34<09:59,  0.17it/s, v_num=6e0e]
Epoch 164:   6%|▋         | 7/109 [00:35<08:40,  0.20it/s, v_num=6e0e]
Epoch 164:   6%|▋         | 7/109 [00:35<08:40,  0.20it/s, v_num=6e0e]
Epoch 164:   7%|▋         | 8/109 [00:36<07:40,  0.22it/s, v_num=6e0e]
Epoch 164:   7%|▋         | 8/109 [00:36<07:40,  0.22it/s, v_num=6e0e]
Epoch 164:   8%|▊         | 9/109 [00:50<09:19,  0.18it/s, v_num=6e0e]
Epoch 164:   8%|▊         | 9/109 [00:50<09:19,  0.18it/s, v_num=6e0e]
Epoch 164:   9%|▉         | 10/109 [00:51<08:26,  0.20it/s, v_num=6e0e]
Epoch 164:   9%|▉         | 10/109 [00:51<08:26,  0.20it/s, v_num=6e0e]
Epoch 164:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 164:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 164:  11%|█         | 12/109 [00:52<07:06,  0.23it/s, v_num=6e0e]
Epoch 164:  11%|█         | 12/109 [00:52<07:06,  0.23it/s, v_num=6e0e]
Epoch 164:  12%|█▏        | 13/109 [01:04<07:57,  0.20it/s, v_num=6e0e]
Epoch 164:  12%|█▏        | 13/109 [01:04<07:57,  0.20it/s, v_num=6e0e]
Epoch 164:  13%|█▎        | 14/109 [01:05<07:24,  0.21it/s, v_num=6e0e]
Epoch 164:  13%|█▎        | 14/109 [01:05<07:24,  0.21it/s, v_num=6e0e]
Epoch 164:  14%|█▍        | 15/109 [01:07<07:04,  0.22it/s, v_num=6e0e]
Epoch 164:  14%|█▍        | 15/109 [01:07<07:04,  0.22it/s, v_num=6e0e]
Epoch 164:  15%|█▍        | 16/109 [01:08<06:38,  0.23it/s, v_num=6e0e]
Epoch 164:  15%|█▍        | 16/109 [01:08<06:38,  0.23it/s, v_num=6e0e]
Epoch 164:  16%|█▌        | 17/109 [01:20<07:13,  0.21it/s, v_num=6e0e]
Epoch 164:  16%|█▌        | 17/109 [01:20<07:13,  0.21it/s, v_num=6e0e]
Epoch 164:  17%|█▋        | 18/109 [01:20<06:48,  0.22it/s, v_num=6e0e]
Epoch 164:  17%|█▋        | 18/109 [01:20<06:48,  0.22it/s, v_num=6e0e]
Epoch 164:  17%|█▋        | 19/109 [01:24<06:41,  0.22it/s, v_num=6e0e]
Epoch 164:  17%|█▋        | 19/109 [01:24<06:41,  0.22it/s, v_num=6e0e]
Epoch 164:  18%|█▊        | 20/109 [01:25<06:20,  0.23it/s, v_num=6e0e]
Epoch 164:  18%|█▊        | 20/109 [01:25<06:20,  0.23it/s, v_num=6e0e]
Epoch 164:  19%|█▉        | 21/109 [01:36<06:45,  0.22it/s, v_num=6e0e]
Epoch 164:  19%|█▉        | 21/109 [01:36<06:45,  0.22it/s, v_num=6e0e]
Epoch 164:  20%|██        | 22/109 [01:37<06:26,  0.23it/s, v_num=6e0e]
Epoch 164:  20%|██        | 22/109 [01:37<06:26,  0.23it/s, v_num=6e0e]
Epoch 164:  21%|██        | 23/109 [01:40<06:14,  0.23it/s, v_num=6e0e]
Epoch 164:  21%|██        | 23/109 [01:40<06:14,  0.23it/s, v_num=6e0e]
Epoch 164:  22%|██▏       | 24/109 [01:41<05:57,  0.24it/s, v_num=6e0e]
Epoch 164:  22%|██▏       | 24/109 [01:41<05:57,  0.24it/s, v_num=6e0e]
Epoch 164:  23%|██▎       | 25/109 [01:53<06:20,  0.22it/s, v_num=6e0e]
Epoch 164:  23%|██▎       | 25/109 [01:53<06:20,  0.22it/s, v_num=6e0e]
Epoch 164:  24%|██▍       | 26/109 [01:53<06:03,  0.23it/s, v_num=6e0e]
Epoch 164:  24%|██▍       | 26/109 [01:53<06:03,  0.23it/s, v_num=6e0e]
Epoch 164:  25%|██▍       | 27/109 [01:57<05:57,  0.23it/s, v_num=6e0e]
Epoch 164:  25%|██▍       | 27/109 [01:57<05:57,  0.23it/s, v_num=6e0e]
Epoch 164:  26%|██▌       | 28/109 [01:58<05:42,  0.24it/s, v_num=6e0e]
Epoch 164:  26%|██▌       | 28/109 [01:58<05:42,  0.24it/s, v_num=6e0e]
Epoch 164:  27%|██▋       | 29/109 [02:08<05:55,  0.23it/s, v_num=6e0e]
Epoch 164:  27%|██▋       | 29/109 [02:08<05:55,  0.23it/s, v_num=6e0e]
Epoch 164:  28%|██▊       | 30/109 [02:09<05:41,  0.23it/s, v_num=6e0e]
Epoch 164:  28%|██▊       | 30/109 [02:09<05:41,  0.23it/s, v_num=6e0e]
Epoch 164:  28%|██▊       | 31/109 [02:14<05:39,  0.23it/s, v_num=6e0e]
Epoch 164:  28%|██▊       | 31/109 [02:14<05:39,  0.23it/s, v_num=6e0e]
Epoch 164:  29%|██▉       | 32/109 [02:15<05:26,  0.24it/s, v_num=6e0e]
Epoch 164:  29%|██▉       | 32/109 [02:15<05:26,  0.24it/s, v_num=6e0e]
Epoch 164:  30%|███       | 33/109 [02:25<05:34,  0.23it/s, v_num=6e0e]
Epoch 164:  30%|███       | 33/109 [02:25<05:34,  0.23it/s, v_num=6e0e]
Epoch 164:  31%|███       | 34/109 [02:25<05:21,  0.23it/s, v_num=6e0e]
Epoch 164:  31%|███       | 34/109 [02:25<05:21,  0.23it/s, v_num=6e0e]
Epoch 164:  32%|███▏      | 35/109 [02:30<05:17,  0.23it/s, v_num=6e0e]
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Epoch 164:  33%|███▎      | 36/109 [02:30<05:05,  0.24it/s, v_num=6e0e]
Epoch 164:  33%|███▎      | 36/109 [02:30<05:05,  0.24it/s, v_num=6e0e]
Epoch 164:  34%|███▍      | 37/109 [02:42<05:16,  0.23it/s, v_num=6e0e]
Epoch 164:  34%|███▍      | 37/109 [02:42<05:16,  0.23it/s, v_num=6e0e]
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Epoch 164:  36%|███▌      | 39/109 [02:47<05:00,  0.23it/s, v_num=6e0e]
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Epoch 164:  37%|███▋      | 40/109 [02:48<04:50,  0.24it/s, v_num=6e0e]
Epoch 164:  37%|███▋      | 40/109 [02:48<04:50,  0.24it/s, v_num=6e0e]
Epoch 164:  38%|███▊      | 41/109 [02:58<04:56,  0.23it/s, v_num=6e0e]
Epoch 164:  38%|███▊      | 41/109 [02:58<04:56,  0.23it/s, v_num=6e0e]
Epoch 164:  39%|███▊      | 42/109 [02:59<04:46,  0.23it/s, v_num=6e0e]
Epoch 164:  39%|███▊      | 42/109 [02:59<04:46,  0.23it/s, v_num=6e0e]
Epoch 164:  39%|███▉      | 43/109 [03:01<04:38,  0.24it/s, v_num=6e0e]
Epoch 164:  39%|███▉      | 43/109 [03:01<04:38,  0.24it/s, v_num=6e0e]
Epoch 164:  40%|████      | 44/109 [03:02<04:29,  0.24it/s, v_num=6e0e]
Epoch 164:  40%|████      | 44/109 [03:02<04:29,  0.24it/s, v_num=6e0e]
Epoch 164:  41%|████▏     | 45/109 [03:15<04:38,  0.23it/s, v_num=6e0e]
Epoch 164:  41%|████▏     | 45/109 [03:15<04:38,  0.23it/s, v_num=6e0e]
Epoch 164:  42%|████▏     | 46/109 [03:16<04:29,  0.23it/s, v_num=6e0e]
Epoch 164:  42%|████▏     | 46/109 [03:16<04:29,  0.23it/s, v_num=6e0e]
Epoch 164:  43%|████▎     | 47/109 [03:17<04:20,  0.24it/s, v_num=6e0e]
Epoch 164:  43%|████▎     | 47/109 [03:17<04:20,  0.24it/s, v_num=6e0e]
Epoch 164:  44%|████▍     | 48/109 [03:18<04:11,  0.24it/s, v_num=6e0e]
Epoch 164:  44%|████▍     | 48/109 [03:18<04:11,  0.24it/s, v_num=6e0e]
Epoch 164:  45%|████▍     | 49/109 [03:33<04:20,  0.23it/s, v_num=6e0e]
Epoch 164:  45%|████▍     | 49/109 [03:33<04:20,  0.23it/s, v_num=6e0e]
Epoch 164:  46%|████▌     | 50/109 [03:33<04:12,  0.23it/s, v_num=6e0e]
Epoch 164:  46%|████▌     | 50/109 [03:33<04:12,  0.23it/s, v_num=6e0e]
Epoch 164:  47%|████▋     | 51/109 [03:34<04:04,  0.24it/s, v_num=6e0e]
Epoch 164:  47%|████▋     | 51/109 [03:34<04:04,  0.24it/s, v_num=6e0e]
Epoch 164:  48%|████▊     | 52/109 [03:35<03:56,  0.24it/s, v_num=6e0e]
Epoch 164:  48%|████▊     | 52/109 [03:35<03:56,  0.24it/s, v_num=6e0e]
Epoch 164:  49%|████▊     | 53/109 [03:47<04:00,  0.23it/s, v_num=6e0e]
Epoch 164:  49%|████▊     | 53/109 [03:47<04:00,  0.23it/s, v_num=6e0e]
Epoch 164:  50%|████▉     | 54/109 [03:48<03:52,  0.24it/s, v_num=6e0e]
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Epoch 164:  50%|█████     | 55/109 [03:49<03:45,  0.24it/s, v_num=6e0e]
Epoch 164:  50%|█████     | 55/109 [03:49<03:45,  0.24it/s, v_num=6e0e]
Epoch 164:  51%|█████▏    | 56/109 [03:50<03:37,  0.24it/s, v_num=6e0e]
Epoch 164:  51%|█████▏    | 56/109 [03:50<03:37,  0.24it/s, v_num=6e0e]
Epoch 164:  52%|█████▏    | 57/109 [04:05<03:43,  0.23it/s, v_num=6e0e]
Epoch 164:  52%|█████▏    | 57/109 [04:05<03:43,  0.23it/s, v_num=6e0e]
Epoch 164:  53%|█████▎    | 58/109 [04:05<03:36,  0.24it/s, v_num=6e0e]
Epoch 164:  53%|█████▎    | 58/109 [04:05<03:36,  0.24it/s, v_num=6e0e]
Epoch 164:  54%|█████▍    | 59/109 [04:06<03:29,  0.24it/s, v_num=6e0e]
Epoch 164:  54%|█████▍    | 59/109 [04:06<03:29,  0.24it/s, v_num=6e0e]
Epoch 164:  55%|█████▌    | 60/109 [04:07<03:22,  0.24it/s, v_num=6e0e]
Epoch 164:  55%|█████▌    | 60/109 [04:07<03:22,  0.24it/s, v_num=6e0e]
Epoch 164:  56%|█████▌    | 61/109 [04:22<03:26,  0.23it/s, v_num=6e0e]
Epoch 164:  56%|█████▌    | 61/109 [04:22<03:26,  0.23it/s, v_num=6e0e]
Epoch 164:  57%|█████▋    | 62/109 [04:22<03:19,  0.24it/s, v_num=6e0e]
Epoch 164:  57%|█████▋    | 62/109 [04:22<03:19,  0.24it/s, v_num=6e0e]
Epoch 164:  58%|█████▊    | 63/109 [04:23<03:12,  0.24it/s, v_num=6e0e]
Epoch 164:  58%|█████▊    | 63/109 [04:23<03:12,  0.24it/s, v_num=6e0e]
Epoch 164:  59%|█████▊    | 64/109 [04:25<03:06,  0.24it/s, v_num=6e0e]
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Epoch 164:  60%|█████▉    | 65/109 [04:37<03:07,  0.23it/s, v_num=6e0e]
Epoch 164:  60%|█████▉    | 65/109 [04:37<03:07,  0.23it/s, v_num=6e0e]
Epoch 164:  61%|██████    | 66/109 [04:38<03:01,  0.24it/s, v_num=6e0e]
Epoch 164:  61%|██████    | 66/109 [04:38<03:01,  0.24it/s, v_num=6e0e]
Epoch 164:  61%|██████▏   | 67/109 [04:40<02:55,  0.24it/s, v_num=6e0e]
Epoch 164:  61%|██████▏   | 67/109 [04:40<02:55,  0.24it/s, v_num=6e0e]
Epoch 164:  62%|██████▏   | 68/109 [04:41<02:49,  0.24it/s, v_num=6e0e]
Epoch 164:  62%|██████▏   | 68/109 [04:41<02:49,  0.24it/s, v_num=6e0e]
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Epoch 164:  63%|██████▎   | 69/109 [04:54<02:50,  0.23it/s, v_num=6e0e]
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Epoch 164:  64%|██████▍   | 70/109 [04:55<02:44,  0.24it/s, v_num=6e0e]
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Epoch 164:  67%|██████▋   | 73/109 [05:09<02:32,  0.24it/s, v_num=6e0e]
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Epoch 164:  81%|████████  | 88/109 [06:06<01:27,  0.24it/s, v_num=6e0e]
Epoch 164:  81%|████████  | 88/109 [06:06<01:27,  0.24it/s, v_num=6e0e]
Epoch 164:  82%|████████▏ | 89/109 [06:16<01:24,  0.24it/s, v_num=6e0e]
Epoch 164:  82%|████████▏ | 89/109 [06:16<01:24,  0.24it/s, v_num=6e0e]
Epoch 164:  83%|████████▎ | 90/109 [06:16<01:19,  0.24it/s, v_num=6e0e]
Epoch 164:  83%|████████▎ | 90/109 [06:16<01:19,  0.24it/s, v_num=6e0e]
Epoch 164:  83%|████████▎ | 91/109 [06:17<01:14,  0.24it/s, v_num=6e0e]
Epoch 164:  83%|████████▎ | 91/109 [06:17<01:14,  0.24it/s, v_num=6e0e]
Epoch 164:  84%|████████▍ | 92/109 [06:21<01:10,  0.24it/s, v_num=6e0e]
Epoch 164:  84%|████████▍ | 92/109 [06:21<01:10,  0.24it/s, v_num=6e0e]
Epoch 164:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 164:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 164:  86%|████████▌ | 94/109 [06:31<01:02,  0.24it/s, v_num=6e0e]
Epoch 164:  86%|████████▌ | 94/109 [06:31<01:02,  0.24it/s, v_num=6e0e]
Epoch 164:  87%|████████▋ | 95/109 [06:34<00:58,  0.24it/s, v_num=6e0e]
Epoch 164:  87%|████████▋ | 95/109 [06:34<00:58,  0.24it/s, v_num=6e0e]
Epoch 164:  88%|████████▊ | 96/109 [06:38<00:53,  0.24it/s, v_num=6e0e]
Epoch 164:  88%|████████▊ | 96/109 [06:38<00:53,  0.24it/s, v_num=6e0e]
Epoch 164:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
Epoch 164:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
Epoch 164:  90%|████████▉ | 98/109 [06:47<00:45,  0.24it/s, v_num=6e0e]
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Epoch 164:  91%|█████████ | 99/109 [06:49<00:41,  0.24it/s, v_num=6e0e]
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Epoch 164:  92%|█████████▏| 100/109 [06:54<00:37,  0.24it/s, v_num=6e0e]
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Epoch 164:  93%|█████████▎| 101/109 [07:02<00:33,  0.24it/s, v_num=6e0e]
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Epoch 164:  94%|█████████▎| 102/109 [07:03<00:29,  0.24it/s, v_num=6e0e]
Epoch 164:  94%|█████████▎| 102/109 [07:03<00:29,  0.24it/s, v_num=6e0e]
Epoch 164:  94%|█████████▍| 103/109 [07:05<00:24,  0.24it/s, v_num=6e0e]
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Epoch 164:  95%|█████████▌| 104/109 [07:10<00:20,  0.24it/s, v_num=6e0e]
Epoch 164:  95%|█████████▌| 104/109 [07:10<00:20,  0.24it/s, v_num=6e0e]
Epoch 164:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 164:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 164:  97%|█████████▋| 106/109 [07:20<00:12,  0.24it/s, v_num=6e0e]
Epoch 164:  97%|█████████▋| 106/109 [07:20<00:12,  0.24it/s, v_num=6e0e]
Epoch 164:  98%|█████████▊| 107/109 [07:21<00:08,  0.24it/s, v_num=6e0e]
Epoch 164:  98%|█████████▊| 107/109 [07:21<00:08,  0.24it/s, v_num=6e0e]
Epoch 164:  99%|█████████▉| 108/109 [07:27<00:04,  0.24it/s, v_num=6e0e]
Epoch 164:  99%|█████████▉| 108/109 [07:27<00:04,  0.24it/s, v_num=6e0e]
Epoch 164: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]
Epoch 164: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.89it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.91it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.93it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.95it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.95it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.96it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 164: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 164: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 164:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 165:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 165:   1%|          | 1/109 [00:18<34:00,  0.05it/s, v_num=6e0e]
Epoch 165:   1%|          | 1/109 [00:18<34:00,  0.05it/s, v_num=6e0e]
Epoch 165:   2%|▏         | 2/109 [00:19<17:32,  0.10it/s, v_num=6e0e]
Epoch 165:   2%|▏         | 2/109 [00:19<17:32,  0.10it/s, v_num=6e0e]
Epoch 165:   3%|▎         | 3/109 [00:20<12:02,  0.15it/s, v_num=6e0e]
Epoch 165:   3%|▎         | 3/109 [00:20<12:02,  0.15it/s, v_num=6e0e]
Epoch 165:   4%|▎         | 4/109 [00:21<09:17,  0.19it/s, v_num=6e0e]
Epoch 165:   4%|▎         | 4/109 [00:21<09:17,  0.19it/s, v_num=6e0e]
Epoch 165:   5%|▍         | 5/109 [00:33<11:41,  0.15it/s, v_num=6e0e]
Epoch 165:   5%|▍         | 5/109 [00:33<11:41,  0.15it/s, v_num=6e0e]
Epoch 165:   6%|▌         | 6/109 [00:35<10:04,  0.17it/s, v_num=6e0e]
Epoch 165:   6%|▌         | 6/109 [00:35<10:04,  0.17it/s, v_num=6e0e]
Epoch 165:   6%|▋         | 7/109 [00:35<08:43,  0.19it/s, v_num=6e0e]
Epoch 165:   6%|▋         | 7/109 [00:35<08:43,  0.19it/s, v_num=6e0e]
Epoch 165:   7%|▋         | 8/109 [00:36<07:42,  0.22it/s, v_num=6e0e]
Epoch 165:   7%|▋         | 8/109 [00:36<07:42,  0.22it/s, v_num=6e0e]
Epoch 165:   8%|▊         | 9/109 [00:54<10:00,  0.17it/s, v_num=6e0e]
Epoch 165:   8%|▊         | 9/109 [00:54<10:00,  0.17it/s, v_num=6e0e]
Epoch 165:   9%|▉         | 10/109 [00:54<09:02,  0.18it/s, v_num=6e0e]
Epoch 165:   9%|▉         | 10/109 [00:54<09:02,  0.18it/s, v_num=6e0e]
Epoch 165:  10%|█         | 11/109 [00:55<08:15,  0.20it/s, v_num=6e0e]
Epoch 165:  10%|█         | 11/109 [00:55<08:15,  0.20it/s, v_num=6e0e]
Epoch 165:  11%|█         | 12/109 [00:56<07:35,  0.21it/s, v_num=6e0e]
Epoch 165:  11%|█         | 12/109 [00:56<07:35,  0.21it/s, v_num=6e0e]
Epoch 165:  12%|█▏        | 13/109 [01:13<09:01,  0.18it/s, v_num=6e0e]
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Epoch 165:  13%|█▎        | 14/109 [01:14<08:22,  0.19it/s, v_num=6e0e]
Epoch 165:  13%|█▎        | 14/109 [01:14<08:22,  0.19it/s, v_num=6e0e]
Epoch 165:  14%|█▍        | 15/109 [01:14<07:49,  0.20it/s, v_num=6e0e]
Epoch 165:  14%|█▍        | 15/109 [01:14<07:49,  0.20it/s, v_num=6e0e]
Epoch 165:  15%|█▍        | 16/109 [01:15<07:20,  0.21it/s, v_num=6e0e]
Epoch 165:  15%|█▍        | 16/109 [01:15<07:20,  0.21it/s, v_num=6e0e]
Epoch 165:  16%|█▌        | 17/109 [01:29<08:04,  0.19it/s, v_num=6e0e]
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Epoch 165:  17%|█▋        | 18/109 [01:30<07:36,  0.20it/s, v_num=6e0e]
Epoch 165:  17%|█▋        | 19/109 [01:31<07:11,  0.21it/s, v_num=6e0e]
Epoch 165:  17%|█▋        | 19/109 [01:31<07:11,  0.21it/s, v_num=6e0e]
Epoch 165:  18%|█▊        | 20/109 [01:31<06:49,  0.22it/s, v_num=6e0e]
Epoch 165:  18%|█▊        | 20/109 [01:31<06:49,  0.22it/s, v_num=6e0e]
Epoch 165:  19%|█▉        | 21/109 [01:45<07:23,  0.20it/s, v_num=6e0e]
Epoch 165:  19%|█▉        | 21/109 [01:45<07:23,  0.20it/s, v_num=6e0e]
Epoch 165:  20%|██        | 22/109 [01:46<07:01,  0.21it/s, v_num=6e0e]
Epoch 165:  20%|██        | 22/109 [01:46<07:01,  0.21it/s, v_num=6e0e]
Epoch 165:  21%|██        | 23/109 [01:47<06:41,  0.21it/s, v_num=6e0e]
Epoch 165:  21%|██        | 23/109 [01:47<06:41,  0.21it/s, v_num=6e0e]
Epoch 165:  22%|██▏       | 24/109 [01:48<06:22,  0.22it/s, v_num=6e0e]
Epoch 165:  22%|██▏       | 24/109 [01:48<06:22,  0.22it/s, v_num=6e0e]
Epoch 165:  23%|██▎       | 25/109 [02:01<06:48,  0.21it/s, v_num=6e0e]
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Epoch 165:  24%|██▍       | 26/109 [02:02<06:30,  0.21it/s, v_num=6e0e]
Epoch 165:  25%|██▍       | 27/109 [02:02<06:13,  0.22it/s, v_num=6e0e]
Epoch 165:  25%|██▍       | 27/109 [02:02<06:13,  0.22it/s, v_num=6e0e]
Epoch 165:  26%|██▌       | 28/109 [02:03<05:57,  0.23it/s, v_num=6e0e]
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Epoch 165:  27%|██▋       | 29/109 [02:16<06:17,  0.21it/s, v_num=6e0e]
Epoch 165:  27%|██▋       | 29/109 [02:16<06:17,  0.21it/s, v_num=6e0e]
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Epoch 165:  28%|██▊       | 30/109 [02:17<06:02,  0.22it/s, v_num=6e0e]
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Epoch 165:  30%|███       | 33/109 [02:32<05:51,  0.22it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 165: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 165: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 165:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 166:   2%|▏         | 2/109 [00:17<15:24,  0.12it/s, v_num=6e0e]
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Epoch 166:   3%|▎         | 3/109 [00:18<10:38,  0.17it/s, v_num=6e0e]
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Epoch 166:   6%|▋         | 7/109 [00:35<08:40,  0.20it/s, v_num=6e0e]
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Epoch 166:  11%|█         | 12/109 [00:52<07:01,  0.23it/s, v_num=6e0e]
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Epoch 166:  20%|██        | 22/109 [01:40<06:38,  0.22it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 166: 100%|██████████| 109/109 [08:05<00:00,  0.22it/s, v_num=6e0e]
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Epoch 167:  87%|████████▋ | 95/109 [06:44<00:59,  0.23it/s, v_num=6e0e]
Epoch 167:  87%|████████▋ | 95/109 [06:44<00:59,  0.23it/s, v_num=6e0e]
Epoch 167:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 167:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 167:  89%|████████▉ | 97/109 [06:50<00:50,  0.24it/s, v_num=6e0e]
Epoch 167:  89%|████████▉ | 97/109 [06:50<00:50,  0.24it/s, v_num=6e0e]
Epoch 167:  90%|████████▉ | 98/109 [07:02<00:47,  0.23it/s, v_num=6e0e]
Epoch 167:  90%|████████▉ | 98/109 [07:02<00:47,  0.23it/s, v_num=6e0e]
Epoch 167:  91%|█████████ | 99/109 [07:03<00:42,  0.23it/s, v_num=6e0e]
Epoch 167:  91%|█████████ | 99/109 [07:03<00:42,  0.23it/s, v_num=6e0e]
Epoch 167:  92%|█████████▏| 100/109 [07:04<00:38,  0.24it/s, v_num=6e0e]
Epoch 167:  92%|█████████▏| 100/109 [07:04<00:38,  0.24it/s, v_num=6e0e]
Epoch 167:  93%|█████████▎| 101/109 [07:07<00:33,  0.24it/s, v_num=6e0e]
Epoch 167:  93%|█████████▎| 101/109 [07:07<00:33,  0.24it/s, v_num=6e0e]
Epoch 167:  94%|█████████▎| 102/109 [07:19<00:30,  0.23it/s, v_num=6e0e]
Epoch 167:  94%|█████████▎| 102/109 [07:19<00:30,  0.23it/s, v_num=6e0e]
Epoch 167:  94%|█████████▍| 103/109 [07:20<00:25,  0.23it/s, v_num=6e0e]
Epoch 167:  94%|█████████▍| 103/109 [07:20<00:25,  0.23it/s, v_num=6e0e]
Epoch 167:  95%|█████████▌| 104/109 [07:21<00:21,  0.24it/s, v_num=6e0e]
Epoch 167:  95%|█████████▌| 104/109 [07:21<00:21,  0.24it/s, v_num=6e0e]
Epoch 167:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 167:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 167:  97%|█████████▋| 106/109 [07:35<00:12,  0.23it/s, v_num=6e0e]
Epoch 167:  97%|█████████▋| 106/109 [07:35<00:12,  0.23it/s, v_num=6e0e]
Epoch 167:  98%|█████████▊| 107/109 [07:35<00:08,  0.23it/s, v_num=6e0e]
Epoch 167:  98%|█████████▊| 107/109 [07:35<00:08,  0.23it/s, v_num=6e0e]
Epoch 167:  99%|█████████▉| 108/109 [07:36<00:04,  0.24it/s, v_num=6e0e]
Epoch 167:  99%|█████████▉| 108/109 [07:36<00:04,  0.24it/s, v_num=6e0e]
Epoch 167: 100%|██████████| 109/109 [07:39<00:00,  0.24it/s, v_num=6e0e]
Epoch 167: 100%|██████████| 109/109 [07:39<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.93it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.91it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.92it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.93it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.91it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 167: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 167: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 167:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 168:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 168:   1%|          | 1/109 [00:18<33:34,  0.05it/s, v_num=6e0e]
Epoch 168:   1%|          | 1/109 [00:18<33:34,  0.05it/s, v_num=6e0e]
Epoch 168:   2%|▏         | 2/109 [00:20<18:26,  0.10it/s, v_num=6e0e]
Epoch 168:   2%|▏         | 2/109 [00:20<18:26,  0.10it/s, v_num=6e0e]
Epoch 168:   3%|▎         | 3/109 [00:21<12:36,  0.14it/s, v_num=6e0e]
Epoch 168:   3%|▎         | 3/109 [00:21<12:36,  0.14it/s, v_num=6e0e]
Epoch 168:   4%|▎         | 4/109 [00:22<09:41,  0.18it/s, v_num=6e0e]
Epoch 168:   4%|▎         | 4/109 [00:22<09:41,  0.18it/s, v_num=6e0e]
Epoch 168:   5%|▍         | 5/109 [00:36<12:32,  0.14it/s, v_num=6e0e]
Epoch 168:   5%|▍         | 5/109 [00:36<12:32,  0.14it/s, v_num=6e0e]
Epoch 168:   6%|▌         | 6/109 [00:36<10:33,  0.16it/s, v_num=6e0e]
Epoch 168:   6%|▌         | 6/109 [00:36<10:33,  0.16it/s, v_num=6e0e]
Epoch 168:   6%|▋         | 7/109 [00:37<09:08,  0.19it/s, v_num=6e0e]
Epoch 168:   6%|▋         | 7/109 [00:37<09:08,  0.19it/s, v_num=6e0e]
Epoch 168:   7%|▋         | 8/109 [00:38<08:04,  0.21it/s, v_num=6e0e]
Epoch 168:   7%|▋         | 8/109 [00:38<08:04,  0.21it/s, v_num=6e0e]
Epoch 168:   8%|▊         | 9/109 [00:53<09:51,  0.17it/s, v_num=6e0e]
Epoch 168:   8%|▊         | 9/109 [00:53<09:51,  0.17it/s, v_num=6e0e]
Epoch 168:   9%|▉         | 10/109 [00:54<08:54,  0.19it/s, v_num=6e0e]
Epoch 168:   9%|▉         | 10/109 [00:54<08:54,  0.19it/s, v_num=6e0e]
Epoch 168:  10%|█         | 11/109 [00:54<08:08,  0.20it/s, v_num=6e0e]
Epoch 168:  10%|█         | 11/109 [00:54<08:08,  0.20it/s, v_num=6e0e]
Epoch 168:  11%|█         | 12/109 [00:55<07:29,  0.22it/s, v_num=6e0e]
Epoch 168:  11%|█         | 12/109 [00:55<07:29,  0.22it/s, v_num=6e0e]
Epoch 168:  12%|█▏        | 13/109 [01:09<08:35,  0.19it/s, v_num=6e0e]
Epoch 168:  12%|█▏        | 13/109 [01:09<08:35,  0.19it/s, v_num=6e0e]
Epoch 168:  13%|█▎        | 14/109 [01:10<07:58,  0.20it/s, v_num=6e0e]
Epoch 168:  13%|█▎        | 14/109 [01:10<07:58,  0.20it/s, v_num=6e0e]
Epoch 168:  14%|█▍        | 15/109 [01:11<07:27,  0.21it/s, v_num=6e0e]
Epoch 168:  14%|█▍        | 15/109 [01:11<07:27,  0.21it/s, v_num=6e0e]
Epoch 168:  15%|█▍        | 16/109 [01:12<06:59,  0.22it/s, v_num=6e0e]
Epoch 168:  15%|█▍        | 16/109 [01:12<06:59,  0.22it/s, v_num=6e0e]
Epoch 168:  16%|█▌        | 17/109 [01:24<07:39,  0.20it/s, v_num=6e0e]
Epoch 168:  16%|█▌        | 17/109 [01:24<07:39,  0.20it/s, v_num=6e0e]
Epoch 168:  17%|█▋        | 18/109 [01:25<07:13,  0.21it/s, v_num=6e0e]
Epoch 168:  17%|█▋        | 18/109 [01:25<07:13,  0.21it/s, v_num=6e0e]
Epoch 168:  17%|█▋        | 19/109 [01:26<06:50,  0.22it/s, v_num=6e0e]
Epoch 168:  17%|█▋        | 19/109 [01:26<06:50,  0.22it/s, v_num=6e0e]
Epoch 168:  18%|█▊        | 20/109 [01:27<06:28,  0.23it/s, v_num=6e0e]
Epoch 168:  18%|█▊        | 20/109 [01:27<06:28,  0.23it/s, v_num=6e0e]
Epoch 168:  19%|█▉        | 21/109 [01:42<07:08,  0.21it/s, v_num=6e0e]
Epoch 168:  19%|█▉        | 21/109 [01:42<07:08,  0.21it/s, v_num=6e0e]
Epoch 168:  20%|██        | 22/109 [01:42<06:47,  0.21it/s, v_num=6e0e]
Epoch 168:  20%|██        | 22/109 [01:42<06:47,  0.21it/s, v_num=6e0e]
Epoch 168:  21%|██        | 23/109 [01:43<06:27,  0.22it/s, v_num=6e0e]
Epoch 168:  21%|██        | 23/109 [01:43<06:27,  0.22it/s, v_num=6e0e]
Epoch 168:  22%|██▏       | 24/109 [01:44<06:10,  0.23it/s, v_num=6e0e]
Epoch 168:  22%|██▏       | 24/109 [01:44<06:10,  0.23it/s, v_num=6e0e]
Epoch 168:  23%|██▎       | 25/109 [01:58<06:39,  0.21it/s, v_num=6e0e]
Epoch 168:  23%|██▎       | 25/109 [01:58<06:39,  0.21it/s, v_num=6e0e]
Epoch 168:  24%|██▍       | 26/109 [01:59<06:22,  0.22it/s, v_num=6e0e]
Epoch 168:  24%|██▍       | 26/109 [01:59<06:22,  0.22it/s, v_num=6e0e]
Epoch 168:  25%|██▍       | 27/109 [02:00<06:06,  0.22it/s, v_num=6e0e]
Epoch 168:  25%|██▍       | 27/109 [02:00<06:06,  0.22it/s, v_num=6e0e]
Epoch 168:  26%|██▌       | 28/109 [02:01<05:51,  0.23it/s, v_num=6e0e]
Epoch 168:  26%|██▌       | 28/109 [02:01<05:51,  0.23it/s, v_num=6e0e]
Epoch 168:  27%|██▋       | 29/109 [02:14<06:12,  0.22it/s, v_num=6e0e]
Epoch 168:  27%|██▋       | 29/109 [02:14<06:12,  0.22it/s, v_num=6e0e]
Epoch 168:  28%|██▊       | 30/109 [02:15<05:57,  0.22it/s, v_num=6e0e]
Epoch 168:  28%|██▊       | 30/109 [02:15<05:57,  0.22it/s, v_num=6e0e]
Epoch 168:  28%|██▊       | 31/109 [02:16<05:43,  0.23it/s, v_num=6e0e]
Epoch 168:  28%|██▊       | 31/109 [02:16<05:43,  0.23it/s, v_num=6e0e]
Epoch 168:  29%|██▉       | 32/109 [02:17<05:30,  0.23it/s, v_num=6e0e]
Epoch 168:  29%|██▉       | 32/109 [02:17<05:30,  0.23it/s, v_num=6e0e]
Epoch 168:  30%|███       | 33/109 [02:32<05:50,  0.22it/s, v_num=6e0e]
Epoch 168:  30%|███       | 33/109 [02:32<05:50,  0.22it/s, v_num=6e0e]
Epoch 168:  31%|███       | 34/109 [02:32<05:37,  0.22it/s, v_num=6e0e]
Epoch 168:  31%|███       | 34/109 [02:32<05:37,  0.22it/s, v_num=6e0e]
Epoch 168:  32%|███▏      | 35/109 [02:33<05:24,  0.23it/s, v_num=6e0e]
Epoch 168:  32%|███▏      | 35/109 [02:33<05:24,  0.23it/s, v_num=6e0e]
Epoch 168:  33%|███▎      | 36/109 [02:34<05:13,  0.23it/s, v_num=6e0e]
Epoch 168:  33%|███▎      | 36/109 [02:34<05:13,  0.23it/s, v_num=6e0e]
Epoch 168:  34%|███▍      | 37/109 [02:47<05:25,  0.22it/s, v_num=6e0e]
Epoch 168:  34%|███▍      | 37/109 [02:47<05:25,  0.22it/s, v_num=6e0e]
Epoch 168:  35%|███▍      | 38/109 [02:48<05:14,  0.23it/s, v_num=6e0e]
Epoch 168:  35%|███▍      | 38/109 [02:48<05:14,  0.23it/s, v_num=6e0e]
Epoch 168:  36%|███▌      | 39/109 [02:48<05:03,  0.23it/s, v_num=6e0e]
Epoch 168:  36%|███▌      | 39/109 [02:48<05:03,  0.23it/s, v_num=6e0e]
Epoch 168:  37%|███▋      | 40/109 [02:49<04:52,  0.24it/s, v_num=6e0e]
Epoch 168:  37%|███▋      | 40/109 [02:49<04:52,  0.24it/s, v_num=6e0e]
Epoch 168:  38%|███▊      | 41/109 [03:04<05:06,  0.22it/s, v_num=6e0e]
Epoch 168:  38%|███▊      | 41/109 [03:04<05:06,  0.22it/s, v_num=6e0e]
Epoch 168:  39%|███▊      | 42/109 [03:05<04:55,  0.23it/s, v_num=6e0e]
Epoch 168:  39%|███▊      | 42/109 [03:05<04:55,  0.23it/s, v_num=6e0e]
Epoch 168:  39%|███▉      | 43/109 [03:06<04:45,  0.23it/s, v_num=6e0e]
Epoch 168:  39%|███▉      | 43/109 [03:06<04:45,  0.23it/s, v_num=6e0e]
Epoch 168:  40%|████      | 44/109 [03:07<04:36,  0.24it/s, v_num=6e0e]
Epoch 168:  40%|████      | 44/109 [03:07<04:36,  0.24it/s, v_num=6e0e]
Epoch 168:  41%|████▏     | 45/109 [03:19<04:44,  0.23it/s, v_num=6e0e]
Epoch 168:  41%|████▏     | 45/109 [03:19<04:44,  0.23it/s, v_num=6e0e]
Epoch 168:  42%|████▏     | 46/109 [03:20<04:34,  0.23it/s, v_num=6e0e]
Epoch 168:  42%|████▏     | 46/109 [03:20<04:34,  0.23it/s, v_num=6e0e]
Epoch 168:  43%|████▎     | 47/109 [03:21<04:25,  0.23it/s, v_num=6e0e]
Epoch 168:  43%|████▎     | 47/109 [03:21<04:25,  0.23it/s, v_num=6e0e]
Epoch 168:  44%|████▍     | 48/109 [03:22<04:17,  0.24it/s, v_num=6e0e]
Epoch 168:  44%|████▍     | 48/109 [03:22<04:17,  0.24it/s, v_num=6e0e]
Epoch 168:  45%|████▍     | 49/109 [03:36<04:25,  0.23it/s, v_num=6e0e]
Epoch 168:  45%|████▍     | 49/109 [03:36<04:25,  0.23it/s, v_num=6e0e]
Epoch 168:  46%|████▌     | 50/109 [03:37<04:16,  0.23it/s, v_num=6e0e]
Epoch 168:  46%|████▌     | 50/109 [03:37<04:16,  0.23it/s, v_num=6e0e]
Epoch 168:  47%|████▋     | 51/109 [03:38<04:08,  0.23it/s, v_num=6e0e]
Epoch 168:  47%|████▋     | 51/109 [03:38<04:08,  0.23it/s, v_num=6e0e]
Epoch 168:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 168:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 168:  49%|████▊     | 53/109 [03:53<04:06,  0.23it/s, v_num=6e0e]
Epoch 168:  49%|████▊     | 53/109 [03:53<04:06,  0.23it/s, v_num=6e0e]
Epoch 168:  50%|████▉     | 54/109 [03:54<03:58,  0.23it/s, v_num=6e0e]
Epoch 168:  50%|████▉     | 54/109 [03:54<03:58,  0.23it/s, v_num=6e0e]
Epoch 168:  50%|█████     | 55/109 [03:54<03:50,  0.23it/s, v_num=6e0e]
Epoch 168:  50%|█████     | 55/109 [03:54<03:50,  0.23it/s, v_num=6e0e]
Epoch 168:  51%|█████▏    | 56/109 [03:55<03:43,  0.24it/s, v_num=6e0e]
Epoch 168:  51%|█████▏    | 56/109 [03:55<03:43,  0.24it/s, v_num=6e0e]
Epoch 168:  52%|█████▏    | 57/109 [04:09<03:47,  0.23it/s, v_num=6e0e]
Epoch 168:  52%|█████▏    | 57/109 [04:09<03:47,  0.23it/s, v_num=6e0e]
Epoch 168:  53%|█████▎    | 58/109 [04:10<03:40,  0.23it/s, v_num=6e0e]
Epoch 168:  53%|█████▎    | 58/109 [04:10<03:40,  0.23it/s, v_num=6e0e]
Epoch 168:  54%|█████▍    | 59/109 [04:11<03:33,  0.23it/s, v_num=6e0e]
Epoch 168:  54%|█████▍    | 59/109 [04:11<03:33,  0.23it/s, v_num=6e0e]
Epoch 168:  55%|█████▌    | 60/109 [04:12<03:25,  0.24it/s, v_num=6e0e]
Epoch 168:  55%|█████▌    | 60/109 [04:12<03:25,  0.24it/s, v_num=6e0e]
Epoch 168:  56%|█████▌    | 61/109 [04:26<03:29,  0.23it/s, v_num=6e0e]
Epoch 168:  56%|█████▌    | 61/109 [04:26<03:29,  0.23it/s, v_num=6e0e]
Epoch 168:  57%|█████▋    | 62/109 [04:27<03:22,  0.23it/s, v_num=6e0e]
Epoch 168:  57%|█████▋    | 62/109 [04:27<03:22,  0.23it/s, v_num=6e0e]
Epoch 168:  58%|█████▊    | 63/109 [04:27<03:15,  0.24it/s, v_num=6e0e]
Epoch 168:  58%|█████▊    | 63/109 [04:27<03:15,  0.24it/s, v_num=6e0e]
Epoch 168:  59%|█████▊    | 64/109 [04:28<03:08,  0.24it/s, v_num=6e0e]
Epoch 168:  59%|█████▊    | 64/109 [04:28<03:08,  0.24it/s, v_num=6e0e]
Epoch 168:  60%|█████▉    | 65/109 [04:42<03:11,  0.23it/s, v_num=6e0e]
Epoch 168:  60%|█████▉    | 65/109 [04:42<03:11,  0.23it/s, v_num=6e0e]
Epoch 168:  61%|██████    | 66/109 [04:43<03:04,  0.23it/s, v_num=6e0e]
Epoch 168:  61%|██████    | 66/109 [04:43<03:04,  0.23it/s, v_num=6e0e]
Epoch 168:  61%|██████▏   | 67/109 [04:44<02:58,  0.24it/s, v_num=6e0e]
Epoch 168:  61%|██████▏   | 67/109 [04:44<02:58,  0.24it/s, v_num=6e0e]
Epoch 168:  62%|██████▏   | 68/109 [04:45<02:52,  0.24it/s, v_num=6e0e]
Epoch 168:  62%|██████▏   | 68/109 [04:45<02:52,  0.24it/s, v_num=6e0e]
Epoch 168:  63%|██████▎   | 69/109 [05:01<02:54,  0.23it/s, v_num=6e0e]
Epoch 168:  63%|██████▎   | 69/109 [05:01<02:54,  0.23it/s, v_num=6e0e]
Epoch 168:  64%|██████▍   | 70/109 [05:02<02:48,  0.23it/s, v_num=6e0e]
Epoch 168:  64%|██████▍   | 70/109 [05:02<02:48,  0.23it/s, v_num=6e0e]
Epoch 168:  65%|██████▌   | 71/109 [05:02<02:42,  0.23it/s, v_num=6e0e]
Epoch 168:  65%|██████▌   | 71/109 [05:02<02:42,  0.23it/s, v_num=6e0e]
Epoch 168:  66%|██████▌   | 72/109 [05:03<02:36,  0.24it/s, v_num=6e0e]
Epoch 168:  66%|██████▌   | 72/109 [05:03<02:36,  0.24it/s, v_num=6e0e]
Epoch 168:  67%|██████▋   | 73/109 [05:16<02:35,  0.23it/s, v_num=6e0e]
Epoch 168:  67%|██████▋   | 73/109 [05:16<02:35,  0.23it/s, v_num=6e0e]
Epoch 168:  68%|██████▊   | 74/109 [05:17<02:29,  0.23it/s, v_num=6e0e]
Epoch 168:  68%|██████▊   | 74/109 [05:17<02:29,  0.23it/s, v_num=6e0e]
Epoch 168:  69%|██████▉   | 75/109 [05:17<02:24,  0.24it/s, v_num=6e0e]
Epoch 168:  69%|██████▉   | 75/109 [05:17<02:24,  0.24it/s, v_num=6e0e]
Epoch 168:  70%|██████▉   | 76/109 [05:18<02:18,  0.24it/s, v_num=6e0e]
Epoch 168:  70%|██████▉   | 76/109 [05:18<02:18,  0.24it/s, v_num=6e0e]
Epoch 168:  71%|███████   | 77/109 [05:31<02:17,  0.23it/s, v_num=6e0e]
Epoch 168:  71%|███████   | 77/109 [05:31<02:17,  0.23it/s, v_num=6e0e]
Epoch 168:  72%|███████▏  | 78/109 [05:32<02:12,  0.23it/s, v_num=6e0e]
Epoch 168:  72%|███████▏  | 78/109 [05:32<02:12,  0.23it/s, v_num=6e0e]
Epoch 168:  72%|███████▏  | 79/109 [05:33<02:06,  0.24it/s, v_num=6e0e]
Epoch 168:  72%|███████▏  | 79/109 [05:33<02:06,  0.24it/s, v_num=6e0e]
Epoch 168:  73%|███████▎  | 80/109 [05:33<02:01,  0.24it/s, v_num=6e0e]
Epoch 168:  73%|███████▎  | 80/109 [05:33<02:01,  0.24it/s, v_num=6e0e]
Epoch 168:  74%|███████▍  | 81/109 [05:49<02:00,  0.23it/s, v_num=6e0e]
Epoch 168:  74%|███████▍  | 81/109 [05:49<02:00,  0.23it/s, v_num=6e0e]
Epoch 168:  75%|███████▌  | 82/109 [05:50<01:55,  0.23it/s, v_num=6e0e]
Epoch 168:  75%|███████▌  | 82/109 [05:50<01:55,  0.23it/s, v_num=6e0e]
Epoch 168:  76%|███████▌  | 83/109 [05:51<01:49,  0.24it/s, v_num=6e0e]
Epoch 168:  76%|███████▌  | 83/109 [05:51<01:49,  0.24it/s, v_num=6e0e]
Epoch 168:  77%|███████▋  | 84/109 [05:51<01:44,  0.24it/s, v_num=6e0e]
Epoch 168:  77%|███████▋  | 84/109 [05:51<01:44,  0.24it/s, v_num=6e0e]
Epoch 168:  78%|███████▊  | 85/109 [06:06<01:43,  0.23it/s, v_num=6e0e]
Epoch 168:  78%|███████▊  | 85/109 [06:06<01:43,  0.23it/s, v_num=6e0e]
Epoch 168:  79%|███████▉  | 86/109 [06:07<01:38,  0.23it/s, v_num=6e0e]
Epoch 168:  79%|███████▉  | 86/109 [06:07<01:38,  0.23it/s, v_num=6e0e]
Epoch 168:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
Epoch 168:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
Epoch 168:  81%|████████  | 88/109 [06:08<01:28,  0.24it/s, v_num=6e0e]
Epoch 168:  81%|████████  | 88/109 [06:08<01:28,  0.24it/s, v_num=6e0e]
Epoch 168:  82%|████████▏ | 89/109 [06:21<01:25,  0.23it/s, v_num=6e0e]
Epoch 168:  82%|████████▏ | 89/109 [06:21<01:25,  0.23it/s, v_num=6e0e]
Epoch 168:  83%|████████▎ | 90/109 [06:22<01:20,  0.24it/s, v_num=6e0e]
Epoch 168:  83%|████████▎ | 90/109 [06:22<01:20,  0.24it/s, v_num=6e0e]
Epoch 168:  83%|████████▎ | 91/109 [06:23<01:15,  0.24it/s, v_num=6e0e]
Epoch 168:  83%|████████▎ | 91/109 [06:23<01:15,  0.24it/s, v_num=6e0e]
Epoch 168:  84%|████████▍ | 92/109 [06:24<01:11,  0.24it/s, v_num=6e0e]
Epoch 168:  84%|████████▍ | 92/109 [06:24<01:11,  0.24it/s, v_num=6e0e]
Epoch 168:  85%|████████▌ | 93/109 [06:41<01:08,  0.23it/s, v_num=6e0e]
Epoch 168:  85%|████████▌ | 93/109 [06:41<01:08,  0.23it/s, v_num=6e0e]
Epoch 168:  86%|████████▌ | 94/109 [06:41<01:04,  0.23it/s, v_num=6e0e]
Epoch 168:  86%|████████▌ | 94/109 [06:41<01:04,  0.23it/s, v_num=6e0e]
Epoch 168:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 168:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 168:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
Epoch 168:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
Epoch 168:  89%|████████▉ | 97/109 [06:58<00:51,  0.23it/s, v_num=6e0e]
Epoch 168:  89%|████████▉ | 97/109 [06:58<00:51,  0.23it/s, v_num=6e0e]
Epoch 168:  90%|████████▉ | 98/109 [06:59<00:47,  0.23it/s, v_num=6e0e]
Epoch 168:  90%|████████▉ | 98/109 [06:59<00:47,  0.23it/s, v_num=6e0e]
Epoch 168:  91%|█████████ | 99/109 [07:00<00:42,  0.24it/s, v_num=6e0e]
Epoch 168:  91%|█████████ | 99/109 [07:00<00:42,  0.24it/s, v_num=6e0e]
Epoch 168:  92%|█████████▏| 100/109 [07:01<00:37,  0.24it/s, v_num=6e0e]
Epoch 168:  92%|█████████▏| 100/109 [07:01<00:37,  0.24it/s, v_num=6e0e]
Epoch 168:  93%|█████████▎| 101/109 [07:14<00:34,  0.23it/s, v_num=6e0e]
Epoch 168:  93%|█████████▎| 101/109 [07:14<00:34,  0.23it/s, v_num=6e0e]
Epoch 168:  94%|█████████▎| 102/109 [07:15<00:29,  0.23it/s, v_num=6e0e]
Epoch 168:  94%|█████████▎| 102/109 [07:15<00:29,  0.23it/s, v_num=6e0e]
Epoch 168:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
Epoch 168:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
Epoch 168:  95%|█████████▌| 104/109 [07:17<00:21,  0.24it/s, v_num=6e0e]
Epoch 168:  95%|█████████▌| 104/109 [07:17<00:21,  0.24it/s, v_num=6e0e]
Epoch 168:  96%|█████████▋| 105/109 [07:32<00:17,  0.23it/s, v_num=6e0e]
Epoch 168:  96%|█████████▋| 105/109 [07:32<00:17,  0.23it/s, v_num=6e0e]
Epoch 168:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 168:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 168:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 168:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 168:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 168:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 168: 100%|██████████| 109/109 [07:47<00:00,  0.23it/s, v_num=6e0e]
Epoch 168: 100%|██████████| 109/109 [07:47<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.85it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.87it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.89it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.90it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.89it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.91it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.93it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.93it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.92it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 168: 100%|██████████| 109/109 [08:04<00:00,  0.22it/s, v_num=6e0e]
Epoch 168: 100%|██████████| 109/109 [08:05<00:00,  0.22it/s, v_num=6e0e]
Epoch 168:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 169:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 169:   1%|          | 1/109 [00:18<33:25,  0.05it/s, v_num=6e0e]
Epoch 169:   1%|          | 1/109 [00:18<33:25,  0.05it/s, v_num=6e0e]
Epoch 169:   2%|▏         | 2/109 [00:19<17:15,  0.10it/s, v_num=6e0e]
Epoch 169:   2%|▏         | 2/109 [00:19<17:15,  0.10it/s, v_num=6e0e]
Epoch 169:   3%|▎         | 3/109 [00:20<11:51,  0.15it/s, v_num=6e0e]
Epoch 169:   3%|▎         | 3/109 [00:20<11:51,  0.15it/s, v_num=6e0e]
Epoch 169:   4%|▎         | 4/109 [00:20<09:09,  0.19it/s, v_num=6e0e]
Epoch 169:   4%|▎         | 4/109 [00:20<09:09,  0.19it/s, v_num=6e0e]
Epoch 169:   5%|▍         | 5/109 [00:35<12:10,  0.14it/s, v_num=6e0e]
Epoch 169:   5%|▍         | 5/109 [00:35<12:10,  0.14it/s, v_num=6e0e]
Epoch 169:   6%|▌         | 6/109 [00:35<10:16,  0.17it/s, v_num=6e0e]
Epoch 169:   6%|▌         | 6/109 [00:35<10:16,  0.17it/s, v_num=6e0e]
Epoch 169:   6%|▋         | 7/109 [00:36<08:54,  0.19it/s, v_num=6e0e]
Epoch 169:   6%|▋         | 7/109 [00:36<08:54,  0.19it/s, v_num=6e0e]
Epoch 169:   7%|▋         | 8/109 [00:37<07:53,  0.21it/s, v_num=6e0e]
Epoch 169:   7%|▋         | 8/109 [00:37<07:53,  0.21it/s, v_num=6e0e]
Epoch 169:   8%|▊         | 9/109 [00:50<09:21,  0.18it/s, v_num=6e0e]
Epoch 169:   8%|▊         | 9/109 [00:50<09:21,  0.18it/s, v_num=6e0e]
Epoch 169:   9%|▉         | 10/109 [00:51<08:27,  0.19it/s, v_num=6e0e]
Epoch 169:   9%|▉         | 10/109 [00:51<08:27,  0.19it/s, v_num=6e0e]
Epoch 169:  10%|█         | 11/109 [00:52<07:43,  0.21it/s, v_num=6e0e]
Epoch 169:  10%|█         | 11/109 [00:52<07:43,  0.21it/s, v_num=6e0e]
Epoch 169:  11%|█         | 12/109 [00:52<07:07,  0.23it/s, v_num=6e0e]
Epoch 169:  11%|█         | 12/109 [00:52<07:07,  0.23it/s, v_num=6e0e]
Epoch 169:  12%|█▏        | 13/109 [01:06<08:11,  0.20it/s, v_num=6e0e]
Epoch 169:  12%|█▏        | 13/109 [01:06<08:11,  0.20it/s, v_num=6e0e]
Epoch 169:  13%|█▎        | 14/109 [01:07<07:37,  0.21it/s, v_num=6e0e]
Epoch 169:  13%|█▎        | 14/109 [01:07<07:37,  0.21it/s, v_num=6e0e]
Epoch 169:  14%|█▍        | 15/109 [01:08<07:07,  0.22it/s, v_num=6e0e]
Epoch 169:  14%|█▍        | 15/109 [01:08<07:07,  0.22it/s, v_num=6e0e]
Epoch 169:  15%|█▍        | 16/109 [01:09<06:41,  0.23it/s, v_num=6e0e]
Epoch 169:  15%|█▍        | 16/109 [01:09<06:41,  0.23it/s, v_num=6e0e]
Epoch 169:  16%|█▌        | 17/109 [01:23<07:33,  0.20it/s, v_num=6e0e]
Epoch 169:  16%|█▌        | 17/109 [01:23<07:33,  0.20it/s, v_num=6e0e]
Epoch 169:  17%|█▋        | 18/109 [01:24<07:08,  0.21it/s, v_num=6e0e]
Epoch 169:  17%|█▋        | 18/109 [01:24<07:08,  0.21it/s, v_num=6e0e]
Epoch 169:  17%|█▋        | 19/109 [01:25<06:44,  0.22it/s, v_num=6e0e]
Epoch 169:  17%|█▋        | 19/109 [01:25<06:44,  0.22it/s, v_num=6e0e]
Epoch 169:  18%|█▊        | 20/109 [01:26<06:24,  0.23it/s, v_num=6e0e]
Epoch 169:  18%|█▊        | 20/109 [01:26<06:24,  0.23it/s, v_num=6e0e]
Epoch 169:  19%|█▉        | 21/109 [01:41<07:03,  0.21it/s, v_num=6e0e]
Epoch 169:  19%|█▉        | 21/109 [01:41<07:03,  0.21it/s, v_num=6e0e]
Epoch 169:  20%|██        | 22/109 [01:41<06:43,  0.22it/s, v_num=6e0e]
Epoch 169:  20%|██        | 22/109 [01:41<06:43,  0.22it/s, v_num=6e0e]
Epoch 169:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
Epoch 169:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
Epoch 169:  22%|██▏       | 24/109 [01:43<06:06,  0.23it/s, v_num=6e0e]
Epoch 169:  22%|██▏       | 24/109 [01:43<06:06,  0.23it/s, v_num=6e0e]
Epoch 169:  23%|██▎       | 25/109 [01:57<06:35,  0.21it/s, v_num=6e0e]
Epoch 169:  23%|██▎       | 25/109 [01:57<06:35,  0.21it/s, v_num=6e0e]
Epoch 169:  24%|██▍       | 26/109 [01:58<06:18,  0.22it/s, v_num=6e0e]
Epoch 169:  24%|██▍       | 26/109 [01:58<06:18,  0.22it/s, v_num=6e0e]
Epoch 169:  25%|██▍       | 27/109 [01:59<06:02,  0.23it/s, v_num=6e0e]
Epoch 169:  25%|██▍       | 27/109 [01:59<06:02,  0.23it/s, v_num=6e0e]
Epoch 169:  26%|██▌       | 28/109 [02:00<05:47,  0.23it/s, v_num=6e0e]
Epoch 169:  26%|██▌       | 28/109 [02:00<05:47,  0.23it/s, v_num=6e0e]
Epoch 169:  27%|██▋       | 29/109 [02:14<06:11,  0.22it/s, v_num=6e0e]
Epoch 169:  27%|██▋       | 29/109 [02:14<06:11,  0.22it/s, v_num=6e0e]
Epoch 169:  28%|██▊       | 30/109 [02:15<05:56,  0.22it/s, v_num=6e0e]
Epoch 169:  28%|██▊       | 30/109 [02:15<05:56,  0.22it/s, v_num=6e0e]
Epoch 169:  28%|██▊       | 31/109 [02:16<05:42,  0.23it/s, v_num=6e0e]
Epoch 169:  28%|██▊       | 31/109 [02:16<05:42,  0.23it/s, v_num=6e0e]
Epoch 169:  29%|██▉       | 32/109 [02:17<05:29,  0.23it/s, v_num=6e0e]
Epoch 169:  29%|██▉       | 32/109 [02:17<05:29,  0.23it/s, v_num=6e0e]
Epoch 169:  30%|███       | 33/109 [02:31<05:48,  0.22it/s, v_num=6e0e]
Epoch 169:  30%|███       | 33/109 [02:31<05:48,  0.22it/s, v_num=6e0e]
Epoch 169:  31%|███       | 34/109 [02:32<05:35,  0.22it/s, v_num=6e0e]
Epoch 169:  31%|███       | 34/109 [02:32<05:35,  0.22it/s, v_num=6e0e]
Epoch 169:  32%|███▏      | 35/109 [02:32<05:23,  0.23it/s, v_num=6e0e]
Epoch 169:  32%|███▏      | 35/109 [02:32<05:23,  0.23it/s, v_num=6e0e]
Epoch 169:  33%|███▎      | 36/109 [02:33<05:11,  0.23it/s, v_num=6e0e]
Epoch 169:  33%|███▎      | 36/109 [02:33<05:11,  0.23it/s, v_num=6e0e]
Epoch 169:  34%|███▍      | 37/109 [02:49<05:29,  0.22it/s, v_num=6e0e]
Epoch 169:  34%|███▍      | 37/109 [02:49<05:29,  0.22it/s, v_num=6e0e]
Epoch 169:  35%|███▍      | 38/109 [02:49<05:17,  0.22it/s, v_num=6e0e]
Epoch 169:  35%|███▍      | 38/109 [02:49<05:17,  0.22it/s, v_num=6e0e]
Epoch 169:  36%|███▌      | 39/109 [02:50<05:06,  0.23it/s, v_num=6e0e]
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Epoch 169: 100%|██████████| 109/109 [07:46<00:00,  0.23it/s, v_num=6e0e]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 169: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
Epoch 169: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
Epoch 169:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 170:   6%|▌         | 6/109 [00:35<10:08,  0.17it/s, v_num=6e0e]
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Epoch 170:   6%|▋         | 7/109 [00:36<08:46,  0.19it/s, v_num=6e0e]
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Epoch 170:  93%|█████████▎| 101/109 [07:07<00:33,  0.24it/s, v_num=6e0e]
Epoch 170:  94%|█████████▎| 102/109 [07:21<00:30,  0.23it/s, v_num=6e0e]
Epoch 170:  94%|█████████▎| 102/109 [07:21<00:30,  0.23it/s, v_num=6e0e]
Epoch 170:  94%|█████████▍| 103/109 [07:22<00:25,  0.23it/s, v_num=6e0e]
Epoch 170:  94%|█████████▍| 103/109 [07:22<00:25,  0.23it/s, v_num=6e0e]
Epoch 170:  95%|█████████▌| 104/109 [07:23<00:21,  0.23it/s, v_num=6e0e]
Epoch 170:  95%|█████████▌| 104/109 [07:23<00:21,  0.23it/s, v_num=6e0e]
Epoch 170:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
Epoch 170:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
Epoch 170:  97%|█████████▋| 106/109 [07:42<00:13,  0.23it/s, v_num=6e0e]
Epoch 170:  97%|█████████▋| 106/109 [07:42<00:13,  0.23it/s, v_num=6e0e]
Epoch 170:  98%|█████████▊| 107/109 [07:43<00:08,  0.23it/s, v_num=6e0e]
Epoch 170:  98%|█████████▊| 107/109 [07:43<00:08,  0.23it/s, v_num=6e0e]
Epoch 170:  99%|█████████▉| 108/109 [07:43<00:04,  0.23it/s, v_num=6e0e]
Epoch 170:  99%|█████████▉| 108/109 [07:43<00:04,  0.23it/s, v_num=6e0e]
Epoch 170: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]
Epoch 170: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.14it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.05it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:02<00:10,  1.00it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.96it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.93it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.91it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.92it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 170: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]
Epoch 170: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]
Epoch 170:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 171:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 171:   1%|          | 1/109 [00:16<29:38,  0.06it/s, v_num=6e0e]
Epoch 171:   1%|          | 1/109 [00:16<29:38,  0.06it/s, v_num=6e0e]
Epoch 171:   2%|▏         | 2/109 [00:17<15:23,  0.12it/s, v_num=6e0e]
Epoch 171:   2%|▏         | 2/109 [00:17<15:23,  0.12it/s, v_num=6e0e]
Epoch 171:   3%|▎         | 3/109 [00:18<10:37,  0.17it/s, v_num=6e0e]
Epoch 171:   3%|▎         | 3/109 [00:18<10:37,  0.17it/s, v_num=6e0e]
Epoch 171:   4%|▎         | 4/109 [00:18<08:14,  0.21it/s, v_num=6e0e]
Epoch 171:   4%|▎         | 4/109 [00:18<08:14,  0.21it/s, v_num=6e0e]
Epoch 171:   5%|▍         | 5/109 [00:31<10:56,  0.16it/s, v_num=6e0e]
Epoch 171:   5%|▍         | 5/109 [00:31<10:56,  0.16it/s, v_num=6e0e]
Epoch 171:   6%|▌         | 6/109 [00:32<09:15,  0.19it/s, v_num=6e0e]
Epoch 171:   6%|▌         | 6/109 [00:32<09:15,  0.19it/s, v_num=6e0e]
Epoch 171:   6%|▋         | 7/109 [00:35<08:30,  0.20it/s, v_num=6e0e]
Epoch 171:   6%|▋         | 7/109 [00:35<08:30,  0.20it/s, v_num=6e0e]
Epoch 171:   7%|▋         | 8/109 [00:35<07:31,  0.22it/s, v_num=6e0e]
Epoch 171:   7%|▋         | 8/109 [00:35<07:31,  0.22it/s, v_num=6e0e]
Epoch 171:   8%|▊         | 9/109 [00:46<08:36,  0.19it/s, v_num=6e0e]
Epoch 171:   8%|▊         | 9/109 [00:46<08:36,  0.19it/s, v_num=6e0e]
Epoch 171:   9%|▉         | 10/109 [00:47<07:47,  0.21it/s, v_num=6e0e]
Epoch 171:   9%|▉         | 10/109 [00:47<07:48,  0.21it/s, v_num=6e0e]
Epoch 171:  10%|█         | 11/109 [00:49<07:24,  0.22it/s, v_num=6e0e]
Epoch 171:  10%|█         | 11/109 [00:49<07:24,  0.22it/s, v_num=6e0e]
Epoch 171:  11%|█         | 12/109 [00:50<06:49,  0.24it/s, v_num=6e0e]
Epoch 171:  11%|█         | 12/109 [00:50<06:49,  0.24it/s, v_num=6e0e]
Epoch 171:  12%|█▏        | 13/109 [01:00<07:30,  0.21it/s, v_num=6e0e]
Epoch 171:  12%|█▏        | 13/109 [01:00<07:30,  0.21it/s, v_num=6e0e]
Epoch 171:  13%|█▎        | 14/109 [01:02<07:06,  0.22it/s, v_num=6e0e]
Epoch 171:  13%|█▎        | 14/109 [01:02<07:06,  0.22it/s, v_num=6e0e]
Epoch 171:  14%|█▍        | 15/109 [01:07<07:01,  0.22it/s, v_num=6e0e]
Epoch 171:  14%|█▍        | 15/109 [01:07<07:01,  0.22it/s, v_num=6e0e]
Epoch 171:  15%|█▍        | 16/109 [01:08<06:35,  0.24it/s, v_num=6e0e]
Epoch 171:  15%|█▍        | 16/109 [01:08<06:35,  0.24it/s, v_num=6e0e]
Epoch 171:  16%|█▌        | 17/109 [01:16<06:51,  0.22it/s, v_num=6e0e]
Epoch 171:  16%|█▌        | 17/109 [01:16<06:51,  0.22it/s, v_num=6e0e]
Epoch 171:  17%|█▋        | 18/109 [01:20<06:49,  0.22it/s, v_num=6e0e]
Epoch 171:  17%|█▋        | 18/109 [01:20<06:49,  0.22it/s, v_num=6e0e]
Epoch 171:  17%|█▋        | 19/109 [01:23<06:35,  0.23it/s, v_num=6e0e]
Epoch 171:  17%|█▋        | 19/109 [01:23<06:35,  0.23it/s, v_num=6e0e]
Epoch 171:  18%|█▊        | 20/109 [01:24<06:15,  0.24it/s, v_num=6e0e]
Epoch 171:  18%|█▊        | 20/109 [01:24<06:15,  0.24it/s, v_num=6e0e]
Epoch 171:  19%|█▉        | 21/109 [01:32<06:28,  0.23it/s, v_num=6e0e]
Epoch 171:  19%|█▉        | 21/109 [01:32<06:28,  0.23it/s, v_num=6e0e]
Epoch 171:  20%|██        | 22/109 [01:36<06:20,  0.23it/s, v_num=6e0e]
Epoch 171:  20%|██        | 22/109 [01:36<06:20,  0.23it/s, v_num=6e0e]
Epoch 171:  21%|██        | 23/109 [01:40<06:15,  0.23it/s, v_num=6e0e]
Epoch 171:  21%|██        | 23/109 [01:40<06:15,  0.23it/s, v_num=6e0e]
Epoch 171:  22%|██▏       | 24/109 [01:41<05:58,  0.24it/s, v_num=6e0e]
Epoch 171:  22%|██▏       | 24/109 [01:41<05:58,  0.24it/s, v_num=6e0e]
Epoch 171:  23%|██▎       | 25/109 [01:50<06:09,  0.23it/s, v_num=6e0e]
Epoch 171:  23%|██▎       | 25/109 [01:50<06:09,  0.23it/s, v_num=6e0e]
Epoch 171:  24%|██▍       | 26/109 [01:50<05:53,  0.23it/s, v_num=6e0e]
Epoch 171:  24%|██▍       | 26/109 [01:50<05:53,  0.23it/s, v_num=6e0e]
Epoch 171:  25%|██▍       | 27/109 [01:56<05:54,  0.23it/s, v_num=6e0e]
Epoch 171:  25%|██▍       | 27/109 [01:56<05:54,  0.23it/s, v_num=6e0e]
Epoch 171:  26%|██▌       | 28/109 [01:57<05:39,  0.24it/s, v_num=6e0e]
Epoch 171:  26%|██▌       | 28/109 [01:57<05:39,  0.24it/s, v_num=6e0e]
Epoch 171:  27%|██▋       | 29/109 [02:07<05:50,  0.23it/s, v_num=6e0e]
Epoch 171:  27%|██▋       | 29/109 [02:07<05:50,  0.23it/s, v_num=6e0e]
Epoch 171:  28%|██▊       | 30/109 [02:11<05:45,  0.23it/s, v_num=6e0e]
Epoch 171:  28%|██▊       | 30/109 [02:11<05:45,  0.23it/s, v_num=6e0e]
Epoch 171:  28%|██▊       | 31/109 [02:14<05:38,  0.23it/s, v_num=6e0e]
Epoch 171:  28%|██▊       | 31/109 [02:14<05:38,  0.23it/s, v_num=6e0e]
Epoch 171:  29%|██▉       | 32/109 [02:15<05:25,  0.24it/s, v_num=6e0e]
Epoch 171:  29%|██▉       | 32/109 [02:15<05:25,  0.24it/s, v_num=6e0e]
Epoch 171:  30%|███       | 33/109 [02:22<05:29,  0.23it/s, v_num=6e0e]
Epoch 171:  30%|███       | 33/109 [02:22<05:29,  0.23it/s, v_num=6e0e]
Epoch 171:  31%|███       | 34/109 [02:27<05:25,  0.23it/s, v_num=6e0e]
Epoch 171:  31%|███       | 34/109 [02:27<05:25,  0.23it/s, v_num=6e0e]
Epoch 171:  32%|███▏      | 35/109 [02:30<05:17,  0.23it/s, v_num=6e0e]
Epoch 171:  32%|███▏      | 35/109 [02:30<05:17,  0.23it/s, v_num=6e0e]
Epoch 171:  33%|███▎      | 36/109 [02:31<05:06,  0.24it/s, v_num=6e0e]
Epoch 171:  33%|███▎      | 36/109 [02:31<05:06,  0.24it/s, v_num=6e0e]
Epoch 171:  34%|███▍      | 37/109 [02:39<05:10,  0.23it/s, v_num=6e0e]
Epoch 171:  34%|███▍      | 37/109 [02:39<05:10,  0.23it/s, v_num=6e0e]
Epoch 171:  35%|███▍      | 38/109 [02:45<05:09,  0.23it/s, v_num=6e0e]
Epoch 171:  35%|███▍      | 38/109 [02:45<05:09,  0.23it/s, v_num=6e0e]
Epoch 171:  36%|███▌      | 39/109 [02:47<05:00,  0.23it/s, v_num=6e0e]
Epoch 171:  36%|███▌      | 39/109 [02:47<05:00,  0.23it/s, v_num=6e0e]
Epoch 171:  37%|███▋      | 40/109 [02:48<04:49,  0.24it/s, v_num=6e0e]
Epoch 171:  37%|███▋      | 40/109 [02:48<04:49,  0.24it/s, v_num=6e0e]
Epoch 171:  38%|███▊      | 41/109 [02:55<04:51,  0.23it/s, v_num=6e0e]
Epoch 171:  38%|███▊      | 41/109 [02:55<04:51,  0.23it/s, v_num=6e0e]
Epoch 171:  39%|███▊      | 42/109 [03:03<04:51,  0.23it/s, v_num=6e0e]
Epoch 171:  39%|███▊      | 42/109 [03:03<04:51,  0.23it/s, v_num=6e0e]
Epoch 171:  39%|███▉      | 43/109 [03:03<04:42,  0.23it/s, v_num=6e0e]
Epoch 171:  39%|███▉      | 43/109 [03:03<04:42,  0.23it/s, v_num=6e0e]
Epoch 171:  40%|████      | 44/109 [03:04<04:32,  0.24it/s, v_num=6e0e]
Epoch 171:  40%|████      | 44/109 [03:04<04:32,  0.24it/s, v_num=6e0e]
Epoch 171:  41%|████▏     | 45/109 [03:13<04:34,  0.23it/s, v_num=6e0e]
Epoch 171:  41%|████▏     | 45/109 [03:13<04:34,  0.23it/s, v_num=6e0e]
Epoch 171:  42%|████▏     | 46/109 [03:20<04:34,  0.23it/s, v_num=6e0e]
Epoch 171:  42%|████▏     | 46/109 [03:20<04:34,  0.23it/s, v_num=6e0e]
Epoch 171:  43%|████▎     | 47/109 [03:21<04:25,  0.23it/s, v_num=6e0e]
Epoch 171:  43%|████▎     | 47/109 [03:21<04:25,  0.23it/s, v_num=6e0e]
Epoch 171:  44%|████▍     | 48/109 [03:21<04:16,  0.24it/s, v_num=6e0e]
Epoch 171:  44%|████▍     | 48/109 [03:21<04:16,  0.24it/s, v_num=6e0e]
Epoch 171:  45%|████▍     | 49/109 [03:29<04:16,  0.23it/s, v_num=6e0e]
Epoch 171:  45%|████▍     | 49/109 [03:29<04:16,  0.23it/s, v_num=6e0e]
Epoch 171:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 171:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 171:  47%|████▋     | 51/109 [03:37<04:07,  0.23it/s, v_num=6e0e]
Epoch 171:  47%|████▋     | 51/109 [03:37<04:07,  0.23it/s, v_num=6e0e]
Epoch 171:  48%|████▊     | 52/109 [03:38<03:59,  0.24it/s, v_num=6e0e]
Epoch 171:  48%|████▊     | 52/109 [03:38<03:59,  0.24it/s, v_num=6e0e]
Epoch 171:  49%|████▊     | 53/109 [03:46<03:59,  0.23it/s, v_num=6e0e]
Epoch 171:  49%|████▊     | 53/109 [03:46<03:59,  0.23it/s, v_num=6e0e]
Epoch 171:  50%|████▉     | 54/109 [03:52<03:57,  0.23it/s, v_num=6e0e]
Epoch 171:  50%|████▉     | 54/109 [03:52<03:57,  0.23it/s, v_num=6e0e]
Epoch 171:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 171:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 171:  51%|█████▏    | 56/109 [03:54<03:41,  0.24it/s, v_num=6e0e]
Epoch 171:  51%|█████▏    | 56/109 [03:54<03:41,  0.24it/s, v_num=6e0e]
Epoch 171:  52%|█████▏    | 57/109 [04:02<03:41,  0.24it/s, v_num=6e0e]
Epoch 171:  52%|█████▏    | 57/109 [04:02<03:41,  0.24it/s, v_num=6e0e]
Epoch 171:  53%|█████▎    | 58/109 [04:09<03:39,  0.23it/s, v_num=6e0e]
Epoch 171:  53%|█████▎    | 58/109 [04:09<03:39,  0.23it/s, v_num=6e0e]
Epoch 171:  54%|█████▍    | 59/109 [04:10<03:32,  0.24it/s, v_num=6e0e]
Epoch 171:  54%|█████▍    | 59/109 [04:10<03:32,  0.24it/s, v_num=6e0e]
Epoch 171:  55%|█████▌    | 60/109 [04:11<03:25,  0.24it/s, v_num=6e0e]
Epoch 171:  55%|█████▌    | 60/109 [04:11<03:25,  0.24it/s, v_num=6e0e]
Epoch 171:  56%|█████▌    | 61/109 [04:18<03:23,  0.24it/s, v_num=6e0e]
Epoch 171:  56%|█████▌    | 61/109 [04:18<03:23,  0.24it/s, v_num=6e0e]
Epoch 171:  57%|█████▋    | 62/109 [04:25<03:21,  0.23it/s, v_num=6e0e]
Epoch 171:  57%|█████▋    | 62/109 [04:25<03:21,  0.23it/s, v_num=6e0e]
Epoch 171:  58%|█████▊    | 63/109 [04:28<03:16,  0.23it/s, v_num=6e0e]
Epoch 171:  58%|█████▊    | 63/109 [04:28<03:16,  0.23it/s, v_num=6e0e]
Epoch 171:  59%|█████▊    | 64/109 [04:29<03:09,  0.24it/s, v_num=6e0e]
Epoch 171:  59%|█████▊    | 64/109 [04:29<03:09,  0.24it/s, v_num=6e0e]
Epoch 171:  60%|█████▉    | 65/109 [04:34<03:05,  0.24it/s, v_num=6e0e]
Epoch 171:  60%|█████▉    | 65/109 [04:34<03:05,  0.24it/s, v_num=6e0e]
Epoch 171:  61%|██████    | 66/109 [04:44<03:05,  0.23it/s, v_num=6e0e]
Epoch 171:  61%|██████    | 66/109 [04:44<03:05,  0.23it/s, v_num=6e0e]
Epoch 171:  61%|██████▏   | 67/109 [04:44<02:58,  0.24it/s, v_num=6e0e]
Epoch 171:  61%|██████▏   | 67/109 [04:44<02:58,  0.24it/s, v_num=6e0e]
Epoch 171:  62%|██████▏   | 68/109 [04:45<02:52,  0.24it/s, v_num=6e0e]
Epoch 171:  62%|██████▏   | 68/109 [04:45<02:52,  0.24it/s, v_num=6e0e]
Epoch 171:  63%|██████▎   | 69/109 [04:50<02:48,  0.24it/s, v_num=6e0e]
Epoch 171:  63%|██████▎   | 69/109 [04:50<02:48,  0.24it/s, v_num=6e0e]
Epoch 171:  64%|██████▍   | 70/109 [04:59<02:46,  0.23it/s, v_num=6e0e]
Epoch 171:  64%|██████▍   | 70/109 [04:59<02:46,  0.23it/s, v_num=6e0e]
Epoch 171:  65%|██████▌   | 71/109 [05:03<02:42,  0.23it/s, v_num=6e0e]
Epoch 171:  65%|██████▌   | 71/109 [05:03<02:42,  0.23it/s, v_num=6e0e]
Epoch 171:  66%|██████▌   | 72/109 [05:03<02:36,  0.24it/s, v_num=6e0e]
Epoch 171:  66%|██████▌   | 72/109 [05:03<02:36,  0.24it/s, v_num=6e0e]
Epoch 171:  67%|██████▋   | 73/109 [05:06<02:30,  0.24it/s, v_num=6e0e]
Epoch 171:  67%|██████▋   | 73/109 [05:06<02:30,  0.24it/s, v_num=6e0e]
Epoch 171:  68%|██████▊   | 74/109 [05:15<02:29,  0.23it/s, v_num=6e0e]
Epoch 171:  68%|██████▊   | 74/109 [05:15<02:29,  0.23it/s, v_num=6e0e]
Epoch 171:  69%|██████▉   | 75/109 [05:20<02:25,  0.23it/s, v_num=6e0e]
Epoch 171:  69%|██████▉   | 75/109 [05:20<02:25,  0.23it/s, v_num=6e0e]
Epoch 171:  70%|██████▉   | 76/109 [05:21<02:19,  0.24it/s, v_num=6e0e]
Epoch 171:  70%|██████▉   | 76/109 [05:21<02:19,  0.24it/s, v_num=6e0e]
Epoch 171:  71%|███████   | 77/109 [05:22<02:13,  0.24it/s, v_num=6e0e]
Epoch 171:  71%|███████   | 77/109 [05:22<02:13,  0.24it/s, v_num=6e0e]
Epoch 171:  72%|███████▏  | 78/109 [05:31<02:11,  0.24it/s, v_num=6e0e]
Epoch 171:  72%|███████▏  | 78/109 [05:31<02:11,  0.24it/s, v_num=6e0e]
Epoch 171:  72%|███████▏  | 79/109 [05:37<02:08,  0.23it/s, v_num=6e0e]
Epoch 171:  72%|███████▏  | 79/109 [05:37<02:08,  0.23it/s, v_num=6e0e]
Epoch 171:  73%|███████▎  | 80/109 [05:38<02:02,  0.24it/s, v_num=6e0e]
Epoch 171:  73%|███████▎  | 80/109 [05:38<02:02,  0.24it/s, v_num=6e0e]
Epoch 171:  74%|███████▍  | 81/109 [05:39<01:57,  0.24it/s, v_num=6e0e]
Epoch 171:  74%|███████▍  | 81/109 [05:39<01:57,  0.24it/s, v_num=6e0e]
Epoch 171:  75%|███████▌  | 82/109 [05:51<01:55,  0.23it/s, v_num=6e0e]
Epoch 171:  75%|███████▌  | 82/109 [05:51<01:55,  0.23it/s, v_num=6e0e]
Epoch 171:  76%|███████▌  | 83/109 [05:55<01:51,  0.23it/s, v_num=6e0e]
Epoch 171:  76%|███████▌  | 83/109 [05:55<01:51,  0.23it/s, v_num=6e0e]
Epoch 171:  77%|███████▋  | 84/109 [05:56<01:46,  0.24it/s, v_num=6e0e]
Epoch 171:  77%|███████▋  | 84/109 [05:56<01:46,  0.24it/s, v_num=6e0e]
Epoch 171:  78%|███████▊  | 85/109 [05:57<01:40,  0.24it/s, v_num=6e0e]
Epoch 171:  78%|███████▊  | 85/109 [05:57<01:40,  0.24it/s, v_num=6e0e]
Epoch 171:  79%|███████▉  | 86/109 [06:07<01:38,  0.23it/s, v_num=6e0e]
Epoch 171:  79%|███████▉  | 86/109 [06:07<01:38,  0.23it/s, v_num=6e0e]
Epoch 171:  80%|███████▉  | 87/109 [06:12<01:34,  0.23it/s, v_num=6e0e]
Epoch 171:  80%|███████▉  | 87/109 [06:12<01:34,  0.23it/s, v_num=6e0e]
Epoch 171:  81%|████████  | 88/109 [06:13<01:29,  0.24it/s, v_num=6e0e]
Epoch 171:  81%|████████  | 88/109 [06:13<01:29,  0.24it/s, v_num=6e0e]
Epoch 171:  82%|████████▏ | 89/109 [06:14<01:24,  0.24it/s, v_num=6e0e]
Epoch 171:  82%|████████▏ | 89/109 [06:14<01:24,  0.24it/s, v_num=6e0e]
Epoch 171:  83%|████████▎ | 90/109 [06:26<01:21,  0.23it/s, v_num=6e0e]
Epoch 171:  83%|████████▎ | 90/109 [06:26<01:21,  0.23it/s, v_num=6e0e]
Epoch 171:  83%|████████▎ | 91/109 [06:27<01:16,  0.23it/s, v_num=6e0e]
Epoch 171:  83%|████████▎ | 91/109 [06:27<01:16,  0.23it/s, v_num=6e0e]
Epoch 171:  84%|████████▍ | 92/109 [06:28<01:11,  0.24it/s, v_num=6e0e]
Epoch 171:  84%|████████▍ | 92/109 [06:28<01:11,  0.24it/s, v_num=6e0e]
Epoch 171:  85%|████████▌ | 93/109 [06:29<01:07,  0.24it/s, v_num=6e0e]
Epoch 171:  85%|████████▌ | 93/109 [06:29<01:07,  0.24it/s, v_num=6e0e]
Epoch 171:  86%|████████▌ | 94/109 [06:41<01:04,  0.23it/s, v_num=6e0e]
Epoch 171:  86%|████████▌ | 94/109 [06:41<01:04,  0.23it/s, v_num=6e0e]
Epoch 171:  87%|████████▋ | 95/109 [06:44<00:59,  0.23it/s, v_num=6e0e]
Epoch 171:  87%|████████▋ | 95/109 [06:44<00:59,  0.23it/s, v_num=6e0e]
Epoch 171:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 171:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 171:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
Epoch 171:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
Epoch 171:  90%|████████▉ | 98/109 [06:58<00:46,  0.23it/s, v_num=6e0e]
Epoch 171:  90%|████████▉ | 98/109 [06:58<00:46,  0.23it/s, v_num=6e0e]
Epoch 171:  91%|█████████ | 99/109 [07:00<00:42,  0.24it/s, v_num=6e0e]
Epoch 171:  91%|█████████ | 99/109 [07:00<00:42,  0.24it/s, v_num=6e0e]
Epoch 171:  92%|█████████▏| 100/109 [07:01<00:37,  0.24it/s, v_num=6e0e]
Epoch 171:  92%|█████████▏| 100/109 [07:01<00:37,  0.24it/s, v_num=6e0e]
Epoch 171:  93%|█████████▎| 101/109 [07:01<00:33,  0.24it/s, v_num=6e0e]
Epoch 171:  93%|█████████▎| 101/109 [07:01<00:33,  0.24it/s, v_num=6e0e]
Epoch 171:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 171:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 171:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
Epoch 171:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
Epoch 171:  95%|█████████▌| 104/109 [07:17<00:21,  0.24it/s, v_num=6e0e]
Epoch 171:  95%|█████████▌| 104/109 [07:17<00:21,  0.24it/s, v_num=6e0e]
Epoch 171:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 171:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 171:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 171:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 171:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 171:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 171:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 171:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 171: 100%|██████████| 109/109 [07:33<00:00,  0.24it/s, v_num=6e0e]
Epoch 171: 100%|██████████| 109/109 [07:33<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.85it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.88it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.92it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.94it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.94it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 171: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]
Epoch 171: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]
Epoch 171:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 172:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 172:   1%|          | 1/109 [00:16<29:21,  0.06it/s, v_num=6e0e]
Epoch 172:   1%|          | 1/109 [00:16<29:21,  0.06it/s, v_num=6e0e]
Epoch 172:   2%|▏         | 2/109 [00:17<15:16,  0.12it/s, v_num=6e0e]
Epoch 172:   2%|▏         | 2/109 [00:17<15:16,  0.12it/s, v_num=6e0e]
Epoch 172:   3%|▎         | 3/109 [00:19<11:19,  0.16it/s, v_num=6e0e]
Epoch 172:   3%|▎         | 3/109 [00:19<11:19,  0.16it/s, v_num=6e0e]
Epoch 172:   4%|▎         | 4/109 [00:20<08:46,  0.20it/s, v_num=6e0e]
Epoch 172:   4%|▎         | 4/109 [00:20<08:46,  0.20it/s, v_num=6e0e]
Epoch 172:   5%|▍         | 5/109 [00:31<11:04,  0.16it/s, v_num=6e0e]
Epoch 172:   5%|▍         | 5/109 [00:31<11:04,  0.16it/s, v_num=6e0e]
Epoch 172:   6%|▌         | 6/109 [00:32<09:21,  0.18it/s, v_num=6e0e]
Epoch 172:   6%|▌         | 6/109 [00:32<09:21,  0.18it/s, v_num=6e0e]
Epoch 172:   6%|▋         | 7/109 [00:36<08:52,  0.19it/s, v_num=6e0e]
Epoch 172:   6%|▋         | 7/109 [00:36<08:52,  0.19it/s, v_num=6e0e]
Epoch 172:   7%|▋         | 8/109 [00:37<07:51,  0.21it/s, v_num=6e0e]
Epoch 172:   7%|▋         | 8/109 [00:37<07:51,  0.21it/s, v_num=6e0e]
Epoch 172:   8%|▊         | 9/109 [00:46<08:36,  0.19it/s, v_num=6e0e]
Epoch 172:   8%|▊         | 9/109 [00:46<08:36,  0.19it/s, v_num=6e0e]
Epoch 172:   9%|▉         | 10/109 [00:48<08:04,  0.20it/s, v_num=6e0e]
Epoch 172:   9%|▉         | 10/109 [00:48<08:04,  0.20it/s, v_num=6e0e]
Epoch 172:  10%|█         | 11/109 [00:52<07:45,  0.21it/s, v_num=6e0e]
Epoch 172:  10%|█         | 11/109 [00:52<07:45,  0.21it/s, v_num=6e0e]
Epoch 172:  11%|█         | 12/109 [00:53<07:08,  0.23it/s, v_num=6e0e]
Epoch 172:  11%|█         | 12/109 [00:53<07:08,  0.23it/s, v_num=6e0e]
Epoch 172:  12%|█▏        | 13/109 [01:00<07:27,  0.21it/s, v_num=6e0e]
Epoch 172:  12%|█▏        | 13/109 [01:00<07:27,  0.21it/s, v_num=6e0e]
Epoch 172:  13%|█▎        | 14/109 [01:05<07:25,  0.21it/s, v_num=6e0e]
Epoch 172:  13%|█▎        | 14/109 [01:05<07:25,  0.21it/s, v_num=6e0e]
Epoch 172:  14%|█▍        | 15/109 [01:10<07:19,  0.21it/s, v_num=6e0e]
Epoch 172:  14%|█▍        | 15/109 [01:10<07:19,  0.21it/s, v_num=6e0e]
Epoch 172:  15%|█▍        | 16/109 [01:10<06:52,  0.23it/s, v_num=6e0e]
Epoch 172:  15%|█▍        | 16/109 [01:10<06:52,  0.23it/s, v_num=6e0e]
Epoch 172:  16%|█▌        | 17/109 [01:16<06:56,  0.22it/s, v_num=6e0e]
Epoch 172:  16%|█▌        | 17/109 [01:16<06:56,  0.22it/s, v_num=6e0e]
Epoch 172:  17%|█▋        | 18/109 [01:20<06:45,  0.22it/s, v_num=6e0e]
Epoch 172:  17%|█▋        | 18/109 [01:20<06:45,  0.22it/s, v_num=6e0e]
Epoch 172:  17%|█▋        | 19/109 [01:27<06:56,  0.22it/s, v_num=6e0e]
Epoch 172:  17%|█▋        | 19/109 [01:27<06:56,  0.22it/s, v_num=6e0e]
Epoch 172:  18%|█▊        | 20/109 [01:28<06:34,  0.23it/s, v_num=6e0e]
Epoch 172:  18%|█▊        | 20/109 [01:28<06:34,  0.23it/s, v_num=6e0e]
Epoch 172:  19%|█▉        | 21/109 [01:32<06:27,  0.23it/s, v_num=6e0e]
Epoch 172:  19%|█▉        | 21/109 [01:32<06:27,  0.23it/s, v_num=6e0e]
Epoch 172:  20%|██        | 22/109 [01:38<06:28,  0.22it/s, v_num=6e0e]
Epoch 172:  20%|██        | 22/109 [01:38<06:28,  0.22it/s, v_num=6e0e]
Epoch 172:  21%|██        | 23/109 [01:43<06:25,  0.22it/s, v_num=6e0e]
Epoch 172:  21%|██        | 23/109 [01:43<06:25,  0.22it/s, v_num=6e0e]
Epoch 172:  22%|██▏       | 24/109 [01:43<06:08,  0.23it/s, v_num=6e0e]
Epoch 172:  22%|██▏       | 24/109 [01:43<06:08,  0.23it/s, v_num=6e0e]
Epoch 172:  23%|██▎       | 25/109 [01:48<06:05,  0.23it/s, v_num=6e0e]
Epoch 172:  23%|██▎       | 25/109 [01:48<06:05,  0.23it/s, v_num=6e0e]
Epoch 172:  24%|██▍       | 26/109 [01:56<06:11,  0.22it/s, v_num=6e0e]
Epoch 172:  24%|██▍       | 26/109 [01:56<06:11,  0.22it/s, v_num=6e0e]
Epoch 172:  25%|██▍       | 27/109 [02:00<06:07,  0.22it/s, v_num=6e0e]
Epoch 172:  25%|██▍       | 27/109 [02:00<06:07,  0.22it/s, v_num=6e0e]
Epoch 172:  26%|██▌       | 28/109 [02:01<05:52,  0.23it/s, v_num=6e0e]
Epoch 172:  26%|██▌       | 28/109 [02:01<05:52,  0.23it/s, v_num=6e0e]
Epoch 172:  27%|██▋       | 29/109 [02:05<05:47,  0.23it/s, v_num=6e0e]
Epoch 172:  27%|██▋       | 29/109 [02:05<05:47,  0.23it/s, v_num=6e0e]
Epoch 172:  28%|██▊       | 30/109 [02:11<05:46,  0.23it/s, v_num=6e0e]
Epoch 172:  28%|██▊       | 30/109 [02:11<05:46,  0.23it/s, v_num=6e0e]
Epoch 172:  28%|██▊       | 31/109 [02:18<05:47,  0.22it/s, v_num=6e0e]
Epoch 172:  28%|██▊       | 31/109 [02:18<05:47,  0.22it/s, v_num=6e0e]
Epoch 172:  29%|██▉       | 32/109 [02:18<05:34,  0.23it/s, v_num=6e0e]
Epoch 172:  29%|██▉       | 32/109 [02:18<05:34,  0.23it/s, v_num=6e0e]
Epoch 172:  30%|███       | 33/109 [02:21<05:26,  0.23it/s, v_num=6e0e]
Epoch 172:  30%|███       | 33/109 [02:21<05:26,  0.23it/s, v_num=6e0e]
Epoch 172:  31%|███       | 34/109 [02:27<05:26,  0.23it/s, v_num=6e0e]
Epoch 172:  31%|███       | 34/109 [02:27<05:26,  0.23it/s, v_num=6e0e]
Epoch 172:  32%|███▏      | 35/109 [02:32<05:23,  0.23it/s, v_num=6e0e]
Epoch 172:  32%|███▏      | 35/109 [02:32<05:23,  0.23it/s, v_num=6e0e]
Epoch 172:  33%|███▎      | 36/109 [02:33<05:11,  0.23it/s, v_num=6e0e]
Epoch 172:  33%|███▎      | 36/109 [02:33<05:11,  0.23it/s, v_num=6e0e]
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Epoch 172:  37%|███▋      | 40/109 [02:51<04:55,  0.23it/s, v_num=6e0e]
Epoch 172:  38%|███▊      | 41/109 [02:54<04:49,  0.24it/s, v_num=6e0e]
Epoch 172:  38%|███▊      | 41/109 [02:54<04:49,  0.24it/s, v_num=6e0e]
Epoch 172:  39%|███▊      | 42/109 [03:01<04:50,  0.23it/s, v_num=6e0e]
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Epoch 172:  40%|████      | 44/109 [03:07<04:36,  0.24it/s, v_num=6e0e]
Epoch 172:  40%|████      | 44/109 [03:07<04:36,  0.24it/s, v_num=6e0e]
Epoch 172:  41%|████▏     | 45/109 [03:09<04:29,  0.24it/s, v_num=6e0e]
Epoch 172:  41%|████▏     | 45/109 [03:09<04:29,  0.24it/s, v_num=6e0e]
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Epoch 172:  82%|████████▏ | 89/109 [06:09<01:23,  0.24it/s, v_num=6e0e]
Epoch 172:  82%|████████▏ | 89/109 [06:09<01:23,  0.24it/s, v_num=6e0e]
Epoch 172:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 172:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 172:  83%|████████▎ | 91/109 [06:22<01:15,  0.24it/s, v_num=6e0e]
Epoch 172:  83%|████████▎ | 91/109 [06:22<01:15,  0.24it/s, v_num=6e0e]
Epoch 172:  84%|████████▍ | 92/109 [06:23<01:10,  0.24it/s, v_num=6e0e]
Epoch 172:  84%|████████▍ | 92/109 [06:23<01:10,  0.24it/s, v_num=6e0e]
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Epoch 172:  85%|████████▌ | 93/109 [06:24<01:06,  0.24it/s, v_num=6e0e]
Epoch 172:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
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Epoch 172:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 172:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 172:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 172:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 172:  89%|████████▉ | 97/109 [06:41<00:49,  0.24it/s, v_num=6e0e]
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Epoch 172:  91%|█████████ | 99/109 [06:55<00:41,  0.24it/s, v_num=6e0e]
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Epoch 172:  92%|█████████▏| 100/109 [06:56<00:37,  0.24it/s, v_num=6e0e]
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Epoch 172:  94%|█████████▎| 102/109 [07:11<00:29,  0.24it/s, v_num=6e0e]
Epoch 172:  94%|█████████▎| 102/109 [07:11<00:29,  0.24it/s, v_num=6e0e]
Epoch 172:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 172:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 172:  95%|█████████▌| 104/109 [07:13<00:20,  0.24it/s, v_num=6e0e]
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Epoch 172:  96%|█████████▋| 105/109 [07:16<00:16,  0.24it/s, v_num=6e0e]
Epoch 172:  96%|█████████▋| 105/109 [07:16<00:16,  0.24it/s, v_num=6e0e]
Epoch 172:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 172:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 172:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 172:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
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Epoch 172: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]
Epoch 172: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:16,  0.80it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.94it/s]

                                                                        
Epoch 172: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 172: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 172:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 173:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 173:   1%|          | 1/109 [00:15<28:45,  0.06it/s, v_num=6e0e]
Epoch 173:   1%|          | 1/109 [00:15<28:45,  0.06it/s, v_num=6e0e]
Epoch 173:   2%|▏         | 2/109 [00:17<15:22,  0.12it/s, v_num=6e0e]
Epoch 173:   2%|▏         | 2/109 [00:17<15:22,  0.12it/s, v_num=6e0e]
Epoch 173:   3%|▎         | 3/109 [00:18<10:38,  0.17it/s, v_num=6e0e]
Epoch 173:   3%|▎         | 3/109 [00:18<10:38,  0.17it/s, v_num=6e0e]
Epoch 173:   4%|▎         | 4/109 [00:18<08:15,  0.21it/s, v_num=6e0e]
Epoch 173:   4%|▎         | 4/109 [00:18<08:15,  0.21it/s, v_num=6e0e]
Epoch 173:   5%|▍         | 5/109 [00:32<11:19,  0.15it/s, v_num=6e0e]
Epoch 173:   5%|▍         | 5/109 [00:32<11:19,  0.15it/s, v_num=6e0e]
Epoch 173:   6%|▌         | 6/109 [00:34<09:47,  0.18it/s, v_num=6e0e]
Epoch 173:   6%|▌         | 6/109 [00:34<09:47,  0.18it/s, v_num=6e0e]
Epoch 173:   6%|▋         | 7/109 [00:35<08:31,  0.20it/s, v_num=6e0e]
Epoch 173:   6%|▋         | 7/109 [00:35<08:31,  0.20it/s, v_num=6e0e]
Epoch 173:   7%|▋         | 8/109 [00:35<07:32,  0.22it/s, v_num=6e0e]
Epoch 173:   7%|▋         | 8/109 [00:35<07:32,  0.22it/s, v_num=6e0e]
Epoch 173:   8%|▊         | 9/109 [00:49<09:05,  0.18it/s, v_num=6e0e]
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Epoch 173:   9%|▉         | 10/109 [00:49<08:14,  0.20it/s, v_num=6e0e]
Epoch 173:   9%|▉         | 10/109 [00:49<08:14,  0.20it/s, v_num=6e0e]
Epoch 173:  10%|█         | 11/109 [00:50<07:32,  0.22it/s, v_num=6e0e]
Epoch 173:  10%|█         | 11/109 [00:50<07:32,  0.22it/s, v_num=6e0e]
Epoch 173:  11%|█         | 12/109 [00:51<06:57,  0.23it/s, v_num=6e0e]
Epoch 173:  11%|█         | 12/109 [00:51<06:57,  0.23it/s, v_num=6e0e]
Epoch 173:  12%|█▏        | 13/109 [01:05<08:06,  0.20it/s, v_num=6e0e]
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Epoch 173:  13%|█▎        | 14/109 [01:06<07:32,  0.21it/s, v_num=6e0e]
Epoch 173:  13%|█▎        | 14/109 [01:06<07:32,  0.21it/s, v_num=6e0e]
Epoch 173:  14%|█▍        | 15/109 [01:07<07:03,  0.22it/s, v_num=6e0e]
Epoch 173:  14%|█▍        | 15/109 [01:07<07:03,  0.22it/s, v_num=6e0e]
Epoch 173:  15%|█▍        | 16/109 [01:08<06:37,  0.23it/s, v_num=6e0e]
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Epoch 173:  16%|█▌        | 17/109 [01:22<07:25,  0.21it/s, v_num=6e0e]
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Epoch 173:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 173:  99%|█████████▉| 108/109 [07:31<00:04,  0.24it/s, v_num=6e0e]
Epoch 173:  99%|█████████▉| 108/109 [07:31<00:04,  0.24it/s, v_num=6e0e]
Epoch 173: 100%|██████████| 109/109 [07:39<00:00,  0.24it/s, v_num=6e0e]
Epoch 173: 100%|██████████| 109/109 [07:39<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.90it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.92it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.92it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.94it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.94it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.93it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 173: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 173: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 173:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 174:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 174:   1%|          | 1/109 [00:17<31:00,  0.06it/s, v_num=6e0e]
Epoch 174:   1%|          | 1/109 [00:17<31:00,  0.06it/s, v_num=6e0e]
Epoch 174:   2%|▏         | 2/109 [00:18<16:05,  0.11it/s, v_num=6e0e]
Epoch 174:   2%|▏         | 2/109 [00:18<16:05,  0.11it/s, v_num=6e0e]
Epoch 174:   3%|▎         | 3/109 [00:20<11:48,  0.15it/s, v_num=6e0e]
Epoch 174:   3%|▎         | 3/109 [00:20<11:48,  0.15it/s, v_num=6e0e]
Epoch 174:   4%|▎         | 4/109 [00:20<09:07,  0.19it/s, v_num=6e0e]
Epoch 174:   4%|▎         | 4/109 [00:20<09:07,  0.19it/s, v_num=6e0e]
Epoch 174:   5%|▍         | 5/109 [00:33<11:36,  0.15it/s, v_num=6e0e]
Epoch 174:   5%|▍         | 5/109 [00:33<11:36,  0.15it/s, v_num=6e0e]
Epoch 174:   6%|▌         | 6/109 [00:34<09:48,  0.18it/s, v_num=6e0e]
Epoch 174:   6%|▌         | 6/109 [00:34<09:48,  0.18it/s, v_num=6e0e]
Epoch 174:   6%|▋         | 7/109 [00:36<08:53,  0.19it/s, v_num=6e0e]
Epoch 174:   6%|▋         | 7/109 [00:36<08:53,  0.19it/s, v_num=6e0e]
Epoch 174:   7%|▋         | 8/109 [00:37<07:53,  0.21it/s, v_num=6e0e]
Epoch 174:   7%|▋         | 8/109 [00:37<07:53,  0.21it/s, v_num=6e0e]
Epoch 174:   8%|▊         | 9/109 [00:50<09:25,  0.18it/s, v_num=6e0e]
Epoch 174:   8%|▊         | 9/109 [00:50<09:25,  0.18it/s, v_num=6e0e]
Epoch 174:   9%|▉         | 10/109 [00:51<08:31,  0.19it/s, v_num=6e0e]
Epoch 174:   9%|▉         | 10/109 [00:51<08:31,  0.19it/s, v_num=6e0e]
Epoch 174:  10%|█         | 11/109 [00:53<07:56,  0.21it/s, v_num=6e0e]
Epoch 174:  10%|█         | 11/109 [00:53<07:56,  0.21it/s, v_num=6e0e]
Epoch 174:  11%|█         | 12/109 [00:54<07:18,  0.22it/s, v_num=6e0e]
Epoch 174:  11%|█         | 12/109 [00:54<07:19,  0.22it/s, v_num=6e0e]
Epoch 174:  12%|█▏        | 13/109 [01:06<08:13,  0.19it/s, v_num=6e0e]
Epoch 174:  12%|█▏        | 13/109 [01:06<08:13,  0.19it/s, v_num=6e0e]
Epoch 174:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 174:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 174:  14%|█▍        | 15/109 [01:09<07:15,  0.22it/s, v_num=6e0e]
Epoch 174:  14%|█▍        | 15/109 [01:09<07:15,  0.22it/s, v_num=6e0e]
Epoch 174:  15%|█▍        | 16/109 [01:10<06:48,  0.23it/s, v_num=6e0e]
Epoch 174:  15%|█▍        | 16/109 [01:10<06:48,  0.23it/s, v_num=6e0e]
Epoch 174:  16%|█▌        | 17/109 [01:24<07:35,  0.20it/s, v_num=6e0e]
Epoch 174:  16%|█▌        | 17/109 [01:24<07:35,  0.20it/s, v_num=6e0e]
Epoch 174:  17%|█▋        | 18/109 [01:24<07:09,  0.21it/s, v_num=6e0e]
Epoch 174:  17%|█▋        | 18/109 [01:24<07:09,  0.21it/s, v_num=6e0e]
Epoch 174:  17%|█▋        | 19/109 [01:26<06:49,  0.22it/s, v_num=6e0e]
Epoch 174:  17%|█▋        | 19/109 [01:26<06:49,  0.22it/s, v_num=6e0e]
Epoch 174:  18%|█▊        | 20/109 [01:27<06:28,  0.23it/s, v_num=6e0e]
Epoch 174:  18%|█▊        | 20/109 [01:27<06:28,  0.23it/s, v_num=6e0e]
Epoch 174:  19%|█▉        | 21/109 [01:41<07:04,  0.21it/s, v_num=6e0e]
Epoch 174:  19%|█▉        | 21/109 [01:41<07:04,  0.21it/s, v_num=6e0e]
Epoch 174:  20%|██        | 22/109 [01:42<06:43,  0.22it/s, v_num=6e0e]
Epoch 174:  20%|██        | 22/109 [01:42<06:43,  0.22it/s, v_num=6e0e]
Epoch 174:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
Epoch 174:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
Epoch 174:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 174:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 174:  23%|██▎       | 25/109 [01:58<06:37,  0.21it/s, v_num=6e0e]
Epoch 174:  23%|██▎       | 25/109 [01:58<06:37,  0.21it/s, v_num=6e0e]
Epoch 174:  24%|██▍       | 26/109 [01:59<06:20,  0.22it/s, v_num=6e0e]
Epoch 174:  24%|██▍       | 26/109 [01:59<06:20,  0.22it/s, v_num=6e0e]
Epoch 174:  25%|██▍       | 27/109 [01:59<06:04,  0.23it/s, v_num=6e0e]
Epoch 174:  25%|██▍       | 27/109 [01:59<06:04,  0.23it/s, v_num=6e0e]
Epoch 174:  26%|██▌       | 28/109 [02:01<05:50,  0.23it/s, v_num=6e0e]
Epoch 174:  26%|██▌       | 28/109 [02:01<05:50,  0.23it/s, v_num=6e0e]
Epoch 174:  27%|██▋       | 29/109 [02:14<06:11,  0.22it/s, v_num=6e0e]
Epoch 174:  27%|██▋       | 29/109 [02:14<06:11,  0.22it/s, v_num=6e0e]
Epoch 174:  28%|██▊       | 30/109 [02:15<05:56,  0.22it/s, v_num=6e0e]
Epoch 174:  28%|██▊       | 30/109 [02:15<05:56,  0.22it/s, v_num=6e0e]
Epoch 174:  28%|██▊       | 31/109 [02:16<05:43,  0.23it/s, v_num=6e0e]
Epoch 174:  28%|██▊       | 31/109 [02:16<05:43,  0.23it/s, v_num=6e0e]
Epoch 174:  29%|██▉       | 32/109 [02:18<05:33,  0.23it/s, v_num=6e0e]
Epoch 174:  29%|██▉       | 32/109 [02:18<05:33,  0.23it/s, v_num=6e0e]
Epoch 174:  30%|███       | 33/109 [02:31<05:49,  0.22it/s, v_num=6e0e]
Epoch 174:  30%|███       | 33/109 [02:31<05:49,  0.22it/s, v_num=6e0e]
Epoch 174:  31%|███       | 34/109 [02:32<05:36,  0.22it/s, v_num=6e0e]
Epoch 174:  31%|███       | 34/109 [02:32<05:36,  0.22it/s, v_num=6e0e]
Epoch 174:  32%|███▏      | 35/109 [02:33<05:24,  0.23it/s, v_num=6e0e]
Epoch 174:  32%|███▏      | 35/109 [02:33<05:24,  0.23it/s, v_num=6e0e]
Epoch 174:  33%|███▎      | 36/109 [02:37<05:18,  0.23it/s, v_num=6e0e]
Epoch 174:  33%|███▎      | 36/109 [02:37<05:18,  0.23it/s, v_num=6e0e]
Epoch 174:  34%|███▍      | 37/109 [02:47<05:26,  0.22it/s, v_num=6e0e]
Epoch 174:  34%|███▍      | 37/109 [02:47<05:26,  0.22it/s, v_num=6e0e]
Epoch 174:  35%|███▍      | 38/109 [02:48<05:14,  0.23it/s, v_num=6e0e]
Epoch 174:  35%|███▍      | 38/109 [02:48<05:14,  0.23it/s, v_num=6e0e]
Epoch 174:  36%|███▌      | 39/109 [02:49<05:04,  0.23it/s, v_num=6e0e]
Epoch 174:  36%|███▌      | 39/109 [02:49<05:04,  0.23it/s, v_num=6e0e]
Epoch 174:  37%|███▋      | 40/109 [02:52<04:57,  0.23it/s, v_num=6e0e]
Epoch 174:  37%|███▋      | 40/109 [02:52<04:57,  0.23it/s, v_num=6e0e]
Epoch 174:  38%|███▊      | 41/109 [03:04<05:05,  0.22it/s, v_num=6e0e]
Epoch 174:  38%|███▊      | 41/109 [03:04<05:05,  0.22it/s, v_num=6e0e]
Epoch 174:  39%|███▊      | 42/109 [03:05<04:55,  0.23it/s, v_num=6e0e]
Epoch 174:  39%|███▊      | 42/109 [03:05<04:55,  0.23it/s, v_num=6e0e]
Epoch 174:  39%|███▉      | 43/109 [03:06<04:45,  0.23it/s, v_num=6e0e]
Epoch 174:  39%|███▉      | 43/109 [03:06<04:45,  0.23it/s, v_num=6e0e]
Epoch 174:  40%|████      | 44/109 [03:09<04:39,  0.23it/s, v_num=6e0e]
Epoch 174:  40%|████      | 44/109 [03:09<04:39,  0.23it/s, v_num=6e0e]
Epoch 174:  41%|████▏     | 45/109 [03:20<04:44,  0.22it/s, v_num=6e0e]
Epoch 174:  41%|████▏     | 45/109 [03:20<04:44,  0.22it/s, v_num=6e0e]
Epoch 174:  42%|████▏     | 46/109 [03:20<04:35,  0.23it/s, v_num=6e0e]
Epoch 174:  42%|████▏     | 46/109 [03:20<04:35,  0.23it/s, v_num=6e0e]
Epoch 174:  43%|████▎     | 47/109 [03:21<04:26,  0.23it/s, v_num=6e0e]
Epoch 174:  43%|████▎     | 47/109 [03:21<04:26,  0.23it/s, v_num=6e0e]
Epoch 174:  44%|████▍     | 48/109 [03:24<04:19,  0.23it/s, v_num=6e0e]
Epoch 174:  44%|████▍     | 48/109 [03:24<04:19,  0.23it/s, v_num=6e0e]
Epoch 174:  45%|████▍     | 49/109 [03:34<04:23,  0.23it/s, v_num=6e0e]
Epoch 174:  45%|████▍     | 49/109 [03:34<04:23,  0.23it/s, v_num=6e0e]
Epoch 174:  46%|████▌     | 50/109 [03:35<04:14,  0.23it/s, v_num=6e0e]
Epoch 174:  46%|████▌     | 50/109 [03:35<04:14,  0.23it/s, v_num=6e0e]
Epoch 174:  47%|████▋     | 51/109 [03:36<04:06,  0.24it/s, v_num=6e0e]
Epoch 174:  47%|████▋     | 51/109 [03:36<04:06,  0.24it/s, v_num=6e0e]
Epoch 174:  48%|████▊     | 52/109 [03:41<04:02,  0.23it/s, v_num=6e0e]
Epoch 174:  48%|████▊     | 52/109 [03:41<04:02,  0.23it/s, v_num=6e0e]
Epoch 174:  49%|████▊     | 53/109 [03:50<04:03,  0.23it/s, v_num=6e0e]
Epoch 174:  49%|████▊     | 53/109 [03:50<04:03,  0.23it/s, v_num=6e0e]
Epoch 174:  50%|████▉     | 54/109 [03:51<03:55,  0.23it/s, v_num=6e0e]
Epoch 174:  50%|████▉     | 54/109 [03:51<03:55,  0.23it/s, v_num=6e0e]
Epoch 174:  50%|█████     | 55/109 [03:52<03:47,  0.24it/s, v_num=6e0e]
Epoch 174:  50%|█████     | 55/109 [03:52<03:47,  0.24it/s, v_num=6e0e]
Epoch 174:  51%|█████▏    | 56/109 [03:59<03:46,  0.23it/s, v_num=6e0e]
Epoch 174:  51%|█████▏    | 56/109 [03:59<03:46,  0.23it/s, v_num=6e0e]
Epoch 174:  52%|█████▏    | 57/109 [04:08<03:46,  0.23it/s, v_num=6e0e]
Epoch 174:  52%|█████▏    | 57/109 [04:08<03:46,  0.23it/s, v_num=6e0e]
Epoch 174:  53%|█████▎    | 58/109 [04:09<03:39,  0.23it/s, v_num=6e0e]
Epoch 174:  53%|█████▎    | 58/109 [04:09<03:39,  0.23it/s, v_num=6e0e]
Epoch 174:  54%|█████▍    | 59/109 [04:10<03:32,  0.24it/s, v_num=6e0e]
Epoch 174:  54%|█████▍    | 59/109 [04:10<03:32,  0.24it/s, v_num=6e0e]
Epoch 174:  55%|█████▌    | 60/109 [04:15<03:28,  0.24it/s, v_num=6e0e]
Epoch 174:  55%|█████▌    | 60/109 [04:15<03:28,  0.24it/s, v_num=6e0e]
Epoch 174:  56%|█████▌    | 61/109 [04:24<03:27,  0.23it/s, v_num=6e0e]
Epoch 174:  56%|█████▌    | 61/109 [04:24<03:27,  0.23it/s, v_num=6e0e]
Epoch 174:  57%|█████▋    | 62/109 [04:26<03:22,  0.23it/s, v_num=6e0e]
Epoch 174:  57%|█████▋    | 62/109 [04:26<03:22,  0.23it/s, v_num=6e0e]
Epoch 174:  58%|█████▊    | 63/109 [04:27<03:15,  0.24it/s, v_num=6e0e]
Epoch 174:  58%|█████▊    | 63/109 [04:27<03:15,  0.24it/s, v_num=6e0e]
Epoch 174:  59%|█████▊    | 64/109 [04:29<03:09,  0.24it/s, v_num=6e0e]
Epoch 174:  59%|█████▊    | 64/109 [04:29<03:09,  0.24it/s, v_num=6e0e]
Epoch 174:  60%|█████▉    | 65/109 [04:39<03:09,  0.23it/s, v_num=6e0e]
Epoch 174:  60%|█████▉    | 65/109 [04:39<03:09,  0.23it/s, v_num=6e0e]
Epoch 174:  61%|██████    | 66/109 [04:42<03:04,  0.23it/s, v_num=6e0e]
Epoch 174:  61%|██████    | 66/109 [04:42<03:04,  0.23it/s, v_num=6e0e]
Epoch 174:  61%|██████▏   | 67/109 [04:43<02:57,  0.24it/s, v_num=6e0e]
Epoch 174:  61%|██████▏   | 67/109 [04:43<02:57,  0.24it/s, v_num=6e0e]
Epoch 174:  62%|██████▏   | 68/109 [04:45<02:52,  0.24it/s, v_num=6e0e]
Epoch 174:  62%|██████▏   | 68/109 [04:45<02:52,  0.24it/s, v_num=6e0e]
Epoch 174:  63%|██████▎   | 69/109 [04:54<02:50,  0.23it/s, v_num=6e0e]
Epoch 174:  63%|██████▎   | 69/109 [04:54<02:50,  0.23it/s, v_num=6e0e]
Epoch 174:  64%|██████▍   | 70/109 [04:58<02:46,  0.23it/s, v_num=6e0e]
Epoch 174:  64%|██████▍   | 70/109 [04:58<02:46,  0.23it/s, v_num=6e0e]
Epoch 174:  65%|██████▌   | 71/109 [05:00<02:41,  0.24it/s, v_num=6e0e]
Epoch 174:  65%|██████▌   | 71/109 [05:00<02:41,  0.24it/s, v_num=6e0e]
Epoch 174:  66%|██████▌   | 72/109 [05:01<02:35,  0.24it/s, v_num=6e0e]
Epoch 174:  66%|██████▌   | 72/109 [05:01<02:35,  0.24it/s, v_num=6e0e]
Epoch 174:  67%|██████▋   | 73/109 [05:10<02:33,  0.24it/s, v_num=6e0e]
Epoch 174:  67%|██████▋   | 73/109 [05:10<02:33,  0.24it/s, v_num=6e0e]
Epoch 174:  68%|██████▊   | 74/109 [05:13<02:28,  0.24it/s, v_num=6e0e]
Epoch 174:  68%|██████▊   | 74/109 [05:13<02:28,  0.24it/s, v_num=6e0e]
Epoch 174:  69%|██████▉   | 75/109 [05:16<02:23,  0.24it/s, v_num=6e0e]
Epoch 174:  69%|██████▉   | 75/109 [05:16<02:23,  0.24it/s, v_num=6e0e]
Epoch 174:  70%|██████▉   | 76/109 [05:17<02:18,  0.24it/s, v_num=6e0e]
Epoch 174:  70%|██████▉   | 76/109 [05:17<02:18,  0.24it/s, v_num=6e0e]
Epoch 174:  71%|███████   | 77/109 [05:27<02:16,  0.24it/s, v_num=6e0e]
Epoch 174:  71%|███████   | 77/109 [05:27<02:16,  0.24it/s, v_num=6e0e]
Epoch 174:  72%|███████▏  | 78/109 [05:28<02:10,  0.24it/s, v_num=6e0e]
Epoch 174:  72%|███████▏  | 78/109 [05:28<02:10,  0.24it/s, v_num=6e0e]
Epoch 174:  72%|███████▏  | 79/109 [05:34<02:06,  0.24it/s, v_num=6e0e]
Epoch 174:  72%|███████▏  | 79/109 [05:34<02:06,  0.24it/s, v_num=6e0e]
Epoch 174:  73%|███████▎  | 80/109 [05:35<02:01,  0.24it/s, v_num=6e0e]
Epoch 174:  73%|███████▎  | 80/109 [05:35<02:01,  0.24it/s, v_num=6e0e]
Epoch 174:  74%|███████▍  | 81/109 [05:44<01:59,  0.23it/s, v_num=6e0e]
Epoch 174:  74%|███████▍  | 81/109 [05:44<01:59,  0.23it/s, v_num=6e0e]
Epoch 174:  75%|███████▌  | 82/109 [05:45<01:53,  0.24it/s, v_num=6e0e]
Epoch 174:  75%|███████▌  | 82/109 [05:45<01:53,  0.24it/s, v_num=6e0e]
Epoch 174:  76%|███████▌  | 83/109 [05:50<01:49,  0.24it/s, v_num=6e0e]
Epoch 174:  76%|███████▌  | 83/109 [05:50<01:49,  0.24it/s, v_num=6e0e]
Epoch 174:  77%|███████▋  | 84/109 [05:50<01:44,  0.24it/s, v_num=6e0e]
Epoch 174:  77%|███████▋  | 84/109 [05:50<01:44,  0.24it/s, v_num=6e0e]
Epoch 174:  78%|███████▊  | 85/109 [06:03<01:42,  0.23it/s, v_num=6e0e]
Epoch 174:  78%|███████▊  | 85/109 [06:03<01:42,  0.23it/s, v_num=6e0e]
Epoch 174:  79%|███████▉  | 86/109 [06:04<01:37,  0.24it/s, v_num=6e0e]
Epoch 174:  79%|███████▉  | 86/109 [06:04<01:37,  0.24it/s, v_num=6e0e]
Epoch 174:  80%|███████▉  | 87/109 [06:04<01:32,  0.24it/s, v_num=6e0e]
Epoch 174:  80%|███████▉  | 87/109 [06:04<01:32,  0.24it/s, v_num=6e0e]
Epoch 174:  81%|████████  | 88/109 [06:07<01:27,  0.24it/s, v_num=6e0e]
Epoch 174:  81%|████████  | 88/109 [06:07<01:27,  0.24it/s, v_num=6e0e]
Epoch 174:  82%|████████▏ | 89/109 [06:19<01:25,  0.23it/s, v_num=6e0e]
Epoch 174:  82%|████████▏ | 89/109 [06:19<01:25,  0.23it/s, v_num=6e0e]
Epoch 174:  83%|████████▎ | 90/109 [06:19<01:20,  0.24it/s, v_num=6e0e]
Epoch 174:  83%|████████▎ | 90/109 [06:19<01:20,  0.24it/s, v_num=6e0e]
Epoch 174:  83%|████████▎ | 91/109 [06:21<01:15,  0.24it/s, v_num=6e0e]
Epoch 174:  83%|████████▎ | 91/109 [06:21<01:15,  0.24it/s, v_num=6e0e]
Epoch 174:  84%|████████▍ | 92/109 [06:23<01:10,  0.24it/s, v_num=6e0e]
Epoch 174:  84%|████████▍ | 92/109 [06:23<01:10,  0.24it/s, v_num=6e0e]
Epoch 174:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 174:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 174:  86%|████████▌ | 94/109 [06:34<01:02,  0.24it/s, v_num=6e0e]
Epoch 174:  86%|████████▌ | 94/109 [06:34<01:02,  0.24it/s, v_num=6e0e]
Epoch 174:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 174:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 174:  88%|████████▊ | 96/109 [06:41<00:54,  0.24it/s, v_num=6e0e]
Epoch 174:  88%|████████▊ | 96/109 [06:41<00:54,  0.24it/s, v_num=6e0e]
Epoch 174:  89%|████████▉ | 97/109 [06:49<00:50,  0.24it/s, v_num=6e0e]
Epoch 174:  89%|████████▉ | 97/109 [06:49<00:50,  0.24it/s, v_num=6e0e]
Epoch 174:  90%|████████▉ | 98/109 [06:50<00:46,  0.24it/s, v_num=6e0e]
Epoch 174:  90%|████████▉ | 98/109 [06:50<00:46,  0.24it/s, v_num=6e0e]
Epoch 174:  91%|█████████ | 99/109 [06:55<00:41,  0.24it/s, v_num=6e0e]
Epoch 174:  91%|█████████ | 99/109 [06:55<00:41,  0.24it/s, v_num=6e0e]
Epoch 174:  92%|█████████▏| 100/109 [06:59<00:37,  0.24it/s, v_num=6e0e]
Epoch 174:  92%|█████████▏| 100/109 [06:59<00:37,  0.24it/s, v_num=6e0e]
Epoch 174:  93%|█████████▎| 101/109 [07:05<00:33,  0.24it/s, v_num=6e0e]
Epoch 174:  93%|█████████▎| 101/109 [07:05<00:33,  0.24it/s, v_num=6e0e]
Epoch 174:  94%|█████████▎| 102/109 [07:08<00:29,  0.24it/s, v_num=6e0e]
Epoch 174:  94%|█████████▎| 102/109 [07:08<00:29,  0.24it/s, v_num=6e0e]
Epoch 174:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 174:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 174:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 174:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 174:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 174:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 174:  97%|█████████▋| 106/109 [07:23<00:12,  0.24it/s, v_num=6e0e]
Epoch 174:  97%|█████████▋| 106/109 [07:23<00:12,  0.24it/s, v_num=6e0e]
Epoch 174:  98%|█████████▊| 107/109 [07:28<00:08,  0.24it/s, v_num=6e0e]
Epoch 174:  98%|█████████▊| 107/109 [07:28<00:08,  0.24it/s, v_num=6e0e]
Epoch 174:  99%|█████████▉| 108/109 [07:31<00:04,  0.24it/s, v_num=6e0e]
Epoch 174:  99%|█████████▉| 108/109 [07:31<00:04,  0.24it/s, v_num=6e0e]
Epoch 174: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]
Epoch 174: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.91it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.85it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.88it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.90it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.91it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.90it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.93it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 174: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 174: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 174:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 175:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 175:   1%|          | 1/109 [00:18<33:02,  0.05it/s, v_num=6e0e]
Epoch 175:   1%|          | 1/109 [00:18<33:02,  0.05it/s, v_num=6e0e]
Epoch 175:   2%|▏         | 2/109 [00:19<17:06,  0.10it/s, v_num=6e0e]
Epoch 175:   2%|▏         | 2/109 [00:19<17:06,  0.10it/s, v_num=6e0e]
Epoch 175:   3%|▎         | 3/109 [00:19<11:45,  0.15it/s, v_num=6e0e]
Epoch 175:   3%|▎         | 3/109 [00:19<11:45,  0.15it/s, v_num=6e0e]
Epoch 175:   4%|▎         | 4/109 [00:20<09:05,  0.19it/s, v_num=6e0e]
Epoch 175:   4%|▎         | 4/109 [00:20<09:05,  0.19it/s, v_num=6e0e]
Epoch 175:   5%|▍         | 5/109 [00:35<12:20,  0.14it/s, v_num=6e0e]
Epoch 175:   5%|▍         | 5/109 [00:35<12:20,  0.14it/s, v_num=6e0e]
Epoch 175:   6%|▌         | 6/109 [00:36<10:25,  0.16it/s, v_num=6e0e]
Epoch 175:   6%|▌         | 6/109 [00:36<10:25,  0.16it/s, v_num=6e0e]
Epoch 175:   6%|▋         | 7/109 [00:37<09:02,  0.19it/s, v_num=6e0e]
Epoch 175:   6%|▋         | 7/109 [00:37<09:02,  0.19it/s, v_num=6e0e]
Epoch 175:   7%|▋         | 8/109 [00:38<08:00,  0.21it/s, v_num=6e0e]
Epoch 175:   7%|▋         | 8/109 [00:38<08:00,  0.21it/s, v_num=6e0e]
Epoch 175:   8%|▊         | 9/109 [00:52<09:48,  0.17it/s, v_num=6e0e]
Epoch 175:   8%|▊         | 9/109 [00:52<09:48,  0.17it/s, v_num=6e0e]
Epoch 175:   9%|▉         | 10/109 [00:53<08:52,  0.19it/s, v_num=6e0e]
Epoch 175:   9%|▉         | 10/109 [00:53<08:52,  0.19it/s, v_num=6e0e]
Epoch 175:  10%|█         | 11/109 [00:54<08:06,  0.20it/s, v_num=6e0e]
Epoch 175:  10%|█         | 11/109 [00:54<08:06,  0.20it/s, v_num=6e0e]
Epoch 175:  11%|█         | 12/109 [00:55<07:27,  0.22it/s, v_num=6e0e]
Epoch 175:  11%|█         | 12/109 [00:55<07:27,  0.22it/s, v_num=6e0e]
Epoch 175:  12%|█▏        | 13/109 [01:08<08:28,  0.19it/s, v_num=6e0e]
Epoch 175:  12%|█▏        | 13/109 [01:08<08:28,  0.19it/s, v_num=6e0e]
Epoch 175:  13%|█▎        | 14/109 [01:09<07:52,  0.20it/s, v_num=6e0e]
Epoch 175:  13%|█▎        | 14/109 [01:09<07:52,  0.20it/s, v_num=6e0e]
Epoch 175:  14%|█▍        | 15/109 [01:10<07:21,  0.21it/s, v_num=6e0e]
Epoch 175:  14%|█▍        | 15/109 [01:10<07:21,  0.21it/s, v_num=6e0e]
Epoch 175:  15%|█▍        | 16/109 [01:11<06:54,  0.22it/s, v_num=6e0e]
Epoch 175:  15%|█▍        | 16/109 [01:11<06:54,  0.22it/s, v_num=6e0e]
Epoch 175:  16%|█▌        | 17/109 [01:25<07:43,  0.20it/s, v_num=6e0e]
Epoch 175:  16%|█▌        | 17/109 [01:25<07:43,  0.20it/s, v_num=6e0e]
Epoch 175:  17%|█▋        | 18/109 [01:26<07:18,  0.21it/s, v_num=6e0e]
Epoch 175:  17%|█▋        | 18/109 [01:26<07:18,  0.21it/s, v_num=6e0e]
Epoch 175:  17%|█▋        | 19/109 [01:27<06:54,  0.22it/s, v_num=6e0e]
Epoch 175:  17%|█▋        | 19/109 [01:27<06:54,  0.22it/s, v_num=6e0e]
Epoch 175:  18%|█▊        | 20/109 [01:28<06:32,  0.23it/s, v_num=6e0e]
Epoch 175:  18%|█▊        | 20/109 [01:28<06:32,  0.23it/s, v_num=6e0e]
Epoch 175:  19%|█▉        | 21/109 [01:40<07:02,  0.21it/s, v_num=6e0e]
Epoch 175:  19%|█▉        | 21/109 [01:40<07:02,  0.21it/s, v_num=6e0e]
Epoch 175:  20%|██        | 22/109 [01:43<06:49,  0.21it/s, v_num=6e0e]
Epoch 175:  20%|██        | 22/109 [01:43<06:49,  0.21it/s, v_num=6e0e]
Epoch 175:  21%|██        | 23/109 [01:44<06:30,  0.22it/s, v_num=6e0e]
Epoch 175:  21%|██        | 23/109 [01:44<06:30,  0.22it/s, v_num=6e0e]
Epoch 175:  22%|██▏       | 24/109 [01:45<06:12,  0.23it/s, v_num=6e0e]
Epoch 175:  22%|██▏       | 24/109 [01:45<06:12,  0.23it/s, v_num=6e0e]
Epoch 175:  23%|██▎       | 25/109 [01:56<06:31,  0.21it/s, v_num=6e0e]
Epoch 175:  23%|██▎       | 25/109 [01:56<06:31,  0.21it/s, v_num=6e0e]
Epoch 175:  24%|██▍       | 26/109 [01:58<06:19,  0.22it/s, v_num=6e0e]
Epoch 175:  24%|██▍       | 26/109 [01:58<06:19,  0.22it/s, v_num=6e0e]
Epoch 175:  25%|██▍       | 27/109 [01:59<06:03,  0.23it/s, v_num=6e0e]
Epoch 175:  25%|██▍       | 27/109 [01:59<06:03,  0.23it/s, v_num=6e0e]
Epoch 175:  26%|██▌       | 28/109 [02:00<05:48,  0.23it/s, v_num=6e0e]
Epoch 175:  26%|██▌       | 28/109 [02:00<05:48,  0.23it/s, v_num=6e0e]
Epoch 175:  27%|██▋       | 29/109 [02:14<06:11,  0.22it/s, v_num=6e0e]
Epoch 175:  27%|██▋       | 29/109 [02:14<06:11,  0.22it/s, v_num=6e0e]
Epoch 175:  28%|██▊       | 30/109 [02:15<05:57,  0.22it/s, v_num=6e0e]
Epoch 175:  28%|██▊       | 30/109 [02:15<05:57,  0.22it/s, v_num=6e0e]
Epoch 175:  28%|██▊       | 31/109 [02:16<05:43,  0.23it/s, v_num=6e0e]
Epoch 175:  28%|██▊       | 31/109 [02:16<05:43,  0.23it/s, v_num=6e0e]
Epoch 175:  29%|██▉       | 32/109 [02:17<05:30,  0.23it/s, v_num=6e0e]
Epoch 175:  29%|██▉       | 32/109 [02:17<05:30,  0.23it/s, v_num=6e0e]
Epoch 175:  30%|███       | 33/109 [02:31<05:48,  0.22it/s, v_num=6e0e]
Epoch 175:  30%|███       | 33/109 [02:31<05:48,  0.22it/s, v_num=6e0e]
Epoch 175:  31%|███       | 34/109 [02:32<05:35,  0.22it/s, v_num=6e0e]
Epoch 175:  31%|███       | 34/109 [02:32<05:35,  0.22it/s, v_num=6e0e]
Epoch 175:  32%|███▏      | 35/109 [02:33<05:23,  0.23it/s, v_num=6e0e]
Epoch 175:  32%|███▏      | 35/109 [02:33<05:23,  0.23it/s, v_num=6e0e]
Epoch 175:  33%|███▎      | 36/109 [02:33<05:11,  0.23it/s, v_num=6e0e]
Epoch 175:  33%|███▎      | 36/109 [02:33<05:11,  0.23it/s, v_num=6e0e]
Epoch 175:  34%|███▍      | 37/109 [02:46<05:24,  0.22it/s, v_num=6e0e]
Epoch 175:  34%|███▍      | 37/109 [02:46<05:24,  0.22it/s, v_num=6e0e]
Epoch 175:  35%|███▍      | 38/109 [02:50<05:18,  0.22it/s, v_num=6e0e]
Epoch 175:  35%|███▍      | 38/109 [02:50<05:18,  0.22it/s, v_num=6e0e]
Epoch 175:  36%|███▌      | 39/109 [02:51<05:06,  0.23it/s, v_num=6e0e]
Epoch 175:  36%|███▌      | 39/109 [02:51<05:06,  0.23it/s, v_num=6e0e]
Epoch 175:  37%|███▋      | 40/109 [02:51<04:56,  0.23it/s, v_num=6e0e]
Epoch 175:  37%|███▋      | 40/109 [02:51<04:56,  0.23it/s, v_num=6e0e]
Epoch 175:  38%|███▊      | 41/109 [03:02<05:02,  0.22it/s, v_num=6e0e]
Epoch 175:  38%|███▊      | 41/109 [03:02<05:02,  0.22it/s, v_num=6e0e]
Epoch 175:  39%|███▊      | 42/109 [03:04<04:54,  0.23it/s, v_num=6e0e]
Epoch 175:  39%|███▊      | 42/109 [03:04<04:54,  0.23it/s, v_num=6e0e]
Epoch 175:  39%|███▉      | 43/109 [03:05<04:45,  0.23it/s, v_num=6e0e]
Epoch 175:  39%|███▉      | 43/109 [03:05<04:45,  0.23it/s, v_num=6e0e]
Epoch 175:  40%|████      | 44/109 [03:06<04:35,  0.24it/s, v_num=6e0e]
Epoch 175:  40%|████      | 44/109 [03:06<04:35,  0.24it/s, v_num=6e0e]
Epoch 175:  41%|████▏     | 45/109 [03:19<04:43,  0.23it/s, v_num=6e0e]
Epoch 175:  41%|████▏     | 45/109 [03:19<04:43,  0.23it/s, v_num=6e0e]
Epoch 175:  42%|████▏     | 46/109 [03:20<04:34,  0.23it/s, v_num=6e0e]
Epoch 175:  42%|████▏     | 46/109 [03:20<04:34,  0.23it/s, v_num=6e0e]
Epoch 175:  43%|████▎     | 47/109 [03:21<04:25,  0.23it/s, v_num=6e0e]
Epoch 175:  43%|████▎     | 47/109 [03:21<04:25,  0.23it/s, v_num=6e0e]
Epoch 175:  44%|████▍     | 48/109 [03:21<04:16,  0.24it/s, v_num=6e0e]
Epoch 175:  44%|████▍     | 48/109 [03:21<04:16,  0.24it/s, v_num=6e0e]
Epoch 175:  45%|████▍     | 49/109 [03:35<04:23,  0.23it/s, v_num=6e0e]
Epoch 175:  45%|████▍     | 49/109 [03:35<04:23,  0.23it/s, v_num=6e0e]
Epoch 175:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 175:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 175:  47%|████▋     | 51/109 [03:36<04:06,  0.24it/s, v_num=6e0e]
Epoch 175:  47%|████▋     | 51/109 [03:36<04:06,  0.24it/s, v_num=6e0e]
Epoch 175:  48%|████▊     | 52/109 [03:38<03:59,  0.24it/s, v_num=6e0e]
Epoch 175:  48%|████▊     | 52/109 [03:38<03:59,  0.24it/s, v_num=6e0e]
Epoch 175:  49%|████▊     | 53/109 [03:50<04:03,  0.23it/s, v_num=6e0e]
Epoch 175:  49%|████▊     | 53/109 [03:50<04:03,  0.23it/s, v_num=6e0e]
Epoch 175:  50%|████▉     | 54/109 [03:53<03:57,  0.23it/s, v_num=6e0e]
Epoch 175:  50%|████▉     | 54/109 [03:53<03:57,  0.23it/s, v_num=6e0e]
Epoch 175:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 175:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 175:  51%|█████▏    | 56/109 [03:54<03:42,  0.24it/s, v_num=6e0e]
Epoch 175:  51%|█████▏    | 56/109 [03:54<03:42,  0.24it/s, v_num=6e0e]
Epoch 175:  52%|█████▏    | 57/109 [04:07<03:46,  0.23it/s, v_num=6e0e]
Epoch 175:  52%|█████▏    | 57/109 [04:07<03:46,  0.23it/s, v_num=6e0e]
Epoch 175:  53%|█████▎    | 58/109 [04:08<03:38,  0.23it/s, v_num=6e0e]
Epoch 175:  53%|█████▎    | 58/109 [04:08<03:38,  0.23it/s, v_num=6e0e]
Epoch 175:  54%|█████▍    | 59/109 [04:09<03:31,  0.24it/s, v_num=6e0e]
Epoch 175:  54%|█████▍    | 59/109 [04:09<03:31,  0.24it/s, v_num=6e0e]
Epoch 175:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
Epoch 175:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
Epoch 175:  56%|█████▌    | 61/109 [04:26<03:29,  0.23it/s, v_num=6e0e]
Epoch 175:  56%|█████▌    | 61/109 [04:26<03:29,  0.23it/s, v_num=6e0e]
Epoch 175:  57%|█████▋    | 62/109 [04:27<03:22,  0.23it/s, v_num=6e0e]
Epoch 175:  57%|█████▋    | 62/109 [04:27<03:22,  0.23it/s, v_num=6e0e]
Epoch 175:  58%|█████▊    | 63/109 [04:28<03:15,  0.23it/s, v_num=6e0e]
Epoch 175:  58%|█████▊    | 63/109 [04:28<03:15,  0.23it/s, v_num=6e0e]
Epoch 175:  59%|█████▊    | 64/109 [04:29<03:09,  0.24it/s, v_num=6e0e]
Epoch 175:  59%|█████▊    | 64/109 [04:29<03:09,  0.24it/s, v_num=6e0e]
Epoch 175:  60%|█████▉    | 65/109 [04:43<03:12,  0.23it/s, v_num=6e0e]
Epoch 175:  60%|█████▉    | 65/109 [04:43<03:12,  0.23it/s, v_num=6e0e]
Epoch 175:  61%|██████    | 66/109 [04:44<03:05,  0.23it/s, v_num=6e0e]
Epoch 175:  61%|██████    | 66/109 [04:44<03:05,  0.23it/s, v_num=6e0e]
Epoch 175:  61%|██████▏   | 67/109 [04:45<02:58,  0.23it/s, v_num=6e0e]
Epoch 175:  61%|██████▏   | 67/109 [04:45<02:58,  0.23it/s, v_num=6e0e]
Epoch 175:  62%|██████▏   | 68/109 [04:46<02:52,  0.24it/s, v_num=6e0e]
Epoch 175:  62%|██████▏   | 68/109 [04:46<02:52,  0.24it/s, v_num=6e0e]
Epoch 175:  63%|██████▎   | 69/109 [05:00<02:54,  0.23it/s, v_num=6e0e]
Epoch 175:  63%|██████▎   | 69/109 [05:00<02:54,  0.23it/s, v_num=6e0e]
Epoch 175:  64%|██████▍   | 70/109 [05:01<02:47,  0.23it/s, v_num=6e0e]
Epoch 175:  64%|██████▍   | 70/109 [05:01<02:47,  0.23it/s, v_num=6e0e]
Epoch 175:  65%|██████▌   | 71/109 [05:02<02:41,  0.24it/s, v_num=6e0e]
Epoch 175:  65%|██████▌   | 71/109 [05:02<02:41,  0.24it/s, v_num=6e0e]
Epoch 175:  66%|██████▌   | 72/109 [05:02<02:35,  0.24it/s, v_num=6e0e]
Epoch 175:  66%|██████▌   | 72/109 [05:02<02:35,  0.24it/s, v_num=6e0e]
Epoch 175:  67%|██████▋   | 73/109 [05:16<02:35,  0.23it/s, v_num=6e0e]
Epoch 175:  67%|██████▋   | 73/109 [05:16<02:35,  0.23it/s, v_num=6e0e]
Epoch 175:  68%|██████▊   | 74/109 [05:17<02:29,  0.23it/s, v_num=6e0e]
Epoch 175:  68%|██████▊   | 74/109 [05:17<02:29,  0.23it/s, v_num=6e0e]
Epoch 175:  69%|██████▉   | 75/109 [05:17<02:24,  0.24it/s, v_num=6e0e]
Epoch 175:  69%|██████▉   | 75/109 [05:17<02:24,  0.24it/s, v_num=6e0e]
Epoch 175:  70%|██████▉   | 76/109 [05:18<02:18,  0.24it/s, v_num=6e0e]
Epoch 175:  70%|██████▉   | 76/109 [05:18<02:18,  0.24it/s, v_num=6e0e]
Epoch 175:  71%|███████   | 77/109 [05:31<02:17,  0.23it/s, v_num=6e0e]
Epoch 175:  71%|███████   | 77/109 [05:31<02:17,  0.23it/s, v_num=6e0e]
Epoch 175:  72%|███████▏  | 78/109 [05:32<02:12,  0.23it/s, v_num=6e0e]
Epoch 175:  72%|███████▏  | 78/109 [05:32<02:12,  0.23it/s, v_num=6e0e]
Epoch 175:  72%|███████▏  | 79/109 [05:32<02:06,  0.24it/s, v_num=6e0e]
Epoch 175:  72%|███████▏  | 79/109 [05:32<02:06,  0.24it/s, v_num=6e0e]
Epoch 175:  73%|███████▎  | 80/109 [05:33<02:00,  0.24it/s, v_num=6e0e]
Epoch 175:  73%|███████▎  | 80/109 [05:33<02:00,  0.24it/s, v_num=6e0e]
Epoch 175:  74%|███████▍  | 81/109 [05:46<01:59,  0.23it/s, v_num=6e0e]
Epoch 175:  74%|███████▍  | 81/109 [05:46<01:59,  0.23it/s, v_num=6e0e]
Epoch 175:  75%|███████▌  | 82/109 [05:47<01:54,  0.24it/s, v_num=6e0e]
Epoch 175:  75%|███████▌  | 82/109 [05:47<01:54,  0.24it/s, v_num=6e0e]
Epoch 175:  76%|███████▌  | 83/109 [05:48<01:49,  0.24it/s, v_num=6e0e]
Epoch 175:  76%|███████▌  | 83/109 [05:48<01:49,  0.24it/s, v_num=6e0e]
Epoch 175:  77%|███████▋  | 84/109 [05:49<01:43,  0.24it/s, v_num=6e0e]
Epoch 175:  77%|███████▋  | 84/109 [05:49<01:43,  0.24it/s, v_num=6e0e]
Epoch 175:  78%|███████▊  | 85/109 [06:03<01:42,  0.23it/s, v_num=6e0e]
Epoch 175:  78%|███████▊  | 85/109 [06:03<01:42,  0.23it/s, v_num=6e0e]
Epoch 175:  79%|███████▉  | 86/109 [06:04<01:37,  0.24it/s, v_num=6e0e]
Epoch 175:  79%|███████▉  | 86/109 [06:04<01:37,  0.24it/s, v_num=6e0e]
Epoch 175:  80%|███████▉  | 87/109 [06:04<01:32,  0.24it/s, v_num=6e0e]
Epoch 175:  80%|███████▉  | 87/109 [06:04<01:32,  0.24it/s, v_num=6e0e]
Epoch 175:  81%|████████  | 88/109 [06:05<01:27,  0.24it/s, v_num=6e0e]
Epoch 175:  81%|████████  | 88/109 [06:05<01:27,  0.24it/s, v_num=6e0e]
Epoch 175:  82%|████████▏ | 89/109 [06:20<01:25,  0.23it/s, v_num=6e0e]
Epoch 175:  82%|████████▏ | 89/109 [06:20<01:25,  0.23it/s, v_num=6e0e]
Epoch 175:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 175:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 175:  83%|████████▎ | 91/109 [06:22<01:15,  0.24it/s, v_num=6e0e]
Epoch 175:  83%|████████▎ | 91/109 [06:22<01:15,  0.24it/s, v_num=6e0e]
Epoch 175:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 175:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 175:  85%|████████▌ | 93/109 [06:37<01:08,  0.23it/s, v_num=6e0e]
Epoch 175:  85%|████████▌ | 93/109 [06:37<01:08,  0.23it/s, v_num=6e0e]
Epoch 175:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
Epoch 175:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
Epoch 175:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 175:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 175:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 175:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 175:  89%|████████▉ | 97/109 [06:54<00:51,  0.23it/s, v_num=6e0e]
Epoch 175:  89%|████████▉ | 97/109 [06:54<00:51,  0.23it/s, v_num=6e0e]
Epoch 175:  90%|████████▉ | 98/109 [06:55<00:46,  0.24it/s, v_num=6e0e]
Epoch 175:  90%|████████▉ | 98/109 [06:55<00:46,  0.24it/s, v_num=6e0e]
Epoch 175:  91%|█████████ | 99/109 [06:56<00:42,  0.24it/s, v_num=6e0e]
Epoch 175:  91%|█████████ | 99/109 [06:56<00:42,  0.24it/s, v_num=6e0e]
Epoch 175:  92%|█████████▏| 100/109 [06:56<00:37,  0.24it/s, v_num=6e0e]
Epoch 175:  92%|█████████▏| 100/109 [06:56<00:37,  0.24it/s, v_num=6e0e]
Epoch 175:  93%|█████████▎| 101/109 [07:09<00:34,  0.23it/s, v_num=6e0e]
Epoch 175:  93%|█████████▎| 101/109 [07:09<00:34,  0.23it/s, v_num=6e0e]
Epoch 175:  94%|█████████▎| 102/109 [07:10<00:29,  0.24it/s, v_num=6e0e]
Epoch 175:  94%|█████████▎| 102/109 [07:10<00:29,  0.24it/s, v_num=6e0e]
Epoch 175:  94%|█████████▍| 103/109 [07:11<00:25,  0.24it/s, v_num=6e0e]
Epoch 175:  94%|█████████▍| 103/109 [07:11<00:25,  0.24it/s, v_num=6e0e]
Epoch 175:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 175:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 175:  96%|█████████▋| 105/109 [07:26<00:17,  0.24it/s, v_num=6e0e]
Epoch 175:  96%|█████████▋| 105/109 [07:26<00:17,  0.24it/s, v_num=6e0e]
Epoch 175:  97%|█████████▋| 106/109 [07:27<00:12,  0.24it/s, v_num=6e0e]
Epoch 175:  97%|█████████▋| 106/109 [07:27<00:12,  0.24it/s, v_num=6e0e]
Epoch 175:  98%|█████████▊| 107/109 [07:28<00:08,  0.24it/s, v_num=6e0e]
Epoch 175:  98%|█████████▊| 107/109 [07:28<00:08,  0.24it/s, v_num=6e0e]
Epoch 175:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 175:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 175: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]
Epoch 175: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.92it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.94it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 175: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 175: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 175:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 176:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 176:   1%|          | 1/109 [00:17<32:02,  0.06it/s, v_num=6e0e]
Epoch 176:   1%|          | 1/109 [00:17<32:02,  0.06it/s, v_num=6e0e]
Epoch 176:   2%|▏         | 2/109 [00:18<16:31,  0.11it/s, v_num=6e0e]
Epoch 176:   2%|▏         | 2/109 [00:18<16:31,  0.11it/s, v_num=6e0e]
Epoch 176:   3%|▎         | 3/109 [00:19<11:20,  0.16it/s, v_num=6e0e]
Epoch 176:   3%|▎         | 3/109 [00:19<11:20,  0.16it/s, v_num=6e0e]
Epoch 176:   4%|▎         | 4/109 [00:20<08:45,  0.20it/s, v_num=6e0e]
Epoch 176:   4%|▎         | 4/109 [00:20<08:45,  0.20it/s, v_num=6e0e]
Epoch 176:   5%|▍         | 5/109 [00:33<11:28,  0.15it/s, v_num=6e0e]
Epoch 176:   5%|▍         | 5/109 [00:33<11:28,  0.15it/s, v_num=6e0e]
Epoch 176:   6%|▌         | 6/109 [00:33<09:42,  0.18it/s, v_num=6e0e]
Epoch 176:   6%|▌         | 6/109 [00:33<09:43,  0.18it/s, v_num=6e0e]
Epoch 176:   6%|▋         | 7/109 [00:34<08:26,  0.20it/s, v_num=6e0e]
Epoch 176:   6%|▋         | 7/109 [00:34<08:26,  0.20it/s, v_num=6e0e]
Epoch 176:   7%|▋         | 8/109 [00:36<07:35,  0.22it/s, v_num=6e0e]
Epoch 176:   7%|▋         | 8/109 [00:36<07:35,  0.22it/s, v_num=6e0e]
Epoch 176:   8%|▊         | 9/109 [00:48<08:54,  0.19it/s, v_num=6e0e]
Epoch 176:   8%|▊         | 9/109 [00:48<08:55,  0.19it/s, v_num=6e0e]
Epoch 176:   9%|▉         | 10/109 [00:50<08:18,  0.20it/s, v_num=6e0e]
Epoch 176:   9%|▉         | 10/109 [00:50<08:18,  0.20it/s, v_num=6e0e]
Epoch 176:  10%|█         | 11/109 [00:51<07:36,  0.21it/s, v_num=6e0e]
Epoch 176:  10%|█         | 11/109 [00:51<07:36,  0.21it/s, v_num=6e0e]
Epoch 176:  11%|█         | 12/109 [00:52<07:03,  0.23it/s, v_num=6e0e]
Epoch 176:  11%|█         | 12/109 [00:52<07:03,  0.23it/s, v_num=6e0e]
Epoch 176:  12%|█▏        | 13/109 [01:03<07:47,  0.21it/s, v_num=6e0e]
Epoch 176:  12%|█▏        | 13/109 [01:03<07:47,  0.21it/s, v_num=6e0e]
Epoch 176:  13%|█▎        | 14/109 [01:09<07:52,  0.20it/s, v_num=6e0e]
Epoch 176:  13%|█▎        | 14/109 [01:09<07:52,  0.20it/s, v_num=6e0e]
Epoch 176:  14%|█▍        | 15/109 [01:10<07:21,  0.21it/s, v_num=6e0e]
Epoch 176:  14%|█▍        | 15/109 [01:10<07:21,  0.21it/s, v_num=6e0e]
Epoch 176:  15%|█▍        | 16/109 [01:11<06:53,  0.22it/s, v_num=6e0e]
Epoch 176:  15%|█▍        | 16/109 [01:11<06:53,  0.22it/s, v_num=6e0e]
Epoch 176:  16%|█▌        | 17/109 [01:17<07:00,  0.22it/s, v_num=6e0e]
Epoch 176:  16%|█▌        | 17/109 [01:17<07:00,  0.22it/s, v_num=6e0e]
Epoch 176:  17%|█▋        | 18/109 [01:25<07:10,  0.21it/s, v_num=6e0e]
Epoch 176:  17%|█▋        | 18/109 [01:25<07:10,  0.21it/s, v_num=6e0e]
Epoch 176:  17%|█▋        | 19/109 [01:26<06:47,  0.22it/s, v_num=6e0e]
Epoch 176:  17%|█▋        | 19/109 [01:26<06:47,  0.22it/s, v_num=6e0e]
Epoch 176:  18%|█▊        | 20/109 [01:26<06:26,  0.23it/s, v_num=6e0e]
Epoch 176:  18%|█▊        | 20/109 [01:26<06:26,  0.23it/s, v_num=6e0e]
Epoch 176:  19%|█▉        | 21/109 [01:34<06:33,  0.22it/s, v_num=6e0e]
Epoch 176:  19%|█▉        | 21/109 [01:34<06:33,  0.22it/s, v_num=6e0e]
Epoch 176:  20%|██        | 22/109 [01:40<06:36,  0.22it/s, v_num=6e0e]
Epoch 176:  20%|██        | 22/109 [01:40<06:36,  0.22it/s, v_num=6e0e]
Epoch 176:  21%|██        | 23/109 [01:41<06:17,  0.23it/s, v_num=6e0e]
Epoch 176:  21%|██        | 23/109 [01:41<06:17,  0.23it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 176: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 176: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 176:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 177:  79%|███████▉  | 86/109 [06:06<01:38,  0.23it/s, v_num=6e0e]
Epoch 177:  80%|███████▉  | 87/109 [06:07<01:32,  0.24it/s, v_num=6e0e]
Epoch 177:  80%|███████▉  | 87/109 [06:07<01:32,  0.24it/s, v_num=6e0e]
Epoch 177:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 177:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 177:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
Epoch 177:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
Epoch 177:  83%|████████▎ | 90/109 [06:24<01:21,  0.23it/s, v_num=6e0e]
Epoch 177:  83%|████████▎ | 90/109 [06:24<01:21,  0.23it/s, v_num=6e0e]
Epoch 177:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 177:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 177:  84%|████████▍ | 92/109 [06:26<01:11,  0.24it/s, v_num=6e0e]
Epoch 177:  84%|████████▍ | 92/109 [06:26<01:11,  0.24it/s, v_num=6e0e]
Epoch 177:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 177:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 177:  86%|████████▌ | 94/109 [06:40<01:03,  0.23it/s, v_num=6e0e]
Epoch 177:  86%|████████▌ | 94/109 [06:40<01:03,  0.23it/s, v_num=6e0e]
Epoch 177:  87%|████████▋ | 95/109 [06:41<00:59,  0.24it/s, v_num=6e0e]
Epoch 177:  87%|████████▋ | 95/109 [06:41<00:59,  0.24it/s, v_num=6e0e]
Epoch 177:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 177:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 177:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
Epoch 177:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
Epoch 177:  90%|████████▉ | 98/109 [06:57<00:46,  0.23it/s, v_num=6e0e]
Epoch 177:  90%|████████▉ | 98/109 [06:57<00:46,  0.23it/s, v_num=6e0e]
Epoch 177:  91%|█████████ | 99/109 [06:58<00:42,  0.24it/s, v_num=6e0e]
Epoch 177:  91%|█████████ | 99/109 [06:58<00:42,  0.24it/s, v_num=6e0e]
Epoch 177:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
Epoch 177:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
Epoch 177:  93%|█████████▎| 101/109 [07:04<00:33,  0.24it/s, v_num=6e0e]
Epoch 177:  93%|█████████▎| 101/109 [07:04<00:33,  0.24it/s, v_num=6e0e]
Epoch 177:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 177:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 177:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 177:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 177:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 177:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 177:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 177:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 177:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 177:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 177:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 177:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 177:  99%|█████████▉| 108/109 [07:31<00:04,  0.24it/s, v_num=6e0e]
Epoch 177:  99%|█████████▉| 108/109 [07:31<00:04,  0.24it/s, v_num=6e0e]
Epoch 177: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]
Epoch 177: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.92it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.92it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.93it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.91it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 177: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 177: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 177:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 178:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 178:   1%|          | 1/109 [00:16<30:23,  0.06it/s, v_num=6e0e]
Epoch 178:   1%|          | 1/109 [00:16<30:23,  0.06it/s, v_num=6e0e]
Epoch 178:   2%|▏         | 2/109 [00:18<16:20,  0.11it/s, v_num=6e0e]
Epoch 178:   2%|▏         | 2/109 [00:18<16:20,  0.11it/s, v_num=6e0e]
Epoch 178:   3%|▎         | 3/109 [00:19<11:16,  0.16it/s, v_num=6e0e]
Epoch 178:   3%|▎         | 3/109 [00:19<11:16,  0.16it/s, v_num=6e0e]
Epoch 178:   4%|▎         | 4/109 [00:19<08:43,  0.20it/s, v_num=6e0e]
Epoch 178:   4%|▎         | 4/109 [00:19<08:43,  0.20it/s, v_num=6e0e]
Epoch 178:   5%|▍         | 5/109 [00:35<12:10,  0.14it/s, v_num=6e0e]
Epoch 178:   5%|▍         | 5/109 [00:35<12:10,  0.14it/s, v_num=6e0e]
Epoch 178:   6%|▌         | 6/109 [00:35<10:16,  0.17it/s, v_num=6e0e]
Epoch 178:   6%|▌         | 6/109 [00:35<10:17,  0.17it/s, v_num=6e0e]
Epoch 178:   6%|▋         | 7/109 [00:36<08:55,  0.19it/s, v_num=6e0e]
Epoch 178:   6%|▋         | 7/109 [00:36<08:55,  0.19it/s, v_num=6e0e]
Epoch 178:   7%|▋         | 8/109 [00:37<07:53,  0.21it/s, v_num=6e0e]
Epoch 178:   7%|▋         | 8/109 [00:37<07:53,  0.21it/s, v_num=6e0e]
Epoch 178:   8%|▊         | 9/109 [00:50<09:16,  0.18it/s, v_num=6e0e]
Epoch 178:   8%|▊         | 9/109 [00:50<09:16,  0.18it/s, v_num=6e0e]
Epoch 178:   9%|▉         | 10/109 [00:50<08:23,  0.20it/s, v_num=6e0e]
Epoch 178:   9%|▉         | 10/109 [00:50<08:23,  0.20it/s, v_num=6e0e]
Epoch 178:  10%|█         | 11/109 [00:51<07:40,  0.21it/s, v_num=6e0e]
Epoch 178:  10%|█         | 11/109 [00:51<07:40,  0.21it/s, v_num=6e0e]
Epoch 178:  11%|█         | 12/109 [00:52<07:04,  0.23it/s, v_num=6e0e]
Epoch 178:  11%|█         | 12/109 [00:52<07:04,  0.23it/s, v_num=6e0e]
Epoch 178:  12%|█▏        | 13/109 [01:07<08:18,  0.19it/s, v_num=6e0e]
Epoch 178:  12%|█▏        | 13/109 [01:07<08:18,  0.19it/s, v_num=6e0e]
Epoch 178:  13%|█▎        | 14/109 [01:08<07:43,  0.20it/s, v_num=6e0e]
Epoch 178:  13%|█▎        | 14/109 [01:08<07:43,  0.20it/s, v_num=6e0e]
Epoch 178:  14%|█▍        | 15/109 [01:09<07:13,  0.22it/s, v_num=6e0e]
Epoch 178:  14%|█▍        | 15/109 [01:09<07:13,  0.22it/s, v_num=6e0e]
Epoch 178:  15%|█▍        | 16/109 [01:09<06:46,  0.23it/s, v_num=6e0e]
Epoch 178:  15%|█▍        | 16/109 [01:09<06:46,  0.23it/s, v_num=6e0e]
Epoch 178:  16%|█▌        | 17/109 [01:23<07:32,  0.20it/s, v_num=6e0e]
Epoch 178:  16%|█▌        | 17/109 [01:23<07:32,  0.20it/s, v_num=6e0e]
Epoch 178:  17%|█▋        | 18/109 [01:24<07:06,  0.21it/s, v_num=6e0e]
Epoch 178:  17%|█▋        | 18/109 [01:24<07:06,  0.21it/s, v_num=6e0e]
Epoch 178:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 178:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 178:  18%|█▊        | 20/109 [01:26<06:23,  0.23it/s, v_num=6e0e]
Epoch 178:  18%|█▊        | 20/109 [01:26<06:23,  0.23it/s, v_num=6e0e]
Epoch 178:  19%|█▉        | 21/109 [01:39<06:56,  0.21it/s, v_num=6e0e]
Epoch 178:  19%|█▉        | 21/109 [01:39<06:56,  0.21it/s, v_num=6e0e]
Epoch 178:  20%|██        | 22/109 [01:40<06:37,  0.22it/s, v_num=6e0e]
Epoch 178:  20%|██        | 22/109 [01:40<06:37,  0.22it/s, v_num=6e0e]
Epoch 178:  21%|██        | 23/109 [01:41<06:19,  0.23it/s, v_num=6e0e]
Epoch 178:  21%|██        | 23/109 [01:41<06:19,  0.23it/s, v_num=6e0e]
Epoch 178:  22%|██▏       | 24/109 [01:43<06:05,  0.23it/s, v_num=6e0e]
Epoch 178:  22%|██▏       | 24/109 [01:43<06:05,  0.23it/s, v_num=6e0e]
Epoch 178:  23%|██▎       | 25/109 [01:55<06:28,  0.22it/s, v_num=6e0e]
Epoch 178:  23%|██▎       | 25/109 [01:55<06:28,  0.22it/s, v_num=6e0e]
Epoch 178:  24%|██▍       | 26/109 [01:57<06:15,  0.22it/s, v_num=6e0e]
Epoch 178:  24%|██▍       | 26/109 [01:57<06:15,  0.22it/s, v_num=6e0e]
Epoch 178:  25%|██▍       | 27/109 [01:58<05:59,  0.23it/s, v_num=6e0e]
Epoch 178:  25%|██▍       | 27/109 [01:58<05:59,  0.23it/s, v_num=6e0e]
Epoch 178:  26%|██▌       | 28/109 [01:59<05:45,  0.23it/s, v_num=6e0e]
Epoch 178:  26%|██▌       | 28/109 [01:59<05:45,  0.23it/s, v_num=6e0e]
Epoch 178:  27%|██▋       | 29/109 [02:12<06:05,  0.22it/s, v_num=6e0e]
Epoch 178:  27%|██▋       | 29/109 [02:12<06:05,  0.22it/s, v_num=6e0e]
Epoch 178:  28%|██▊       | 30/109 [02:14<05:55,  0.22it/s, v_num=6e0e]
Epoch 178:  28%|██▊       | 30/109 [02:14<05:55,  0.22it/s, v_num=6e0e]
Epoch 178:  28%|██▊       | 31/109 [02:15<05:41,  0.23it/s, v_num=6e0e]
Epoch 178:  28%|██▊       | 31/109 [02:15<05:41,  0.23it/s, v_num=6e0e]
Epoch 178:  29%|██▉       | 32/109 [02:17<05:30,  0.23it/s, v_num=6e0e]
Epoch 178:  29%|██▉       | 32/109 [02:17<05:30,  0.23it/s, v_num=6e0e]
Epoch 178:  30%|███       | 33/109 [02:27<05:40,  0.22it/s, v_num=6e0e]
Epoch 178:  30%|███       | 33/109 [02:27<05:40,  0.22it/s, v_num=6e0e]
Epoch 178:  31%|███       | 34/109 [02:30<05:31,  0.23it/s, v_num=6e0e]
Epoch 178:  31%|███       | 34/109 [02:30<05:31,  0.23it/s, v_num=6e0e]
Epoch 178:  32%|███▏      | 35/109 [02:31<05:21,  0.23it/s, v_num=6e0e]
Epoch 178:  32%|███▏      | 35/109 [02:31<05:21,  0.23it/s, v_num=6e0e]
Epoch 178:  33%|███▎      | 36/109 [02:32<05:09,  0.24it/s, v_num=6e0e]
Epoch 178:  33%|███▎      | 36/109 [02:32<05:09,  0.24it/s, v_num=6e0e]
Epoch 178:  34%|███▍      | 37/109 [02:45<05:22,  0.22it/s, v_num=6e0e]
Epoch 178:  34%|███▍      | 37/109 [02:45<05:22,  0.22it/s, v_num=6e0e]
Epoch 178:  35%|███▍      | 38/109 [02:48<05:14,  0.23it/s, v_num=6e0e]
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Epoch 178:  37%|███▋      | 40/109 [02:49<04:52,  0.24it/s, v_num=6e0e]
Epoch 178:  37%|███▋      | 40/109 [02:49<04:52,  0.24it/s, v_num=6e0e]
Epoch 178:  38%|███▊      | 41/109 [03:00<05:00,  0.23it/s, v_num=6e0e]
Epoch 178:  38%|███▊      | 41/109 [03:00<05:00,  0.23it/s, v_num=6e0e]
Epoch 178:  39%|███▊      | 42/109 [03:04<04:54,  0.23it/s, v_num=6e0e]
Epoch 178:  39%|███▊      | 42/109 [03:04<04:54,  0.23it/s, v_num=6e0e]
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Epoch 178:  40%|████      | 44/109 [03:06<04:35,  0.24it/s, v_num=6e0e]
Epoch 178:  40%|████      | 44/109 [03:06<04:35,  0.24it/s, v_num=6e0e]
Epoch 178:  41%|████▏     | 45/109 [03:16<04:39,  0.23it/s, v_num=6e0e]
Epoch 178:  41%|████▏     | 45/109 [03:16<04:39,  0.23it/s, v_num=6e0e]
Epoch 178:  42%|████▏     | 46/109 [03:21<04:35,  0.23it/s, v_num=6e0e]
Epoch 178:  42%|████▏     | 46/109 [03:21<04:35,  0.23it/s, v_num=6e0e]
Epoch 178:  43%|████▎     | 47/109 [03:23<04:28,  0.23it/s, v_num=6e0e]
Epoch 178:  43%|████▎     | 47/109 [03:23<04:28,  0.23it/s, v_num=6e0e]
Epoch 178:  44%|████▍     | 48/109 [03:24<04:20,  0.23it/s, v_num=6e0e]
Epoch 178:  44%|████▍     | 48/109 [03:24<04:20,  0.23it/s, v_num=6e0e]
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Epoch 178:  46%|████▌     | 50/109 [03:37<04:16,  0.23it/s, v_num=6e0e]
Epoch 178:  46%|████▌     | 50/109 [03:37<04:16,  0.23it/s, v_num=6e0e]
Epoch 178:  47%|████▋     | 51/109 [03:39<04:09,  0.23it/s, v_num=6e0e]
Epoch 178:  47%|████▋     | 51/109 [03:39<04:09,  0.23it/s, v_num=6e0e]
Epoch 178:  48%|████▊     | 52/109 [03:39<04:01,  0.24it/s, v_num=6e0e]
Epoch 178:  48%|████▊     | 52/109 [03:39<04:01,  0.24it/s, v_num=6e0e]
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Epoch 178:  49%|████▊     | 53/109 [03:48<04:00,  0.23it/s, v_num=6e0e]
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Epoch 178:  50%|█████     | 55/109 [03:57<03:53,  0.23it/s, v_num=6e0e]
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Epoch 178:  52%|█████▏    | 57/109 [04:04<03:42,  0.23it/s, v_num=6e0e]
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Epoch 178:  79%|███████▉  | 86/109 [06:05<01:37,  0.24it/s, v_num=6e0e]
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Epoch 178:  82%|████████▏ | 89/109 [06:14<01:24,  0.24it/s, v_num=6e0e]
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Epoch 178:  83%|████████▎ | 90/109 [06:22<01:20,  0.24it/s, v_num=6e0e]
Epoch 178:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 178:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 178:  84%|████████▍ | 92/109 [06:26<01:11,  0.24it/s, v_num=6e0e]
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Epoch 178:  87%|████████▋ | 95/109 [06:41<00:59,  0.24it/s, v_num=6e0e]
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Epoch 178:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 178:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 178:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
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Epoch 178:  94%|█████████▍| 103/109 [07:15<00:25,  0.24it/s, v_num=6e0e]
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Epoch 178:  95%|█████████▌| 104/109 [07:16<00:20,  0.24it/s, v_num=6e0e]
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Epoch 178:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 178:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 178:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 178:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 178:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 178:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
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Epoch 178: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]
Epoch 178: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.86it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.89it/s]

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Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.93it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.92it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.90it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:15<00:00,  0.93it/s]

                                                                        
Epoch 178: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 178: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 178:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 179:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 179:   1%|          | 1/109 [00:17<32:02,  0.06it/s, v_num=6e0e]
Epoch 179:   1%|          | 1/109 [00:17<32:02,  0.06it/s, v_num=6e0e]
Epoch 179:   2%|▏         | 2/109 [00:18<16:35,  0.11it/s, v_num=6e0e]
Epoch 179:   2%|▏         | 2/109 [00:18<16:35,  0.11it/s, v_num=6e0e]
Epoch 179:   3%|▎         | 3/109 [00:19<11:25,  0.15it/s, v_num=6e0e]
Epoch 179:   3%|▎         | 3/109 [00:19<11:25,  0.15it/s, v_num=6e0e]
Epoch 179:   4%|▎         | 4/109 [00:20<08:49,  0.20it/s, v_num=6e0e]
Epoch 179:   4%|▎         | 4/109 [00:20<08:49,  0.20it/s, v_num=6e0e]
Epoch 179:   5%|▍         | 5/109 [00:34<11:59,  0.14it/s, v_num=6e0e]
Epoch 179:   5%|▍         | 5/109 [00:34<11:59,  0.14it/s, v_num=6e0e]
Epoch 179:   6%|▌         | 6/109 [00:35<10:08,  0.17it/s, v_num=6e0e]
Epoch 179:   6%|▌         | 6/109 [00:35<10:08,  0.17it/s, v_num=6e0e]
Epoch 179:   6%|▋         | 7/109 [00:36<08:47,  0.19it/s, v_num=6e0e]
Epoch 179:   6%|▋         | 7/109 [00:36<08:47,  0.19it/s, v_num=6e0e]
Epoch 179:   7%|▋         | 8/109 [00:37<07:47,  0.22it/s, v_num=6e0e]
Epoch 179:   7%|▋         | 8/109 [00:37<07:47,  0.22it/s, v_num=6e0e]
Epoch 179:   8%|▊         | 9/109 [00:50<09:25,  0.18it/s, v_num=6e0e]
Epoch 179:   8%|▊         | 9/109 [00:50<09:25,  0.18it/s, v_num=6e0e]
Epoch 179:   9%|▉         | 10/109 [00:51<08:31,  0.19it/s, v_num=6e0e]
Epoch 179:   9%|▉         | 10/109 [00:51<08:31,  0.19it/s, v_num=6e0e]
Epoch 179:  10%|█         | 11/109 [00:52<07:47,  0.21it/s, v_num=6e0e]
Epoch 179:  10%|█         | 11/109 [00:52<07:47,  0.21it/s, v_num=6e0e]
Epoch 179:  11%|█         | 12/109 [00:53<07:10,  0.23it/s, v_num=6e0e]
Epoch 179:  11%|█         | 12/109 [00:53<07:10,  0.23it/s, v_num=6e0e]
Epoch 179:  12%|█▏        | 13/109 [01:06<08:13,  0.19it/s, v_num=6e0e]
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Epoch 179:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 179:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 179:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 179:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 179:  15%|█▍        | 16/109 [01:09<06:42,  0.23it/s, v_num=6e0e]
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Epoch 179:  16%|█▌        | 17/109 [01:23<07:32,  0.20it/s, v_num=6e0e]
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Epoch 179:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 179:  18%|█▊        | 20/109 [01:26<06:24,  0.23it/s, v_num=6e0e]
Epoch 179:  18%|█▊        | 20/109 [01:26<06:24,  0.23it/s, v_num=6e0e]
Epoch 179:  19%|█▉        | 21/109 [01:40<06:59,  0.21it/s, v_num=6e0e]
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Epoch 179:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
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Epoch 179:  21%|██        | 23/109 [01:42<06:21,  0.23it/s, v_num=6e0e]
Epoch 179:  21%|██        | 23/109 [01:42<06:21,  0.23it/s, v_num=6e0e]
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Epoch 179: 100%|██████████| 109/109 [07:31<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 179: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]
Epoch 179: 100%|██████████| 109/109 [07:48<00:00,  0.23it/s, v_num=6e0e]
Epoch 179:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 180:  85%|████████▌ | 93/109 [06:34<01:07,  0.24it/s, v_num=6e0e]
Epoch 180:  85%|████████▌ | 93/109 [06:34<01:07,  0.24it/s, v_num=6e0e]
Epoch 180:  86%|████████▌ | 94/109 [06:39<01:03,  0.24it/s, v_num=6e0e]
Epoch 180:  86%|████████▌ | 94/109 [06:39<01:03,  0.24it/s, v_num=6e0e]
Epoch 180:  87%|████████▋ | 95/109 [06:40<00:58,  0.24it/s, v_num=6e0e]
Epoch 180:  87%|████████▋ | 95/109 [06:40<00:58,  0.24it/s, v_num=6e0e]
Epoch 180:  88%|████████▊ | 96/109 [06:40<00:54,  0.24it/s, v_num=6e0e]
Epoch 180:  88%|████████▊ | 96/109 [06:40<00:54,  0.24it/s, v_num=6e0e]
Epoch 180:  89%|████████▉ | 97/109 [06:52<00:51,  0.23it/s, v_num=6e0e]
Epoch 180:  89%|████████▉ | 97/109 [06:52<00:51,  0.23it/s, v_num=6e0e]
Epoch 180:  90%|████████▉ | 98/109 [06:57<00:46,  0.23it/s, v_num=6e0e]
Epoch 180:  90%|████████▉ | 98/109 [06:57<00:46,  0.23it/s, v_num=6e0e]
Epoch 180:  91%|█████████ | 99/109 [06:58<00:42,  0.24it/s, v_num=6e0e]
Epoch 180:  91%|█████████ | 99/109 [06:58<00:42,  0.24it/s, v_num=6e0e]
Epoch 180:  92%|█████████▏| 100/109 [06:59<00:37,  0.24it/s, v_num=6e0e]
Epoch 180:  92%|█████████▏| 100/109 [06:59<00:37,  0.24it/s, v_num=6e0e]
Epoch 180:  93%|█████████▎| 101/109 [07:09<00:33,  0.24it/s, v_num=6e0e]
Epoch 180:  93%|█████████▎| 101/109 [07:09<00:33,  0.24it/s, v_num=6e0e]
Epoch 180:  94%|█████████▎| 102/109 [07:14<00:29,  0.23it/s, v_num=6e0e]
Epoch 180:  94%|█████████▎| 102/109 [07:14<00:29,  0.23it/s, v_num=6e0e]
Epoch 180:  94%|█████████▍| 103/109 [07:15<00:25,  0.24it/s, v_num=6e0e]
Epoch 180:  94%|█████████▍| 103/109 [07:15<00:25,  0.24it/s, v_num=6e0e]
Epoch 180:  95%|█████████▌| 104/109 [07:16<00:20,  0.24it/s, v_num=6e0e]
Epoch 180:  95%|█████████▌| 104/109 [07:16<00:20,  0.24it/s, v_num=6e0e]
Epoch 180:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 180:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 180:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 180:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 180:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 180:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 180:  99%|█████████▉| 108/109 [07:33<00:04,  0.24it/s, v_num=6e0e]
Epoch 180:  99%|█████████▉| 108/109 [07:33<00:04,  0.24it/s, v_num=6e0e]
Epoch 180: 100%|██████████| 109/109 [07:39<00:00,  0.24it/s, v_num=6e0e]
Epoch 180: 100%|██████████| 109/109 [07:39<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.16it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.98it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.97it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.99it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.98it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.97it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.95it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.97it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.97it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.97it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 180: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 180: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 180:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 181:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 181:   1%|          | 1/109 [00:15<27:41,  0.07it/s, v_num=6e0e]
Epoch 181:   1%|          | 1/109 [00:15<27:41,  0.07it/s, v_num=6e0e]
Epoch 181:   2%|▏         | 2/109 [00:18<16:05,  0.11it/s, v_num=6e0e]
Epoch 181:   2%|▏         | 2/109 [00:18<16:05,  0.11it/s, v_num=6e0e]
Epoch 181:   3%|▎         | 3/109 [00:18<11:06,  0.16it/s, v_num=6e0e]
Epoch 181:   3%|▎         | 3/109 [00:18<11:06,  0.16it/s, v_num=6e0e]
Epoch 181:   4%|▎         | 4/109 [00:19<08:36,  0.20it/s, v_num=6e0e]
Epoch 181:   4%|▎         | 4/109 [00:19<08:36,  0.20it/s, v_num=6e0e]
Epoch 181:   5%|▍         | 5/109 [00:32<11:21,  0.15it/s, v_num=6e0e]
Epoch 181:   5%|▍         | 5/109 [00:32<11:21,  0.15it/s, v_num=6e0e]
Epoch 181:   6%|▌         | 6/109 [00:34<09:56,  0.17it/s, v_num=6e0e]
Epoch 181:   6%|▌         | 6/109 [00:34<09:56,  0.17it/s, v_num=6e0e]
Epoch 181:   6%|▋         | 7/109 [00:35<08:38,  0.20it/s, v_num=6e0e]
Epoch 181:   6%|▋         | 7/109 [00:35<08:38,  0.20it/s, v_num=6e0e]
Epoch 181:   7%|▋         | 8/109 [00:36<07:39,  0.22it/s, v_num=6e0e]
Epoch 181:   7%|▋         | 8/109 [00:36<07:39,  0.22it/s, v_num=6e0e]
Epoch 181:   8%|▊         | 9/109 [00:49<09:15,  0.18it/s, v_num=6e0e]
Epoch 181:   8%|▊         | 9/109 [00:49<09:15,  0.18it/s, v_num=6e0e]
Epoch 181:   9%|▉         | 10/109 [00:50<08:22,  0.20it/s, v_num=6e0e]
Epoch 181:   9%|▉         | 10/109 [00:50<08:22,  0.20it/s, v_num=6e0e]
Epoch 181:  10%|█         | 11/109 [00:51<07:39,  0.21it/s, v_num=6e0e]
Epoch 181:  10%|█         | 11/109 [00:51<07:39,  0.21it/s, v_num=6e0e]
Epoch 181:  11%|█         | 12/109 [00:52<07:03,  0.23it/s, v_num=6e0e]
Epoch 181:  11%|█         | 12/109 [00:52<07:03,  0.23it/s, v_num=6e0e]
Epoch 181:  12%|█▏        | 13/109 [01:05<08:06,  0.20it/s, v_num=6e0e]
Epoch 181:  12%|█▏        | 13/109 [01:05<08:06,  0.20it/s, v_num=6e0e]
Epoch 181:  13%|█▎        | 14/109 [01:06<07:33,  0.21it/s, v_num=6e0e]
Epoch 181:  13%|█▎        | 14/109 [01:06<07:33,  0.21it/s, v_num=6e0e]
Epoch 181:  14%|█▍        | 15/109 [01:07<07:04,  0.22it/s, v_num=6e0e]
Epoch 181:  14%|█▍        | 15/109 [01:07<07:04,  0.22it/s, v_num=6e0e]
Epoch 181:  15%|█▍        | 16/109 [01:08<06:38,  0.23it/s, v_num=6e0e]
Epoch 181:  15%|█▍        | 16/109 [01:08<06:38,  0.23it/s, v_num=6e0e]
Epoch 181:  16%|█▌        | 17/109 [01:22<07:29,  0.20it/s, v_num=6e0e]
Epoch 181:  16%|█▌        | 17/109 [01:22<07:29,  0.20it/s, v_num=6e0e]
Epoch 181:  17%|█▋        | 18/109 [01:23<07:03,  0.21it/s, v_num=6e0e]
Epoch 181:  17%|█▋        | 18/109 [01:23<07:03,  0.21it/s, v_num=6e0e]
Epoch 181:  17%|█▋        | 19/109 [01:24<06:40,  0.22it/s, v_num=6e0e]
Epoch 181:  17%|█▋        | 19/109 [01:24<06:40,  0.22it/s, v_num=6e0e]
Epoch 181:  18%|█▊        | 20/109 [01:25<06:19,  0.23it/s, v_num=6e0e]
Epoch 181:  18%|█▊        | 20/109 [01:25<06:19,  0.23it/s, v_num=6e0e]
Epoch 181:  19%|█▉        | 21/109 [01:40<06:59,  0.21it/s, v_num=6e0e]
Epoch 181:  19%|█▉        | 21/109 [01:40<06:59,  0.21it/s, v_num=6e0e]
Epoch 181:  20%|██        | 22/109 [01:41<06:39,  0.22it/s, v_num=6e0e]
Epoch 181:  20%|██        | 22/109 [01:41<06:39,  0.22it/s, v_num=6e0e]
Epoch 181:  21%|██        | 23/109 [01:41<06:21,  0.23it/s, v_num=6e0e]
Epoch 181:  21%|██        | 23/109 [01:41<06:21,  0.23it/s, v_num=6e0e]
Epoch 181:  22%|██▏       | 24/109 [01:42<06:03,  0.23it/s, v_num=6e0e]
Epoch 181:  22%|██▏       | 24/109 [01:42<06:03,  0.23it/s, v_num=6e0e]
Epoch 181:  23%|██▎       | 25/109 [01:55<06:27,  0.22it/s, v_num=6e0e]
Epoch 181:  23%|██▎       | 25/109 [01:55<06:27,  0.22it/s, v_num=6e0e]
Epoch 181:  24%|██▍       | 26/109 [01:57<06:15,  0.22it/s, v_num=6e0e]
Epoch 181:  24%|██▍       | 26/109 [01:57<06:15,  0.22it/s, v_num=6e0e]
Epoch 181:  25%|██▍       | 27/109 [01:58<05:59,  0.23it/s, v_num=6e0e]
Epoch 181:  25%|██▍       | 27/109 [01:58<05:59,  0.23it/s, v_num=6e0e]
Epoch 181:  26%|██▌       | 28/109 [01:59<05:45,  0.23it/s, v_num=6e0e]
Epoch 181:  26%|██▌       | 28/109 [01:59<05:45,  0.23it/s, v_num=6e0e]
Epoch 181:  27%|██▋       | 29/109 [02:10<06:00,  0.22it/s, v_num=6e0e]
Epoch 181:  27%|██▋       | 29/109 [02:10<06:00,  0.22it/s, v_num=6e0e]
Epoch 181:  28%|██▊       | 30/109 [02:13<05:52,  0.22it/s, v_num=6e0e]
Epoch 181:  28%|██▊       | 30/109 [02:13<05:52,  0.22it/s, v_num=6e0e]
Epoch 181:  28%|██▊       | 31/109 [02:14<05:38,  0.23it/s, v_num=6e0e]
Epoch 181:  28%|██▊       | 31/109 [02:14<05:38,  0.23it/s, v_num=6e0e]
Epoch 181:  29%|██▉       | 32/109 [02:15<05:26,  0.24it/s, v_num=6e0e]
Epoch 181:  29%|██▉       | 32/109 [02:15<05:26,  0.24it/s, v_num=6e0e]
Epoch 181:  30%|███       | 33/109 [02:26<05:38,  0.22it/s, v_num=6e0e]
Epoch 181:  30%|███       | 33/109 [02:26<05:38,  0.22it/s, v_num=6e0e]
Epoch 181:  31%|███       | 34/109 [02:28<05:28,  0.23it/s, v_num=6e0e]
Epoch 181:  31%|███       | 34/109 [02:28<05:28,  0.23it/s, v_num=6e0e]
Epoch 181:  32%|███▏      | 35/109 [02:29<05:16,  0.23it/s, v_num=6e0e]
Epoch 181:  32%|███▏      | 35/109 [02:29<05:16,  0.23it/s, v_num=6e0e]
Epoch 181:  33%|███▎      | 36/109 [02:30<05:05,  0.24it/s, v_num=6e0e]
Epoch 181:  33%|███▎      | 36/109 [02:30<05:05,  0.24it/s, v_num=6e0e]
Epoch 181:  34%|███▍      | 37/109 [02:42<05:16,  0.23it/s, v_num=6e0e]
Epoch 181:  34%|███▍      | 37/109 [02:42<05:16,  0.23it/s, v_num=6e0e]
Epoch 181:  35%|███▍      | 38/109 [02:44<05:06,  0.23it/s, v_num=6e0e]
Epoch 181:  35%|███▍      | 38/109 [02:44<05:06,  0.23it/s, v_num=6e0e]
Epoch 181:  36%|███▌      | 39/109 [02:45<04:56,  0.24it/s, v_num=6e0e]
Epoch 181:  36%|███▌      | 39/109 [02:45<04:56,  0.24it/s, v_num=6e0e]
Epoch 181:  37%|███▋      | 40/109 [02:45<04:46,  0.24it/s, v_num=6e0e]
Epoch 181:  37%|███▋      | 40/109 [02:45<04:46,  0.24it/s, v_num=6e0e]
Epoch 181:  38%|███▊      | 41/109 [02:57<04:54,  0.23it/s, v_num=6e0e]
Epoch 181:  38%|███▊      | 41/109 [02:57<04:54,  0.23it/s, v_num=6e0e]
Epoch 181:  39%|███▊      | 42/109 [03:02<04:50,  0.23it/s, v_num=6e0e]
Epoch 181:  39%|███▊      | 42/109 [03:02<04:50,  0.23it/s, v_num=6e0e]
Epoch 181:  39%|███▉      | 43/109 [03:03<04:41,  0.23it/s, v_num=6e0e]
Epoch 181:  39%|███▉      | 43/109 [03:03<04:41,  0.23it/s, v_num=6e0e]
Epoch 181:  40%|████      | 44/109 [03:03<04:31,  0.24it/s, v_num=6e0e]
Epoch 181:  40%|████      | 44/109 [03:03<04:31,  0.24it/s, v_num=6e0e]
Epoch 181:  41%|████▏     | 45/109 [03:16<04:40,  0.23it/s, v_num=6e0e]
Epoch 181:  41%|████▏     | 45/109 [03:16<04:40,  0.23it/s, v_num=6e0e]
Epoch 181:  42%|████▏     | 46/109 [03:18<04:32,  0.23it/s, v_num=6e0e]
Epoch 181:  42%|████▏     | 46/109 [03:18<04:32,  0.23it/s, v_num=6e0e]
Epoch 181:  43%|████▎     | 47/109 [03:19<04:23,  0.24it/s, v_num=6e0e]
Epoch 181:  43%|████▎     | 47/109 [03:19<04:23,  0.24it/s, v_num=6e0e]
Epoch 181:  44%|████▍     | 48/109 [03:20<04:14,  0.24it/s, v_num=6e0e]
Epoch 181:  44%|████▍     | 48/109 [03:20<04:14,  0.24it/s, v_num=6e0e]
Epoch 181:  45%|████▍     | 49/109 [03:32<04:20,  0.23it/s, v_num=6e0e]
Epoch 181:  45%|████▍     | 49/109 [03:32<04:20,  0.23it/s, v_num=6e0e]
Epoch 181:  46%|████▌     | 50/109 [03:35<04:14,  0.23it/s, v_num=6e0e]
Epoch 181:  46%|████▌     | 50/109 [03:35<04:14,  0.23it/s, v_num=6e0e]
Epoch 181:  47%|████▋     | 51/109 [03:36<04:06,  0.24it/s, v_num=6e0e]
Epoch 181:  47%|████▋     | 51/109 [03:36<04:06,  0.24it/s, v_num=6e0e]
Epoch 181:  48%|████▊     | 52/109 [03:37<03:58,  0.24it/s, v_num=6e0e]
Epoch 181:  48%|████▊     | 52/109 [03:37<03:58,  0.24it/s, v_num=6e0e]
Epoch 181:  49%|████▊     | 53/109 [03:49<04:01,  0.23it/s, v_num=6e0e]
Epoch 181:  49%|████▊     | 53/109 [03:49<04:01,  0.23it/s, v_num=6e0e]
Epoch 181:  50%|████▉     | 54/109 [03:52<03:56,  0.23it/s, v_num=6e0e]
Epoch 181:  50%|████▉     | 54/109 [03:52<03:56,  0.23it/s, v_num=6e0e]
Epoch 181:  50%|█████     | 55/109 [03:52<03:48,  0.24it/s, v_num=6e0e]
Epoch 181:  50%|█████     | 55/109 [03:52<03:48,  0.24it/s, v_num=6e0e]
Epoch 181:  51%|█████▏    | 56/109 [03:53<03:41,  0.24it/s, v_num=6e0e]
Epoch 181:  51%|█████▏    | 56/109 [03:53<03:41,  0.24it/s, v_num=6e0e]
Epoch 181:  52%|█████▏    | 57/109 [04:03<03:42,  0.23it/s, v_num=6e0e]
Epoch 181:  52%|█████▏    | 57/109 [04:03<03:42,  0.23it/s, v_num=6e0e]
Epoch 181:  53%|█████▎    | 58/109 [04:07<03:37,  0.23it/s, v_num=6e0e]
Epoch 181:  53%|█████▎    | 58/109 [04:07<03:37,  0.23it/s, v_num=6e0e]
Epoch 181:  54%|█████▍    | 59/109 [04:08<03:30,  0.24it/s, v_num=6e0e]
Epoch 181:  54%|█████▍    | 59/109 [04:08<03:30,  0.24it/s, v_num=6e0e]
Epoch 181:  55%|█████▌    | 60/109 [04:09<03:23,  0.24it/s, v_num=6e0e]
Epoch 181:  55%|█████▌    | 60/109 [04:09<03:23,  0.24it/s, v_num=6e0e]
Epoch 181:  56%|█████▌    | 61/109 [04:19<03:24,  0.24it/s, v_num=6e0e]
Epoch 181:  56%|█████▌    | 61/109 [04:19<03:24,  0.24it/s, v_num=6e0e]
Epoch 181:  57%|█████▋    | 62/109 [04:25<03:20,  0.23it/s, v_num=6e0e]
Epoch 181:  57%|█████▋    | 62/109 [04:25<03:20,  0.23it/s, v_num=6e0e]
Epoch 181:  58%|█████▊    | 63/109 [04:25<03:14,  0.24it/s, v_num=6e0e]
Epoch 181:  58%|█████▊    | 63/109 [04:25<03:14,  0.24it/s, v_num=6e0e]
Epoch 181:  59%|█████▊    | 64/109 [04:26<03:07,  0.24it/s, v_num=6e0e]
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Epoch 181:  60%|█████▉    | 65/109 [04:36<03:07,  0.24it/s, v_num=6e0e]
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Epoch 181:  62%|██████▏   | 68/109 [04:43<02:51,  0.24it/s, v_num=6e0e]
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Epoch 181:  72%|███████▏  | 78/109 [05:34<02:12,  0.23it/s, v_num=6e0e]
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Epoch 181:  79%|███████▉  | 86/109 [06:09<01:38,  0.23it/s, v_num=6e0e]
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Epoch 181:  80%|███████▉  | 87/109 [06:10<01:33,  0.23it/s, v_num=6e0e]
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Epoch 181:  81%|████████  | 88/109 [06:11<01:28,  0.24it/s, v_num=6e0e]
Epoch 181:  81%|████████  | 88/109 [06:11<01:28,  0.24it/s, v_num=6e0e]
Epoch 181:  82%|████████▏ | 89/109 [06:14<01:24,  0.24it/s, v_num=6e0e]
Epoch 181:  82%|████████▏ | 89/109 [06:14<01:24,  0.24it/s, v_num=6e0e]
Epoch 181:  83%|████████▎ | 90/109 [06:27<01:21,  0.23it/s, v_num=6e0e]
Epoch 181:  83%|████████▎ | 90/109 [06:27<01:21,  0.23it/s, v_num=6e0e]
Epoch 181:  83%|████████▎ | 91/109 [06:27<01:16,  0.23it/s, v_num=6e0e]
Epoch 181:  83%|████████▎ | 91/109 [06:27<01:16,  0.23it/s, v_num=6e0e]
Epoch 181:  84%|████████▍ | 92/109 [06:28<01:11,  0.24it/s, v_num=6e0e]
Epoch 181:  84%|████████▍ | 92/109 [06:28<01:11,  0.24it/s, v_num=6e0e]
Epoch 181:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 181:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 181:  86%|████████▌ | 94/109 [06:44<01:04,  0.23it/s, v_num=6e0e]
Epoch 181:  86%|████████▌ | 94/109 [06:44<01:04,  0.23it/s, v_num=6e0e]
Epoch 181:  87%|████████▋ | 95/109 [06:45<00:59,  0.23it/s, v_num=6e0e]
Epoch 181:  87%|████████▋ | 95/109 [06:45<00:59,  0.23it/s, v_num=6e0e]
Epoch 181:  88%|████████▊ | 96/109 [06:46<00:55,  0.24it/s, v_num=6e0e]
Epoch 181:  88%|████████▊ | 96/109 [06:46<00:55,  0.24it/s, v_num=6e0e]
Epoch 181:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
Epoch 181:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
Epoch 181:  90%|████████▉ | 98/109 [07:00<00:47,  0.23it/s, v_num=6e0e]
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Epoch 181:  91%|█████████ | 99/109 [07:01<00:42,  0.23it/s, v_num=6e0e]
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Epoch 181:  92%|█████████▏| 100/109 [07:02<00:38,  0.24it/s, v_num=6e0e]
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Epoch 181:  94%|█████████▎| 102/109 [07:17<00:30,  0.23it/s, v_num=6e0e]
Epoch 181:  94%|█████████▎| 102/109 [07:17<00:30,  0.23it/s, v_num=6e0e]
Epoch 181:  94%|█████████▍| 103/109 [07:18<00:25,  0.23it/s, v_num=6e0e]
Epoch 181:  94%|█████████▍| 103/109 [07:18<00:25,  0.23it/s, v_num=6e0e]
Epoch 181:  95%|█████████▌| 104/109 [07:19<00:21,  0.24it/s, v_num=6e0e]
Epoch 181:  95%|█████████▌| 104/109 [07:19<00:21,  0.24it/s, v_num=6e0e]
Epoch 181:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 181:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 181:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 181:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 181:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 181:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 181:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 181:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 181: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]
Epoch 181: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.14it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  1.00it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.94it/s]

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Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 181: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 181: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 181:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 182:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 182:   1%|          | 1/109 [00:16<30:26,  0.06it/s, v_num=6e0e]
Epoch 182:   1%|          | 1/109 [00:16<30:26,  0.06it/s, v_num=6e0e]
Epoch 182:   2%|▏         | 2/109 [00:17<15:47,  0.11it/s, v_num=6e0e]
Epoch 182:   2%|▏         | 2/109 [00:17<15:47,  0.11it/s, v_num=6e0e]
Epoch 182:   3%|▎         | 3/109 [00:20<12:01,  0.15it/s, v_num=6e0e]
Epoch 182:   3%|▎         | 3/109 [00:20<12:01,  0.15it/s, v_num=6e0e]
Epoch 182:   4%|▎         | 4/109 [00:21<09:17,  0.19it/s, v_num=6e0e]
Epoch 182:   4%|▎         | 4/109 [00:21<09:17,  0.19it/s, v_num=6e0e]
Epoch 182:   5%|▍         | 5/109 [00:31<11:02,  0.16it/s, v_num=6e0e]
Epoch 182:   5%|▍         | 5/109 [00:31<11:02,  0.16it/s, v_num=6e0e]
Epoch 182:   6%|▌         | 6/109 [00:34<09:57,  0.17it/s, v_num=6e0e]
Epoch 182:   6%|▌         | 6/109 [00:34<09:57,  0.17it/s, v_num=6e0e]
Epoch 182:   6%|▋         | 7/109 [00:37<09:04,  0.19it/s, v_num=6e0e]
Epoch 182:   6%|▋         | 7/109 [00:37<09:04,  0.19it/s, v_num=6e0e]
Epoch 182:   7%|▋         | 8/109 [00:38<08:01,  0.21it/s, v_num=6e0e]
Epoch 182:   7%|▋         | 8/109 [00:38<08:01,  0.21it/s, v_num=6e0e]
Epoch 182:   8%|▊         | 9/109 [00:47<08:47,  0.19it/s, v_num=6e0e]
Epoch 182:   8%|▊         | 9/109 [00:47<08:47,  0.19it/s, v_num=6e0e]
Epoch 182:   9%|▉         | 10/109 [00:54<08:58,  0.18it/s, v_num=6e0e]
Epoch 182:   9%|▉         | 10/109 [00:54<08:58,  0.18it/s, v_num=6e0e]
Epoch 182:  10%|█         | 11/109 [00:55<08:12,  0.20it/s, v_num=6e0e]
Epoch 182:  10%|█         | 11/109 [00:55<08:12,  0.20it/s, v_num=6e0e]
Epoch 182:  11%|█         | 12/109 [00:56<07:32,  0.21it/s, v_num=6e0e]
Epoch 182:  11%|█         | 12/109 [00:56<07:32,  0.21it/s, v_num=6e0e]
Epoch 182:  12%|█▏        | 13/109 [01:02<07:43,  0.21it/s, v_num=6e0e]
Epoch 182:  12%|█▏        | 13/109 [01:02<07:43,  0.21it/s, v_num=6e0e]
Epoch 182:  13%|█▎        | 14/109 [01:10<08:00,  0.20it/s, v_num=6e0e]
Epoch 182:  13%|█▎        | 14/109 [01:10<08:00,  0.20it/s, v_num=6e0e]
Epoch 182:  14%|█▍        | 15/109 [01:12<07:31,  0.21it/s, v_num=6e0e]
Epoch 182:  14%|█▍        | 15/109 [01:12<07:31,  0.21it/s, v_num=6e0e]
Epoch 182:  15%|█▍        | 16/109 [01:12<07:03,  0.22it/s, v_num=6e0e]
Epoch 182:  15%|█▍        | 16/109 [01:12<07:03,  0.22it/s, v_num=6e0e]
Epoch 182:  16%|█▌        | 17/109 [01:21<07:22,  0.21it/s, v_num=6e0e]
Epoch 182:  16%|█▌        | 17/109 [01:21<07:22,  0.21it/s, v_num=6e0e]
Epoch 182:  17%|█▋        | 18/109 [01:29<07:32,  0.20it/s, v_num=6e0e]
Epoch 182:  17%|█▋        | 18/109 [01:29<07:32,  0.20it/s, v_num=6e0e]
Epoch 182:  17%|█▋        | 19/109 [01:30<07:07,  0.21it/s, v_num=6e0e]
Epoch 182:  17%|█▋        | 19/109 [01:30<07:07,  0.21it/s, v_num=6e0e]
Epoch 182:  18%|█▊        | 20/109 [01:31<06:45,  0.22it/s, v_num=6e0e]
Epoch 182:  18%|█▊        | 20/109 [01:31<06:45,  0.22it/s, v_num=6e0e]
Epoch 182:  19%|█▉        | 21/109 [01:36<06:43,  0.22it/s, v_num=6e0e]
Epoch 182:  19%|█▉        | 21/109 [01:36<06:43,  0.22it/s, v_num=6e0e]
Epoch 182:  20%|██        | 22/109 [01:43<06:50,  0.21it/s, v_num=6e0e]
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Epoch 182:  21%|██        | 23/109 [01:44<06:31,  0.22it/s, v_num=6e0e]
Epoch 182:  21%|██        | 23/109 [01:44<06:31,  0.22it/s, v_num=6e0e]
Epoch 182:  22%|██▏       | 24/109 [01:45<06:14,  0.23it/s, v_num=6e0e]
Epoch 182:  22%|██▏       | 24/109 [01:45<06:14,  0.23it/s, v_num=6e0e]
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Epoch 182:  27%|██▋       | 29/109 [02:08<05:55,  0.23it/s, v_num=6e0e]
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Epoch 182:  30%|███       | 33/109 [02:24<05:33,  0.23it/s, v_num=6e0e]
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Epoch 182:  97%|█████████▋| 106/109 [07:21<00:12,  0.24it/s, v_num=6e0e]
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Epoch 182: 100%|██████████| 109/109 [07:27<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 182: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]
Epoch 182: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]
Epoch 182:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 183:   2%|▏         | 2/109 [00:18<16:32,  0.11it/s, v_num=6e0e]
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Epoch 183:   6%|▌         | 6/109 [00:33<09:28,  0.18it/s, v_num=6e0e]
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Epoch 183:   6%|▋         | 7/109 [00:34<08:17,  0.20it/s, v_num=6e0e]
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Epoch 183:  91%|█████████ | 99/109 [06:51<00:41,  0.24it/s, v_num=6e0e]
Epoch 183:  92%|█████████▏| 100/109 [07:06<00:38,  0.23it/s, v_num=6e0e]
Epoch 183:  92%|█████████▏| 100/109 [07:06<00:38,  0.23it/s, v_num=6e0e]
Epoch 183:  93%|█████████▎| 101/109 [07:06<00:33,  0.24it/s, v_num=6e0e]
Epoch 183:  93%|█████████▎| 101/109 [07:06<00:33,  0.24it/s, v_num=6e0e]
Epoch 183:  94%|█████████▎| 102/109 [07:07<00:29,  0.24it/s, v_num=6e0e]
Epoch 183:  94%|█████████▎| 102/109 [07:07<00:29,  0.24it/s, v_num=6e0e]
Epoch 183:  94%|█████████▍| 103/109 [07:08<00:24,  0.24it/s, v_num=6e0e]
Epoch 183:  94%|█████████▍| 103/109 [07:08<00:24,  0.24it/s, v_num=6e0e]
Epoch 183:  95%|█████████▌| 104/109 [07:22<00:21,  0.24it/s, v_num=6e0e]
Epoch 183:  95%|█████████▌| 104/109 [07:22<00:21,  0.24it/s, v_num=6e0e]
Epoch 183:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 183:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 183:  97%|█████████▋| 106/109 [07:23<00:12,  0.24it/s, v_num=6e0e]
Epoch 183:  97%|█████████▋| 106/109 [07:23<00:12,  0.24it/s, v_num=6e0e]
Epoch 183:  98%|█████████▊| 107/109 [07:24<00:08,  0.24it/s, v_num=6e0e]
Epoch 183:  98%|█████████▊| 107/109 [07:24<00:08,  0.24it/s, v_num=6e0e]
Epoch 183:  99%|█████████▉| 108/109 [07:38<00:04,  0.24it/s, v_num=6e0e]
Epoch 183:  99%|█████████▉| 108/109 [07:38<00:04,  0.24it/s, v_num=6e0e]
Epoch 183: 100%|██████████| 109/109 [07:39<00:00,  0.24it/s, v_num=6e0e]
Epoch 183: 100%|██████████| 109/109 [07:39<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.17it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.06it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:02<00:10,  1.00it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:03<00:09,  1.02it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:04<00:08,  1.01it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.99it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.96it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.97it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.98it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.98it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.97it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 183: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 183: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 183:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 184:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 184:   1%|          | 1/109 [00:17<32:05,  0.06it/s, v_num=6e0e]
Epoch 184:   1%|          | 1/109 [00:17<32:05,  0.06it/s, v_num=6e0e]
Epoch 184:   2%|▏         | 2/109 [00:18<16:37,  0.11it/s, v_num=6e0e]
Epoch 184:   2%|▏         | 2/109 [00:18<16:37,  0.11it/s, v_num=6e0e]
Epoch 184:   3%|▎         | 3/109 [00:19<11:27,  0.15it/s, v_num=6e0e]
Epoch 184:   3%|▎         | 3/109 [00:19<11:27,  0.15it/s, v_num=6e0e]
Epoch 184:   4%|▎         | 4/109 [00:20<08:51,  0.20it/s, v_num=6e0e]
Epoch 184:   4%|▎         | 4/109 [00:20<08:51,  0.20it/s, v_num=6e0e]
Epoch 184:   5%|▍         | 5/109 [00:34<11:49,  0.15it/s, v_num=6e0e]
Epoch 184:   5%|▍         | 5/109 [00:34<11:49,  0.15it/s, v_num=6e0e]
Epoch 184:   6%|▌         | 6/109 [00:34<09:59,  0.17it/s, v_num=6e0e]
Epoch 184:   6%|▌         | 6/109 [00:34<09:59,  0.17it/s, v_num=6e0e]
Epoch 184:   6%|▋         | 7/109 [00:35<08:40,  0.20it/s, v_num=6e0e]
Epoch 184:   6%|▋         | 7/109 [00:35<08:40,  0.20it/s, v_num=6e0e]
Epoch 184:   7%|▋         | 8/109 [00:36<07:40,  0.22it/s, v_num=6e0e]
Epoch 184:   7%|▋         | 8/109 [00:36<07:40,  0.22it/s, v_num=6e0e]
Epoch 184:   8%|▊         | 9/109 [00:50<09:19,  0.18it/s, v_num=6e0e]
Epoch 184:   8%|▊         | 9/109 [00:50<09:19,  0.18it/s, v_num=6e0e]
Epoch 184:   9%|▉         | 10/109 [00:51<08:26,  0.20it/s, v_num=6e0e]
Epoch 184:   9%|▉         | 10/109 [00:51<08:26,  0.20it/s, v_num=6e0e]
Epoch 184:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 184:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 184:  11%|█         | 12/109 [00:52<07:06,  0.23it/s, v_num=6e0e]
Epoch 184:  11%|█         | 12/109 [00:52<07:06,  0.23it/s, v_num=6e0e]
Epoch 184:  12%|█▏        | 13/109 [01:07<08:17,  0.19it/s, v_num=6e0e]
Epoch 184:  12%|█▏        | 13/109 [01:07<08:17,  0.19it/s, v_num=6e0e]
Epoch 184:  13%|█▎        | 14/109 [01:08<07:42,  0.21it/s, v_num=6e0e]
Epoch 184:  13%|█▎        | 14/109 [01:08<07:42,  0.21it/s, v_num=6e0e]
Epoch 184:  14%|█▍        | 15/109 [01:08<07:11,  0.22it/s, v_num=6e0e]
Epoch 184:  14%|█▍        | 15/109 [01:08<07:11,  0.22it/s, v_num=6e0e]
Epoch 184:  15%|█▍        | 16/109 [01:09<06:45,  0.23it/s, v_num=6e0e]
Epoch 184:  15%|█▍        | 16/109 [01:09<06:45,  0.23it/s, v_num=6e0e]
Epoch 184:  16%|█▌        | 17/109 [01:21<07:22,  0.21it/s, v_num=6e0e]
Epoch 184:  16%|█▌        | 17/109 [01:21<07:22,  0.21it/s, v_num=6e0e]
Epoch 184:  17%|█▋        | 18/109 [01:22<06:57,  0.22it/s, v_num=6e0e]
Epoch 184:  17%|█▋        | 18/109 [01:22<06:57,  0.22it/s, v_num=6e0e]
Epoch 184:  17%|█▋        | 19/109 [01:23<06:36,  0.23it/s, v_num=6e0e]
Epoch 184:  17%|█▋        | 19/109 [01:23<06:36,  0.23it/s, v_num=6e0e]
Epoch 184:  18%|█▊        | 20/109 [01:24<06:15,  0.24it/s, v_num=6e0e]
Epoch 184:  18%|█▊        | 20/109 [01:24<06:15,  0.24it/s, v_num=6e0e]
Epoch 184:  19%|█▉        | 21/109 [01:38<06:52,  0.21it/s, v_num=6e0e]
Epoch 184:  19%|█▉        | 21/109 [01:38<06:52,  0.21it/s, v_num=6e0e]
Epoch 184:  20%|██        | 22/109 [01:39<06:32,  0.22it/s, v_num=6e0e]
Epoch 184:  20%|██        | 22/109 [01:39<06:32,  0.22it/s, v_num=6e0e]
Epoch 184:  21%|██        | 23/109 [01:40<06:13,  0.23it/s, v_num=6e0e]
Epoch 184:  21%|██        | 23/109 [01:40<06:13,  0.23it/s, v_num=6e0e]
Epoch 184:  22%|██▏       | 24/109 [01:40<05:57,  0.24it/s, v_num=6e0e]
Epoch 184:  22%|██▏       | 24/109 [01:40<05:57,  0.24it/s, v_num=6e0e]
Epoch 184:  23%|██▎       | 25/109 [01:53<06:23,  0.22it/s, v_num=6e0e]
Epoch 184:  23%|██▎       | 25/109 [01:53<06:23,  0.22it/s, v_num=6e0e]
Epoch 184:  24%|██▍       | 26/109 [01:54<06:06,  0.23it/s, v_num=6e0e]
Epoch 184:  24%|██▍       | 26/109 [01:54<06:06,  0.23it/s, v_num=6e0e]
Epoch 184:  25%|██▍       | 27/109 [01:57<05:57,  0.23it/s, v_num=6e0e]
Epoch 184:  25%|██▍       | 27/109 [01:57<05:57,  0.23it/s, v_num=6e0e]
Epoch 184:  26%|██▌       | 28/109 [01:58<05:42,  0.24it/s, v_num=6e0e]
Epoch 184:  26%|██▌       | 28/109 [01:58<05:42,  0.24it/s, v_num=6e0e]
Epoch 184:  27%|██▋       | 29/109 [02:09<05:58,  0.22it/s, v_num=6e0e]
Epoch 184:  27%|██▋       | 29/109 [02:09<05:58,  0.22it/s, v_num=6e0e]
Epoch 184:  28%|██▊       | 30/109 [02:11<05:46,  0.23it/s, v_num=6e0e]
Epoch 184:  28%|██▊       | 30/109 [02:11<05:46,  0.23it/s, v_num=6e0e]
Epoch 184:  28%|██▊       | 31/109 [02:15<05:41,  0.23it/s, v_num=6e0e]
Epoch 184:  28%|██▊       | 31/109 [02:15<05:41,  0.23it/s, v_num=6e0e]
Epoch 184:  29%|██▉       | 32/109 [02:16<05:28,  0.23it/s, v_num=6e0e]
Epoch 184:  29%|██▉       | 32/109 [02:16<05:28,  0.23it/s, v_num=6e0e]
Epoch 184:  30%|███       | 33/109 [02:26<05:36,  0.23it/s, v_num=6e0e]
Epoch 184:  30%|███       | 33/109 [02:26<05:36,  0.23it/s, v_num=6e0e]
Epoch 184:  31%|███       | 34/109 [02:27<05:24,  0.23it/s, v_num=6e0e]
Epoch 184:  31%|███       | 34/109 [02:27<05:24,  0.23it/s, v_num=6e0e]
Epoch 184:  32%|███▏      | 35/109 [02:30<05:18,  0.23it/s, v_num=6e0e]
Epoch 184:  32%|███▏      | 35/109 [02:30<05:18,  0.23it/s, v_num=6e0e]
Epoch 184:  33%|███▎      | 36/109 [02:31<05:06,  0.24it/s, v_num=6e0e]
Epoch 184:  33%|███▎      | 36/109 [02:31<05:06,  0.24it/s, v_num=6e0e]
Epoch 184:  34%|███▍      | 37/109 [02:42<05:15,  0.23it/s, v_num=6e0e]
Epoch 184:  34%|███▍      | 37/109 [02:42<05:15,  0.23it/s, v_num=6e0e]
Epoch 184:  35%|███▍      | 38/109 [02:42<05:04,  0.23it/s, v_num=6e0e]
Epoch 184:  35%|███▍      | 38/109 [02:42<05:04,  0.23it/s, v_num=6e0e]
Epoch 184:  36%|███▌      | 39/109 [02:46<04:58,  0.23it/s, v_num=6e0e]
Epoch 184:  36%|███▌      | 39/109 [02:46<04:58,  0.23it/s, v_num=6e0e]
Epoch 184:  37%|███▋      | 40/109 [02:47<04:48,  0.24it/s, v_num=6e0e]
Epoch 184:  37%|███▋      | 40/109 [02:47<04:48,  0.24it/s, v_num=6e0e]
Epoch 184:  38%|███▊      | 41/109 [02:58<04:56,  0.23it/s, v_num=6e0e]
Epoch 184:  38%|███▊      | 41/109 [02:58<04:56,  0.23it/s, v_num=6e0e]
Epoch 184:  39%|███▊      | 42/109 [02:59<04:46,  0.23it/s, v_num=6e0e]
Epoch 184:  39%|███▊      | 42/109 [02:59<04:46,  0.23it/s, v_num=6e0e]
Epoch 184:  39%|███▉      | 43/109 [03:02<04:39,  0.24it/s, v_num=6e0e]
Epoch 184:  39%|███▉      | 43/109 [03:02<04:39,  0.24it/s, v_num=6e0e]
Epoch 184:  40%|████      | 44/109 [03:03<04:30,  0.24it/s, v_num=6e0e]
Epoch 184:  40%|████      | 44/109 [03:03<04:30,  0.24it/s, v_num=6e0e]
Epoch 184:  41%|████▏     | 45/109 [03:15<04:37,  0.23it/s, v_num=6e0e]
Epoch 184:  41%|████▏     | 45/109 [03:15<04:37,  0.23it/s, v_num=6e0e]
Epoch 184:  42%|████▏     | 46/109 [03:15<04:28,  0.23it/s, v_num=6e0e]
Epoch 184:  42%|████▏     | 46/109 [03:15<04:28,  0.23it/s, v_num=6e0e]
Epoch 184:  43%|████▎     | 47/109 [03:20<04:24,  0.23it/s, v_num=6e0e]
Epoch 184:  43%|████▎     | 47/109 [03:20<04:24,  0.23it/s, v_num=6e0e]
Epoch 184:  44%|████▍     | 48/109 [03:21<04:15,  0.24it/s, v_num=6e0e]
Epoch 184:  44%|████▍     | 48/109 [03:21<04:15,  0.24it/s, v_num=6e0e]
Epoch 184:  45%|████▍     | 49/109 [03:32<04:19,  0.23it/s, v_num=6e0e]
Epoch 184:  45%|████▍     | 49/109 [03:32<04:19,  0.23it/s, v_num=6e0e]
Epoch 184:  46%|████▌     | 50/109 [03:32<04:11,  0.23it/s, v_num=6e0e]
Epoch 184:  46%|████▌     | 50/109 [03:32<04:11,  0.23it/s, v_num=6e0e]
Epoch 184:  47%|████▋     | 51/109 [03:36<04:05,  0.24it/s, v_num=6e0e]
Epoch 184:  47%|████▋     | 51/109 [03:36<04:05,  0.24it/s, v_num=6e0e]
Epoch 184:  48%|████▊     | 52/109 [03:37<03:58,  0.24it/s, v_num=6e0e]
Epoch 184:  48%|████▊     | 52/109 [03:37<03:58,  0.24it/s, v_num=6e0e]
Epoch 184:  49%|████▊     | 53/109 [03:48<04:01,  0.23it/s, v_num=6e0e]
Epoch 184:  49%|████▊     | 53/109 [03:48<04:01,  0.23it/s, v_num=6e0e]
Epoch 184:  50%|████▉     | 54/109 [03:49<03:53,  0.24it/s, v_num=6e0e]
Epoch 184:  50%|████▉     | 54/109 [03:49<03:53,  0.24it/s, v_num=6e0e]
Epoch 184:  50%|█████     | 55/109 [03:54<03:49,  0.23it/s, v_num=6e0e]
Epoch 184:  50%|█████     | 55/109 [03:54<03:49,  0.23it/s, v_num=6e0e]
Epoch 184:  51%|█████▏    | 56/109 [03:55<03:42,  0.24it/s, v_num=6e0e]
Epoch 184:  51%|█████▏    | 56/109 [03:55<03:42,  0.24it/s, v_num=6e0e]
Epoch 184:  52%|█████▏    | 57/109 [04:03<03:41,  0.23it/s, v_num=6e0e]
Epoch 184:  52%|█████▏    | 57/109 [04:03<03:41,  0.23it/s, v_num=6e0e]
Epoch 184:  53%|█████▎    | 58/109 [04:03<03:34,  0.24it/s, v_num=6e0e]
Epoch 184:  53%|█████▎    | 58/109 [04:03<03:34,  0.24it/s, v_num=6e0e]
Epoch 184:  54%|█████▍    | 59/109 [04:11<03:33,  0.23it/s, v_num=6e0e]
Epoch 184:  54%|█████▍    | 59/109 [04:11<03:33,  0.23it/s, v_num=6e0e]
Epoch 184:  55%|█████▌    | 60/109 [04:12<03:26,  0.24it/s, v_num=6e0e]
Epoch 184:  55%|█████▌    | 60/109 [04:12<03:26,  0.24it/s, v_num=6e0e]
Epoch 184:  56%|█████▌    | 61/109 [04:19<03:24,  0.24it/s, v_num=6e0e]
Epoch 184:  56%|█████▌    | 61/109 [04:19<03:24,  0.24it/s, v_num=6e0e]
Epoch 184:  57%|█████▋    | 62/109 [04:20<03:17,  0.24it/s, v_num=6e0e]
Epoch 184:  57%|█████▋    | 62/109 [04:20<03:17,  0.24it/s, v_num=6e0e]
Epoch 184:  58%|█████▊    | 63/109 [04:28<03:16,  0.23it/s, v_num=6e0e]
Epoch 184:  58%|█████▊    | 63/109 [04:28<03:16,  0.23it/s, v_num=6e0e]
Epoch 184:  59%|█████▊    | 64/109 [04:29<03:09,  0.24it/s, v_num=6e0e]
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Epoch 184:  60%|█████▉    | 65/109 [04:34<03:05,  0.24it/s, v_num=6e0e]
Epoch 184:  60%|█████▉    | 65/109 [04:34<03:05,  0.24it/s, v_num=6e0e]
Epoch 184:  61%|██████    | 66/109 [04:36<03:00,  0.24it/s, v_num=6e0e]
Epoch 184:  61%|██████    | 66/109 [04:36<03:00,  0.24it/s, v_num=6e0e]
Epoch 184:  61%|██████▏   | 67/109 [04:44<02:58,  0.24it/s, v_num=6e0e]
Epoch 184:  61%|██████▏   | 67/109 [04:44<02:58,  0.24it/s, v_num=6e0e]
Epoch 184:  62%|██████▏   | 68/109 [04:45<02:51,  0.24it/s, v_num=6e0e]
Epoch 184:  62%|██████▏   | 68/109 [04:45<02:51,  0.24it/s, v_num=6e0e]
Epoch 184:  63%|██████▎   | 69/109 [04:50<02:48,  0.24it/s, v_num=6e0e]
Epoch 184:  63%|██████▎   | 69/109 [04:50<02:48,  0.24it/s, v_num=6e0e]
Epoch 184:  64%|██████▍   | 70/109 [04:53<02:43,  0.24it/s, v_num=6e0e]
Epoch 184:  64%|██████▍   | 70/109 [04:53<02:43,  0.24it/s, v_num=6e0e]
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Epoch 184:  72%|███████▏  | 78/109 [05:25<02:09,  0.24it/s, v_num=6e0e]
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Epoch 184:  79%|███████▉  | 86/109 [05:59<01:36,  0.24it/s, v_num=6e0e]
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Epoch 184:  80%|███████▉  | 87/109 [06:09<01:33,  0.24it/s, v_num=6e0e]
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Epoch 184:  83%|████████▎ | 90/109 [06:16<01:19,  0.24it/s, v_num=6e0e]
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Epoch 184:  87%|████████▋ | 95/109 [06:43<00:59,  0.24it/s, v_num=6e0e]
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Epoch 184:  88%|████████▊ | 96/109 [06:44<00:54,  0.24it/s, v_num=6e0e]
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Epoch 184:  89%|████████▉ | 97/109 [06:45<00:50,  0.24it/s, v_num=6e0e]
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Epoch 184:  96%|█████████▋| 105/109 [07:18<00:16,  0.24it/s, v_num=6e0e]
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Epoch 184: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.93it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 184: 100%|██████████| 109/109 [07:51<00:00,  0.23it/s, v_num=6e0e]
Epoch 184: 100%|██████████| 109/109 [07:51<00:00,  0.23it/s, v_num=6e0e]
Epoch 184:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 185:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 185:   1%|          | 1/109 [00:21<37:48,  0.05it/s, v_num=6e0e]
Epoch 185:   2%|▏         | 2/109 [00:21<19:26,  0.09it/s, v_num=6e0e]
Epoch 185:   2%|▏         | 2/109 [00:21<19:26,  0.09it/s, v_num=6e0e]
Epoch 185:   3%|▎         | 3/109 [00:22<13:19,  0.13it/s, v_num=6e0e]
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Epoch 185:   6%|▌         | 6/109 [00:38<11:03,  0.16it/s, v_num=6e0e]
Epoch 185:   6%|▌         | 6/109 [00:38<11:03,  0.16it/s, v_num=6e0e]
Epoch 185:   6%|▋         | 7/109 [00:39<09:34,  0.18it/s, v_num=6e0e]
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Epoch 185:   7%|▋         | 8/109 [00:40<08:28,  0.20it/s, v_num=6e0e]
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Epoch 185:  10%|█         | 11/109 [00:57<08:31,  0.19it/s, v_num=6e0e]
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Epoch 185:  11%|█         | 12/109 [00:58<07:50,  0.21it/s, v_num=6e0e]
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Epoch 185:  13%|█▎        | 14/109 [01:12<08:12,  0.19it/s, v_num=6e0e]
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Epoch 185:  20%|██        | 22/109 [01:46<07:00,  0.21it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 185: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
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Epoch 186:  96%|█████████▋| 105/109 [07:35<00:17,  0.23it/s, v_num=6e0e]
Epoch 186:  97%|█████████▋| 106/109 [07:36<00:12,  0.23it/s, v_num=6e0e]
Epoch 186:  97%|█████████▋| 106/109 [07:36<00:12,  0.23it/s, v_num=6e0e]
Epoch 186:  98%|█████████▊| 107/109 [07:36<00:08,  0.23it/s, v_num=6e0e]
Epoch 186:  98%|█████████▊| 107/109 [07:36<00:08,  0.23it/s, v_num=6e0e]
Epoch 186:  99%|█████████▉| 108/109 [07:37<00:04,  0.24it/s, v_num=6e0e]
Epoch 186:  99%|█████████▉| 108/109 [07:37<00:04,  0.24it/s, v_num=6e0e]
Epoch 186: 100%|██████████| 109/109 [07:51<00:00,  0.23it/s, v_num=6e0e]
Epoch 186: 100%|██████████| 109/109 [07:51<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.96it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.92it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.93it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.92it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.93it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 186: 100%|██████████| 109/109 [08:08<00:00,  0.22it/s, v_num=6e0e]
Epoch 186: 100%|██████████| 109/109 [08:08<00:00,  0.22it/s, v_num=6e0e]
Epoch 186:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 187:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 187:   1%|          | 1/109 [00:15<27:49,  0.06it/s, v_num=6e0e]
Epoch 187:   1%|          | 1/109 [00:15<27:49,  0.06it/s, v_num=6e0e]
Epoch 187:   2%|▏         | 2/109 [00:19<17:07,  0.10it/s, v_num=6e0e]
Epoch 187:   2%|▏         | 2/109 [00:19<17:07,  0.10it/s, v_num=6e0e]
Epoch 187:   3%|▎         | 3/109 [00:20<11:46,  0.15it/s, v_num=6e0e]
Epoch 187:   3%|▎         | 3/109 [00:20<11:46,  0.15it/s, v_num=6e0e]
Epoch 187:   4%|▎         | 4/109 [00:20<09:05,  0.19it/s, v_num=6e0e]
Epoch 187:   4%|▎         | 4/109 [00:20<09:05,  0.19it/s, v_num=6e0e]
Epoch 187:   5%|▍         | 5/109 [00:30<10:36,  0.16it/s, v_num=6e0e]
Epoch 187:   5%|▍         | 5/109 [00:30<10:36,  0.16it/s, v_num=6e0e]
Epoch 187:   6%|▌         | 6/109 [00:34<09:46,  0.18it/s, v_num=6e0e]
Epoch 187:   6%|▌         | 6/109 [00:34<09:46,  0.18it/s, v_num=6e0e]
Epoch 187:   6%|▋         | 7/109 [00:35<08:30,  0.20it/s, v_num=6e0e]
Epoch 187:   6%|▋         | 7/109 [00:35<08:30,  0.20it/s, v_num=6e0e]
Epoch 187:   7%|▋         | 8/109 [00:36<07:36,  0.22it/s, v_num=6e0e]
Epoch 187:   7%|▋         | 8/109 [00:36<07:36,  0.22it/s, v_num=6e0e]
Epoch 187:   8%|▊         | 9/109 [00:46<08:37,  0.19it/s, v_num=6e0e]
Epoch 187:   8%|▊         | 9/109 [00:46<08:37,  0.19it/s, v_num=6e0e]
Epoch 187:   9%|▉         | 10/109 [00:50<08:18,  0.20it/s, v_num=6e0e]
Epoch 187:   9%|▉         | 10/109 [00:50<08:18,  0.20it/s, v_num=6e0e]
Epoch 187:  10%|█         | 11/109 [00:51<07:35,  0.22it/s, v_num=6e0e]
Epoch 187:  10%|█         | 11/109 [00:51<07:35,  0.22it/s, v_num=6e0e]
Epoch 187:  11%|█         | 12/109 [00:51<06:59,  0.23it/s, v_num=6e0e]
Epoch 187:  11%|█         | 12/109 [00:51<06:59,  0.23it/s, v_num=6e0e]
Epoch 187:  12%|█▏        | 13/109 [01:02<07:39,  0.21it/s, v_num=6e0e]
Epoch 187:  12%|█▏        | 13/109 [01:02<07:39,  0.21it/s, v_num=6e0e]
Epoch 187:  13%|█▎        | 14/109 [01:05<07:25,  0.21it/s, v_num=6e0e]
Epoch 187:  13%|█▎        | 14/109 [01:05<07:25,  0.21it/s, v_num=6e0e]
Epoch 187:  14%|█▍        | 15/109 [01:06<06:56,  0.23it/s, v_num=6e0e]
Epoch 187:  14%|█▍        | 15/109 [01:06<06:56,  0.23it/s, v_num=6e0e]
Epoch 187:  15%|█▍        | 16/109 [01:07<06:31,  0.24it/s, v_num=6e0e]
Epoch 187:  15%|█▍        | 16/109 [01:07<06:31,  0.24it/s, v_num=6e0e]
Epoch 187:  16%|█▌        | 17/109 [01:18<07:02,  0.22it/s, v_num=6e0e]
Epoch 187:  16%|█▌        | 17/109 [01:18<07:02,  0.22it/s, v_num=6e0e]
Epoch 187:  17%|█▋        | 18/109 [01:21<06:53,  0.22it/s, v_num=6e0e]
Epoch 187:  17%|█▋        | 18/109 [01:21<06:53,  0.22it/s, v_num=6e0e]
Epoch 187:  17%|█▋        | 19/109 [01:24<06:39,  0.23it/s, v_num=6e0e]
Epoch 187:  17%|█▋        | 19/109 [01:24<06:39,  0.23it/s, v_num=6e0e]
Epoch 187:  18%|█▊        | 20/109 [01:25<06:18,  0.23it/s, v_num=6e0e]
Epoch 187:  18%|█▊        | 20/109 [01:25<06:18,  0.23it/s, v_num=6e0e]
Epoch 187:  19%|█▉        | 21/109 [01:36<06:42,  0.22it/s, v_num=6e0e]
Epoch 187:  19%|█▉        | 21/109 [01:36<06:42,  0.22it/s, v_num=6e0e]
Epoch 187:  20%|██        | 22/109 [01:36<06:23,  0.23it/s, v_num=6e0e]
Epoch 187:  20%|██        | 22/109 [01:36<06:23,  0.23it/s, v_num=6e0e]
Epoch 187:  21%|██        | 23/109 [01:39<06:12,  0.23it/s, v_num=6e0e]
Epoch 187:  21%|██        | 23/109 [01:39<06:12,  0.23it/s, v_num=6e0e]
Epoch 187:  22%|██▏       | 24/109 [01:40<05:55,  0.24it/s, v_num=6e0e]
Epoch 187:  22%|██▏       | 24/109 [01:40<05:55,  0.24it/s, v_num=6e0e]
Epoch 187:  23%|██▎       | 25/109 [01:52<06:17,  0.22it/s, v_num=6e0e]
Epoch 187:  23%|██▎       | 25/109 [01:52<06:17,  0.22it/s, v_num=6e0e]
Epoch 187:  24%|██▍       | 26/109 [01:53<06:01,  0.23it/s, v_num=6e0e]
Epoch 187:  24%|██▍       | 26/109 [01:53<06:01,  0.23it/s, v_num=6e0e]
Epoch 187:  25%|██▍       | 27/109 [01:55<05:51,  0.23it/s, v_num=6e0e]
Epoch 187:  25%|██▍       | 27/109 [01:55<05:51,  0.23it/s, v_num=6e0e]
Epoch 187:  26%|██▌       | 28/109 [01:56<05:36,  0.24it/s, v_num=6e0e]
Epoch 187:  26%|██▌       | 28/109 [01:56<05:36,  0.24it/s, v_num=6e0e]
Epoch 187:  27%|██▋       | 29/109 [02:08<05:55,  0.23it/s, v_num=6e0e]
Epoch 187:  27%|██▋       | 29/109 [02:08<05:55,  0.23it/s, v_num=6e0e]
Epoch 187:  28%|██▊       | 30/109 [02:09<05:41,  0.23it/s, v_num=6e0e]
Epoch 187:  28%|██▊       | 30/109 [02:09<05:41,  0.23it/s, v_num=6e0e]
Epoch 187:  28%|██▊       | 31/109 [02:12<05:33,  0.23it/s, v_num=6e0e]
Epoch 187:  28%|██▊       | 31/109 [02:12<05:33,  0.23it/s, v_num=6e0e]
Epoch 187:  29%|██▉       | 32/109 [02:13<05:20,  0.24it/s, v_num=6e0e]
Epoch 187:  29%|██▉       | 32/109 [02:13<05:20,  0.24it/s, v_num=6e0e]
Epoch 187:  30%|███       | 33/109 [02:24<05:33,  0.23it/s, v_num=6e0e]
Epoch 187:  30%|███       | 33/109 [02:24<05:33,  0.23it/s, v_num=6e0e]
Epoch 187:  31%|███       | 34/109 [02:25<05:21,  0.23it/s, v_num=6e0e]
Epoch 187:  31%|███       | 34/109 [02:25<05:21,  0.23it/s, v_num=6e0e]
Epoch 187:  32%|███▏      | 35/109 [02:30<05:17,  0.23it/s, v_num=6e0e]
Epoch 187:  32%|███▏      | 35/109 [02:30<05:17,  0.23it/s, v_num=6e0e]
Epoch 187:  33%|███▎      | 36/109 [02:31<05:06,  0.24it/s, v_num=6e0e]
Epoch 187:  33%|███▎      | 36/109 [02:31<05:06,  0.24it/s, v_num=6e0e]
Epoch 187:  34%|███▍      | 37/109 [02:41<05:13,  0.23it/s, v_num=6e0e]
Epoch 187:  34%|███▍      | 37/109 [02:41<05:13,  0.23it/s, v_num=6e0e]
Epoch 187:  35%|███▍      | 38/109 [02:43<05:04,  0.23it/s, v_num=6e0e]
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Epoch 187:  36%|███▌      | 39/109 [02:46<04:58,  0.23it/s, v_num=6e0e]
Epoch 187:  36%|███▌      | 39/109 [02:46<04:58,  0.23it/s, v_num=6e0e]
Epoch 187:  37%|███▋      | 40/109 [02:47<04:48,  0.24it/s, v_num=6e0e]
Epoch 187:  37%|███▋      | 40/109 [02:47<04:48,  0.24it/s, v_num=6e0e]
Epoch 187:  38%|███▊      | 41/109 [02:56<04:52,  0.23it/s, v_num=6e0e]
Epoch 187:  38%|███▊      | 41/109 [02:56<04:52,  0.23it/s, v_num=6e0e]
Epoch 187:  39%|███▊      | 42/109 [02:57<04:43,  0.24it/s, v_num=6e0e]
Epoch 187:  39%|███▊      | 42/109 [02:57<04:43,  0.24it/s, v_num=6e0e]
Epoch 187:  39%|███▉      | 43/109 [03:00<04:37,  0.24it/s, v_num=6e0e]
Epoch 187:  39%|███▉      | 43/109 [03:00<04:37,  0.24it/s, v_num=6e0e]
Epoch 187:  40%|████      | 44/109 [03:01<04:27,  0.24it/s, v_num=6e0e]
Epoch 187:  40%|████      | 44/109 [03:01<04:27,  0.24it/s, v_num=6e0e]
Epoch 187:  41%|████▏     | 45/109 [03:10<04:30,  0.24it/s, v_num=6e0e]
Epoch 187:  41%|████▏     | 45/109 [03:10<04:30,  0.24it/s, v_num=6e0e]
Epoch 187:  42%|████▏     | 46/109 [03:11<04:22,  0.24it/s, v_num=6e0e]
Epoch 187:  42%|████▏     | 46/109 [03:11<04:22,  0.24it/s, v_num=6e0e]
Epoch 187:  43%|████▎     | 47/109 [03:17<04:20,  0.24it/s, v_num=6e0e]
Epoch 187:  43%|████▎     | 47/109 [03:17<04:20,  0.24it/s, v_num=6e0e]
Epoch 187:  44%|████▍     | 48/109 [03:18<04:12,  0.24it/s, v_num=6e0e]
Epoch 187:  44%|████▍     | 48/109 [03:18<04:12,  0.24it/s, v_num=6e0e]
Epoch 187:  45%|████▍     | 49/109 [03:25<04:12,  0.24it/s, v_num=6e0e]
Epoch 187:  45%|████▍     | 49/109 [03:25<04:12,  0.24it/s, v_num=6e0e]
Epoch 187:  46%|████▌     | 50/109 [03:28<04:05,  0.24it/s, v_num=6e0e]
Epoch 187:  46%|████▌     | 50/109 [03:28<04:05,  0.24it/s, v_num=6e0e]
Epoch 187:  47%|████▋     | 51/109 [03:36<04:05,  0.24it/s, v_num=6e0e]
Epoch 187:  47%|████▋     | 51/109 [03:36<04:05,  0.24it/s, v_num=6e0e]
Epoch 187:  48%|████▊     | 52/109 [03:36<03:57,  0.24it/s, v_num=6e0e]
Epoch 187:  48%|████▊     | 52/109 [03:36<03:57,  0.24it/s, v_num=6e0e]
Epoch 187:  49%|████▊     | 53/109 [03:44<03:57,  0.24it/s, v_num=6e0e]
Epoch 187:  49%|████▊     | 53/109 [03:44<03:57,  0.24it/s, v_num=6e0e]
Epoch 187:  50%|████▉     | 54/109 [03:46<03:50,  0.24it/s, v_num=6e0e]
Epoch 187:  50%|████▉     | 54/109 [03:46<03:50,  0.24it/s, v_num=6e0e]
Epoch 187:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 187:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 187:  51%|█████▏    | 56/109 [03:54<03:41,  0.24it/s, v_num=6e0e]
Epoch 187:  51%|█████▏    | 56/109 [03:54<03:41,  0.24it/s, v_num=6e0e]
Epoch 187:  52%|█████▏    | 57/109 [04:02<03:40,  0.24it/s, v_num=6e0e]
Epoch 187:  52%|█████▏    | 57/109 [04:02<03:40,  0.24it/s, v_num=6e0e]
Epoch 187:  53%|█████▎    | 58/109 [04:03<03:34,  0.24it/s, v_num=6e0e]
Epoch 187:  53%|█████▎    | 58/109 [04:03<03:34,  0.24it/s, v_num=6e0e]
Epoch 187:  54%|█████▍    | 59/109 [04:09<03:31,  0.24it/s, v_num=6e0e]
Epoch 187:  54%|█████▍    | 59/109 [04:09<03:31,  0.24it/s, v_num=6e0e]
Epoch 187:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
Epoch 187:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
Epoch 187:  56%|█████▌    | 61/109 [04:18<03:23,  0.24it/s, v_num=6e0e]
Epoch 187:  56%|█████▌    | 61/109 [04:18<03:23,  0.24it/s, v_num=6e0e]
Epoch 187:  57%|█████▋    | 62/109 [04:19<03:16,  0.24it/s, v_num=6e0e]
Epoch 187:  57%|█████▋    | 62/109 [04:19<03:16,  0.24it/s, v_num=6e0e]
Epoch 187:  58%|█████▊    | 63/109 [04:24<03:13,  0.24it/s, v_num=6e0e]
Epoch 187:  58%|█████▊    | 63/109 [04:24<03:13,  0.24it/s, v_num=6e0e]
Epoch 187:  59%|█████▊    | 64/109 [04:25<03:06,  0.24it/s, v_num=6e0e]
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Epoch 187:  60%|█████▉    | 65/109 [04:34<03:05,  0.24it/s, v_num=6e0e]
Epoch 187:  60%|█████▉    | 65/109 [04:34<03:05,  0.24it/s, v_num=6e0e]
Epoch 187:  61%|██████    | 66/109 [04:37<03:00,  0.24it/s, v_num=6e0e]
Epoch 187:  61%|██████    | 66/109 [04:37<03:00,  0.24it/s, v_num=6e0e]
Epoch 187:  61%|██████▏   | 67/109 [04:41<02:56,  0.24it/s, v_num=6e0e]
Epoch 187:  61%|██████▏   | 67/109 [04:41<02:56,  0.24it/s, v_num=6e0e]
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Epoch 187:  62%|██████▏   | 68/109 [04:41<02:49,  0.24it/s, v_num=6e0e]
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Epoch 187:  63%|██████▎   | 69/109 [04:50<02:48,  0.24it/s, v_num=6e0e]
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Epoch 187:  64%|██████▍   | 70/109 [04:54<02:43,  0.24it/s, v_num=6e0e]
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Epoch 187:  65%|██████▌   | 71/109 [04:57<02:39,  0.24it/s, v_num=6e0e]
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Epoch 187:  66%|██████▌   | 72/109 [04:59<02:33,  0.24it/s, v_num=6e0e]
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Epoch 187:  67%|██████▋   | 73/109 [05:06<02:31,  0.24it/s, v_num=6e0e]
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Epoch 187:  71%|███████   | 77/109 [05:21<02:13,  0.24it/s, v_num=6e0e]
Epoch 187:  72%|███████▏  | 78/109 [05:26<02:09,  0.24it/s, v_num=6e0e]
Epoch 187:  72%|███████▏  | 78/109 [05:26<02:09,  0.24it/s, v_num=6e0e]
Epoch 187:  72%|███████▏  | 79/109 [05:30<02:05,  0.24it/s, v_num=6e0e]
Epoch 187:  72%|███████▏  | 79/109 [05:30<02:05,  0.24it/s, v_num=6e0e]
Epoch 187:  73%|███████▎  | 80/109 [05:33<02:00,  0.24it/s, v_num=6e0e]
Epoch 187:  73%|███████▎  | 80/109 [05:33<02:00,  0.24it/s, v_num=6e0e]
Epoch 187:  74%|███████▍  | 81/109 [05:40<01:57,  0.24it/s, v_num=6e0e]
Epoch 187:  74%|███████▍  | 81/109 [05:40<01:57,  0.24it/s, v_num=6e0e]
Epoch 187:  75%|███████▌  | 82/109 [05:42<01:52,  0.24it/s, v_num=6e0e]
Epoch 187:  75%|███████▌  | 82/109 [05:42<01:52,  0.24it/s, v_num=6e0e]
Epoch 187:  76%|███████▌  | 83/109 [05:46<01:48,  0.24it/s, v_num=6e0e]
Epoch 187:  76%|███████▌  | 83/109 [05:46<01:48,  0.24it/s, v_num=6e0e]
Epoch 187:  77%|███████▋  | 84/109 [05:49<01:43,  0.24it/s, v_num=6e0e]
Epoch 187:  77%|███████▋  | 84/109 [05:49<01:43,  0.24it/s, v_num=6e0e]
Epoch 187:  78%|███████▊  | 85/109 [05:56<01:40,  0.24it/s, v_num=6e0e]
Epoch 187:  78%|███████▊  | 85/109 [05:56<01:40,  0.24it/s, v_num=6e0e]
Epoch 187:  79%|███████▉  | 86/109 [05:59<01:36,  0.24it/s, v_num=6e0e]
Epoch 187:  79%|███████▉  | 86/109 [05:59<01:36,  0.24it/s, v_num=6e0e]
Epoch 187:  80%|███████▉  | 87/109 [06:01<01:31,  0.24it/s, v_num=6e0e]
Epoch 187:  80%|███████▉  | 87/109 [06:01<01:31,  0.24it/s, v_num=6e0e]
Epoch 187:  81%|████████  | 88/109 [06:04<01:26,  0.24it/s, v_num=6e0e]
Epoch 187:  81%|████████  | 88/109 [06:04<01:26,  0.24it/s, v_num=6e0e]
Epoch 187:  82%|████████▏ | 89/109 [06:12<01:23,  0.24it/s, v_num=6e0e]
Epoch 187:  82%|████████▏ | 89/109 [06:12<01:23,  0.24it/s, v_num=6e0e]
Epoch 187:  83%|████████▎ | 90/109 [06:15<01:19,  0.24it/s, v_num=6e0e]
Epoch 187:  83%|████████▎ | 90/109 [06:15<01:19,  0.24it/s, v_num=6e0e]
Epoch 187:  83%|████████▎ | 91/109 [06:18<01:14,  0.24it/s, v_num=6e0e]
Epoch 187:  83%|████████▎ | 91/109 [06:18<01:14,  0.24it/s, v_num=6e0e]
Epoch 187:  84%|████████▍ | 92/109 [06:19<01:10,  0.24it/s, v_num=6e0e]
Epoch 187:  84%|████████▍ | 92/109 [06:19<01:10,  0.24it/s, v_num=6e0e]
Epoch 187:  85%|████████▌ | 93/109 [06:28<01:06,  0.24it/s, v_num=6e0e]
Epoch 187:  85%|████████▌ | 93/109 [06:28<01:06,  0.24it/s, v_num=6e0e]
Epoch 187:  86%|████████▌ | 94/109 [06:32<01:02,  0.24it/s, v_num=6e0e]
Epoch 187:  86%|████████▌ | 94/109 [06:32<01:02,  0.24it/s, v_num=6e0e]
Epoch 187:  87%|████████▋ | 95/109 [06:35<00:58,  0.24it/s, v_num=6e0e]
Epoch 187:  87%|████████▋ | 95/109 [06:35<00:58,  0.24it/s, v_num=6e0e]
Epoch 187:  88%|████████▊ | 96/109 [06:38<00:53,  0.24it/s, v_num=6e0e]
Epoch 187:  88%|████████▊ | 96/109 [06:38<00:53,  0.24it/s, v_num=6e0e]
Epoch 187:  89%|████████▉ | 97/109 [06:45<00:50,  0.24it/s, v_num=6e0e]
Epoch 187:  89%|████████▉ | 97/109 [06:45<00:50,  0.24it/s, v_num=6e0e]
Epoch 187:  90%|████████▉ | 98/109 [06:50<00:46,  0.24it/s, v_num=6e0e]
Epoch 187:  90%|████████▉ | 98/109 [06:50<00:46,  0.24it/s, v_num=6e0e]
Epoch 187:  91%|█████████ | 99/109 [06:51<00:41,  0.24it/s, v_num=6e0e]
Epoch 187:  91%|█████████ | 99/109 [06:51<00:41,  0.24it/s, v_num=6e0e]
Epoch 187:  92%|█████████▏| 100/109 [06:54<00:37,  0.24it/s, v_num=6e0e]
Epoch 187:  92%|█████████▏| 100/109 [06:54<00:37,  0.24it/s, v_num=6e0e]
Epoch 187:  93%|█████████▎| 101/109 [07:01<00:33,  0.24it/s, v_num=6e0e]
Epoch 187:  93%|█████████▎| 101/109 [07:01<00:33,  0.24it/s, v_num=6e0e]
Epoch 187:  94%|█████████▎| 102/109 [07:06<00:29,  0.24it/s, v_num=6e0e]
Epoch 187:  94%|█████████▎| 102/109 [07:06<00:29,  0.24it/s, v_num=6e0e]
Epoch 187:  94%|█████████▍| 103/109 [07:06<00:24,  0.24it/s, v_num=6e0e]
Epoch 187:  94%|█████████▍| 103/109 [07:06<00:24,  0.24it/s, v_num=6e0e]
Epoch 187:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 187:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 187:  96%|█████████▋| 105/109 [07:17<00:16,  0.24it/s, v_num=6e0e]
Epoch 187:  96%|█████████▋| 105/109 [07:17<00:16,  0.24it/s, v_num=6e0e]
Epoch 187:  97%|█████████▋| 106/109 [07:22<00:12,  0.24it/s, v_num=6e0e]
Epoch 187:  97%|█████████▋| 106/109 [07:22<00:12,  0.24it/s, v_num=6e0e]
Epoch 187:  98%|█████████▊| 107/109 [07:23<00:08,  0.24it/s, v_num=6e0e]
Epoch 187:  98%|█████████▊| 107/109 [07:23<00:08,  0.24it/s, v_num=6e0e]
Epoch 187:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 187:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 187: 100%|██████████| 109/109 [07:32<00:00,  0.24it/s, v_num=6e0e]
Epoch 187: 100%|██████████| 109/109 [07:32<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.87it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.93it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.94it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 187: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 187: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 187:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 188:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 188:   1%|          | 1/109 [00:15<28:16,  0.06it/s, v_num=6e0e]
Epoch 188:   1%|          | 1/109 [00:15<28:16,  0.06it/s, v_num=6e0e]
Epoch 188:   2%|▏         | 2/109 [00:18<16:03,  0.11it/s, v_num=6e0e]
Epoch 188:   2%|▏         | 2/109 [00:18<16:03,  0.11it/s, v_num=6e0e]
Epoch 188:   3%|▎         | 3/109 [00:18<11:05,  0.16it/s, v_num=6e0e]
Epoch 188:   3%|▎         | 3/109 [00:18<11:05,  0.16it/s, v_num=6e0e]
Epoch 188:   4%|▎         | 4/109 [00:19<08:35,  0.20it/s, v_num=6e0e]
Epoch 188:   4%|▎         | 4/109 [00:19<08:35,  0.20it/s, v_num=6e0e]
Epoch 188:   5%|▍         | 5/109 [00:32<11:09,  0.16it/s, v_num=6e0e]
Epoch 188:   5%|▍         | 5/109 [00:32<11:09,  0.16it/s, v_num=6e0e]
Epoch 188:   6%|▌         | 6/109 [00:34<09:46,  0.18it/s, v_num=6e0e]
Epoch 188:   6%|▌         | 6/109 [00:34<09:46,  0.18it/s, v_num=6e0e]
Epoch 188:   6%|▋         | 7/109 [00:34<08:29,  0.20it/s, v_num=6e0e]
Epoch 188:   6%|▋         | 7/109 [00:34<08:29,  0.20it/s, v_num=6e0e]
Epoch 188:   7%|▋         | 8/109 [00:35<07:31,  0.22it/s, v_num=6e0e]
Epoch 188:   7%|▋         | 8/109 [00:35<07:31,  0.22it/s, v_num=6e0e]
Epoch 188:   8%|▊         | 9/109 [00:47<08:48,  0.19it/s, v_num=6e0e]
Epoch 188:   8%|▊         | 9/109 [00:47<08:48,  0.19it/s, v_num=6e0e]
Epoch 188:   9%|▉         | 10/109 [00:50<08:22,  0.20it/s, v_num=6e0e]
Epoch 188:   9%|▉         | 10/109 [00:50<08:22,  0.20it/s, v_num=6e0e]
Epoch 188:  10%|█         | 11/109 [00:51<07:39,  0.21it/s, v_num=6e0e]
Epoch 188:  10%|█         | 11/109 [00:51<07:39,  0.21it/s, v_num=6e0e]
Epoch 188:  11%|█         | 12/109 [00:52<07:03,  0.23it/s, v_num=6e0e]
Epoch 188:  11%|█         | 12/109 [00:52<07:03,  0.23it/s, v_num=6e0e]
Epoch 188:  12%|█▏        | 13/109 [01:02<07:44,  0.21it/s, v_num=6e0e]
Epoch 188:  12%|█▏        | 13/109 [01:02<07:44,  0.21it/s, v_num=6e0e]
Epoch 188:  13%|█▎        | 14/109 [01:05<07:22,  0.21it/s, v_num=6e0e]
Epoch 188:  13%|█▎        | 14/109 [01:05<07:22,  0.21it/s, v_num=6e0e]
Epoch 188:  14%|█▍        | 15/109 [01:06<06:54,  0.23it/s, v_num=6e0e]
Epoch 188:  14%|█▍        | 15/109 [01:06<06:54,  0.23it/s, v_num=6e0e]
Epoch 188:  15%|█▍        | 16/109 [01:06<06:28,  0.24it/s, v_num=6e0e]
Epoch 188:  15%|█▍        | 16/109 [01:06<06:28,  0.24it/s, v_num=6e0e]
Epoch 188:  16%|█▌        | 17/109 [01:19<07:08,  0.21it/s, v_num=6e0e]
Epoch 188:  16%|█▌        | 17/109 [01:19<07:08,  0.21it/s, v_num=6e0e]
Epoch 188:  17%|█▋        | 18/109 [01:21<06:50,  0.22it/s, v_num=6e0e]
Epoch 188:  17%|█▋        | 18/109 [01:21<06:50,  0.22it/s, v_num=6e0e]
Epoch 188:  17%|█▋        | 19/109 [01:22<06:32,  0.23it/s, v_num=6e0e]
Epoch 188:  17%|█▋        | 19/109 [01:22<06:32,  0.23it/s, v_num=6e0e]
Epoch 188:  18%|█▊        | 20/109 [01:23<06:12,  0.24it/s, v_num=6e0e]
Epoch 188:  18%|█▊        | 20/109 [01:23<06:12,  0.24it/s, v_num=6e0e]
Epoch 188:  19%|█▉        | 21/109 [01:34<06:36,  0.22it/s, v_num=6e0e]
Epoch 188:  19%|█▉        | 21/109 [01:34<06:36,  0.22it/s, v_num=6e0e]
Epoch 188:  20%|██        | 22/109 [01:37<06:26,  0.23it/s, v_num=6e0e]
Epoch 188:  20%|██        | 22/109 [01:37<06:26,  0.23it/s, v_num=6e0e]
Epoch 188:  21%|██        | 23/109 [01:38<06:09,  0.23it/s, v_num=6e0e]
Epoch 188:  21%|██        | 23/109 [01:38<06:09,  0.23it/s, v_num=6e0e]
Epoch 188:  22%|██▏       | 24/109 [01:39<05:52,  0.24it/s, v_num=6e0e]
Epoch 188:  22%|██▏       | 24/109 [01:39<05:52,  0.24it/s, v_num=6e0e]
Epoch 188:  23%|██▎       | 25/109 [01:52<06:16,  0.22it/s, v_num=6e0e]
Epoch 188:  23%|██▎       | 25/109 [01:52<06:16,  0.22it/s, v_num=6e0e]
Epoch 188:  24%|██▍       | 26/109 [01:53<06:03,  0.23it/s, v_num=6e0e]
Epoch 188:  24%|██▍       | 26/109 [01:53<06:03,  0.23it/s, v_num=6e0e]
Epoch 188:  25%|██▍       | 27/109 [01:54<05:48,  0.24it/s, v_num=6e0e]
Epoch 188:  25%|██▍       | 27/109 [01:54<05:48,  0.24it/s, v_num=6e0e]
Epoch 188:  26%|██▌       | 28/109 [01:55<05:34,  0.24it/s, v_num=6e0e]
Epoch 188:  26%|██▌       | 28/109 [01:55<05:34,  0.24it/s, v_num=6e0e]
Epoch 188:  27%|██▋       | 29/109 [02:09<05:57,  0.22it/s, v_num=6e0e]
Epoch 188:  27%|██▋       | 29/109 [02:09<05:57,  0.22it/s, v_num=6e0e]
Epoch 188:  28%|██▊       | 30/109 [02:10<05:43,  0.23it/s, v_num=6e0e]
Epoch 188:  28%|██▊       | 30/109 [02:10<05:43,  0.23it/s, v_num=6e0e]
Epoch 188:  28%|██▊       | 31/109 [02:12<05:32,  0.23it/s, v_num=6e0e]
Epoch 188:  28%|██▊       | 31/109 [02:12<05:32,  0.23it/s, v_num=6e0e]
Epoch 188:  29%|██▉       | 32/109 [02:12<05:19,  0.24it/s, v_num=6e0e]
Epoch 188:  29%|██▉       | 32/109 [02:12<05:19,  0.24it/s, v_num=6e0e]
Epoch 188:  30%|███       | 33/109 [02:25<05:35,  0.23it/s, v_num=6e0e]
Epoch 188:  30%|███       | 33/109 [02:25<05:35,  0.23it/s, v_num=6e0e]
Epoch 188:  31%|███       | 34/109 [02:27<05:25,  0.23it/s, v_num=6e0e]
Epoch 188:  31%|███       | 34/109 [02:27<05:25,  0.23it/s, v_num=6e0e]
Epoch 188:  32%|███▏      | 35/109 [02:28<05:13,  0.24it/s, v_num=6e0e]
Epoch 188:  32%|███▏      | 35/109 [02:28<05:13,  0.24it/s, v_num=6e0e]
Epoch 188:  33%|███▎      | 36/109 [02:29<05:02,  0.24it/s, v_num=6e0e]
Epoch 188:  33%|███▎      | 36/109 [02:29<05:02,  0.24it/s, v_num=6e0e]
Epoch 188:  34%|███▍      | 37/109 [02:42<05:16,  0.23it/s, v_num=6e0e]
Epoch 188:  34%|███▍      | 37/109 [02:42<05:16,  0.23it/s, v_num=6e0e]
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Epoch 188:  36%|███▌      | 39/109 [02:44<04:54,  0.24it/s, v_num=6e0e]
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Epoch 188:  37%|███▋      | 40/109 [02:44<04:44,  0.24it/s, v_num=6e0e]
Epoch 188:  37%|███▋      | 40/109 [02:44<04:44,  0.24it/s, v_num=6e0e]
Epoch 188:  38%|███▊      | 41/109 [02:57<04:54,  0.23it/s, v_num=6e0e]
Epoch 188:  38%|███▊      | 41/109 [02:57<04:54,  0.23it/s, v_num=6e0e]
Epoch 188:  39%|███▊      | 42/109 [02:59<04:46,  0.23it/s, v_num=6e0e]
Epoch 188:  39%|███▊      | 42/109 [02:59<04:46,  0.23it/s, v_num=6e0e]
Epoch 188:  39%|███▉      | 43/109 [03:00<04:37,  0.24it/s, v_num=6e0e]
Epoch 188:  39%|███▉      | 43/109 [03:00<04:37,  0.24it/s, v_num=6e0e]
Epoch 188:  40%|████      | 44/109 [03:01<04:28,  0.24it/s, v_num=6e0e]
Epoch 188:  40%|████      | 44/109 [03:01<04:28,  0.24it/s, v_num=6e0e]
Epoch 188:  41%|████▏     | 45/109 [03:12<04:33,  0.23it/s, v_num=6e0e]
Epoch 188:  41%|████▏     | 45/109 [03:12<04:33,  0.23it/s, v_num=6e0e]
Epoch 188:  42%|████▏     | 46/109 [03:15<04:27,  0.24it/s, v_num=6e0e]
Epoch 188:  42%|████▏     | 46/109 [03:15<04:27,  0.24it/s, v_num=6e0e]
Epoch 188:  43%|████▎     | 47/109 [03:17<04:20,  0.24it/s, v_num=6e0e]
Epoch 188:  43%|████▎     | 47/109 [03:17<04:20,  0.24it/s, v_num=6e0e]
Epoch 188:  44%|████▍     | 48/109 [03:18<04:11,  0.24it/s, v_num=6e0e]
Epoch 188:  44%|████▍     | 48/109 [03:18<04:11,  0.24it/s, v_num=6e0e]
Epoch 188:  45%|████▍     | 49/109 [03:29<04:16,  0.23it/s, v_num=6e0e]
Epoch 188:  45%|████▍     | 49/109 [03:29<04:16,  0.23it/s, v_num=6e0e]
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Epoch 188:  61%|██████▏   | 67/109 [04:39<02:55,  0.24it/s, v_num=6e0e]
Epoch 188:  62%|██████▏   | 68/109 [04:40<02:49,  0.24it/s, v_num=6e0e]
Epoch 188:  62%|██████▏   | 68/109 [04:40<02:49,  0.24it/s, v_num=6e0e]
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Epoch 188:  64%|██████▍   | 70/109 [04:52<02:43,  0.24it/s, v_num=6e0e]
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Epoch 188:  65%|██████▌   | 71/109 [04:56<02:38,  0.24it/s, v_num=6e0e]
Epoch 188:  66%|██████▌   | 72/109 [04:57<02:32,  0.24it/s, v_num=6e0e]
Epoch 188:  66%|██████▌   | 72/109 [04:57<02:32,  0.24it/s, v_num=6e0e]
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Epoch 188:  68%|██████▊   | 74/109 [05:09<02:26,  0.24it/s, v_num=6e0e]
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Epoch 188:  71%|███████   | 77/109 [05:24<02:14,  0.24it/s, v_num=6e0e]
Epoch 188:  71%|███████   | 77/109 [05:24<02:14,  0.24it/s, v_num=6e0e]
Epoch 188:  72%|███████▏  | 78/109 [05:25<02:09,  0.24it/s, v_num=6e0e]
Epoch 188:  72%|███████▏  | 78/109 [05:25<02:09,  0.24it/s, v_num=6e0e]
Epoch 188:  72%|███████▏  | 79/109 [05:31<02:06,  0.24it/s, v_num=6e0e]
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Epoch 188:  73%|███████▎  | 80/109 [05:32<02:00,  0.24it/s, v_num=6e0e]
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Epoch 188:  79%|███████▉  | 86/109 [05:58<01:35,  0.24it/s, v_num=6e0e]
Epoch 188:  79%|███████▉  | 86/109 [05:58<01:35,  0.24it/s, v_num=6e0e]
Epoch 188:  80%|███████▉  | 87/109 [06:02<01:31,  0.24it/s, v_num=6e0e]
Epoch 188:  80%|███████▉  | 87/109 [06:02<01:31,  0.24it/s, v_num=6e0e]
Epoch 188:  81%|████████  | 88/109 [06:05<01:27,  0.24it/s, v_num=6e0e]
Epoch 188:  81%|████████  | 88/109 [06:05<01:27,  0.24it/s, v_num=6e0e]
Epoch 188:  82%|████████▏ | 89/109 [06:12<01:23,  0.24it/s, v_num=6e0e]
Epoch 188:  82%|████████▏ | 89/109 [06:12<01:23,  0.24it/s, v_num=6e0e]
Epoch 188:  83%|████████▎ | 90/109 [06:13<01:18,  0.24it/s, v_num=6e0e]
Epoch 188:  83%|████████▎ | 90/109 [06:13<01:18,  0.24it/s, v_num=6e0e]
Epoch 188:  83%|████████▎ | 91/109 [06:18<01:14,  0.24it/s, v_num=6e0e]
Epoch 188:  83%|████████▎ | 91/109 [06:18<01:14,  0.24it/s, v_num=6e0e]
Epoch 188:  84%|████████▍ | 92/109 [06:21<01:10,  0.24it/s, v_num=6e0e]
Epoch 188:  84%|████████▍ | 92/109 [06:21<01:10,  0.24it/s, v_num=6e0e]
Epoch 188:  85%|████████▌ | 93/109 [06:28<01:06,  0.24it/s, v_num=6e0e]
Epoch 188:  85%|████████▌ | 93/109 [06:28<01:06,  0.24it/s, v_num=6e0e]
Epoch 188:  86%|████████▌ | 94/109 [06:31<01:02,  0.24it/s, v_num=6e0e]
Epoch 188:  86%|████████▌ | 94/109 [06:31<01:02,  0.24it/s, v_num=6e0e]
Epoch 188:  87%|████████▋ | 95/109 [06:33<00:57,  0.24it/s, v_num=6e0e]
Epoch 188:  87%|████████▋ | 95/109 [06:33<00:57,  0.24it/s, v_num=6e0e]
Epoch 188:  88%|████████▊ | 96/109 [06:37<00:53,  0.24it/s, v_num=6e0e]
Epoch 188:  88%|████████▊ | 96/109 [06:37<00:53,  0.24it/s, v_num=6e0e]
Epoch 188:  89%|████████▉ | 97/109 [06:45<00:50,  0.24it/s, v_num=6e0e]
Epoch 188:  89%|████████▉ | 97/109 [06:45<00:50,  0.24it/s, v_num=6e0e]
Epoch 188:  90%|████████▉ | 98/109 [06:47<00:45,  0.24it/s, v_num=6e0e]
Epoch 188:  90%|████████▉ | 98/109 [06:47<00:45,  0.24it/s, v_num=6e0e]
Epoch 188:  91%|█████████ | 99/109 [06:49<00:41,  0.24it/s, v_num=6e0e]
Epoch 188:  91%|█████████ | 99/109 [06:49<00:41,  0.24it/s, v_num=6e0e]
Epoch 188:  92%|█████████▏| 100/109 [06:54<00:37,  0.24it/s, v_num=6e0e]
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Epoch 188:  93%|█████████▎| 101/109 [07:01<00:33,  0.24it/s, v_num=6e0e]
Epoch 188:  93%|█████████▎| 101/109 [07:01<00:33,  0.24it/s, v_num=6e0e]
Epoch 188:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 188:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 188:  94%|█████████▍| 103/109 [07:05<00:24,  0.24it/s, v_num=6e0e]
Epoch 188:  94%|█████████▍| 103/109 [07:05<00:24,  0.24it/s, v_num=6e0e]
Epoch 188:  95%|█████████▌| 104/109 [07:12<00:20,  0.24it/s, v_num=6e0e]
Epoch 188:  95%|█████████▌| 104/109 [07:12<00:20,  0.24it/s, v_num=6e0e]
Epoch 188:  96%|█████████▋| 105/109 [07:17<00:16,  0.24it/s, v_num=6e0e]
Epoch 188:  96%|█████████▋| 105/109 [07:17<00:16,  0.24it/s, v_num=6e0e]
Epoch 188:  97%|█████████▋| 106/109 [07:20<00:12,  0.24it/s, v_num=6e0e]
Epoch 188:  97%|█████████▋| 106/109 [07:20<00:12,  0.24it/s, v_num=6e0e]
Epoch 188:  98%|█████████▊| 107/109 [07:21<00:08,  0.24it/s, v_num=6e0e]
Epoch 188:  98%|█████████▊| 107/109 [07:21<00:08,  0.24it/s, v_num=6e0e]
Epoch 188:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 188:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 188: 100%|██████████| 109/109 [07:32<00:00,  0.24it/s, v_num=6e0e]
Epoch 188: 100%|██████████| 109/109 [07:32<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.92it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.92it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.96it/s]

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Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.97it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 188: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 188: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 188:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 189:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 189:   1%|          | 1/109 [00:16<28:53,  0.06it/s, v_num=6e0e]
Epoch 189:   1%|          | 1/109 [00:16<28:53,  0.06it/s, v_num=6e0e]
Epoch 189:   2%|▏         | 2/109 [00:16<15:02,  0.12it/s, v_num=6e0e]
Epoch 189:   2%|▏         | 2/109 [00:16<15:02,  0.12it/s, v_num=6e0e]
Epoch 189:   3%|▎         | 3/109 [00:17<10:24,  0.17it/s, v_num=6e0e]
Epoch 189:   3%|▎         | 3/109 [00:17<10:24,  0.17it/s, v_num=6e0e]
Epoch 189:   4%|▎         | 4/109 [00:18<08:05,  0.22it/s, v_num=6e0e]
Epoch 189:   4%|▎         | 4/109 [00:18<08:05,  0.22it/s, v_num=6e0e]
Epoch 189:   5%|▍         | 5/109 [00:31<11:01,  0.16it/s, v_num=6e0e]
Epoch 189:   5%|▍         | 5/109 [00:31<11:01,  0.16it/s, v_num=6e0e]
Epoch 189:   6%|▌         | 6/109 [00:32<09:20,  0.18it/s, v_num=6e0e]
Epoch 189:   6%|▌         | 6/109 [00:32<09:20,  0.18it/s, v_num=6e0e]
Epoch 189:   6%|▋         | 7/109 [00:33<08:14,  0.21it/s, v_num=6e0e]
Epoch 189:   6%|▋         | 7/109 [00:33<08:14,  0.21it/s, v_num=6e0e]
Epoch 189:   7%|▋         | 8/109 [00:34<07:19,  0.23it/s, v_num=6e0e]
Epoch 189:   7%|▋         | 8/109 [00:34<07:19,  0.23it/s, v_num=6e0e]
Epoch 189:   8%|▊         | 9/109 [00:49<09:10,  0.18it/s, v_num=6e0e]
Epoch 189:   8%|▊         | 9/109 [00:49<09:10,  0.18it/s, v_num=6e0e]
Epoch 189:   9%|▉         | 10/109 [00:50<08:19,  0.20it/s, v_num=6e0e]
Epoch 189:   9%|▉         | 10/109 [00:50<08:19,  0.20it/s, v_num=6e0e]
Epoch 189:  10%|█         | 11/109 [00:51<07:36,  0.21it/s, v_num=6e0e]
Epoch 189:  10%|█         | 11/109 [00:51<07:36,  0.21it/s, v_num=6e0e]
Epoch 189:  11%|█         | 12/109 [00:52<07:00,  0.23it/s, v_num=6e0e]
Epoch 189:  11%|█         | 12/109 [00:52<07:00,  0.23it/s, v_num=6e0e]
Epoch 189:  12%|█▏        | 13/109 [01:06<08:10,  0.20it/s, v_num=6e0e]
Epoch 189:  12%|█▏        | 13/109 [01:06<08:10,  0.20it/s, v_num=6e0e]
Epoch 189:  13%|█▎        | 14/109 [01:07<07:36,  0.21it/s, v_num=6e0e]
Epoch 189:  13%|█▎        | 14/109 [01:07<07:36,  0.21it/s, v_num=6e0e]
Epoch 189:  14%|█▍        | 15/109 [01:10<07:20,  0.21it/s, v_num=6e0e]
Epoch 189:  14%|█▍        | 15/109 [01:10<07:20,  0.21it/s, v_num=6e0e]
Epoch 189:  15%|█▍        | 16/109 [01:11<06:53,  0.23it/s, v_num=6e0e]
Epoch 189:  15%|█▍        | 16/109 [01:11<06:53,  0.23it/s, v_num=6e0e]
Epoch 189:  16%|█▌        | 17/109 [01:23<07:31,  0.20it/s, v_num=6e0e]
Epoch 189:  16%|█▌        | 17/109 [01:23<07:31,  0.20it/s, v_num=6e0e]
Epoch 189:  17%|█▋        | 18/109 [01:24<07:05,  0.21it/s, v_num=6e0e]
Epoch 189:  17%|█▋        | 18/109 [01:24<07:05,  0.21it/s, v_num=6e0e]
Epoch 189:  17%|█▋        | 19/109 [01:28<06:59,  0.21it/s, v_num=6e0e]
Epoch 189:  17%|█▋        | 19/109 [01:28<06:59,  0.21it/s, v_num=6e0e]
Epoch 189:  18%|█▊        | 20/109 [01:29<06:37,  0.22it/s, v_num=6e0e]
Epoch 189:  18%|█▊        | 20/109 [01:29<06:37,  0.22it/s, v_num=6e0e]
Epoch 189:  19%|█▉        | 21/109 [01:38<06:53,  0.21it/s, v_num=6e0e]
Epoch 189:  19%|█▉        | 21/109 [01:38<06:53,  0.21it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 189: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 189: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 189:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 190:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 190:   1%|          | 1/109 [00:15<27:54,  0.06it/s, v_num=6e0e]
Epoch 190:   1%|          | 1/109 [00:15<27:54,  0.06it/s, v_num=6e0e]
Epoch 190:   2%|▏         | 2/109 [00:17<15:30,  0.11it/s, v_num=6e0e]
Epoch 190:   2%|▏         | 2/109 [00:17<15:30,  0.11it/s, v_num=6e0e]
Epoch 190:   3%|▎         | 3/109 [00:18<10:58,  0.16it/s, v_num=6e0e]
Epoch 190:   3%|▎         | 3/109 [00:18<10:58,  0.16it/s, v_num=6e0e]
Epoch 190:   4%|▎         | 4/109 [00:19<08:30,  0.21it/s, v_num=6e0e]
Epoch 190:   4%|▎         | 4/109 [00:19<08:30,  0.21it/s, v_num=6e0e]
Epoch 190:   5%|▍         | 5/109 [00:32<11:09,  0.16it/s, v_num=6e0e]
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Epoch 190:   6%|▌         | 6/109 [00:33<09:28,  0.18it/s, v_num=6e0e]
Epoch 190:   6%|▌         | 6/109 [00:33<09:28,  0.18it/s, v_num=6e0e]
Epoch 190:   6%|▋         | 7/109 [00:35<08:42,  0.20it/s, v_num=6e0e]
Epoch 190:   6%|▋         | 7/109 [00:35<08:42,  0.20it/s, v_num=6e0e]
Epoch 190:   7%|▋         | 8/109 [00:36<07:42,  0.22it/s, v_num=6e0e]
Epoch 190:   7%|▋         | 8/109 [00:36<07:42,  0.22it/s, v_num=6e0e]
Epoch 190:   8%|▊         | 9/109 [00:47<08:50,  0.19it/s, v_num=6e0e]
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Epoch 190:   9%|▉         | 10/109 [00:48<08:00,  0.21it/s, v_num=6e0e]
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Epoch 190:  10%|█         | 11/109 [00:52<07:46,  0.21it/s, v_num=6e0e]
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Epoch 190:  11%|█         | 12/109 [00:53<07:09,  0.23it/s, v_num=6e0e]
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Epoch 190:  12%|█▏        | 13/109 [01:04<07:57,  0.20it/s, v_num=6e0e]
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Epoch 190:  13%|█▎        | 14/109 [01:05<07:24,  0.21it/s, v_num=6e0e]
Epoch 190:  13%|█▎        | 14/109 [01:05<07:24,  0.21it/s, v_num=6e0e]
Epoch 190:  14%|█▍        | 15/109 [01:09<07:15,  0.22it/s, v_num=6e0e]
Epoch 190:  14%|█▍        | 15/109 [01:09<07:15,  0.22it/s, v_num=6e0e]
Epoch 190:  15%|█▍        | 16/109 [01:10<06:48,  0.23it/s, v_num=6e0e]
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Epoch 190:  16%|█▌        | 17/109 [01:20<07:13,  0.21it/s, v_num=6e0e]
Epoch 190:  16%|█▌        | 17/109 [01:20<07:13,  0.21it/s, v_num=6e0e]
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Epoch 190:  17%|█▋        | 18/109 [01:20<06:48,  0.22it/s, v_num=6e0e]
Epoch 190:  17%|█▋        | 19/109 [01:26<06:50,  0.22it/s, v_num=6e0e]
Epoch 190:  17%|█▋        | 19/109 [01:26<06:50,  0.22it/s, v_num=6e0e]
Epoch 190:  18%|█▊        | 20/109 [01:27<06:29,  0.23it/s, v_num=6e0e]
Epoch 190:  18%|█▊        | 20/109 [01:27<06:29,  0.23it/s, v_num=6e0e]
Epoch 190:  19%|█▉        | 21/109 [01:34<06:35,  0.22it/s, v_num=6e0e]
Epoch 190:  19%|█▉        | 21/109 [01:34<06:35,  0.22it/s, v_num=6e0e]
Epoch 190:  20%|██        | 22/109 [01:35<06:16,  0.23it/s, v_num=6e0e]
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Epoch 190:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
Epoch 190:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
Epoch 190:  22%|██▏       | 24/109 [01:43<06:08,  0.23it/s, v_num=6e0e]
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Epoch 190:  27%|██▋       | 29/109 [02:07<05:51,  0.23it/s, v_num=6e0e]
Epoch 190:  27%|██▋       | 29/109 [02:07<05:51,  0.23it/s, v_num=6e0e]
Epoch 190:  28%|██▊       | 30/109 [02:08<05:37,  0.23it/s, v_num=6e0e]
Epoch 190:  28%|██▊       | 30/109 [02:08<05:37,  0.23it/s, v_num=6e0e]
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Epoch 190:  29%|██▉       | 32/109 [02:16<05:28,  0.23it/s, v_num=6e0e]
Epoch 190:  29%|██▉       | 32/109 [02:16<05:28,  0.23it/s, v_num=6e0e]
Epoch 190:  30%|███       | 33/109 [02:23<05:30,  0.23it/s, v_num=6e0e]
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Epoch 190:  31%|███       | 34/109 [02:26<05:23,  0.23it/s, v_num=6e0e]
Epoch 190:  31%|███       | 34/109 [02:26<05:23,  0.23it/s, v_num=6e0e]
Epoch 190:  32%|███▏      | 35/109 [02:29<05:15,  0.23it/s, v_num=6e0e]
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Epoch 190:  38%|███▊      | 41/109 [02:57<04:54,  0.23it/s, v_num=6e0e]
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Epoch 190:  39%|███▊      | 42/109 [03:00<04:47,  0.23it/s, v_num=6e0e]
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Epoch 190:  41%|████▏     | 45/109 [03:13<04:35,  0.23it/s, v_num=6e0e]
Epoch 190:  41%|████▏     | 45/109 [03:13<04:35,  0.23it/s, v_num=6e0e]
Epoch 190:  42%|████▏     | 46/109 [03:17<04:30,  0.23it/s, v_num=6e0e]
Epoch 190:  42%|████▏     | 46/109 [03:17<04:30,  0.23it/s, v_num=6e0e]
Epoch 190:  43%|████▎     | 47/109 [03:19<04:23,  0.24it/s, v_num=6e0e]
Epoch 190:  43%|████▎     | 47/109 [03:19<04:23,  0.24it/s, v_num=6e0e]
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Epoch 190:  44%|████▍     | 48/109 [03:23<04:17,  0.24it/s, v_num=6e0e]
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Epoch 190:  46%|████▌     | 50/109 [03:34<04:13,  0.23it/s, v_num=6e0e]
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Epoch 190:  47%|████▋     | 51/109 [03:37<04:07,  0.23it/s, v_num=6e0e]
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Epoch 190:  49%|████▊     | 53/109 [03:44<03:57,  0.24it/s, v_num=6e0e]
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Epoch 190:  54%|█████▍    | 59/109 [04:10<03:32,  0.24it/s, v_num=6e0e]
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Epoch 190:  55%|█████▌    | 60/109 [04:12<03:26,  0.24it/s, v_num=6e0e]
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Epoch 190:  56%|█████▌    | 61/109 [04:18<03:23,  0.24it/s, v_num=6e0e]
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Epoch 190:  77%|███████▋  | 84/109 [05:51<01:44,  0.24it/s, v_num=6e0e]
Epoch 190:  77%|███████▋  | 84/109 [05:51<01:44,  0.24it/s, v_num=6e0e]
Epoch 190:  78%|███████▊  | 85/109 [05:59<01:41,  0.24it/s, v_num=6e0e]
Epoch 190:  78%|███████▊  | 85/109 [05:59<01:41,  0.24it/s, v_num=6e0e]
Epoch 190:  79%|███████▉  | 86/109 [06:02<01:36,  0.24it/s, v_num=6e0e]
Epoch 190:  79%|███████▉  | 86/109 [06:02<01:36,  0.24it/s, v_num=6e0e]
Epoch 190:  80%|███████▉  | 87/109 [06:02<01:31,  0.24it/s, v_num=6e0e]
Epoch 190:  80%|███████▉  | 87/109 [06:02<01:31,  0.24it/s, v_num=6e0e]
Epoch 190:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 190:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 190:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
Epoch 190:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
Epoch 190:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 190:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 190:  83%|████████▎ | 91/109 [06:21<01:15,  0.24it/s, v_num=6e0e]
Epoch 190:  83%|████████▎ | 91/109 [06:21<01:15,  0.24it/s, v_num=6e0e]
Epoch 190:  84%|████████▍ | 92/109 [06:25<01:11,  0.24it/s, v_num=6e0e]
Epoch 190:  84%|████████▍ | 92/109 [06:25<01:11,  0.24it/s, v_num=6e0e]
Epoch 190:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 190:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 190:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
Epoch 190:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
Epoch 190:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 190:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 190:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 190:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 190:  89%|████████▉ | 97/109 [06:44<00:50,  0.24it/s, v_num=6e0e]
Epoch 190:  89%|████████▉ | 97/109 [06:44<00:50,  0.24it/s, v_num=6e0e]
Epoch 190:  90%|████████▉ | 98/109 [06:56<00:46,  0.24it/s, v_num=6e0e]
Epoch 190:  90%|████████▉ | 98/109 [06:56<00:46,  0.24it/s, v_num=6e0e]
Epoch 190:  91%|█████████ | 99/109 [06:56<00:42,  0.24it/s, v_num=6e0e]
Epoch 190:  91%|█████████ | 99/109 [06:56<00:42,  0.24it/s, v_num=6e0e]
Epoch 190:  92%|█████████▏| 100/109 [06:57<00:37,  0.24it/s, v_num=6e0e]
Epoch 190:  92%|█████████▏| 100/109 [06:57<00:37,  0.24it/s, v_num=6e0e]
Epoch 190:  93%|█████████▎| 101/109 [06:59<00:33,  0.24it/s, v_num=6e0e]
Epoch 190:  93%|█████████▎| 101/109 [06:59<00:33,  0.24it/s, v_num=6e0e]
Epoch 190:  94%|█████████▎| 102/109 [07:11<00:29,  0.24it/s, v_num=6e0e]
Epoch 190:  94%|█████████▎| 102/109 [07:11<00:29,  0.24it/s, v_num=6e0e]
Epoch 190:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 190:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 190:  95%|█████████▌| 104/109 [07:13<00:20,  0.24it/s, v_num=6e0e]
Epoch 190:  95%|█████████▌| 104/109 [07:13<00:20,  0.24it/s, v_num=6e0e]
Epoch 190:  96%|█████████▋| 105/109 [07:16<00:16,  0.24it/s, v_num=6e0e]
Epoch 190:  96%|█████████▋| 105/109 [07:16<00:16,  0.24it/s, v_num=6e0e]
Epoch 190:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 190:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 190:  98%|█████████▊| 107/109 [07:29<00:08,  0.24it/s, v_num=6e0e]
Epoch 190:  98%|█████████▊| 107/109 [07:29<00:08,  0.24it/s, v_num=6e0e]
Epoch 190:  99%|█████████▉| 108/109 [07:29<00:04,  0.24it/s, v_num=6e0e]
Epoch 190:  99%|█████████▉| 108/109 [07:29<00:04,  0.24it/s, v_num=6e0e]
Epoch 190: 100%|██████████| 109/109 [07:32<00:00,  0.24it/s, v_num=6e0e]
Epoch 190: 100%|██████████| 109/109 [07:32<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.93it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.88it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.89it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.90it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.89it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.88it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.90it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.92it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.92it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.92it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.92it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 190: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]
Epoch 190: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]
Epoch 190:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 191:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 191:   1%|          | 1/109 [00:17<32:11,  0.06it/s, v_num=6e0e]
Epoch 191:   1%|          | 1/109 [00:17<32:11,  0.06it/s, v_num=6e0e]
Epoch 191:   2%|▏         | 2/109 [00:18<16:41,  0.11it/s, v_num=6e0e]
Epoch 191:   2%|▏         | 2/109 [00:18<16:41,  0.11it/s, v_num=6e0e]
Epoch 191:   3%|▎         | 3/109 [00:19<11:30,  0.15it/s, v_num=6e0e]
Epoch 191:   3%|▎         | 3/109 [00:19<11:30,  0.15it/s, v_num=6e0e]
Epoch 191:   4%|▎         | 4/109 [00:20<08:54,  0.20it/s, v_num=6e0e]
Epoch 191:   4%|▎         | 4/109 [00:20<08:54,  0.20it/s, v_num=6e0e]
Epoch 191:   5%|▍         | 5/109 [00:36<12:32,  0.14it/s, v_num=6e0e]
Epoch 191:   5%|▍         | 5/109 [00:36<12:32,  0.14it/s, v_num=6e0e]
Epoch 191:   6%|▌         | 6/109 [00:36<10:34,  0.16it/s, v_num=6e0e]
Epoch 191:   6%|▌         | 6/109 [00:36<10:34,  0.16it/s, v_num=6e0e]
Epoch 191:   6%|▋         | 7/109 [00:37<09:10,  0.19it/s, v_num=6e0e]
Epoch 191:   6%|▋         | 7/109 [00:37<09:10,  0.19it/s, v_num=6e0e]
Epoch 191:   7%|▋         | 8/109 [00:38<08:07,  0.21it/s, v_num=6e0e]
Epoch 191:   7%|▋         | 8/109 [00:38<08:07,  0.21it/s, v_num=6e0e]
Epoch 191:   8%|▊         | 9/109 [00:54<10:03,  0.17it/s, v_num=6e0e]
Epoch 191:   8%|▊         | 9/109 [00:54<10:03,  0.17it/s, v_num=6e0e]
Epoch 191:   9%|▉         | 10/109 [00:55<09:05,  0.18it/s, v_num=6e0e]
Epoch 191:   9%|▉         | 10/109 [00:55<09:05,  0.18it/s, v_num=6e0e]
Epoch 191:  10%|█         | 11/109 [00:55<08:18,  0.20it/s, v_num=6e0e]
Epoch 191:  10%|█         | 11/109 [00:55<08:18,  0.20it/s, v_num=6e0e]
Epoch 191:  11%|█         | 12/109 [00:56<07:38,  0.21it/s, v_num=6e0e]
Epoch 191:  11%|█         | 12/109 [00:56<07:38,  0.21it/s, v_num=6e0e]
Epoch 191:  12%|█▏        | 13/109 [01:11<08:50,  0.18it/s, v_num=6e0e]
Epoch 191:  12%|█▏        | 13/109 [01:11<08:50,  0.18it/s, v_num=6e0e]
Epoch 191:  13%|█▎        | 14/109 [01:12<08:13,  0.19it/s, v_num=6e0e]
Epoch 191:  13%|█▎        | 14/109 [01:12<08:13,  0.19it/s, v_num=6e0e]
Epoch 191:  14%|█▍        | 15/109 [01:13<07:40,  0.20it/s, v_num=6e0e]
Epoch 191:  14%|█▍        | 15/109 [01:13<07:40,  0.20it/s, v_num=6e0e]
Epoch 191:  15%|█▍        | 16/109 [01:14<07:11,  0.22it/s, v_num=6e0e]
Epoch 191:  15%|█▍        | 16/109 [01:14<07:11,  0.22it/s, v_num=6e0e]
Epoch 191:  16%|█▌        | 17/109 [01:28<07:56,  0.19it/s, v_num=6e0e]
Epoch 191:  16%|█▌        | 17/109 [01:28<07:56,  0.19it/s, v_num=6e0e]
Epoch 191:  17%|█▋        | 18/109 [01:28<07:29,  0.20it/s, v_num=6e0e]
Epoch 191:  17%|█▋        | 18/109 [01:28<07:29,  0.20it/s, v_num=6e0e]
Epoch 191:  17%|█▋        | 19/109 [01:29<07:04,  0.21it/s, v_num=6e0e]
Epoch 191:  17%|█▋        | 19/109 [01:29<07:04,  0.21it/s, v_num=6e0e]
Epoch 191:  18%|█▊        | 20/109 [01:30<06:42,  0.22it/s, v_num=6e0e]
Epoch 191:  18%|█▊        | 20/109 [01:30<06:42,  0.22it/s, v_num=6e0e]
Epoch 191:  19%|█▉        | 21/109 [01:43<07:13,  0.20it/s, v_num=6e0e]
Epoch 191:  19%|█▉        | 21/109 [01:43<07:13,  0.20it/s, v_num=6e0e]
Epoch 191:  20%|██        | 22/109 [01:44<06:51,  0.21it/s, v_num=6e0e]
Epoch 191:  20%|██        | 22/109 [01:44<06:51,  0.21it/s, v_num=6e0e]
Epoch 191:  21%|██        | 23/109 [01:44<06:32,  0.22it/s, v_num=6e0e]
Epoch 191:  21%|██        | 23/109 [01:44<06:32,  0.22it/s, v_num=6e0e]
Epoch 191:  22%|██▏       | 24/109 [01:45<06:14,  0.23it/s, v_num=6e0e]
Epoch 191:  22%|██▏       | 24/109 [01:45<06:14,  0.23it/s, v_num=6e0e]
Epoch 191:  23%|██▎       | 25/109 [02:00<06:45,  0.21it/s, v_num=6e0e]
Epoch 191:  23%|██▎       | 25/109 [02:00<06:45,  0.21it/s, v_num=6e0e]
Epoch 191:  24%|██▍       | 26/109 [02:01<06:27,  0.21it/s, v_num=6e0e]
Epoch 191:  24%|██▍       | 26/109 [02:01<06:27,  0.21it/s, v_num=6e0e]
Epoch 191:  25%|██▍       | 27/109 [02:02<06:11,  0.22it/s, v_num=6e0e]
Epoch 191:  25%|██▍       | 27/109 [02:02<06:11,  0.22it/s, v_num=6e0e]
Epoch 191:  26%|██▌       | 28/109 [02:03<05:56,  0.23it/s, v_num=6e0e]
Epoch 191:  26%|██▌       | 28/109 [02:03<05:56,  0.23it/s, v_num=6e0e]
Epoch 191:  27%|██▋       | 29/109 [02:17<06:19,  0.21it/s, v_num=6e0e]
Epoch 191:  27%|██▋       | 29/109 [02:17<06:19,  0.21it/s, v_num=6e0e]
Epoch 191:  28%|██▊       | 30/109 [02:18<06:04,  0.22it/s, v_num=6e0e]
Epoch 191:  28%|██▊       | 30/109 [02:18<06:04,  0.22it/s, v_num=6e0e]
Epoch 191:  28%|██▊       | 31/109 [02:19<05:49,  0.22it/s, v_num=6e0e]
Epoch 191:  28%|██▊       | 31/109 [02:19<05:49,  0.22it/s, v_num=6e0e]
Epoch 191:  29%|██▉       | 32/109 [02:19<05:36,  0.23it/s, v_num=6e0e]
Epoch 191:  29%|██▉       | 32/109 [02:19<05:36,  0.23it/s, v_num=6e0e]
Epoch 191:  30%|███       | 33/109 [02:33<05:54,  0.21it/s, v_num=6e0e]
Epoch 191:  30%|███       | 33/109 [02:33<05:54,  0.21it/s, v_num=6e0e]
Epoch 191:  31%|███       | 34/109 [02:34<05:41,  0.22it/s, v_num=6e0e]
Epoch 191:  31%|███       | 34/109 [02:34<05:41,  0.22it/s, v_num=6e0e]
Epoch 191:  32%|███▏      | 35/109 [02:35<05:28,  0.23it/s, v_num=6e0e]
Epoch 191:  32%|███▏      | 35/109 [02:35<05:28,  0.23it/s, v_num=6e0e]
Epoch 191:  33%|███▎      | 36/109 [02:36<05:16,  0.23it/s, v_num=6e0e]
Epoch 191:  33%|███▎      | 36/109 [02:36<05:16,  0.23it/s, v_num=6e0e]
Epoch 191:  34%|███▍      | 37/109 [02:47<05:26,  0.22it/s, v_num=6e0e]
Epoch 191:  34%|███▍      | 37/109 [02:47<05:26,  0.22it/s, v_num=6e0e]
Epoch 191:  35%|███▍      | 38/109 [02:48<05:15,  0.23it/s, v_num=6e0e]
Epoch 191:  35%|███▍      | 38/109 [02:48<05:15,  0.23it/s, v_num=6e0e]
Epoch 191:  36%|███▌      | 39/109 [02:49<05:04,  0.23it/s, v_num=6e0e]
Epoch 191:  36%|███▌      | 39/109 [02:49<05:04,  0.23it/s, v_num=6e0e]
Epoch 191:  37%|███▋      | 40/109 [02:50<04:53,  0.23it/s, v_num=6e0e]
Epoch 191:  37%|███▋      | 40/109 [02:50<04:53,  0.23it/s, v_num=6e0e]
Epoch 191:  38%|███▊      | 41/109 [03:02<05:03,  0.22it/s, v_num=6e0e]
Epoch 191:  38%|███▊      | 41/109 [03:02<05:03,  0.22it/s, v_num=6e0e]
Epoch 191:  39%|███▊      | 42/109 [03:03<04:53,  0.23it/s, v_num=6e0e]
Epoch 191:  39%|███▊      | 42/109 [03:03<04:53,  0.23it/s, v_num=6e0e]
Epoch 191:  39%|███▉      | 43/109 [03:04<04:43,  0.23it/s, v_num=6e0e]
Epoch 191:  39%|███▉      | 43/109 [03:04<04:43,  0.23it/s, v_num=6e0e]
Epoch 191:  40%|████      | 44/109 [03:05<04:33,  0.24it/s, v_num=6e0e]
Epoch 191:  40%|████      | 44/109 [03:05<04:33,  0.24it/s, v_num=6e0e]
Epoch 191:  41%|████▏     | 45/109 [03:18<04:42,  0.23it/s, v_num=6e0e]
Epoch 191:  41%|████▏     | 45/109 [03:18<04:42,  0.23it/s, v_num=6e0e]
Epoch 191:  42%|████▏     | 46/109 [03:19<04:33,  0.23it/s, v_num=6e0e]
Epoch 191:  42%|████▏     | 46/109 [03:19<04:33,  0.23it/s, v_num=6e0e]
Epoch 191:  43%|████▎     | 47/109 [03:20<04:24,  0.23it/s, v_num=6e0e]
Epoch 191:  43%|████▎     | 47/109 [03:20<04:24,  0.23it/s, v_num=6e0e]
Epoch 191:  44%|████▍     | 48/109 [03:21<04:15,  0.24it/s, v_num=6e0e]
Epoch 191:  44%|████▍     | 48/109 [03:21<04:15,  0.24it/s, v_num=6e0e]
Epoch 191:  45%|████▍     | 49/109 [03:35<04:24,  0.23it/s, v_num=6e0e]
Epoch 191:  45%|████▍     | 49/109 [03:35<04:24,  0.23it/s, v_num=6e0e]
Epoch 191:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 191:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 191:  47%|████▋     | 51/109 [03:37<04:07,  0.23it/s, v_num=6e0e]
Epoch 191:  47%|████▋     | 51/109 [03:37<04:07,  0.23it/s, v_num=6e0e]
Epoch 191:  48%|████▊     | 52/109 [03:38<03:59,  0.24it/s, v_num=6e0e]
Epoch 191:  48%|████▊     | 52/109 [03:38<03:59,  0.24it/s, v_num=6e0e]
Epoch 191:  49%|████▊     | 53/109 [03:52<04:05,  0.23it/s, v_num=6e0e]
Epoch 191:  49%|████▊     | 53/109 [03:52<04:05,  0.23it/s, v_num=6e0e]
Epoch 191:  50%|████▉     | 54/109 [03:53<03:57,  0.23it/s, v_num=6e0e]
Epoch 191:  50%|████▉     | 54/109 [03:53<03:57,  0.23it/s, v_num=6e0e]
Epoch 191:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 191:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 191:  51%|█████▏    | 56/109 [03:54<03:42,  0.24it/s, v_num=6e0e]
Epoch 191:  51%|█████▏    | 56/109 [03:54<03:42,  0.24it/s, v_num=6e0e]
Epoch 191:  52%|█████▏    | 57/109 [04:07<03:45,  0.23it/s, v_num=6e0e]
Epoch 191:  52%|█████▏    | 57/109 [04:07<03:45,  0.23it/s, v_num=6e0e]
Epoch 191:  53%|█████▎    | 58/109 [04:09<03:39,  0.23it/s, v_num=6e0e]
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Epoch 191:  54%|█████▍    | 59/109 [04:10<03:31,  0.24it/s, v_num=6e0e]
Epoch 191:  54%|█████▍    | 59/109 [04:10<03:31,  0.24it/s, v_num=6e0e]
Epoch 191:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
Epoch 191:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
Epoch 191:  56%|█████▌    | 61/109 [04:23<03:27,  0.23it/s, v_num=6e0e]
Epoch 191:  56%|█████▌    | 61/109 [04:23<03:27,  0.23it/s, v_num=6e0e]
Epoch 191:  57%|█████▋    | 62/109 [04:26<03:22,  0.23it/s, v_num=6e0e]
Epoch 191:  57%|█████▋    | 62/109 [04:26<03:22,  0.23it/s, v_num=6e0e]
Epoch 191:  58%|█████▊    | 63/109 [04:27<03:15,  0.24it/s, v_num=6e0e]
Epoch 191:  58%|█████▊    | 63/109 [04:27<03:15,  0.24it/s, v_num=6e0e]
Epoch 191:  59%|█████▊    | 64/109 [04:28<03:08,  0.24it/s, v_num=6e0e]
Epoch 191:  59%|█████▊    | 64/109 [04:28<03:08,  0.24it/s, v_num=6e0e]
Epoch 191:  60%|█████▉    | 65/109 [04:39<03:09,  0.23it/s, v_num=6e0e]
Epoch 191:  60%|█████▉    | 65/109 [04:39<03:09,  0.23it/s, v_num=6e0e]
Epoch 191:  61%|██████    | 66/109 [04:42<03:04,  0.23it/s, v_num=6e0e]
Epoch 191:  61%|██████    | 66/109 [04:42<03:04,  0.23it/s, v_num=6e0e]
Epoch 191:  61%|██████▏   | 67/109 [04:43<02:57,  0.24it/s, v_num=6e0e]
Epoch 191:  61%|██████▏   | 67/109 [04:43<02:57,  0.24it/s, v_num=6e0e]
Epoch 191:  62%|██████▏   | 68/109 [04:44<02:51,  0.24it/s, v_num=6e0e]
Epoch 191:  62%|██████▏   | 68/109 [04:44<02:51,  0.24it/s, v_num=6e0e]
Epoch 191:  63%|██████▎   | 69/109 [04:55<02:51,  0.23it/s, v_num=6e0e]
Epoch 191:  63%|██████▎   | 69/109 [04:55<02:51,  0.23it/s, v_num=6e0e]
Epoch 191:  64%|██████▍   | 70/109 [04:57<02:45,  0.24it/s, v_num=6e0e]
Epoch 191:  64%|██████▍   | 70/109 [04:57<02:45,  0.24it/s, v_num=6e0e]
Epoch 191:  65%|██████▌   | 71/109 [04:58<02:39,  0.24it/s, v_num=6e0e]
Epoch 191:  65%|██████▌   | 71/109 [04:58<02:39,  0.24it/s, v_num=6e0e]
Epoch 191:  66%|██████▌   | 72/109 [04:59<02:33,  0.24it/s, v_num=6e0e]
Epoch 191:  66%|██████▌   | 72/109 [04:59<02:33,  0.24it/s, v_num=6e0e]
Epoch 191:  67%|██████▋   | 73/109 [05:09<02:32,  0.24it/s, v_num=6e0e]
Epoch 191:  67%|██████▋   | 73/109 [05:09<02:32,  0.24it/s, v_num=6e0e]
Epoch 191:  68%|██████▊   | 74/109 [05:14<02:28,  0.24it/s, v_num=6e0e]
Epoch 191:  68%|██████▊   | 74/109 [05:14<02:28,  0.24it/s, v_num=6e0e]
Epoch 191:  69%|██████▉   | 75/109 [05:15<02:22,  0.24it/s, v_num=6e0e]
Epoch 191:  69%|██████▉   | 75/109 [05:15<02:22,  0.24it/s, v_num=6e0e]
Epoch 191:  70%|██████▉   | 76/109 [05:15<02:17,  0.24it/s, v_num=6e0e]
Epoch 191:  70%|██████▉   | 76/109 [05:15<02:17,  0.24it/s, v_num=6e0e]
Epoch 191:  71%|███████   | 77/109 [05:26<02:15,  0.24it/s, v_num=6e0e]
Epoch 191:  71%|███████   | 77/109 [05:26<02:15,  0.24it/s, v_num=6e0e]
Epoch 191:  72%|███████▏  | 78/109 [05:31<02:11,  0.24it/s, v_num=6e0e]
Epoch 191:  72%|███████▏  | 78/109 [05:31<02:11,  0.24it/s, v_num=6e0e]
Epoch 191:  72%|███████▏  | 79/109 [05:32<02:06,  0.24it/s, v_num=6e0e]
Epoch 191:  72%|███████▏  | 79/109 [05:32<02:06,  0.24it/s, v_num=6e0e]
Epoch 191:  73%|███████▎  | 80/109 [05:32<02:00,  0.24it/s, v_num=6e0e]
Epoch 191:  73%|███████▎  | 80/109 [05:32<02:00,  0.24it/s, v_num=6e0e]
Epoch 191:  74%|███████▍  | 81/109 [05:43<01:58,  0.24it/s, v_num=6e0e]
Epoch 191:  74%|███████▍  | 81/109 [05:43<01:58,  0.24it/s, v_num=6e0e]
Epoch 191:  75%|███████▌  | 82/109 [05:46<01:54,  0.24it/s, v_num=6e0e]
Epoch 191:  75%|███████▌  | 82/109 [05:46<01:54,  0.24it/s, v_num=6e0e]
Epoch 191:  76%|███████▌  | 83/109 [05:47<01:48,  0.24it/s, v_num=6e0e]
Epoch 191:  76%|███████▌  | 83/109 [05:47<01:48,  0.24it/s, v_num=6e0e]
Epoch 191:  77%|███████▋  | 84/109 [05:48<01:43,  0.24it/s, v_num=6e0e]
Epoch 191:  77%|███████▋  | 84/109 [05:48<01:43,  0.24it/s, v_num=6e0e]
Epoch 191:  78%|███████▊  | 85/109 [05:59<01:41,  0.24it/s, v_num=6e0e]
Epoch 191:  78%|███████▊  | 85/109 [05:59<01:41,  0.24it/s, v_num=6e0e]
Epoch 191:  79%|███████▉  | 86/109 [06:03<01:37,  0.24it/s, v_num=6e0e]
Epoch 191:  79%|███████▉  | 86/109 [06:03<01:37,  0.24it/s, v_num=6e0e]
Epoch 191:  80%|███████▉  | 87/109 [06:03<01:32,  0.24it/s, v_num=6e0e]
Epoch 191:  80%|███████▉  | 87/109 [06:03<01:32,  0.24it/s, v_num=6e0e]
Epoch 191:  81%|████████  | 88/109 [06:04<01:27,  0.24it/s, v_num=6e0e]
Epoch 191:  81%|████████  | 88/109 [06:04<01:27,  0.24it/s, v_num=6e0e]
Epoch 191:  82%|████████▏ | 89/109 [06:14<01:24,  0.24it/s, v_num=6e0e]
Epoch 191:  82%|████████▏ | 89/109 [06:14<01:24,  0.24it/s, v_num=6e0e]
Epoch 191:  83%|████████▎ | 90/109 [06:20<01:20,  0.24it/s, v_num=6e0e]
Epoch 191:  83%|████████▎ | 90/109 [06:20<01:20,  0.24it/s, v_num=6e0e]
Epoch 191:  83%|████████▎ | 91/109 [06:21<01:15,  0.24it/s, v_num=6e0e]
Epoch 191:  83%|████████▎ | 91/109 [06:21<01:15,  0.24it/s, v_num=6e0e]
Epoch 191:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 191:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 191:  85%|████████▌ | 93/109 [06:31<01:07,  0.24it/s, v_num=6e0e]
Epoch 191:  85%|████████▌ | 93/109 [06:31<01:07,  0.24it/s, v_num=6e0e]
Epoch 191:  86%|████████▌ | 94/109 [06:35<01:03,  0.24it/s, v_num=6e0e]
Epoch 191:  86%|████████▌ | 94/109 [06:35<01:03,  0.24it/s, v_num=6e0e]
Epoch 191:  87%|████████▋ | 95/109 [06:36<00:58,  0.24it/s, v_num=6e0e]
Epoch 191:  87%|████████▋ | 95/109 [06:36<00:58,  0.24it/s, v_num=6e0e]
Epoch 191:  88%|████████▊ | 96/109 [06:37<00:53,  0.24it/s, v_num=6e0e]
Epoch 191:  88%|████████▊ | 96/109 [06:37<00:53,  0.24it/s, v_num=6e0e]
Epoch 191:  89%|████████▉ | 97/109 [06:45<00:50,  0.24it/s, v_num=6e0e]
Epoch 191:  89%|████████▉ | 97/109 [06:45<00:50,  0.24it/s, v_num=6e0e]
Epoch 191:  90%|████████▉ | 98/109 [06:51<00:46,  0.24it/s, v_num=6e0e]
Epoch 191:  90%|████████▉ | 98/109 [06:51<00:46,  0.24it/s, v_num=6e0e]
Epoch 191:  91%|█████████ | 99/109 [06:52<00:41,  0.24it/s, v_num=6e0e]
Epoch 191:  91%|█████████ | 99/109 [06:52<00:41,  0.24it/s, v_num=6e0e]
Epoch 191:  92%|█████████▏| 100/109 [06:53<00:37,  0.24it/s, v_num=6e0e]
Epoch 191:  92%|█████████▏| 100/109 [06:53<00:37,  0.24it/s, v_num=6e0e]
Epoch 191:  93%|█████████▎| 101/109 [07:02<00:33,  0.24it/s, v_num=6e0e]
Epoch 191:  93%|█████████▎| 101/109 [07:02<00:33,  0.24it/s, v_num=6e0e]
Epoch 191:  94%|█████████▎| 102/109 [07:08<00:29,  0.24it/s, v_num=6e0e]
Epoch 191:  94%|█████████▎| 102/109 [07:08<00:29,  0.24it/s, v_num=6e0e]
Epoch 191:  94%|█████████▍| 103/109 [07:09<00:25,  0.24it/s, v_num=6e0e]
Epoch 191:  94%|█████████▍| 103/109 [07:09<00:25,  0.24it/s, v_num=6e0e]
Epoch 191:  95%|█████████▌| 104/109 [07:10<00:20,  0.24it/s, v_num=6e0e]
Epoch 191:  95%|█████████▌| 104/109 [07:10<00:20,  0.24it/s, v_num=6e0e]
Epoch 191:  96%|█████████▋| 105/109 [07:18<00:16,  0.24it/s, v_num=6e0e]
Epoch 191:  96%|█████████▋| 105/109 [07:18<00:16,  0.24it/s, v_num=6e0e]
Epoch 191:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 191:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 191:  98%|█████████▊| 107/109 [07:25<00:08,  0.24it/s, v_num=6e0e]
Epoch 191:  98%|█████████▊| 107/109 [07:25<00:08,  0.24it/s, v_num=6e0e]
Epoch 191:  99%|█████████▉| 108/109 [07:26<00:04,  0.24it/s, v_num=6e0e]
Epoch 191:  99%|█████████▉| 108/109 [07:26<00:04,  0.24it/s, v_num=6e0e]
Epoch 191: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]
Epoch 191: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.93it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.85it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.85it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.90it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.92it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.92it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.90it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 191: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 191: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 191:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 192:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 192:   1%|          | 1/109 [00:16<29:38,  0.06it/s, v_num=6e0e]
Epoch 192:   1%|          | 1/109 [00:16<29:38,  0.06it/s, v_num=6e0e]
Epoch 192:   2%|▏         | 2/109 [00:17<15:24,  0.12it/s, v_num=6e0e]
Epoch 192:   2%|▏         | 2/109 [00:17<15:24,  0.12it/s, v_num=6e0e]
Epoch 192:   3%|▎         | 3/109 [00:18<10:36,  0.17it/s, v_num=6e0e]
Epoch 192:   3%|▎         | 3/109 [00:18<10:36,  0.17it/s, v_num=6e0e]
Epoch 192:   4%|▎         | 4/109 [00:18<08:12,  0.21it/s, v_num=6e0e]
Epoch 192:   4%|▎         | 4/109 [00:18<08:12,  0.21it/s, v_num=6e0e]
Epoch 192:   5%|▍         | 5/109 [00:32<11:07,  0.16it/s, v_num=6e0e]
Epoch 192:   5%|▍         | 5/109 [00:32<11:07,  0.16it/s, v_num=6e0e]
Epoch 192:   6%|▌         | 6/109 [00:32<09:25,  0.18it/s, v_num=6e0e]
Epoch 192:   6%|▌         | 6/109 [00:32<09:25,  0.18it/s, v_num=6e0e]
Epoch 192:   6%|▋         | 7/109 [00:36<08:47,  0.19it/s, v_num=6e0e]
Epoch 192:   6%|▋         | 7/109 [00:36<08:47,  0.19it/s, v_num=6e0e]
Epoch 192:   7%|▋         | 8/109 [00:37<07:47,  0.22it/s, v_num=6e0e]
Epoch 192:   7%|▋         | 8/109 [00:37<07:47,  0.22it/s, v_num=6e0e]
Epoch 192:   8%|▊         | 9/109 [00:47<08:44,  0.19it/s, v_num=6e0e]
Epoch 192:   8%|▊         | 9/109 [00:47<08:44,  0.19it/s, v_num=6e0e]
Epoch 192:   9%|▉         | 10/109 [00:48<08:03,  0.20it/s, v_num=6e0e]
Epoch 192:   9%|▉         | 10/109 [00:48<08:03,  0.20it/s, v_num=6e0e]
Epoch 192:  10%|█         | 11/109 [00:52<07:48,  0.21it/s, v_num=6e0e]
Epoch 192:  10%|█         | 11/109 [00:52<07:48,  0.21it/s, v_num=6e0e]
Epoch 192:  11%|█         | 12/109 [00:53<07:11,  0.22it/s, v_num=6e0e]
Epoch 192:  11%|█         | 12/109 [00:53<07:11,  0.22it/s, v_num=6e0e]
Epoch 192:  12%|█▏        | 13/109 [01:04<07:54,  0.20it/s, v_num=6e0e]
Epoch 192:  12%|█▏        | 13/109 [01:04<07:54,  0.20it/s, v_num=6e0e]
Epoch 192:  13%|█▎        | 14/109 [01:06<07:33,  0.21it/s, v_num=6e0e]
Epoch 192:  13%|█▎        | 14/109 [01:06<07:33,  0.21it/s, v_num=6e0e]
Epoch 192:  14%|█▍        | 15/109 [01:07<07:04,  0.22it/s, v_num=6e0e]
Epoch 192:  14%|█▍        | 15/109 [01:07<07:04,  0.22it/s, v_num=6e0e]
Epoch 192:  15%|█▍        | 16/109 [01:10<06:52,  0.23it/s, v_num=6e0e]
Epoch 192:  15%|█▍        | 16/109 [01:10<06:52,  0.23it/s, v_num=6e0e]
Epoch 192:  16%|█▌        | 17/109 [01:20<07:17,  0.21it/s, v_num=6e0e]
Epoch 192:  16%|█▌        | 17/109 [01:20<07:17,  0.21it/s, v_num=6e0e]
Epoch 192:  17%|█▋        | 18/109 [01:24<07:06,  0.21it/s, v_num=6e0e]
Epoch 192:  17%|█▋        | 18/109 [01:24<07:06,  0.21it/s, v_num=6e0e]
Epoch 192:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 192:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 192:  18%|█▊        | 20/109 [01:28<06:32,  0.23it/s, v_num=6e0e]
Epoch 192:  18%|█▊        | 20/109 [01:28<06:32,  0.23it/s, v_num=6e0e]
Epoch 192:  19%|█▉        | 21/109 [01:37<06:49,  0.22it/s, v_num=6e0e]
Epoch 192:  19%|█▉        | 21/109 [01:37<06:49,  0.22it/s, v_num=6e0e]
Epoch 192:  20%|██        | 22/109 [01:38<06:29,  0.22it/s, v_num=6e0e]
Epoch 192:  20%|██        | 22/109 [01:38<06:29,  0.22it/s, v_num=6e0e]
Epoch 192:  21%|██        | 23/109 [01:40<06:14,  0.23it/s, v_num=6e0e]
Epoch 192:  21%|██        | 23/109 [01:40<06:14,  0.23it/s, v_num=6e0e]
Epoch 192:  22%|██▏       | 24/109 [01:44<06:08,  0.23it/s, v_num=6e0e]
Epoch 192:  22%|██▏       | 24/109 [01:44<06:08,  0.23it/s, v_num=6e0e]
Epoch 192:  23%|██▎       | 25/109 [01:53<06:22,  0.22it/s, v_num=6e0e]
Epoch 192:  23%|██▎       | 25/109 [01:53<06:22,  0.22it/s, v_num=6e0e]
Epoch 192:  24%|██▍       | 26/109 [01:55<06:09,  0.22it/s, v_num=6e0e]
Epoch 192:  24%|██▍       | 26/109 [01:55<06:09,  0.22it/s, v_num=6e0e]
Epoch 192:  25%|██▍       | 27/109 [01:56<05:53,  0.23it/s, v_num=6e0e]
Epoch 192:  25%|██▍       | 27/109 [01:56<05:53,  0.23it/s, v_num=6e0e]
Epoch 192:  26%|██▌       | 28/109 [02:00<05:48,  0.23it/s, v_num=6e0e]
Epoch 192:  26%|██▌       | 28/109 [02:00<05:48,  0.23it/s, v_num=6e0e]
Epoch 192:  27%|██▋       | 29/109 [02:10<06:00,  0.22it/s, v_num=6e0e]
Epoch 192:  27%|██▋       | 29/109 [02:10<06:00,  0.22it/s, v_num=6e0e]
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Epoch 192:  53%|█████▎    | 58/109 [04:05<03:35,  0.24it/s, v_num=6e0e]
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Epoch 192:  54%|█████▍    | 59/109 [04:06<03:28,  0.24it/s, v_num=6e0e]
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Epoch 192:  55%|█████▌    | 60/109 [04:07<03:21,  0.24it/s, v_num=6e0e]
Epoch 192:  55%|█████▌    | 60/109 [04:07<03:21,  0.24it/s, v_num=6e0e]
Epoch 192:  56%|█████▌    | 61/109 [04:20<03:24,  0.23it/s, v_num=6e0e]
Epoch 192:  56%|█████▌    | 61/109 [04:20<03:24,  0.23it/s, v_num=6e0e]
Epoch 192:  57%|█████▋    | 62/109 [04:21<03:17,  0.24it/s, v_num=6e0e]
Epoch 192:  57%|█████▋    | 62/109 [04:21<03:17,  0.24it/s, v_num=6e0e]
Epoch 192:  58%|█████▊    | 63/109 [04:22<03:12,  0.24it/s, v_num=6e0e]
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Epoch 192:  59%|█████▊    | 64/109 [04:23<03:05,  0.24it/s, v_num=6e0e]
Epoch 192:  59%|█████▊    | 64/109 [04:23<03:05,  0.24it/s, v_num=6e0e]
Epoch 192:  60%|█████▉    | 65/109 [04:36<03:07,  0.23it/s, v_num=6e0e]
Epoch 192:  60%|█████▉    | 65/109 [04:36<03:07,  0.23it/s, v_num=6e0e]
Epoch 192:  61%|██████    | 66/109 [04:37<03:00,  0.24it/s, v_num=6e0e]
Epoch 192:  61%|██████    | 66/109 [04:37<03:00,  0.24it/s, v_num=6e0e]
Epoch 192:  61%|██████▏   | 67/109 [04:39<02:55,  0.24it/s, v_num=6e0e]
Epoch 192:  61%|██████▏   | 67/109 [04:39<02:55,  0.24it/s, v_num=6e0e]
Epoch 192:  62%|██████▏   | 68/109 [04:40<02:48,  0.24it/s, v_num=6e0e]
Epoch 192:  62%|██████▏   | 68/109 [04:40<02:48,  0.24it/s, v_num=6e0e]
Epoch 192:  63%|██████▎   | 69/109 [04:55<02:51,  0.23it/s, v_num=6e0e]
Epoch 192:  63%|██████▎   | 69/109 [04:55<02:51,  0.23it/s, v_num=6e0e]
Epoch 192:  64%|██████▍   | 70/109 [04:56<02:45,  0.24it/s, v_num=6e0e]
Epoch 192:  64%|██████▍   | 70/109 [04:56<02:45,  0.24it/s, v_num=6e0e]
Epoch 192:  65%|██████▌   | 71/109 [04:57<02:39,  0.24it/s, v_num=6e0e]
Epoch 192:  65%|██████▌   | 71/109 [04:57<02:39,  0.24it/s, v_num=6e0e]
Epoch 192:  66%|██████▌   | 72/109 [04:58<02:33,  0.24it/s, v_num=6e0e]
Epoch 192:  66%|██████▌   | 72/109 [04:58<02:33,  0.24it/s, v_num=6e0e]
Epoch 192:  67%|██████▋   | 73/109 [05:12<02:34,  0.23it/s, v_num=6e0e]
Epoch 192:  67%|██████▋   | 73/109 [05:12<02:34,  0.23it/s, v_num=6e0e]
Epoch 192:  68%|██████▊   | 74/109 [05:13<02:28,  0.24it/s, v_num=6e0e]
Epoch 192:  68%|██████▊   | 74/109 [05:13<02:28,  0.24it/s, v_num=6e0e]
Epoch 192:  69%|██████▉   | 75/109 [05:16<02:23,  0.24it/s, v_num=6e0e]
Epoch 192:  69%|██████▉   | 75/109 [05:16<02:23,  0.24it/s, v_num=6e0e]
Epoch 192:  70%|██████▉   | 76/109 [05:17<02:17,  0.24it/s, v_num=6e0e]
Epoch 192:  70%|██████▉   | 76/109 [05:17<02:17,  0.24it/s, v_num=6e0e]
Epoch 192:  71%|███████   | 77/109 [05:28<02:16,  0.23it/s, v_num=6e0e]
Epoch 192:  71%|███████   | 77/109 [05:28<02:16,  0.23it/s, v_num=6e0e]
Epoch 192:  72%|███████▏  | 78/109 [05:29<02:10,  0.24it/s, v_num=6e0e]
Epoch 192:  72%|███████▏  | 78/109 [05:29<02:10,  0.24it/s, v_num=6e0e]
Epoch 192:  72%|███████▏  | 79/109 [05:33<02:06,  0.24it/s, v_num=6e0e]
Epoch 192:  72%|███████▏  | 79/109 [05:33<02:06,  0.24it/s, v_num=6e0e]
Epoch 192:  73%|███████▎  | 80/109 [05:34<02:01,  0.24it/s, v_num=6e0e]
Epoch 192:  73%|███████▎  | 80/109 [05:34<02:01,  0.24it/s, v_num=6e0e]
Epoch 192:  74%|███████▍  | 81/109 [05:44<01:59,  0.23it/s, v_num=6e0e]
Epoch 192:  74%|███████▍  | 81/109 [05:44<01:59,  0.23it/s, v_num=6e0e]
Epoch 192:  75%|███████▌  | 82/109 [05:45<01:53,  0.24it/s, v_num=6e0e]
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Epoch 192:  76%|███████▌  | 83/109 [05:50<01:49,  0.24it/s, v_num=6e0e]
Epoch 192:  76%|███████▌  | 83/109 [05:50<01:49,  0.24it/s, v_num=6e0e]
Epoch 192:  77%|███████▋  | 84/109 [05:50<01:44,  0.24it/s, v_num=6e0e]
Epoch 192:  77%|███████▋  | 84/109 [05:50<01:44,  0.24it/s, v_num=6e0e]
Epoch 192:  78%|███████▊  | 85/109 [06:01<01:41,  0.24it/s, v_num=6e0e]
Epoch 192:  78%|███████▊  | 85/109 [06:01<01:41,  0.24it/s, v_num=6e0e]
Epoch 192:  79%|███████▉  | 86/109 [06:01<01:36,  0.24it/s, v_num=6e0e]
Epoch 192:  79%|███████▉  | 86/109 [06:01<01:36,  0.24it/s, v_num=6e0e]
Epoch 192:  80%|███████▉  | 87/109 [06:07<01:32,  0.24it/s, v_num=6e0e]
Epoch 192:  80%|███████▉  | 87/109 [06:07<01:32,  0.24it/s, v_num=6e0e]
Epoch 192:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 192:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 192:  82%|████████▏ | 89/109 [06:16<01:24,  0.24it/s, v_num=6e0e]
Epoch 192:  82%|████████▏ | 89/109 [06:16<01:24,  0.24it/s, v_num=6e0e]
Epoch 192:  83%|████████▎ | 90/109 [06:17<01:19,  0.24it/s, v_num=6e0e]
Epoch 192:  83%|████████▎ | 90/109 [06:17<01:19,  0.24it/s, v_num=6e0e]
Epoch 192:  83%|████████▎ | 91/109 [06:23<01:15,  0.24it/s, v_num=6e0e]
Epoch 192:  83%|████████▎ | 91/109 [06:23<01:15,  0.24it/s, v_num=6e0e]
Epoch 192:  84%|████████▍ | 92/109 [06:24<01:11,  0.24it/s, v_num=6e0e]
Epoch 192:  84%|████████▍ | 92/109 [06:24<01:11,  0.24it/s, v_num=6e0e]
Epoch 192:  85%|████████▌ | 93/109 [06:32<01:07,  0.24it/s, v_num=6e0e]
Epoch 192:  85%|████████▌ | 93/109 [06:32<01:07,  0.24it/s, v_num=6e0e]
Epoch 192:  86%|████████▌ | 94/109 [06:33<01:02,  0.24it/s, v_num=6e0e]
Epoch 192:  86%|████████▌ | 94/109 [06:33<01:02,  0.24it/s, v_num=6e0e]
Epoch 192:  87%|████████▋ | 95/109 [06:40<00:59,  0.24it/s, v_num=6e0e]
Epoch 192:  87%|████████▋ | 95/109 [06:40<00:59,  0.24it/s, v_num=6e0e]
Epoch 192:  88%|████████▊ | 96/109 [06:41<00:54,  0.24it/s, v_num=6e0e]
Epoch 192:  88%|████████▊ | 96/109 [06:41<00:54,  0.24it/s, v_num=6e0e]
Epoch 192:  89%|████████▉ | 97/109 [06:48<00:50,  0.24it/s, v_num=6e0e]
Epoch 192:  89%|████████▉ | 97/109 [06:48<00:50,  0.24it/s, v_num=6e0e]
Epoch 192:  90%|████████▉ | 98/109 [06:49<00:45,  0.24it/s, v_num=6e0e]
Epoch 192:  90%|████████▉ | 98/109 [06:49<00:45,  0.24it/s, v_num=6e0e]
Epoch 192:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 192:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 192:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
Epoch 192:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
Epoch 192:  93%|█████████▎| 101/109 [07:04<00:33,  0.24it/s, v_num=6e0e]
Epoch 192:  93%|█████████▎| 101/109 [07:04<00:33,  0.24it/s, v_num=6e0e]
Epoch 192:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 192:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 192:  94%|█████████▍| 103/109 [07:13<00:25,  0.24it/s, v_num=6e0e]
Epoch 192:  94%|█████████▍| 103/109 [07:13<00:25,  0.24it/s, v_num=6e0e]
Epoch 192:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
Epoch 192:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
Epoch 192:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 192:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 192:  97%|█████████▋| 106/109 [07:21<00:12,  0.24it/s, v_num=6e0e]
Epoch 192:  97%|█████████▋| 106/109 [07:21<00:12,  0.24it/s, v_num=6e0e]
Epoch 192:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 192:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 192:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 192:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 192: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]
Epoch 192: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.93it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 192: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 192: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
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Epoch 193:  83%|████████▎ | 91/109 [06:21<01:15,  0.24it/s, v_num=6e0e]
Epoch 193:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 193:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 193:  85%|████████▌ | 93/109 [06:28<01:06,  0.24it/s, v_num=6e0e]
Epoch 193:  85%|████████▌ | 93/109 [06:28<01:06,  0.24it/s, v_num=6e0e]
Epoch 193:  86%|████████▌ | 94/109 [06:37<01:03,  0.24it/s, v_num=6e0e]
Epoch 193:  86%|████████▌ | 94/109 [06:37<01:03,  0.24it/s, v_num=6e0e]
Epoch 193:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 193:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 193:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 193:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 193:  89%|████████▉ | 97/109 [06:45<00:50,  0.24it/s, v_num=6e0e]
Epoch 193:  89%|████████▉ | 97/109 [06:45<00:50,  0.24it/s, v_num=6e0e]
Epoch 193:  90%|████████▉ | 98/109 [06:55<00:46,  0.24it/s, v_num=6e0e]
Epoch 193:  90%|████████▉ | 98/109 [06:55<00:46,  0.24it/s, v_num=6e0e]
Epoch 193:  91%|█████████ | 99/109 [06:55<00:42,  0.24it/s, v_num=6e0e]
Epoch 193:  91%|█████████ | 99/109 [06:55<00:42,  0.24it/s, v_num=6e0e]
Epoch 193:  92%|█████████▏| 100/109 [06:56<00:37,  0.24it/s, v_num=6e0e]
Epoch 193:  92%|█████████▏| 100/109 [06:56<00:37,  0.24it/s, v_num=6e0e]
Epoch 193:  93%|█████████▎| 101/109 [07:01<00:33,  0.24it/s, v_num=6e0e]
Epoch 193:  93%|█████████▎| 101/109 [07:01<00:33,  0.24it/s, v_num=6e0e]
Epoch 193:  94%|█████████▎| 102/109 [07:12<00:29,  0.24it/s, v_num=6e0e]
Epoch 193:  94%|█████████▎| 102/109 [07:12<00:29,  0.24it/s, v_num=6e0e]
Epoch 193:  94%|█████████▍| 103/109 [07:13<00:25,  0.24it/s, v_num=6e0e]
Epoch 193:  94%|█████████▍| 103/109 [07:13<00:25,  0.24it/s, v_num=6e0e]
Epoch 193:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
Epoch 193:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
Epoch 193:  96%|█████████▋| 105/109 [07:17<00:16,  0.24it/s, v_num=6e0e]
Epoch 193:  96%|█████████▋| 105/109 [07:17<00:16,  0.24it/s, v_num=6e0e]
Epoch 193:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 193:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 193:  98%|█████████▊| 107/109 [07:29<00:08,  0.24it/s, v_num=6e0e]
Epoch 193:  98%|█████████▊| 107/109 [07:29<00:08,  0.24it/s, v_num=6e0e]
Epoch 193:  99%|█████████▉| 108/109 [07:31<00:04,  0.24it/s, v_num=6e0e]
Epoch 193:  99%|█████████▉| 108/109 [07:31<00:04,  0.24it/s, v_num=6e0e]
Epoch 193: 100%|██████████| 109/109 [07:32<00:00,  0.24it/s, v_num=6e0e]
Epoch 193: 100%|██████████| 109/109 [07:32<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.90it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.91it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.91it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.93it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.91it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 193: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 193: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 193:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 194:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 194:   1%|          | 1/109 [00:15<28:28,  0.06it/s, v_num=6e0e]
Epoch 194:   1%|          | 1/109 [00:15<28:28,  0.06it/s, v_num=6e0e]
Epoch 194:   2%|▏         | 2/109 [00:17<15:45,  0.11it/s, v_num=6e0e]
Epoch 194:   2%|▏         | 2/109 [00:17<15:45,  0.11it/s, v_num=6e0e]
Epoch 194:   3%|▎         | 3/109 [00:18<10:53,  0.16it/s, v_num=6e0e]
Epoch 194:   3%|▎         | 3/109 [00:18<10:53,  0.16it/s, v_num=6e0e]
Epoch 194:   4%|▎         | 4/109 [00:19<08:26,  0.21it/s, v_num=6e0e]
Epoch 194:   4%|▎         | 4/109 [00:19<08:26,  0.21it/s, v_num=6e0e]
Epoch 194:   5%|▍         | 5/109 [00:31<10:53,  0.16it/s, v_num=6e0e]
Epoch 194:   5%|▍         | 5/109 [00:31<10:53,  0.16it/s, v_num=6e0e]
Epoch 194:   6%|▌         | 6/109 [00:34<09:44,  0.18it/s, v_num=6e0e]
Epoch 194:   6%|▌         | 6/109 [00:34<09:44,  0.18it/s, v_num=6e0e]
Epoch 194:   6%|▋         | 7/109 [00:34<08:27,  0.20it/s, v_num=6e0e]
Epoch 194:   6%|▋         | 7/109 [00:34<08:27,  0.20it/s, v_num=6e0e]
Epoch 194:   7%|▋         | 8/109 [00:35<07:29,  0.22it/s, v_num=6e0e]
Epoch 194:   7%|▋         | 8/109 [00:35<07:29,  0.22it/s, v_num=6e0e]
Epoch 194:   8%|▊         | 9/109 [00:46<08:38,  0.19it/s, v_num=6e0e]
Epoch 194:   8%|▊         | 9/109 [00:46<08:38,  0.19it/s, v_num=6e0e]
Epoch 194:   9%|▉         | 10/109 [00:48<08:03,  0.20it/s, v_num=6e0e]
Epoch 194:   9%|▉         | 10/109 [00:48<08:03,  0.20it/s, v_num=6e0e]
Epoch 194:  10%|█         | 11/109 [00:50<07:25,  0.22it/s, v_num=6e0e]
Epoch 194:  10%|█         | 11/109 [00:50<07:25,  0.22it/s, v_num=6e0e]
Epoch 194:  11%|█         | 12/109 [00:50<06:50,  0.24it/s, v_num=6e0e]
Epoch 194:  11%|█         | 12/109 [00:50<06:50,  0.24it/s, v_num=6e0e]
Epoch 194:  12%|█▏        | 13/109 [01:01<07:32,  0.21it/s, v_num=6e0e]
Epoch 194:  12%|█▏        | 13/109 [01:01<07:32,  0.21it/s, v_num=6e0e]
Epoch 194:  13%|█▎        | 14/109 [01:05<07:25,  0.21it/s, v_num=6e0e]
Epoch 194:  13%|█▎        | 14/109 [01:05<07:25,  0.21it/s, v_num=6e0e]
Epoch 194:  14%|█▍        | 15/109 [01:06<06:56,  0.23it/s, v_num=6e0e]
Epoch 194:  14%|█▍        | 15/109 [01:06<06:56,  0.23it/s, v_num=6e0e]
Epoch 194:  15%|█▍        | 16/109 [01:07<06:31,  0.24it/s, v_num=6e0e]
Epoch 194:  15%|█▍        | 16/109 [01:07<06:31,  0.24it/s, v_num=6e0e]
Epoch 194:  16%|█▌        | 17/109 [01:17<06:59,  0.22it/s, v_num=6e0e]
Epoch 194:  16%|█▌        | 17/109 [01:17<06:59,  0.22it/s, v_num=6e0e]
Epoch 194:  17%|█▋        | 18/109 [01:23<07:02,  0.22it/s, v_num=6e0e]
Epoch 194:  17%|█▋        | 18/109 [01:23<07:02,  0.22it/s, v_num=6e0e]
Epoch 194:  17%|█▋        | 19/109 [01:24<06:39,  0.23it/s, v_num=6e0e]
Epoch 194:  17%|█▋        | 19/109 [01:24<06:39,  0.23it/s, v_num=6e0e]
Epoch 194:  18%|█▊        | 20/109 [01:25<06:18,  0.23it/s, v_num=6e0e]
Epoch 194:  18%|█▊        | 20/109 [01:25<06:18,  0.23it/s, v_num=6e0e]
Epoch 194:  19%|█▉        | 21/109 [01:32<06:29,  0.23it/s, v_num=6e0e]
Epoch 194:  19%|█▉        | 21/109 [01:32<06:29,  0.23it/s, v_num=6e0e]
Epoch 194:  20%|██        | 22/109 [01:40<06:37,  0.22it/s, v_num=6e0e]
Epoch 194:  20%|██        | 22/109 [01:40<06:37,  0.22it/s, v_num=6e0e]
Epoch 194:  21%|██        | 23/109 [01:41<06:18,  0.23it/s, v_num=6e0e]
Epoch 194:  21%|██        | 23/109 [01:41<06:18,  0.23it/s, v_num=6e0e]
Epoch 194:  22%|██▏       | 24/109 [01:42<06:01,  0.24it/s, v_num=6e0e]
Epoch 194:  22%|██▏       | 24/109 [01:42<06:01,  0.24it/s, v_num=6e0e]
Epoch 194:  23%|██▎       | 25/109 [01:49<06:07,  0.23it/s, v_num=6e0e]
Epoch 194:  23%|██▎       | 25/109 [01:49<06:07,  0.23it/s, v_num=6e0e]
Epoch 194:  24%|██▍       | 26/109 [01:56<06:10,  0.22it/s, v_num=6e0e]
Epoch 194:  24%|██▍       | 26/109 [01:56<06:10,  0.22it/s, v_num=6e0e]
Epoch 194:  25%|██▍       | 27/109 [01:56<05:55,  0.23it/s, v_num=6e0e]
Epoch 194:  25%|██▍       | 27/109 [01:56<05:55,  0.23it/s, v_num=6e0e]
Epoch 194:  26%|██▌       | 28/109 [01:57<05:40,  0.24it/s, v_num=6e0e]
Epoch 194:  26%|██▌       | 28/109 [01:57<05:40,  0.24it/s, v_num=6e0e]
Epoch 194:  27%|██▋       | 29/109 [02:05<05:45,  0.23it/s, v_num=6e0e]
Epoch 194:  27%|██▋       | 29/109 [02:05<05:45,  0.23it/s, v_num=6e0e]
Epoch 194:  28%|██▊       | 30/109 [02:11<05:46,  0.23it/s, v_num=6e0e]
Epoch 194:  28%|██▊       | 30/109 [02:11<05:46,  0.23it/s, v_num=6e0e]
Epoch 194:  28%|██▊       | 31/109 [02:12<05:33,  0.23it/s, v_num=6e0e]
Epoch 194:  28%|██▊       | 31/109 [02:12<05:33,  0.23it/s, v_num=6e0e]
Epoch 194:  29%|██▉       | 32/109 [02:13<05:20,  0.24it/s, v_num=6e0e]
Epoch 194:  29%|██▉       | 32/109 [02:13<05:20,  0.24it/s, v_num=6e0e]
Epoch 194:  30%|███       | 33/109 [02:21<05:26,  0.23it/s, v_num=6e0e]
Epoch 194:  30%|███       | 33/109 [02:21<05:26,  0.23it/s, v_num=6e0e]
Epoch 194:  31%|███       | 34/109 [02:27<05:25,  0.23it/s, v_num=6e0e]
Epoch 194:  31%|███       | 34/109 [02:27<05:25,  0.23it/s, v_num=6e0e]
Epoch 194:  32%|███▏      | 35/109 [02:29<05:15,  0.23it/s, v_num=6e0e]
Epoch 194:  32%|███▏      | 35/109 [02:29<05:15,  0.23it/s, v_num=6e0e]
Epoch 194:  33%|███▎      | 36/109 [02:29<05:04,  0.24it/s, v_num=6e0e]
Epoch 194:  33%|███▎      | 36/109 [02:29<05:04,  0.24it/s, v_num=6e0e]
Epoch 194:  34%|███▍      | 37/109 [02:37<05:07,  0.23it/s, v_num=6e0e]
Epoch 194:  34%|███▍      | 37/109 [02:37<05:07,  0.23it/s, v_num=6e0e]
Epoch 194:  35%|███▍      | 38/109 [02:44<05:06,  0.23it/s, v_num=6e0e]
Epoch 194:  35%|███▍      | 38/109 [02:44<05:06,  0.23it/s, v_num=6e0e]
Epoch 194:  36%|███▌      | 39/109 [02:44<04:55,  0.24it/s, v_num=6e0e]
Epoch 194:  36%|███▌      | 39/109 [02:44<04:55,  0.24it/s, v_num=6e0e]
Epoch 194:  37%|███▋      | 40/109 [02:45<04:45,  0.24it/s, v_num=6e0e]
Epoch 194:  37%|███▋      | 40/109 [02:45<04:45,  0.24it/s, v_num=6e0e]
Epoch 194:  38%|███▊      | 41/109 [02:53<04:47,  0.24it/s, v_num=6e0e]
Epoch 194:  38%|███▊      | 41/109 [02:53<04:47,  0.24it/s, v_num=6e0e]
Epoch 194:  39%|███▊      | 42/109 [02:59<04:46,  0.23it/s, v_num=6e0e]
Epoch 194:  39%|███▊      | 42/109 [02:59<04:46,  0.23it/s, v_num=6e0e]
Epoch 194:  39%|███▉      | 43/109 [03:00<04:36,  0.24it/s, v_num=6e0e]
Epoch 194:  39%|███▉      | 43/109 [03:00<04:36,  0.24it/s, v_num=6e0e]
Epoch 194:  40%|████      | 44/109 [03:01<04:27,  0.24it/s, v_num=6e0e]
Epoch 194:  40%|████      | 44/109 [03:01<04:27,  0.24it/s, v_num=6e0e]
Epoch 194:  41%|████▏     | 45/109 [03:08<04:28,  0.24it/s, v_num=6e0e]
Epoch 194:  41%|████▏     | 45/109 [03:08<04:28,  0.24it/s, v_num=6e0e]
Epoch 194:  42%|████▏     | 46/109 [03:16<04:28,  0.23it/s, v_num=6e0e]
Epoch 194:  42%|████▏     | 46/109 [03:16<04:28,  0.23it/s, v_num=6e0e]
Epoch 194:  43%|████▎     | 47/109 [03:16<04:19,  0.24it/s, v_num=6e0e]
Epoch 194:  43%|████▎     | 47/109 [03:16<04:19,  0.24it/s, v_num=6e0e]
Epoch 194:  44%|████▍     | 48/109 [03:17<04:11,  0.24it/s, v_num=6e0e]
Epoch 194:  44%|████▍     | 48/109 [03:17<04:11,  0.24it/s, v_num=6e0e]
Epoch 194:  45%|████▍     | 49/109 [03:23<04:08,  0.24it/s, v_num=6e0e]
Epoch 194:  45%|████▍     | 49/109 [03:23<04:08,  0.24it/s, v_num=6e0e]
Epoch 194:  46%|████▌     | 50/109 [03:34<04:12,  0.23it/s, v_num=6e0e]
Epoch 194:  46%|████▌     | 50/109 [03:34<04:12,  0.23it/s, v_num=6e0e]
Epoch 194:  47%|████▋     | 51/109 [03:34<04:04,  0.24it/s, v_num=6e0e]
Epoch 194:  47%|████▋     | 51/109 [03:34<04:04,  0.24it/s, v_num=6e0e]
Epoch 194:  48%|████▊     | 52/109 [03:35<03:56,  0.24it/s, v_num=6e0e]
Epoch 194:  48%|████▊     | 52/109 [03:35<03:56,  0.24it/s, v_num=6e0e]
Epoch 194:  49%|████▊     | 53/109 [03:39<03:51,  0.24it/s, v_num=6e0e]
Epoch 194:  49%|████▊     | 53/109 [03:39<03:51,  0.24it/s, v_num=6e0e]
Epoch 194:  50%|████▉     | 54/109 [03:50<03:55,  0.23it/s, v_num=6e0e]
Epoch 194:  50%|████▉     | 54/109 [03:50<03:55,  0.23it/s, v_num=6e0e]
Epoch 194:  50%|█████     | 55/109 [03:51<03:47,  0.24it/s, v_num=6e0e]
Epoch 194:  50%|█████     | 55/109 [03:51<03:47,  0.24it/s, v_num=6e0e]
Epoch 194:  51%|█████▏    | 56/109 [03:52<03:39,  0.24it/s, v_num=6e0e]
Epoch 194:  51%|█████▏    | 56/109 [03:52<03:39,  0.24it/s, v_num=6e0e]
Epoch 194:  52%|█████▏    | 57/109 [03:57<03:36,  0.24it/s, v_num=6e0e]
Epoch 194:  52%|█████▏    | 57/109 [03:57<03:36,  0.24it/s, v_num=6e0e]
Epoch 194:  53%|█████▎    | 58/109 [04:07<03:37,  0.23it/s, v_num=6e0e]
Epoch 194:  53%|█████▎    | 58/109 [04:07<03:37,  0.23it/s, v_num=6e0e]
Epoch 194:  54%|█████▍    | 59/109 [04:08<03:30,  0.24it/s, v_num=6e0e]
Epoch 194:  54%|█████▍    | 59/109 [04:08<03:30,  0.24it/s, v_num=6e0e]
Epoch 194:  55%|█████▌    | 60/109 [04:09<03:23,  0.24it/s, v_num=6e0e]
Epoch 194:  55%|█████▌    | 60/109 [04:09<03:23,  0.24it/s, v_num=6e0e]
Epoch 194:  56%|█████▌    | 61/109 [04:14<03:20,  0.24it/s, v_num=6e0e]
Epoch 194:  56%|█████▌    | 61/109 [04:14<03:20,  0.24it/s, v_num=6e0e]
Epoch 194:  57%|█████▋    | 62/109 [04:24<03:20,  0.23it/s, v_num=6e0e]
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Epoch 194:  58%|█████▊    | 63/109 [04:25<03:13,  0.24it/s, v_num=6e0e]
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Epoch 194:  59%|█████▊    | 64/109 [04:26<03:07,  0.24it/s, v_num=6e0e]
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Epoch 194:  62%|██████▏   | 68/109 [04:42<02:50,  0.24it/s, v_num=6e0e]
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Epoch 194:  71%|███████   | 77/109 [05:22<02:13,  0.24it/s, v_num=6e0e]
Epoch 194:  72%|███████▏  | 78/109 [05:30<02:11,  0.24it/s, v_num=6e0e]
Epoch 194:  72%|███████▏  | 78/109 [05:30<02:11,  0.24it/s, v_num=6e0e]
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Epoch 194:  78%|███████▊  | 85/109 [05:56<01:40,  0.24it/s, v_num=6e0e]
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Epoch 194:  79%|███████▉  | 86/109 [06:05<01:37,  0.24it/s, v_num=6e0e]
Epoch 194:  79%|███████▉  | 86/109 [06:05<01:37,  0.24it/s, v_num=6e0e]
Epoch 194:  80%|███████▉  | 87/109 [06:05<01:32,  0.24it/s, v_num=6e0e]
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Epoch 194:  81%|████████  | 88/109 [06:06<01:27,  0.24it/s, v_num=6e0e]
Epoch 194:  81%|████████  | 88/109 [06:06<01:27,  0.24it/s, v_num=6e0e]
Epoch 194:  82%|████████▏ | 89/109 [06:12<01:23,  0.24it/s, v_num=6e0e]
Epoch 194:  82%|████████▏ | 89/109 [06:12<01:23,  0.24it/s, v_num=6e0e]
Epoch 194:  83%|████████▎ | 90/109 [06:20<01:20,  0.24it/s, v_num=6e0e]
Epoch 194:  83%|████████▎ | 90/109 [06:20<01:20,  0.24it/s, v_num=6e0e]
Epoch 194:  83%|████████▎ | 91/109 [06:20<01:15,  0.24it/s, v_num=6e0e]
Epoch 194:  83%|████████▎ | 91/109 [06:20<01:15,  0.24it/s, v_num=6e0e]
Epoch 194:  84%|████████▍ | 92/109 [06:21<01:10,  0.24it/s, v_num=6e0e]
Epoch 194:  84%|████████▍ | 92/109 [06:21<01:10,  0.24it/s, v_num=6e0e]
Epoch 194:  85%|████████▌ | 93/109 [06:27<01:06,  0.24it/s, v_num=6e0e]
Epoch 194:  85%|████████▌ | 93/109 [06:27<01:06,  0.24it/s, v_num=6e0e]
Epoch 194:  86%|████████▌ | 94/109 [06:37<01:03,  0.24it/s, v_num=6e0e]
Epoch 194:  86%|████████▌ | 94/109 [06:37<01:03,  0.24it/s, v_num=6e0e]
Epoch 194:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 194:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 194:  88%|████████▊ | 96/109 [06:38<00:54,  0.24it/s, v_num=6e0e]
Epoch 194:  88%|████████▊ | 96/109 [06:38<00:54,  0.24it/s, v_num=6e0e]
Epoch 194:  89%|████████▉ | 97/109 [06:43<00:49,  0.24it/s, v_num=6e0e]
Epoch 194:  89%|████████▉ | 97/109 [06:43<00:49,  0.24it/s, v_num=6e0e]
Epoch 194:  90%|████████▉ | 98/109 [06:53<00:46,  0.24it/s, v_num=6e0e]
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Epoch 194:  91%|█████████ | 99/109 [06:54<00:41,  0.24it/s, v_num=6e0e]
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Epoch 194:  92%|█████████▏| 100/109 [06:55<00:37,  0.24it/s, v_num=6e0e]
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Epoch 194:  94%|█████████▎| 102/109 [07:10<00:29,  0.24it/s, v_num=6e0e]
Epoch 194:  94%|█████████▎| 102/109 [07:10<00:29,  0.24it/s, v_num=6e0e]
Epoch 194:  94%|█████████▍| 103/109 [07:10<00:25,  0.24it/s, v_num=6e0e]
Epoch 194:  94%|█████████▍| 103/109 [07:10<00:25,  0.24it/s, v_num=6e0e]
Epoch 194:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 194:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 194:  96%|█████████▋| 105/109 [07:14<00:16,  0.24it/s, v_num=6e0e]
Epoch 194:  96%|█████████▋| 105/109 [07:14<00:16,  0.24it/s, v_num=6e0e]
Epoch 194:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 194:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 194:  98%|█████████▊| 107/109 [07:27<00:08,  0.24it/s, v_num=6e0e]
Epoch 194:  98%|█████████▊| 107/109 [07:27<00:08,  0.24it/s, v_num=6e0e]
Epoch 194:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 194:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 194: 100%|██████████| 109/109 [07:29<00:00,  0.24it/s, v_num=6e0e]
Epoch 194: 100%|██████████| 109/109 [07:29<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.16it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.02it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.98it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:03<00:09,  1.01it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:04<00:08,  1.01it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.99it/s]

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Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.99it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.99it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.98it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.97it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 194: 100%|██████████| 109/109 [07:47<00:00,  0.23it/s, v_num=6e0e]
Epoch 194: 100%|██████████| 109/109 [07:47<00:00,  0.23it/s, v_num=6e0e]
Epoch 194:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 195:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 195:   1%|          | 1/109 [00:17<32:01,  0.06it/s, v_num=6e0e]
Epoch 195:   1%|          | 1/109 [00:17<32:01,  0.06it/s, v_num=6e0e]
Epoch 195:   2%|▏         | 2/109 [00:18<16:36,  0.11it/s, v_num=6e0e]
Epoch 195:   2%|▏         | 2/109 [00:18<16:36,  0.11it/s, v_num=6e0e]
Epoch 195:   3%|▎         | 3/109 [00:19<11:26,  0.15it/s, v_num=6e0e]
Epoch 195:   3%|▎         | 3/109 [00:19<11:26,  0.15it/s, v_num=6e0e]
Epoch 195:   4%|▎         | 4/109 [00:20<08:51,  0.20it/s, v_num=6e0e]
Epoch 195:   4%|▎         | 4/109 [00:20<08:51,  0.20it/s, v_num=6e0e]
Epoch 195:   5%|▍         | 5/109 [00:35<12:08,  0.14it/s, v_num=6e0e]
Epoch 195:   5%|▍         | 5/109 [00:35<12:08,  0.14it/s, v_num=6e0e]
Epoch 195:   6%|▌         | 6/109 [00:35<10:15,  0.17it/s, v_num=6e0e]
Epoch 195:   6%|▌         | 6/109 [00:35<10:15,  0.17it/s, v_num=6e0e]
Epoch 195:   6%|▋         | 7/109 [00:36<08:53,  0.19it/s, v_num=6e0e]
Epoch 195:   6%|▋         | 7/109 [00:36<08:53,  0.19it/s, v_num=6e0e]
Epoch 195:   7%|▋         | 8/109 [00:37<07:52,  0.21it/s, v_num=6e0e]
Epoch 195:   7%|▋         | 8/109 [00:37<07:52,  0.21it/s, v_num=6e0e]
Epoch 195:   8%|▊         | 9/109 [00:50<09:25,  0.18it/s, v_num=6e0e]
Epoch 195:   8%|▊         | 9/109 [00:50<09:25,  0.18it/s, v_num=6e0e]
Epoch 195:   9%|▉         | 10/109 [00:52<08:37,  0.19it/s, v_num=6e0e]
Epoch 195:   9%|▉         | 10/109 [00:52<08:37,  0.19it/s, v_num=6e0e]
Epoch 195:  10%|█         | 11/109 [00:53<07:52,  0.21it/s, v_num=6e0e]
Epoch 195:  10%|█         | 11/109 [00:53<07:52,  0.21it/s, v_num=6e0e]
Epoch 195:  11%|█         | 12/109 [00:53<07:15,  0.22it/s, v_num=6e0e]
Epoch 195:  11%|█         | 12/109 [00:53<07:15,  0.22it/s, v_num=6e0e]
Epoch 195:  12%|█▏        | 13/109 [01:05<08:07,  0.20it/s, v_num=6e0e]
Epoch 195:  12%|█▏        | 13/109 [01:05<08:07,  0.20it/s, v_num=6e0e]
Epoch 195:  13%|█▎        | 14/109 [01:08<07:42,  0.21it/s, v_num=6e0e]
Epoch 195:  13%|█▎        | 14/109 [01:08<07:42,  0.21it/s, v_num=6e0e]
Epoch 195:  14%|█▍        | 15/109 [01:08<07:12,  0.22it/s, v_num=6e0e]
Epoch 195:  14%|█▍        | 15/109 [01:08<07:12,  0.22it/s, v_num=6e0e]
Epoch 195:  15%|█▍        | 16/109 [01:09<06:45,  0.23it/s, v_num=6e0e]
Epoch 195:  15%|█▍        | 16/109 [01:09<06:45,  0.23it/s, v_num=6e0e]
Epoch 195:  16%|█▌        | 17/109 [01:23<07:30,  0.20it/s, v_num=6e0e]
Epoch 195:  16%|█▌        | 17/109 [01:23<07:30,  0.20it/s, v_num=6e0e]
Epoch 195:  17%|█▋        | 18/109 [01:24<07:06,  0.21it/s, v_num=6e0e]
Epoch 195:  17%|█▋        | 18/109 [01:24<07:06,  0.21it/s, v_num=6e0e]
Epoch 195:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 195:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 195:  18%|█▊        | 20/109 [01:26<06:22,  0.23it/s, v_num=6e0e]
Epoch 195:  18%|█▊        | 20/109 [01:26<06:22,  0.23it/s, v_num=6e0e]
Epoch 195:  19%|█▉        | 21/109 [01:38<06:54,  0.21it/s, v_num=6e0e]
Epoch 195:  19%|█▉        | 21/109 [01:38<06:54,  0.21it/s, v_num=6e0e]
Epoch 195:  20%|██        | 22/109 [01:40<06:37,  0.22it/s, v_num=6e0e]
Epoch 195:  20%|██        | 22/109 [01:40<06:37,  0.22it/s, v_num=6e0e]
Epoch 195:  21%|██        | 23/109 [01:41<06:18,  0.23it/s, v_num=6e0e]
Epoch 195:  21%|██        | 23/109 [01:41<06:18,  0.23it/s, v_num=6e0e]
Epoch 195:  22%|██▏       | 24/109 [01:42<06:01,  0.24it/s, v_num=6e0e]
Epoch 195:  22%|██▏       | 24/109 [01:42<06:01,  0.24it/s, v_num=6e0e]
Epoch 195:  23%|██▎       | 25/109 [01:55<06:26,  0.22it/s, v_num=6e0e]
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Epoch 195:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
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Epoch 195:  27%|██▋       | 29/109 [02:11<06:03,  0.22it/s, v_num=6e0e]
Epoch 195:  27%|██▋       | 29/109 [02:11<06:03,  0.22it/s, v_num=6e0e]
Epoch 195:  28%|██▊       | 30/109 [02:13<05:51,  0.23it/s, v_num=6e0e]
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Epoch 195:  30%|███       | 33/109 [02:28<05:42,  0.22it/s, v_num=6e0e]
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Epoch 195:  31%|███       | 34/109 [02:29<05:30,  0.23it/s, v_num=6e0e]
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Epoch 195:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
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Epoch 195: 100%|██████████| 109/109 [07:43<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.96it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 195: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 195: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 195:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 196:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 196:   1%|          | 1/109 [00:17<31:02,  0.06it/s, v_num=6e0e]
Epoch 196:   2%|▏         | 2/109 [00:18<16:14,  0.11it/s, v_num=6e0e]
Epoch 196:   2%|▏         | 2/109 [00:18<16:14,  0.11it/s, v_num=6e0e]
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Epoch 196:   5%|▍         | 5/109 [00:34<11:50,  0.15it/s, v_num=6e0e]
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Epoch 196:   6%|▋         | 7/109 [00:36<08:47,  0.19it/s, v_num=6e0e]
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Epoch 196:  90%|████████▉ | 98/109 [06:56<00:46,  0.24it/s, v_num=6e0e]
Epoch 196:  90%|████████▉ | 98/109 [06:56<00:46,  0.24it/s, v_num=6e0e]
Epoch 196:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 196:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 196:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
Epoch 196:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
Epoch 196:  93%|█████████▎| 101/109 [07:10<00:34,  0.23it/s, v_num=6e0e]
Epoch 196:  93%|█████████▎| 101/109 [07:10<00:34,  0.23it/s, v_num=6e0e]
Epoch 196:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 196:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 196:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 196:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 196:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
Epoch 196:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
Epoch 196:  96%|█████████▋| 105/109 [07:26<00:16,  0.24it/s, v_num=6e0e]
Epoch 196:  96%|█████████▋| 105/109 [07:26<00:16,  0.24it/s, v_num=6e0e]
Epoch 196:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 196:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 196:  98%|█████████▊| 107/109 [07:28<00:08,  0.24it/s, v_num=6e0e]
Epoch 196:  98%|█████████▊| 107/109 [07:28<00:08,  0.24it/s, v_num=6e0e]
Epoch 196:  99%|█████████▉| 108/109 [07:29<00:04,  0.24it/s, v_num=6e0e]
Epoch 196:  99%|█████████▉| 108/109 [07:29<00:04,  0.24it/s, v_num=6e0e]
Epoch 196: 100%|██████████| 109/109 [07:43<00:00,  0.24it/s, v_num=6e0e]
Epoch 196: 100%|██████████| 109/109 [07:43<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:14,  0.88it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.93it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.95it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.95it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.93it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.95it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.96it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 196: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 196: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 196:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 197:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 197:   1%|          | 1/109 [00:16<29:29,  0.06it/s, v_num=6e0e]
Epoch 197:   1%|          | 1/109 [00:16<29:29,  0.06it/s, v_num=6e0e]
Epoch 197:   2%|▏         | 2/109 [00:17<15:15,  0.12it/s, v_num=6e0e]
Epoch 197:   2%|▏         | 2/109 [00:17<15:15,  0.12it/s, v_num=6e0e]
Epoch 197:   3%|▎         | 3/109 [00:19<11:27,  0.15it/s, v_num=6e0e]
Epoch 197:   3%|▎         | 3/109 [00:19<11:27,  0.15it/s, v_num=6e0e]
Epoch 197:   4%|▎         | 4/109 [00:20<08:52,  0.20it/s, v_num=6e0e]
Epoch 197:   4%|▎         | 4/109 [00:20<08:52,  0.20it/s, v_num=6e0e]
Epoch 197:   5%|▍         | 5/109 [00:32<11:21,  0.15it/s, v_num=6e0e]
Epoch 197:   5%|▍         | 5/109 [00:32<11:21,  0.15it/s, v_num=6e0e]
Epoch 197:   6%|▌         | 6/109 [00:33<09:35,  0.18it/s, v_num=6e0e]
Epoch 197:   6%|▌         | 6/109 [00:33<09:35,  0.18it/s, v_num=6e0e]
Epoch 197:   6%|▋         | 7/109 [00:34<08:25,  0.20it/s, v_num=6e0e]
Epoch 197:   6%|▋         | 7/109 [00:34<08:25,  0.20it/s, v_num=6e0e]
Epoch 197:   7%|▋         | 8/109 [00:35<07:27,  0.23it/s, v_num=6e0e]
Epoch 197:   7%|▋         | 8/109 [00:35<07:27,  0.23it/s, v_num=6e0e]
Epoch 197:   8%|▊         | 9/109 [00:48<08:55,  0.19it/s, v_num=6e0e]
Epoch 197:   8%|▊         | 9/109 [00:48<08:55,  0.19it/s, v_num=6e0e]
Epoch 197:   9%|▉         | 10/109 [00:50<08:18,  0.20it/s, v_num=6e0e]
Epoch 197:   9%|▉         | 10/109 [00:50<08:18,  0.20it/s, v_num=6e0e]
Epoch 197:  10%|█         | 11/109 [00:51<07:35,  0.22it/s, v_num=6e0e]
Epoch 197:  10%|█         | 11/109 [00:51<07:35,  0.22it/s, v_num=6e0e]
Epoch 197:  11%|█         | 12/109 [00:51<06:59,  0.23it/s, v_num=6e0e]
Epoch 197:  11%|█         | 12/109 [00:51<06:59,  0.23it/s, v_num=6e0e]
Epoch 197:  12%|█▏        | 13/109 [01:05<08:02,  0.20it/s, v_num=6e0e]
Epoch 197:  12%|█▏        | 13/109 [01:05<08:02,  0.20it/s, v_num=6e0e]
Epoch 197:  13%|█▎        | 14/109 [01:08<07:41,  0.21it/s, v_num=6e0e]
Epoch 197:  13%|█▎        | 14/109 [01:08<07:41,  0.21it/s, v_num=6e0e]
Epoch 197:  14%|█▍        | 15/109 [01:08<07:11,  0.22it/s, v_num=6e0e]
Epoch 197:  14%|█▍        | 15/109 [01:08<07:11,  0.22it/s, v_num=6e0e]
Epoch 197:  15%|█▍        | 16/109 [01:09<06:44,  0.23it/s, v_num=6e0e]
Epoch 197:  15%|█▍        | 16/109 [01:09<06:44,  0.23it/s, v_num=6e0e]
Epoch 197:  16%|█▌        | 17/109 [01:20<07:15,  0.21it/s, v_num=6e0e]
Epoch 197:  16%|█▌        | 17/109 [01:20<07:15,  0.21it/s, v_num=6e0e]
Epoch 197:  17%|█▋        | 18/109 [01:26<07:16,  0.21it/s, v_num=6e0e]
Epoch 197:  17%|█▋        | 18/109 [01:26<07:16,  0.21it/s, v_num=6e0e]
Epoch 197:  17%|█▋        | 19/109 [01:27<06:52,  0.22it/s, v_num=6e0e]
Epoch 197:  17%|█▋        | 19/109 [01:27<06:52,  0.22it/s, v_num=6e0e]
Epoch 197:  18%|█▊        | 20/109 [01:27<06:31,  0.23it/s, v_num=6e0e]
Epoch 197:  18%|█▊        | 20/109 [01:27<06:31,  0.23it/s, v_num=6e0e]
Epoch 197:  19%|█▉        | 21/109 [01:35<06:39,  0.22it/s, v_num=6e0e]
Epoch 197:  19%|█▉        | 21/109 [01:35<06:39,  0.22it/s, v_num=6e0e]
Epoch 197:  20%|██        | 22/109 [01:43<06:48,  0.21it/s, v_num=6e0e]
Epoch 197:  20%|██        | 22/109 [01:43<06:48,  0.21it/s, v_num=6e0e]
Epoch 197:  21%|██        | 23/109 [01:44<06:29,  0.22it/s, v_num=6e0e]
Epoch 197:  21%|██        | 23/109 [01:44<06:29,  0.22it/s, v_num=6e0e]
Epoch 197:  22%|██▏       | 24/109 [01:45<06:11,  0.23it/s, v_num=6e0e]
Epoch 197:  22%|██▏       | 24/109 [01:45<06:11,  0.23it/s, v_num=6e0e]
Epoch 197:  23%|██▎       | 25/109 [01:52<06:17,  0.22it/s, v_num=6e0e]
Epoch 197:  23%|██▎       | 25/109 [01:52<06:17,  0.22it/s, v_num=6e0e]
Epoch 197:  24%|██▍       | 26/109 [02:01<06:26,  0.21it/s, v_num=6e0e]
Epoch 197:  24%|██▍       | 26/109 [02:01<06:26,  0.21it/s, v_num=6e0e]
Epoch 197:  25%|██▍       | 27/109 [02:01<06:10,  0.22it/s, v_num=6e0e]
Epoch 197:  25%|██▍       | 27/109 [02:01<06:10,  0.22it/s, v_num=6e0e]
Epoch 197:  26%|██▌       | 28/109 [02:02<05:55,  0.23it/s, v_num=6e0e]
Epoch 197:  26%|██▌       | 28/109 [02:02<05:55,  0.23it/s, v_num=6e0e]
Epoch 197:  27%|██▋       | 29/109 [02:10<06:01,  0.22it/s, v_num=6e0e]
Epoch 197:  27%|██▋       | 29/109 [02:10<06:01,  0.22it/s, v_num=6e0e]
Epoch 197:  28%|██▊       | 30/109 [02:17<06:01,  0.22it/s, v_num=6e0e]
Epoch 197:  28%|██▊       | 30/109 [02:17<06:01,  0.22it/s, v_num=6e0e]
Epoch 197:  28%|██▊       | 31/109 [02:18<05:47,  0.22it/s, v_num=6e0e]
Epoch 197:  28%|██▊       | 31/109 [02:18<05:47,  0.22it/s, v_num=6e0e]
Epoch 197:  29%|██▉       | 32/109 [02:19<05:34,  0.23it/s, v_num=6e0e]
Epoch 197:  29%|██▉       | 32/109 [02:19<05:34,  0.23it/s, v_num=6e0e]
Epoch 197:  30%|███       | 33/109 [02:28<05:41,  0.22it/s, v_num=6e0e]
Epoch 197:  30%|███       | 33/109 [02:28<05:41,  0.22it/s, v_num=6e0e]
Epoch 197:  31%|███       | 34/109 [02:34<05:41,  0.22it/s, v_num=6e0e]
Epoch 197:  31%|███       | 34/109 [02:34<05:41,  0.22it/s, v_num=6e0e]
Epoch 197:  32%|███▏      | 35/109 [02:35<05:29,  0.22it/s, v_num=6e0e]
Epoch 197:  32%|███▏      | 35/109 [02:35<05:29,  0.22it/s, v_num=6e0e]
Epoch 197:  33%|███▎      | 36/109 [02:36<05:17,  0.23it/s, v_num=6e0e]
Epoch 197:  33%|███▎      | 36/109 [02:36<05:17,  0.23it/s, v_num=6e0e]
Epoch 197:  34%|███▍      | 37/109 [02:44<05:20,  0.22it/s, v_num=6e0e]
Epoch 197:  34%|███▍      | 37/109 [02:44<05:20,  0.22it/s, v_num=6e0e]
Epoch 197:  35%|███▍      | 38/109 [02:51<05:19,  0.22it/s, v_num=6e0e]
Epoch 197:  35%|███▍      | 38/109 [02:51<05:19,  0.22it/s, v_num=6e0e]
Epoch 197:  36%|███▌      | 39/109 [02:51<05:08,  0.23it/s, v_num=6e0e]
Epoch 197:  36%|███▌      | 39/109 [02:51<05:08,  0.23it/s, v_num=6e0e]
Epoch 197:  37%|███▋      | 40/109 [02:52<04:58,  0.23it/s, v_num=6e0e]
Epoch 197:  37%|███▋      | 40/109 [02:52<04:58,  0.23it/s, v_num=6e0e]
Epoch 197:  38%|███▊      | 41/109 [03:01<05:01,  0.23it/s, v_num=6e0e]
Epoch 197:  38%|███▊      | 41/109 [03:01<05:01,  0.23it/s, v_num=6e0e]
Epoch 197:  39%|███▊      | 42/109 [03:08<05:00,  0.22it/s, v_num=6e0e]
Epoch 197:  39%|███▊      | 42/109 [03:08<05:00,  0.22it/s, v_num=6e0e]
Epoch 197:  39%|███▉      | 43/109 [03:09<04:50,  0.23it/s, v_num=6e0e]
Epoch 197:  39%|███▉      | 43/109 [03:09<04:50,  0.23it/s, v_num=6e0e]
Epoch 197:  40%|████      | 44/109 [03:09<04:40,  0.23it/s, v_num=6e0e]
Epoch 197:  40%|████      | 44/109 [03:09<04:40,  0.23it/s, v_num=6e0e]
Epoch 197:  41%|████▏     | 45/109 [03:18<04:42,  0.23it/s, v_num=6e0e]
Epoch 197:  41%|████▏     | 45/109 [03:18<04:42,  0.23it/s, v_num=6e0e]
Epoch 197:  42%|████▏     | 46/109 [03:23<04:38,  0.23it/s, v_num=6e0e]
Epoch 197:  42%|████▏     | 46/109 [03:23<04:38,  0.23it/s, v_num=6e0e]
Epoch 197:  43%|████▎     | 47/109 [03:24<04:29,  0.23it/s, v_num=6e0e]
Epoch 197:  43%|████▎     | 47/109 [03:24<04:29,  0.23it/s, v_num=6e0e]
Epoch 197:  44%|████▍     | 48/109 [03:25<04:20,  0.23it/s, v_num=6e0e]
Epoch 197:  44%|████▍     | 48/109 [03:25<04:20,  0.23it/s, v_num=6e0e]
Epoch 197:  45%|████▍     | 49/109 [03:33<04:22,  0.23it/s, v_num=6e0e]
Epoch 197:  45%|████▍     | 49/109 [03:33<04:22,  0.23it/s, v_num=6e0e]
Epoch 197:  46%|████▌     | 50/109 [03:38<04:17,  0.23it/s, v_num=6e0e]
Epoch 197:  46%|████▌     | 50/109 [03:38<04:17,  0.23it/s, v_num=6e0e]
Epoch 197:  47%|████▋     | 51/109 [03:39<04:09,  0.23it/s, v_num=6e0e]
Epoch 197:  47%|████▋     | 51/109 [03:39<04:09,  0.23it/s, v_num=6e0e]
Epoch 197:  48%|████▊     | 52/109 [03:39<04:01,  0.24it/s, v_num=6e0e]
Epoch 197:  48%|████▊     | 52/109 [03:39<04:01,  0.24it/s, v_num=6e0e]
Epoch 197:  49%|████▊     | 53/109 [03:49<04:02,  0.23it/s, v_num=6e0e]
Epoch 197:  49%|████▊     | 53/109 [03:49<04:02,  0.23it/s, v_num=6e0e]
Epoch 197:  50%|████▉     | 54/109 [03:52<03:56,  0.23it/s, v_num=6e0e]
Epoch 197:  50%|████▉     | 54/109 [03:52<03:56,  0.23it/s, v_num=6e0e]
Epoch 197:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 197:  50%|█████     | 55/109 [03:53<03:49,  0.24it/s, v_num=6e0e]
Epoch 197:  51%|█████▏    | 56/109 [03:54<03:41,  0.24it/s, v_num=6e0e]
Epoch 197:  51%|█████▏    | 56/109 [03:54<03:41,  0.24it/s, v_num=6e0e]
Epoch 197:  52%|█████▏    | 57/109 [04:07<03:45,  0.23it/s, v_num=6e0e]
Epoch 197:  52%|█████▏    | 57/109 [04:07<03:45,  0.23it/s, v_num=6e0e]
Epoch 197:  53%|█████▎    | 58/109 [04:08<03:38,  0.23it/s, v_num=6e0e]
Epoch 197:  53%|█████▎    | 58/109 [04:08<03:38,  0.23it/s, v_num=6e0e]
Epoch 197:  54%|█████▍    | 59/109 [04:08<03:30,  0.24it/s, v_num=6e0e]
Epoch 197:  54%|█████▍    | 59/109 [04:08<03:30,  0.24it/s, v_num=6e0e]
Epoch 197:  55%|█████▌    | 60/109 [04:09<03:23,  0.24it/s, v_num=6e0e]
Epoch 197:  55%|█████▌    | 60/109 [04:09<03:23,  0.24it/s, v_num=6e0e]
Epoch 197:  56%|█████▌    | 61/109 [04:24<03:27,  0.23it/s, v_num=6e0e]
Epoch 197:  56%|█████▌    | 61/109 [04:24<03:27,  0.23it/s, v_num=6e0e]
Epoch 197:  57%|█████▋    | 62/109 [04:24<03:20,  0.23it/s, v_num=6e0e]
Epoch 197:  57%|█████▋    | 62/109 [04:24<03:20,  0.23it/s, v_num=6e0e]
Epoch 197:  58%|█████▊    | 63/109 [04:25<03:13,  0.24it/s, v_num=6e0e]
Epoch 197:  58%|█████▊    | 63/109 [04:25<03:13,  0.24it/s, v_num=6e0e]
Epoch 197:  59%|█████▊    | 64/109 [04:26<03:07,  0.24it/s, v_num=6e0e]
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Epoch 197:  60%|█████▉    | 65/109 [04:40<03:09,  0.23it/s, v_num=6e0e]
Epoch 197:  60%|█████▉    | 65/109 [04:40<03:09,  0.23it/s, v_num=6e0e]
Epoch 197:  61%|██████    | 66/109 [04:40<03:02,  0.24it/s, v_num=6e0e]
Epoch 197:  61%|██████    | 66/109 [04:40<03:02,  0.24it/s, v_num=6e0e]
Epoch 197:  61%|██████▏   | 67/109 [04:44<02:58,  0.24it/s, v_num=6e0e]
Epoch 197:  61%|██████▏   | 67/109 [04:44<02:58,  0.24it/s, v_num=6e0e]
Epoch 197:  62%|██████▏   | 68/109 [04:45<02:52,  0.24it/s, v_num=6e0e]
Epoch 197:  62%|██████▏   | 68/109 [04:45<02:52,  0.24it/s, v_num=6e0e]
Epoch 197:  63%|██████▎   | 69/109 [04:57<02:52,  0.23it/s, v_num=6e0e]
Epoch 197:  63%|██████▎   | 69/109 [04:57<02:52,  0.23it/s, v_num=6e0e]
Epoch 197:  64%|██████▍   | 70/109 [04:58<02:46,  0.23it/s, v_num=6e0e]
Epoch 197:  64%|██████▍   | 70/109 [04:58<02:46,  0.23it/s, v_num=6e0e]
Epoch 197:  65%|██████▌   | 71/109 [05:01<02:41,  0.24it/s, v_num=6e0e]
Epoch 197:  65%|██████▌   | 71/109 [05:01<02:41,  0.24it/s, v_num=6e0e]
Epoch 197:  66%|██████▌   | 72/109 [05:02<02:35,  0.24it/s, v_num=6e0e]
Epoch 197:  66%|██████▌   | 72/109 [05:02<02:35,  0.24it/s, v_num=6e0e]
Epoch 197:  67%|██████▋   | 73/109 [05:15<02:35,  0.23it/s, v_num=6e0e]
Epoch 197:  67%|██████▋   | 73/109 [05:15<02:35,  0.23it/s, v_num=6e0e]
Epoch 197:  68%|██████▊   | 74/109 [05:16<02:29,  0.23it/s, v_num=6e0e]
Epoch 197:  68%|██████▊   | 74/109 [05:16<02:29,  0.23it/s, v_num=6e0e]
Epoch 197:  69%|██████▉   | 75/109 [05:18<02:24,  0.24it/s, v_num=6e0e]
Epoch 197:  69%|██████▉   | 75/109 [05:18<02:24,  0.24it/s, v_num=6e0e]
Epoch 197:  70%|██████▉   | 76/109 [05:18<02:18,  0.24it/s, v_num=6e0e]
Epoch 197:  70%|██████▉   | 76/109 [05:18<02:18,  0.24it/s, v_num=6e0e]
Epoch 197:  71%|███████   | 77/109 [05:31<02:17,  0.23it/s, v_num=6e0e]
Epoch 197:  71%|███████   | 77/109 [05:31<02:17,  0.23it/s, v_num=6e0e]
Epoch 197:  72%|███████▏  | 78/109 [05:32<02:12,  0.23it/s, v_num=6e0e]
Epoch 197:  72%|███████▏  | 78/109 [05:32<02:12,  0.23it/s, v_num=6e0e]
Epoch 197:  72%|███████▏  | 79/109 [05:34<02:06,  0.24it/s, v_num=6e0e]
Epoch 197:  72%|███████▏  | 79/109 [05:34<02:06,  0.24it/s, v_num=6e0e]
Epoch 197:  73%|███████▎  | 80/109 [05:35<02:01,  0.24it/s, v_num=6e0e]
Epoch 197:  73%|███████▎  | 80/109 [05:35<02:01,  0.24it/s, v_num=6e0e]
Epoch 197:  74%|███████▍  | 81/109 [05:47<01:59,  0.23it/s, v_num=6e0e]
Epoch 197:  74%|███████▍  | 81/109 [05:47<01:59,  0.23it/s, v_num=6e0e]
Epoch 197:  75%|███████▌  | 82/109 [05:47<01:54,  0.24it/s, v_num=6e0e]
Epoch 197:  75%|███████▌  | 82/109 [05:47<01:54,  0.24it/s, v_num=6e0e]
Epoch 197:  76%|███████▌  | 83/109 [05:50<01:49,  0.24it/s, v_num=6e0e]
Epoch 197:  76%|███████▌  | 83/109 [05:50<01:49,  0.24it/s, v_num=6e0e]
Epoch 197:  77%|███████▋  | 84/109 [05:51<01:44,  0.24it/s, v_num=6e0e]
Epoch 197:  77%|███████▋  | 84/109 [05:51<01:44,  0.24it/s, v_num=6e0e]
Epoch 197:  78%|███████▊  | 85/109 [06:03<01:42,  0.23it/s, v_num=6e0e]
Epoch 197:  78%|███████▊  | 85/109 [06:03<01:42,  0.23it/s, v_num=6e0e]
Epoch 197:  79%|███████▉  | 86/109 [06:04<01:37,  0.24it/s, v_num=6e0e]
Epoch 197:  79%|███████▉  | 86/109 [06:04<01:37,  0.24it/s, v_num=6e0e]
Epoch 197:  80%|███████▉  | 87/109 [06:06<01:32,  0.24it/s, v_num=6e0e]
Epoch 197:  80%|███████▉  | 87/109 [06:06<01:32,  0.24it/s, v_num=6e0e]
Epoch 197:  81%|████████  | 88/109 [06:07<01:27,  0.24it/s, v_num=6e0e]
Epoch 197:  81%|████████  | 88/109 [06:07<01:27,  0.24it/s, v_num=6e0e]
Epoch 197:  82%|████████▏ | 89/109 [06:20<01:25,  0.23it/s, v_num=6e0e]
Epoch 197:  82%|████████▏ | 89/109 [06:20<01:25,  0.23it/s, v_num=6e0e]
Epoch 197:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 197:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 197:  83%|████████▎ | 91/109 [06:22<01:15,  0.24it/s, v_num=6e0e]
Epoch 197:  83%|████████▎ | 91/109 [06:22<01:15,  0.24it/s, v_num=6e0e]
Epoch 197:  84%|████████▍ | 92/109 [06:23<01:10,  0.24it/s, v_num=6e0e]
Epoch 197:  84%|████████▍ | 92/109 [06:23<01:10,  0.24it/s, v_num=6e0e]
Epoch 197:  85%|████████▌ | 93/109 [06:38<01:08,  0.23it/s, v_num=6e0e]
Epoch 197:  85%|████████▌ | 93/109 [06:38<01:08,  0.23it/s, v_num=6e0e]
Epoch 197:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
Epoch 197:  86%|████████▌ | 94/109 [06:38<01:03,  0.24it/s, v_num=6e0e]
Epoch 197:  87%|████████▋ | 95/109 [06:39<00:58,  0.24it/s, v_num=6e0e]
Epoch 197:  87%|████████▋ | 95/109 [06:39<00:58,  0.24it/s, v_num=6e0e]
Epoch 197:  88%|████████▊ | 96/109 [06:40<00:54,  0.24it/s, v_num=6e0e]
Epoch 197:  88%|████████▊ | 96/109 [06:40<00:54,  0.24it/s, v_num=6e0e]
Epoch 197:  89%|████████▉ | 97/109 [06:58<00:51,  0.23it/s, v_num=6e0e]
Epoch 197:  89%|████████▉ | 97/109 [06:58<00:51,  0.23it/s, v_num=6e0e]
Epoch 197:  90%|████████▉ | 98/109 [06:58<00:47,  0.23it/s, v_num=6e0e]
Epoch 197:  90%|████████▉ | 98/109 [06:58<00:47,  0.23it/s, v_num=6e0e]
Epoch 197:  91%|█████████ | 99/109 [06:59<00:42,  0.24it/s, v_num=6e0e]
Epoch 197:  91%|█████████ | 99/109 [06:59<00:42,  0.24it/s, v_num=6e0e]
Epoch 197:  92%|█████████▏| 100/109 [07:00<00:37,  0.24it/s, v_num=6e0e]
Epoch 197:  92%|█████████▏| 100/109 [07:00<00:37,  0.24it/s, v_num=6e0e]
Epoch 197:  93%|█████████▎| 101/109 [07:14<00:34,  0.23it/s, v_num=6e0e]
Epoch 197:  93%|█████████▎| 101/109 [07:14<00:34,  0.23it/s, v_num=6e0e]
Epoch 197:  94%|█████████▎| 102/109 [07:15<00:29,  0.23it/s, v_num=6e0e]
Epoch 197:  94%|█████████▎| 102/109 [07:15<00:29,  0.23it/s, v_num=6e0e]
Epoch 197:  94%|█████████▍| 103/109 [07:15<00:25,  0.24it/s, v_num=6e0e]
Epoch 197:  94%|█████████▍| 103/109 [07:15<00:25,  0.24it/s, v_num=6e0e]
Epoch 197:  95%|█████████▌| 104/109 [07:16<00:20,  0.24it/s, v_num=6e0e]
Epoch 197:  95%|█████████▌| 104/109 [07:16<00:20,  0.24it/s, v_num=6e0e]
Epoch 197:  96%|█████████▋| 105/109 [07:30<00:17,  0.23it/s, v_num=6e0e]
Epoch 197:  96%|█████████▋| 105/109 [07:30<00:17,  0.23it/s, v_num=6e0e]
Epoch 197:  97%|█████████▋| 106/109 [07:31<00:12,  0.23it/s, v_num=6e0e]
Epoch 197:  97%|█████████▋| 106/109 [07:31<00:12,  0.23it/s, v_num=6e0e]
Epoch 197:  98%|█████████▊| 107/109 [07:32<00:08,  0.24it/s, v_num=6e0e]
Epoch 197:  98%|█████████▊| 107/109 [07:32<00:08,  0.24it/s, v_num=6e0e]
Epoch 197:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 197:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 197: 100%|██████████| 109/109 [07:45<00:00,  0.23it/s, v_num=6e0e]
Epoch 197: 100%|██████████| 109/109 [07:45<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.93it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.92it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.88it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.89it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.91it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.91it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.89it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.93it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.93it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 197: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
Epoch 197: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
Epoch 197:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 198:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 198:   1%|          | 1/109 [00:16<30:00,  0.06it/s, v_num=6e0e]
Epoch 198:   1%|          | 1/109 [00:16<30:00,  0.06it/s, v_num=6e0e]
Epoch 198:   2%|▏         | 2/109 [00:17<15:54,  0.11it/s, v_num=6e0e]
Epoch 198:   2%|▏         | 2/109 [00:17<15:54,  0.11it/s, v_num=6e0e]
Epoch 198:   3%|▎         | 3/109 [00:18<10:58,  0.16it/s, v_num=6e0e]
Epoch 198:   3%|▎         | 3/109 [00:18<10:58,  0.16it/s, v_num=6e0e]
Epoch 198:   4%|▎         | 4/109 [00:19<08:30,  0.21it/s, v_num=6e0e]
Epoch 198:   4%|▎         | 4/109 [00:19<08:30,  0.21it/s, v_num=6e0e]
Epoch 198:   5%|▍         | 5/109 [00:31<11:00,  0.16it/s, v_num=6e0e]
Epoch 198:   5%|▍         | 5/109 [00:31<11:00,  0.16it/s, v_num=6e0e]
Epoch 198:   6%|▌         | 6/109 [00:35<10:01,  0.17it/s, v_num=6e0e]
Epoch 198:   6%|▌         | 6/109 [00:35<10:01,  0.17it/s, v_num=6e0e]
Epoch 198:   6%|▋         | 7/109 [00:35<08:42,  0.20it/s, v_num=6e0e]
Epoch 198:   6%|▋         | 7/109 [00:35<08:42,  0.20it/s, v_num=6e0e]
Epoch 198:   7%|▋         | 8/109 [00:38<08:07,  0.21it/s, v_num=6e0e]
Epoch 198:   7%|▋         | 8/109 [00:38<08:07,  0.21it/s, v_num=6e0e]
Epoch 198:   8%|▊         | 9/109 [00:48<08:55,  0.19it/s, v_num=6e0e]
Epoch 198:   8%|▊         | 9/109 [00:48<08:55,  0.19it/s, v_num=6e0e]
Epoch 198:   9%|▉         | 10/109 [00:52<08:42,  0.19it/s, v_num=6e0e]
Epoch 198:   9%|▉         | 10/109 [00:52<08:42,  0.19it/s, v_num=6e0e]
Epoch 198:  10%|█         | 11/109 [00:53<07:57,  0.21it/s, v_num=6e0e]
Epoch 198:  10%|█         | 11/109 [00:53<07:57,  0.21it/s, v_num=6e0e]
Epoch 198:  11%|█         | 12/109 [00:55<07:24,  0.22it/s, v_num=6e0e]
Epoch 198:  11%|█         | 12/109 [00:55<07:24,  0.22it/s, v_num=6e0e]
Epoch 198:  12%|█▏        | 13/109 [01:06<08:08,  0.20it/s, v_num=6e0e]
Epoch 198:  12%|█▏        | 13/109 [01:06<08:08,  0.20it/s, v_num=6e0e]
Epoch 198:  13%|█▎        | 14/109 [01:08<07:45,  0.20it/s, v_num=6e0e]
Epoch 198:  13%|█▎        | 14/109 [01:08<07:45,  0.20it/s, v_num=6e0e]
Epoch 198:  14%|█▍        | 15/109 [01:09<07:15,  0.22it/s, v_num=6e0e]
Epoch 198:  14%|█▍        | 15/109 [01:09<07:15,  0.22it/s, v_num=6e0e]
Epoch 198:  15%|█▍        | 16/109 [01:11<06:53,  0.23it/s, v_num=6e0e]
Epoch 198:  15%|█▍        | 16/109 [01:11<06:53,  0.23it/s, v_num=6e0e]
Epoch 198:  16%|█▌        | 17/109 [01:23<07:31,  0.20it/s, v_num=6e0e]
Epoch 198:  16%|█▌        | 17/109 [01:23<07:31,  0.20it/s, v_num=6e0e]
Epoch 198:  17%|█▋        | 18/109 [01:26<07:18,  0.21it/s, v_num=6e0e]
Epoch 198:  17%|█▋        | 18/109 [01:26<07:19,  0.21it/s, v_num=6e0e]
Epoch 198:  17%|█▋        | 19/109 [01:27<06:55,  0.22it/s, v_num=6e0e]
Epoch 198:  17%|█▋        | 19/109 [01:27<06:55,  0.22it/s, v_num=6e0e]
Epoch 198:  18%|█▊        | 20/109 [01:28<06:33,  0.23it/s, v_num=6e0e]
Epoch 198:  18%|█▊        | 20/109 [01:28<06:33,  0.23it/s, v_num=6e0e]
Epoch 198:  19%|█▉        | 21/109 [01:40<06:59,  0.21it/s, v_num=6e0e]
Epoch 198:  19%|█▉        | 21/109 [01:40<06:59,  0.21it/s, v_num=6e0e]
Epoch 198:  20%|██        | 22/109 [01:43<06:48,  0.21it/s, v_num=6e0e]
Epoch 198:  20%|██        | 22/109 [01:43<06:48,  0.21it/s, v_num=6e0e]
Epoch 198:  21%|██        | 23/109 [01:44<06:29,  0.22it/s, v_num=6e0e]
Epoch 198:  21%|██        | 23/109 [01:44<06:29,  0.22it/s, v_num=6e0e]
Epoch 198:  22%|██▏       | 24/109 [01:44<06:11,  0.23it/s, v_num=6e0e]
Epoch 198:  22%|██▏       | 24/109 [01:44<06:11,  0.23it/s, v_num=6e0e]
Epoch 198:  23%|██▎       | 25/109 [01:55<06:27,  0.22it/s, v_num=6e0e]
Epoch 198:  23%|██▎       | 25/109 [01:55<06:27,  0.22it/s, v_num=6e0e]
Epoch 198:  24%|██▍       | 26/109 [02:01<06:28,  0.21it/s, v_num=6e0e]
Epoch 198:  24%|██▍       | 26/109 [02:01<06:28,  0.21it/s, v_num=6e0e]
Epoch 198:  25%|██▍       | 27/109 [02:02<06:12,  0.22it/s, v_num=6e0e]
Epoch 198:  25%|██▍       | 27/109 [02:02<06:12,  0.22it/s, v_num=6e0e]
Epoch 198:  26%|██▌       | 28/109 [02:03<05:56,  0.23it/s, v_num=6e0e]
Epoch 198:  26%|██▌       | 28/109 [02:03<05:56,  0.23it/s, v_num=6e0e]
Epoch 198:  27%|██▋       | 29/109 [02:11<06:02,  0.22it/s, v_num=6e0e]
Epoch 198:  27%|██▋       | 29/109 [02:11<06:02,  0.22it/s, v_num=6e0e]
Epoch 198:  28%|██▊       | 30/109 [02:18<06:04,  0.22it/s, v_num=6e0e]
Epoch 198:  28%|██▊       | 30/109 [02:18<06:04,  0.22it/s, v_num=6e0e]
Epoch 198:  28%|██▊       | 31/109 [02:19<05:50,  0.22it/s, v_num=6e0e]
Epoch 198:  28%|██▊       | 31/109 [02:19<05:50,  0.22it/s, v_num=6e0e]
Epoch 198:  29%|██▉       | 32/109 [02:19<05:36,  0.23it/s, v_num=6e0e]
Epoch 198:  29%|██▉       | 32/109 [02:19<05:36,  0.23it/s, v_num=6e0e]
Epoch 198:  30%|███       | 33/109 [02:27<05:39,  0.22it/s, v_num=6e0e]
Epoch 198:  30%|███       | 33/109 [02:27<05:39,  0.22it/s, v_num=6e0e]
Epoch 198:  31%|███       | 34/109 [02:35<05:43,  0.22it/s, v_num=6e0e]
Epoch 198:  31%|███       | 34/109 [02:35<05:43,  0.22it/s, v_num=6e0e]
Epoch 198:  32%|███▏      | 35/109 [02:36<05:31,  0.22it/s, v_num=6e0e]
Epoch 198:  32%|███▏      | 35/109 [02:36<05:31,  0.22it/s, v_num=6e0e]
Epoch 198:  33%|███▎      | 36/109 [02:37<05:19,  0.23it/s, v_num=6e0e]
Epoch 198:  33%|███▎      | 36/109 [02:37<05:19,  0.23it/s, v_num=6e0e]
Epoch 198:  34%|███▍      | 37/109 [02:41<05:14,  0.23it/s, v_num=6e0e]
Epoch 198:  34%|███▍      | 37/109 [02:41<05:14,  0.23it/s, v_num=6e0e]
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Epoch 198:  36%|███▌      | 39/109 [02:53<05:11,  0.22it/s, v_num=6e0e]
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Epoch 198:  37%|███▋      | 40/109 [02:54<05:00,  0.23it/s, v_num=6e0e]
Epoch 198:  37%|███▋      | 40/109 [02:54<05:00,  0.23it/s, v_num=6e0e]
Epoch 198:  38%|███▊      | 41/109 [02:57<04:55,  0.23it/s, v_num=6e0e]
Epoch 198:  38%|███▊      | 41/109 [02:57<04:55,  0.23it/s, v_num=6e0e]
Epoch 198:  39%|███▊      | 42/109 [03:09<05:01,  0.22it/s, v_num=6e0e]
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Epoch 198: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]
Epoch 198: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:14,  0.92it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 198: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 198: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 198:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 199:   1%|          | 1/109 [00:16<28:48,  0.06it/s, v_num=6e0e]
Epoch 199:   2%|▏         | 2/109 [00:17<15:17,  0.12it/s, v_num=6e0e]
Epoch 199:   2%|▏         | 2/109 [00:17<15:17,  0.12it/s, v_num=6e0e]
Epoch 199:   3%|▎         | 3/109 [00:17<10:33,  0.17it/s, v_num=6e0e]
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Epoch 199:   4%|▎         | 4/109 [00:18<08:11,  0.21it/s, v_num=6e0e]
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Epoch 199:   5%|▍         | 5/109 [00:33<11:36,  0.15it/s, v_num=6e0e]
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Epoch 199:   6%|▌         | 6/109 [00:34<09:49,  0.17it/s, v_num=6e0e]
Epoch 199:   6%|▌         | 6/109 [00:34<09:49,  0.17it/s, v_num=6e0e]
Epoch 199:   6%|▋         | 7/109 [00:35<08:32,  0.20it/s, v_num=6e0e]
Epoch 199:   6%|▋         | 7/109 [00:35<08:32,  0.20it/s, v_num=6e0e]
Epoch 199:   7%|▋         | 8/109 [00:35<07:33,  0.22it/s, v_num=6e0e]
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Epoch 199:  10%|█         | 11/109 [00:52<07:48,  0.21it/s, v_num=6e0e]
Epoch 199:  10%|█         | 11/109 [00:52<07:48,  0.21it/s, v_num=6e0e]
Epoch 199:  11%|█         | 12/109 [00:53<07:11,  0.22it/s, v_num=6e0e]
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Epoch 199:  12%|█▏        | 13/109 [01:07<08:15,  0.19it/s, v_num=6e0e]
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Epoch 199:  95%|█████████▌| 104/109 [07:16<00:20,  0.24it/s, v_num=6e0e]
Epoch 199:  95%|█████████▌| 104/109 [07:16<00:20,  0.24it/s, v_num=6e0e]
Epoch 199:  96%|█████████▋| 105/109 [07:27<00:17,  0.23it/s, v_num=6e0e]
Epoch 199:  96%|█████████▋| 105/109 [07:27<00:17,  0.23it/s, v_num=6e0e]
Epoch 199:  97%|█████████▋| 106/109 [07:30<00:12,  0.24it/s, v_num=6e0e]
Epoch 199:  97%|█████████▋| 106/109 [07:30<00:12,  0.24it/s, v_num=6e0e]
Epoch 199:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 199:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 199:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 199:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 199: 100%|██████████| 109/109 [07:43<00:00,  0.24it/s, v_num=6e0e]
Epoch 199: 100%|██████████| 109/109 [07:43<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.15it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.04it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  1.00it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:03<00:09,  1.01it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:04<00:08,  1.00it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  1.00it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.96it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.98it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.99it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.99it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.98it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.97it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.96it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 199: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 199: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 199:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 200:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 200:   1%|          | 1/109 [00:15<28:45,  0.06it/s, v_num=6e0e]
Epoch 200:   1%|          | 1/109 [00:15<28:45,  0.06it/s, v_num=6e0e]
Epoch 200:   2%|▏         | 2/109 [00:16<14:56,  0.12it/s, v_num=6e0e]
Epoch 200:   2%|▏         | 2/109 [00:16<14:56,  0.12it/s, v_num=6e0e]
Epoch 200:   3%|▎         | 3/109 [00:17<10:20,  0.17it/s, v_num=6e0e]
Epoch 200:   3%|▎         | 3/109 [00:17<10:20,  0.17it/s, v_num=6e0e]
Epoch 200:   4%|▎         | 4/109 [00:18<08:02,  0.22it/s, v_num=6e0e]
Epoch 200:   4%|▎         | 4/109 [00:18<08:02,  0.22it/s, v_num=6e0e]
Epoch 200:   5%|▍         | 5/109 [00:31<10:59,  0.16it/s, v_num=6e0e]
Epoch 200:   5%|▍         | 5/109 [00:31<10:59,  0.16it/s, v_num=6e0e]
Epoch 200:   6%|▌         | 6/109 [00:34<09:47,  0.18it/s, v_num=6e0e]
Epoch 200:   6%|▌         | 6/109 [00:34<09:47,  0.18it/s, v_num=6e0e]
Epoch 200:   6%|▋         | 7/109 [00:35<08:30,  0.20it/s, v_num=6e0e]
Epoch 200:   6%|▋         | 7/109 [00:35<08:30,  0.20it/s, v_num=6e0e]
Epoch 200:   7%|▋         | 8/109 [00:35<07:32,  0.22it/s, v_num=6e0e]
Epoch 200:   7%|▋         | 8/109 [00:35<07:32,  0.22it/s, v_num=6e0e]
Epoch 200:   8%|▊         | 9/109 [00:48<08:54,  0.19it/s, v_num=6e0e]
Epoch 200:   8%|▊         | 9/109 [00:48<08:54,  0.19it/s, v_num=6e0e]
Epoch 200:   9%|▉         | 10/109 [00:52<08:34,  0.19it/s, v_num=6e0e]
Epoch 200:   9%|▉         | 10/109 [00:52<08:34,  0.19it/s, v_num=6e0e]
Epoch 200:  10%|█         | 11/109 [00:52<07:50,  0.21it/s, v_num=6e0e]
Epoch 200:  10%|█         | 11/109 [00:52<07:50,  0.21it/s, v_num=6e0e]
Epoch 200:  11%|█         | 12/109 [00:53<07:13,  0.22it/s, v_num=6e0e]
Epoch 200:  11%|█         | 12/109 [00:53<07:13,  0.22it/s, v_num=6e0e]
Epoch 200:  12%|█▏        | 13/109 [01:02<07:44,  0.21it/s, v_num=6e0e]
Epoch 200:  12%|█▏        | 13/109 [01:02<07:44,  0.21it/s, v_num=6e0e]
Epoch 200:  13%|█▎        | 14/109 [01:07<07:40,  0.21it/s, v_num=6e0e]
Epoch 200:  13%|█▎        | 14/109 [01:07<07:40,  0.21it/s, v_num=6e0e]
Epoch 200:  14%|█▍        | 15/109 [01:08<07:10,  0.22it/s, v_num=6e0e]
Epoch 200:  14%|█▍        | 15/109 [01:08<07:10,  0.22it/s, v_num=6e0e]
Epoch 200:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 200:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 200:  16%|█▌        | 17/109 [01:19<07:11,  0.21it/s, v_num=6e0e]
Epoch 200:  16%|█▌        | 17/109 [01:19<07:11,  0.21it/s, v_num=6e0e]
Epoch 200:  17%|█▋        | 18/109 [01:24<07:04,  0.21it/s, v_num=6e0e]
Epoch 200:  17%|█▋        | 18/109 [01:24<07:04,  0.21it/s, v_num=6e0e]
Epoch 200:  17%|█▋        | 19/109 [01:24<06:41,  0.22it/s, v_num=6e0e]
Epoch 200:  17%|█▋        | 19/109 [01:24<06:41,  0.22it/s, v_num=6e0e]
Epoch 200:  18%|█▊        | 20/109 [01:25<06:21,  0.23it/s, v_num=6e0e]
Epoch 200:  18%|█▊        | 20/109 [01:25<06:21,  0.23it/s, v_num=6e0e]
Epoch 200:  19%|█▉        | 21/109 [01:35<06:41,  0.22it/s, v_num=6e0e]
Epoch 200:  19%|█▉        | 21/109 [01:35<06:41,  0.22it/s, v_num=6e0e]
Epoch 200:  20%|██        | 22/109 [01:40<06:36,  0.22it/s, v_num=6e0e]
Epoch 200:  20%|██        | 22/109 [01:40<06:36,  0.22it/s, v_num=6e0e]
Epoch 200:  21%|██        | 23/109 [01:41<06:17,  0.23it/s, v_num=6e0e]
Epoch 200:  21%|██        | 23/109 [01:41<06:17,  0.23it/s, v_num=6e0e]
Epoch 200:  22%|██▏       | 24/109 [01:41<06:00,  0.24it/s, v_num=6e0e]
Epoch 200:  22%|██▏       | 24/109 [01:41<06:00,  0.24it/s, v_num=6e0e]
Epoch 200:  23%|██▎       | 25/109 [01:51<06:14,  0.22it/s, v_num=6e0e]
Epoch 200:  23%|██▎       | 25/109 [01:51<06:14,  0.22it/s, v_num=6e0e]
Epoch 200:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
Epoch 200:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
Epoch 200:  25%|██▍       | 27/109 [01:58<05:58,  0.23it/s, v_num=6e0e]
Epoch 200:  25%|██▍       | 27/109 [01:58<05:58,  0.23it/s, v_num=6e0e]
Epoch 200:  26%|██▌       | 28/109 [01:58<05:43,  0.24it/s, v_num=6e0e]
Epoch 200:  26%|██▌       | 28/109 [01:58<05:43,  0.24it/s, v_num=6e0e]
Epoch 200:  27%|██▋       | 29/109 [02:09<05:57,  0.22it/s, v_num=6e0e]
Epoch 200:  27%|██▋       | 29/109 [02:09<05:57,  0.22it/s, v_num=6e0e]
Epoch 200:  28%|██▊       | 30/109 [02:14<05:54,  0.22it/s, v_num=6e0e]
Epoch 200:  28%|██▊       | 30/109 [02:14<05:54,  0.22it/s, v_num=6e0e]
Epoch 200:  28%|██▊       | 31/109 [02:15<05:40,  0.23it/s, v_num=6e0e]
Epoch 200:  28%|██▊       | 31/109 [02:15<05:40,  0.23it/s, v_num=6e0e]
Epoch 200:  29%|██▉       | 32/109 [02:16<05:27,  0.24it/s, v_num=6e0e]
Epoch 200:  29%|██▉       | 32/109 [02:16<05:27,  0.24it/s, v_num=6e0e]
Epoch 200:  30%|███       | 33/109 [02:27<05:39,  0.22it/s, v_num=6e0e]
Epoch 200:  30%|███       | 33/109 [02:27<05:39,  0.22it/s, v_num=6e0e]
Epoch 200:  31%|███       | 34/109 [02:30<05:32,  0.23it/s, v_num=6e0e]
Epoch 200:  31%|███       | 34/109 [02:30<05:32,  0.23it/s, v_num=6e0e]
Epoch 200:  32%|███▏      | 35/109 [02:31<05:20,  0.23it/s, v_num=6e0e]
Epoch 200:  32%|███▏      | 35/109 [02:31<05:20,  0.23it/s, v_num=6e0e]
Epoch 200:  33%|███▎      | 36/109 [02:32<05:08,  0.24it/s, v_num=6e0e]
Epoch 200:  33%|███▎      | 36/109 [02:32<05:08,  0.24it/s, v_num=6e0e]
Epoch 200:  34%|███▍      | 37/109 [02:42<05:15,  0.23it/s, v_num=6e0e]
Epoch 200:  34%|███▍      | 37/109 [02:42<05:15,  0.23it/s, v_num=6e0e]
Epoch 200:  35%|███▍      | 38/109 [02:48<05:15,  0.23it/s, v_num=6e0e]
Epoch 200:  35%|███▍      | 38/109 [02:48<05:15,  0.23it/s, v_num=6e0e]
Epoch 200:  36%|███▌      | 39/109 [02:49<05:04,  0.23it/s, v_num=6e0e]
Epoch 200:  36%|███▌      | 39/109 [02:49<05:04,  0.23it/s, v_num=6e0e]
Epoch 200:  37%|███▋      | 40/109 [02:50<04:53,  0.23it/s, v_num=6e0e]
Epoch 200:  37%|███▋      | 40/109 [02:50<04:53,  0.23it/s, v_num=6e0e]
Epoch 200:  38%|███▊      | 41/109 [02:58<04:55,  0.23it/s, v_num=6e0e]
Epoch 200:  38%|███▊      | 41/109 [02:58<04:55,  0.23it/s, v_num=6e0e]
Epoch 200:  39%|███▊      | 42/109 [03:03<04:53,  0.23it/s, v_num=6e0e]
Epoch 200:  39%|███▊      | 42/109 [03:03<04:53,  0.23it/s, v_num=6e0e]
Epoch 200:  39%|███▉      | 43/109 [03:04<04:43,  0.23it/s, v_num=6e0e]
Epoch 200:  39%|███▉      | 43/109 [03:04<04:43,  0.23it/s, v_num=6e0e]
Epoch 200:  40%|████      | 44/109 [03:05<04:33,  0.24it/s, v_num=6e0e]
Epoch 200:  40%|████      | 44/109 [03:05<04:33,  0.24it/s, v_num=6e0e]
Epoch 200:  41%|████▏     | 45/109 [03:13<04:34,  0.23it/s, v_num=6e0e]
Epoch 200:  41%|████▏     | 45/109 [03:13<04:34,  0.23it/s, v_num=6e0e]
Epoch 200:  42%|████▏     | 46/109 [03:22<04:37,  0.23it/s, v_num=6e0e]
Epoch 200:  42%|████▏     | 46/109 [03:22<04:37,  0.23it/s, v_num=6e0e]
Epoch 200:  43%|████▎     | 47/109 [03:23<04:28,  0.23it/s, v_num=6e0e]
Epoch 200:  43%|████▎     | 47/109 [03:23<04:28,  0.23it/s, v_num=6e0e]
Epoch 200:  44%|████▍     | 48/109 [03:24<04:19,  0.23it/s, v_num=6e0e]
Epoch 200:  44%|████▍     | 48/109 [03:24<04:19,  0.23it/s, v_num=6e0e]
Epoch 200:  45%|████▍     | 49/109 [03:28<04:14,  0.24it/s, v_num=6e0e]
Epoch 200:  45%|████▍     | 49/109 [03:28<04:14,  0.24it/s, v_num=6e0e]
Epoch 200:  46%|████▌     | 50/109 [03:37<04:16,  0.23it/s, v_num=6e0e]
Epoch 200:  46%|████▌     | 50/109 [03:37<04:16,  0.23it/s, v_num=6e0e]
Epoch 200:  47%|████▋     | 51/109 [03:38<04:08,  0.23it/s, v_num=6e0e]
Epoch 200:  47%|████▋     | 51/109 [03:38<04:08,  0.23it/s, v_num=6e0e]
Epoch 200:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 200:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 200:  49%|████▊     | 53/109 [03:42<03:55,  0.24it/s, v_num=6e0e]
Epoch 200:  49%|████▊     | 53/109 [03:42<03:55,  0.24it/s, v_num=6e0e]
Epoch 200:  50%|████▉     | 54/109 [03:53<03:58,  0.23it/s, v_num=6e0e]
Epoch 200:  50%|████▉     | 54/109 [03:53<03:58,  0.23it/s, v_num=6e0e]
Epoch 200:  50%|█████     | 55/109 [03:54<03:50,  0.23it/s, v_num=6e0e]
Epoch 200:  50%|█████     | 55/109 [03:54<03:50,  0.23it/s, v_num=6e0e]
Epoch 200:  51%|█████▏    | 56/109 [03:55<03:42,  0.24it/s, v_num=6e0e]
Epoch 200:  51%|█████▏    | 56/109 [03:55<03:42,  0.24it/s, v_num=6e0e]
Epoch 200:  52%|█████▏    | 57/109 [03:58<03:38,  0.24it/s, v_num=6e0e]
Epoch 200:  52%|█████▏    | 57/109 [03:58<03:38,  0.24it/s, v_num=6e0e]
Epoch 200:  53%|█████▎    | 58/109 [04:09<03:39,  0.23it/s, v_num=6e0e]
Epoch 200:  53%|█████▎    | 58/109 [04:09<03:39,  0.23it/s, v_num=6e0e]
Epoch 200:  54%|█████▍    | 59/109 [04:10<03:32,  0.24it/s, v_num=6e0e]
Epoch 200:  54%|█████▍    | 59/109 [04:10<03:32,  0.24it/s, v_num=6e0e]
Epoch 200:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
Epoch 200:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
Epoch 200:  56%|█████▌    | 61/109 [04:14<03:20,  0.24it/s, v_num=6e0e]
Epoch 200:  56%|█████▌    | 61/109 [04:14<03:20,  0.24it/s, v_num=6e0e]
Epoch 200:  57%|█████▋    | 62/109 [04:26<03:22,  0.23it/s, v_num=6e0e]
Epoch 200:  57%|█████▋    | 62/109 [04:26<03:22,  0.23it/s, v_num=6e0e]
Epoch 200:  58%|█████▊    | 63/109 [04:27<03:15,  0.24it/s, v_num=6e0e]
Epoch 200:  58%|█████▊    | 63/109 [04:27<03:15,  0.24it/s, v_num=6e0e]
Epoch 200:  59%|█████▊    | 64/109 [04:28<03:08,  0.24it/s, v_num=6e0e]
Epoch 200:  59%|█████▊    | 64/109 [04:28<03:08,  0.24it/s, v_num=6e0e]
Epoch 200:  60%|█████▉    | 65/109 [04:29<03:02,  0.24it/s, v_num=6e0e]
Epoch 200:  60%|█████▉    | 65/109 [04:29<03:02,  0.24it/s, v_num=6e0e]
Epoch 200:  61%|██████    | 66/109 [04:44<03:05,  0.23it/s, v_num=6e0e]
Epoch 200:  61%|██████    | 66/109 [04:44<03:05,  0.23it/s, v_num=6e0e]
Epoch 200:  61%|██████▏   | 67/109 [04:45<02:59,  0.23it/s, v_num=6e0e]
Epoch 200:  61%|██████▏   | 67/109 [04:45<02:59,  0.23it/s, v_num=6e0e]
Epoch 200:  62%|██████▏   | 68/109 [04:46<02:52,  0.24it/s, v_num=6e0e]
Epoch 200:  62%|██████▏   | 68/109 [04:46<02:52,  0.24it/s, v_num=6e0e]
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Epoch 200:  63%|██████▎   | 69/109 [04:47<02:46,  0.24it/s, v_num=6e0e]
Epoch 200:  64%|██████▍   | 70/109 [05:01<02:47,  0.23it/s, v_num=6e0e]
Epoch 200:  64%|██████▍   | 70/109 [05:01<02:47,  0.23it/s, v_num=6e0e]
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Epoch 200:  65%|██████▌   | 71/109 [05:01<02:41,  0.24it/s, v_num=6e0e]
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Epoch 200:  66%|██████▌   | 72/109 [05:02<02:35,  0.24it/s, v_num=6e0e]
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Epoch 200:  67%|██████▋   | 73/109 [05:03<02:29,  0.24it/s, v_num=6e0e]
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Epoch 200:  68%|██████▊   | 74/109 [05:17<02:30,  0.23it/s, v_num=6e0e]
Epoch 200:  69%|██████▉   | 75/109 [05:18<02:24,  0.24it/s, v_num=6e0e]
Epoch 200:  69%|██████▉   | 75/109 [05:18<02:24,  0.24it/s, v_num=6e0e]
Epoch 200:  70%|██████▉   | 76/109 [05:19<02:18,  0.24it/s, v_num=6e0e]
Epoch 200:  70%|██████▉   | 76/109 [05:19<02:18,  0.24it/s, v_num=6e0e]
Epoch 200:  71%|███████   | 77/109 [05:20<02:13,  0.24it/s, v_num=6e0e]
Epoch 200:  71%|███████   | 77/109 [05:20<02:13,  0.24it/s, v_num=6e0e]
Epoch 200:  72%|███████▏  | 78/109 [05:33<02:12,  0.23it/s, v_num=6e0e]
Epoch 200:  72%|███████▏  | 78/109 [05:33<02:12,  0.23it/s, v_num=6e0e]
Epoch 200:  72%|███████▏  | 79/109 [05:34<02:07,  0.24it/s, v_num=6e0e]
Epoch 200:  72%|███████▏  | 79/109 [05:34<02:07,  0.24it/s, v_num=6e0e]
Epoch 200:  73%|███████▎  | 80/109 [05:35<02:01,  0.24it/s, v_num=6e0e]
Epoch 200:  73%|███████▎  | 80/109 [05:35<02:01,  0.24it/s, v_num=6e0e]
Epoch 200:  74%|███████▍  | 81/109 [05:37<01:56,  0.24it/s, v_num=6e0e]
Epoch 200:  74%|███████▍  | 81/109 [05:37<01:56,  0.24it/s, v_num=6e0e]
Epoch 200:  75%|███████▌  | 82/109 [05:51<01:55,  0.23it/s, v_num=6e0e]
Epoch 200:  75%|███████▌  | 82/109 [05:51<01:55,  0.23it/s, v_num=6e0e]
Epoch 200:  76%|███████▌  | 83/109 [05:52<01:50,  0.24it/s, v_num=6e0e]
Epoch 200:  76%|███████▌  | 83/109 [05:52<01:50,  0.24it/s, v_num=6e0e]
Epoch 200:  77%|███████▋  | 84/109 [05:52<01:45,  0.24it/s, v_num=6e0e]
Epoch 200:  77%|███████▋  | 84/109 [05:52<01:45,  0.24it/s, v_num=6e0e]
Epoch 200:  78%|███████▊  | 85/109 [05:53<01:39,  0.24it/s, v_num=6e0e]
Epoch 200:  78%|███████▊  | 85/109 [05:53<01:39,  0.24it/s, v_num=6e0e]
Epoch 200:  79%|███████▉  | 86/109 [06:06<01:38,  0.23it/s, v_num=6e0e]
Epoch 200:  79%|███████▉  | 86/109 [06:06<01:38,  0.23it/s, v_num=6e0e]
Epoch 200:  80%|███████▉  | 87/109 [06:07<01:32,  0.24it/s, v_num=6e0e]
Epoch 200:  80%|███████▉  | 87/109 [06:07<01:32,  0.24it/s, v_num=6e0e]
Epoch 200:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 200:  81%|████████  | 88/109 [06:08<01:27,  0.24it/s, v_num=6e0e]
Epoch 200:  82%|████████▏ | 89/109 [06:09<01:22,  0.24it/s, v_num=6e0e]
Epoch 200:  82%|████████▏ | 89/109 [06:09<01:22,  0.24it/s, v_num=6e0e]
Epoch 200:  83%|████████▎ | 90/109 [06:24<01:21,  0.23it/s, v_num=6e0e]
Epoch 200:  83%|████████▎ | 90/109 [06:24<01:21,  0.23it/s, v_num=6e0e]
Epoch 200:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 200:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 200:  84%|████████▍ | 92/109 [06:25<01:11,  0.24it/s, v_num=6e0e]
Epoch 200:  84%|████████▍ | 92/109 [06:25<01:11,  0.24it/s, v_num=6e0e]
Epoch 200:  85%|████████▌ | 93/109 [06:26<01:06,  0.24it/s, v_num=6e0e]
Epoch 200:  85%|████████▌ | 93/109 [06:26<01:06,  0.24it/s, v_num=6e0e]
Epoch 200:  86%|████████▌ | 94/109 [06:42<01:04,  0.23it/s, v_num=6e0e]
Epoch 200:  86%|████████▌ | 94/109 [06:42<01:04,  0.23it/s, v_num=6e0e]
Epoch 200:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 200:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 200:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
Epoch 200:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
Epoch 200:  89%|████████▉ | 97/109 [06:44<00:50,  0.24it/s, v_num=6e0e]
Epoch 200:  89%|████████▉ | 97/109 [06:44<00:50,  0.24it/s, v_num=6e0e]
Epoch 200:  90%|████████▉ | 98/109 [06:58<00:46,  0.23it/s, v_num=6e0e]
Epoch 200:  90%|████████▉ | 98/109 [06:58<00:46,  0.23it/s, v_num=6e0e]
Epoch 200:  91%|█████████ | 99/109 [06:59<00:42,  0.24it/s, v_num=6e0e]
Epoch 200:  91%|█████████ | 99/109 [06:59<00:42,  0.24it/s, v_num=6e0e]
Epoch 200:  92%|█████████▏| 100/109 [07:00<00:37,  0.24it/s, v_num=6e0e]
Epoch 200:  92%|█████████▏| 100/109 [07:00<00:37,  0.24it/s, v_num=6e0e]
Epoch 200:  93%|█████████▎| 101/109 [07:01<00:33,  0.24it/s, v_num=6e0e]
Epoch 200:  93%|█████████▎| 101/109 [07:01<00:33,  0.24it/s, v_num=6e0e]
Epoch 200:  94%|█████████▎| 102/109 [07:15<00:29,  0.23it/s, v_num=6e0e]
Epoch 200:  94%|█████████▎| 102/109 [07:15<00:29,  0.23it/s, v_num=6e0e]
Epoch 200:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
Epoch 200:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
Epoch 200:  95%|█████████▌| 104/109 [07:17<00:21,  0.24it/s, v_num=6e0e]
Epoch 200:  95%|█████████▌| 104/109 [07:17<00:21,  0.24it/s, v_num=6e0e]
Epoch 200:  96%|█████████▋| 105/109 [07:17<00:16,  0.24it/s, v_num=6e0e]
Epoch 200:  96%|█████████▋| 105/109 [07:17<00:16,  0.24it/s, v_num=6e0e]
Epoch 200:  97%|█████████▋| 106/109 [07:30<00:12,  0.24it/s, v_num=6e0e]
Epoch 200:  97%|█████████▋| 106/109 [07:30<00:12,  0.24it/s, v_num=6e0e]
Epoch 200:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 200:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 200:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 200:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 200: 100%|██████████| 109/109 [07:33<00:00,  0.24it/s, v_num=6e0e]
Epoch 200: 100%|██████████| 109/109 [07:33<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.93it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.87it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.88it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.90it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.91it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.90it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.93it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 200: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]
Epoch 200: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]
Epoch 200:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 201:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 201:   1%|          | 1/109 [00:17<31:32,  0.06it/s, v_num=6e0e]
Epoch 201:   1%|          | 1/109 [00:17<31:32,  0.06it/s, v_num=6e0e]
Epoch 201:   2%|▏         | 2/109 [00:18<16:22,  0.11it/s, v_num=6e0e]
Epoch 201:   2%|▏         | 2/109 [00:18<16:22,  0.11it/s, v_num=6e0e]
Epoch 201:   3%|▎         | 3/109 [00:19<11:17,  0.16it/s, v_num=6e0e]
Epoch 201:   3%|▎         | 3/109 [00:19<11:17,  0.16it/s, v_num=6e0e]
Epoch 201:   4%|▎         | 4/109 [00:19<08:44,  0.20it/s, v_num=6e0e]
Epoch 201:   4%|▎         | 4/109 [00:19<08:44,  0.20it/s, v_num=6e0e]
Epoch 201:   5%|▍         | 5/109 [00:37<13:03,  0.13it/s, v_num=6e0e]
Epoch 201:   5%|▍         | 5/109 [00:37<13:03,  0.13it/s, v_num=6e0e]
Epoch 201:   6%|▌         | 6/109 [00:38<11:00,  0.16it/s, v_num=6e0e]
Epoch 201:   6%|▌         | 6/109 [00:38<11:00,  0.16it/s, v_num=6e0e]
Epoch 201:   6%|▋         | 7/109 [00:39<09:32,  0.18it/s, v_num=6e0e]
Epoch 201:   6%|▋         | 7/109 [00:39<09:32,  0.18it/s, v_num=6e0e]
Epoch 201:   7%|▋         | 8/109 [00:40<08:26,  0.20it/s, v_num=6e0e]
Epoch 201:   7%|▋         | 8/109 [00:40<08:26,  0.20it/s, v_num=6e0e]
Epoch 201:   8%|▊         | 9/109 [00:54<10:11,  0.16it/s, v_num=6e0e]
Epoch 201:   8%|▊         | 9/109 [00:54<10:11,  0.16it/s, v_num=6e0e]
Epoch 201:   9%|▉         | 10/109 [00:55<09:12,  0.18it/s, v_num=6e0e]
Epoch 201:   9%|▉         | 10/109 [00:55<09:12,  0.18it/s, v_num=6e0e]
Epoch 201:  10%|█         | 11/109 [00:56<08:24,  0.19it/s, v_num=6e0e]
Epoch 201:  10%|█         | 11/109 [00:56<08:24,  0.19it/s, v_num=6e0e]
Epoch 201:  11%|█         | 12/109 [00:57<07:44,  0.21it/s, v_num=6e0e]
Epoch 201:  11%|█         | 12/109 [00:57<07:44,  0.21it/s, v_num=6e0e]
Epoch 201:  12%|█▏        | 13/109 [01:10<08:39,  0.18it/s, v_num=6e0e]
Epoch 201:  12%|█▏        | 13/109 [01:10<08:39,  0.18it/s, v_num=6e0e]
Epoch 201:  13%|█▎        | 14/109 [01:11<08:02,  0.20it/s, v_num=6e0e]
Epoch 201:  13%|█▎        | 14/109 [01:11<08:02,  0.20it/s, v_num=6e0e]
Epoch 201:  14%|█▍        | 15/109 [01:11<07:30,  0.21it/s, v_num=6e0e]
Epoch 201:  14%|█▍        | 15/109 [01:11<07:30,  0.21it/s, v_num=6e0e]
Epoch 201:  15%|█▍        | 16/109 [01:12<07:03,  0.22it/s, v_num=6e0e]
Epoch 201:  15%|█▍        | 16/109 [01:12<07:03,  0.22it/s, v_num=6e0e]
Epoch 201:  16%|█▌        | 17/109 [01:27<07:55,  0.19it/s, v_num=6e0e]
Epoch 201:  16%|█▌        | 17/109 [01:27<07:55,  0.19it/s, v_num=6e0e]
Epoch 201:  17%|█▋        | 18/109 [01:28<07:28,  0.20it/s, v_num=6e0e]
Epoch 201:  17%|█▋        | 18/109 [01:28<07:28,  0.20it/s, v_num=6e0e]
Epoch 201:  17%|█▋        | 19/109 [01:29<07:03,  0.21it/s, v_num=6e0e]
Epoch 201:  17%|█▋        | 19/109 [01:29<07:03,  0.21it/s, v_num=6e0e]
Epoch 201:  18%|█▊        | 20/109 [01:30<06:41,  0.22it/s, v_num=6e0e]
Epoch 201:  18%|█▊        | 20/109 [01:30<06:41,  0.22it/s, v_num=6e0e]
Epoch 201:  19%|█▉        | 21/109 [01:44<07:16,  0.20it/s, v_num=6e0e]
Epoch 201:  19%|█▉        | 21/109 [01:44<07:16,  0.20it/s, v_num=6e0e]
Epoch 201:  20%|██        | 22/109 [01:44<06:54,  0.21it/s, v_num=6e0e]
Epoch 201:  20%|██        | 22/109 [01:44<06:54,  0.21it/s, v_num=6e0e]
Epoch 201:  21%|██        | 23/109 [01:45<06:35,  0.22it/s, v_num=6e0e]
Epoch 201:  21%|██        | 23/109 [01:45<06:35,  0.22it/s, v_num=6e0e]
Epoch 201:  22%|██▏       | 24/109 [01:46<06:17,  0.23it/s, v_num=6e0e]
Epoch 201:  22%|██▏       | 24/109 [01:46<06:17,  0.23it/s, v_num=6e0e]
Epoch 201:  23%|██▎       | 25/109 [02:04<06:57,  0.20it/s, v_num=6e0e]
Epoch 201:  23%|██▎       | 25/109 [02:04<06:57,  0.20it/s, v_num=6e0e]
Epoch 201:  24%|██▍       | 26/109 [02:04<06:38,  0.21it/s, v_num=6e0e]
Epoch 201:  24%|██▍       | 26/109 [02:04<06:38,  0.21it/s, v_num=6e0e]
Epoch 201:  25%|██▍       | 27/109 [02:05<06:21,  0.21it/s, v_num=6e0e]
Epoch 201:  25%|██▍       | 27/109 [02:05<06:21,  0.21it/s, v_num=6e0e]
Epoch 201:  26%|██▌       | 28/109 [02:06<06:06,  0.22it/s, v_num=6e0e]
Epoch 201:  26%|██▌       | 28/109 [02:06<06:06,  0.22it/s, v_num=6e0e]
Epoch 201:  27%|██▋       | 29/109 [02:20<06:27,  0.21it/s, v_num=6e0e]
Epoch 201:  27%|██▋       | 29/109 [02:20<06:27,  0.21it/s, v_num=6e0e]
Epoch 201:  28%|██▊       | 30/109 [02:21<06:12,  0.21it/s, v_num=6e0e]
Epoch 201:  28%|██▊       | 30/109 [02:21<06:12,  0.21it/s, v_num=6e0e]
Epoch 201:  28%|██▊       | 31/109 [02:22<05:57,  0.22it/s, v_num=6e0e]
Epoch 201:  28%|██▊       | 31/109 [02:22<05:57,  0.22it/s, v_num=6e0e]
Epoch 201:  29%|██▉       | 32/109 [02:22<05:43,  0.22it/s, v_num=6e0e]
Epoch 201:  29%|██▉       | 32/109 [02:22<05:43,  0.22it/s, v_num=6e0e]
Epoch 201:  30%|███       | 33/109 [02:37<06:01,  0.21it/s, v_num=6e0e]
Epoch 201:  30%|███       | 33/109 [02:37<06:01,  0.21it/s, v_num=6e0e]
Epoch 201:  31%|███       | 34/109 [02:37<05:48,  0.22it/s, v_num=6e0e]
Epoch 201:  31%|███       | 34/109 [02:37<05:48,  0.22it/s, v_num=6e0e]
Epoch 201:  32%|███▏      | 35/109 [02:38<05:35,  0.22it/s, v_num=6e0e]
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Epoch 201:  33%|███▎      | 36/109 [02:39<05:23,  0.23it/s, v_num=6e0e]
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Epoch 201:  38%|███▊      | 41/109 [03:12<05:19,  0.21it/s, v_num=6e0e]
Epoch 201:  38%|███▊      | 41/109 [03:12<05:19,  0.21it/s, v_num=6e0e]
Epoch 201:  39%|███▊      | 42/109 [03:13<05:08,  0.22it/s, v_num=6e0e]
Epoch 201:  39%|███▊      | 42/109 [03:13<05:08,  0.22it/s, v_num=6e0e]
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Epoch 201:  40%|████      | 44/109 [03:15<04:48,  0.23it/s, v_num=6e0e]
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Epoch 201:  42%|████▏     | 46/109 [03:30<04:48,  0.22it/s, v_num=6e0e]
Epoch 201:  43%|████▎     | 47/109 [03:31<04:38,  0.22it/s, v_num=6e0e]
Epoch 201:  43%|████▎     | 47/109 [03:31<04:38,  0.22it/s, v_num=6e0e]
Epoch 201:  44%|████▍     | 48/109 [03:32<04:29,  0.23it/s, v_num=6e0e]
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Epoch 201:  87%|████████▋ | 95/109 [06:48<01:00,  0.23it/s, v_num=6e0e]
Epoch 201:  87%|████████▋ | 95/109 [06:48<01:00,  0.23it/s, v_num=6e0e]
Epoch 201:  88%|████████▊ | 96/109 [06:49<00:55,  0.23it/s, v_num=6e0e]
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Epoch 201: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.98it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 201: 100%|██████████| 109/109 [08:11<00:00,  0.22it/s, v_num=6e0e]
Epoch 201: 100%|██████████| 109/109 [08:11<00:00,  0.22it/s, v_num=6e0e]
Epoch 201:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 202:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 202:   2%|▏         | 2/109 [00:16<14:50,  0.12it/s, v_num=6e0e]
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Epoch 202:   5%|▍         | 5/109 [00:33<11:35,  0.15it/s, v_num=6e0e]
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Epoch 202:   6%|▌         | 6/109 [00:34<09:47,  0.18it/s, v_num=6e0e]
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Epoch 202:   6%|▋         | 7/109 [00:35<08:30,  0.20it/s, v_num=6e0e]
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Epoch 202:  10%|█         | 11/109 [00:50<07:30,  0.22it/s, v_num=6e0e]
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Epoch 202:  11%|█         | 12/109 [00:51<06:55,  0.23it/s, v_num=6e0e]
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Epoch 202:  12%|█▏        | 13/109 [01:08<08:27,  0.19it/s, v_num=6e0e]
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Epoch 202:  13%|█▎        | 14/109 [01:09<07:51,  0.20it/s, v_num=6e0e]
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Epoch 202:  14%|█▍        | 15/109 [01:10<07:20,  0.21it/s, v_num=6e0e]
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Epoch 202:  17%|█▋        | 18/109 [01:26<07:17,  0.21it/s, v_num=6e0e]
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Epoch 202:  17%|█▋        | 19/109 [01:27<06:53,  0.22it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.16it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.03it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.96it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.99it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.99it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.98it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.95it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.97it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.98it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.98it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 202: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 202: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 202:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 203:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 203:   1%|          | 1/109 [00:16<30:09,  0.06it/s, v_num=6e0e]
Epoch 203:   1%|          | 1/109 [00:16<30:09,  0.06it/s, v_num=6e0e]
Epoch 203:   2%|▏         | 2/109 [00:20<18:19,  0.10it/s, v_num=6e0e]
Epoch 203:   2%|▏         | 2/109 [00:20<18:19,  0.10it/s, v_num=6e0e]
Epoch 203:   3%|▎         | 3/109 [00:21<12:33,  0.14it/s, v_num=6e0e]
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Epoch 203:   4%|▎         | 4/109 [00:22<09:41,  0.18it/s, v_num=6e0e]
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Epoch 203:   5%|▍         | 5/109 [00:32<11:24,  0.15it/s, v_num=6e0e]
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Epoch 203:   6%|▌         | 6/109 [00:38<10:54,  0.16it/s, v_num=6e0e]
Epoch 203:   6%|▌         | 6/109 [00:38<10:54,  0.16it/s, v_num=6e0e]
Epoch 203:   6%|▋         | 7/109 [00:38<09:26,  0.18it/s, v_num=6e0e]
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Epoch 203:   7%|▋         | 8/109 [00:39<08:21,  0.20it/s, v_num=6e0e]
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Epoch 203:   8%|▊         | 9/109 [00:49<09:04,  0.18it/s, v_num=6e0e]
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Epoch 203:   9%|▉         | 10/109 [00:52<08:39,  0.19it/s, v_num=6e0e]
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Epoch 203:  10%|█         | 11/109 [00:55<08:15,  0.20it/s, v_num=6e0e]
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Epoch 203:  11%|█         | 12/109 [00:56<07:36,  0.21it/s, v_num=6e0e]
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Epoch 203:  13%|█▎        | 14/109 [01:07<07:35,  0.21it/s, v_num=6e0e]
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Epoch 203:  14%|█▍        | 15/109 [01:12<07:34,  0.21it/s, v_num=6e0e]
Epoch 203:  14%|█▍        | 15/109 [01:12<07:34,  0.21it/s, v_num=6e0e]
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Epoch 203:  17%|█▋        | 19/109 [01:31<07:11,  0.21it/s, v_num=6e0e]
Epoch 203:  18%|█▊        | 20/109 [01:31<06:48,  0.22it/s, v_num=6e0e]
Epoch 203:  18%|█▊        | 20/109 [01:31<06:48,  0.22it/s, v_num=6e0e]
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Epoch 203:  20%|██        | 22/109 [01:42<06:43,  0.22it/s, v_num=6e0e]
Epoch 203:  20%|██        | 22/109 [01:42<06:43,  0.22it/s, v_num=6e0e]
Epoch 203:  21%|██        | 23/109 [01:47<06:42,  0.21it/s, v_num=6e0e]
Epoch 203:  21%|██        | 23/109 [01:47<06:42,  0.21it/s, v_num=6e0e]
Epoch 203:  22%|██▏       | 24/109 [01:48<06:24,  0.22it/s, v_num=6e0e]
Epoch 203:  22%|██▏       | 24/109 [01:48<06:24,  0.22it/s, v_num=6e0e]
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Epoch 203:  76%|███████▌  | 83/109 [05:57<01:51,  0.23it/s, v_num=6e0e]
Epoch 203:  76%|███████▌  | 83/109 [05:57<01:51,  0.23it/s, v_num=6e0e]
Epoch 203:  77%|███████▋  | 84/109 [05:57<01:46,  0.23it/s, v_num=6e0e]
Epoch 203:  77%|███████▋  | 84/109 [05:57<01:46,  0.23it/s, v_num=6e0e]
Epoch 203:  78%|███████▊  | 85/109 [05:59<01:41,  0.24it/s, v_num=6e0e]
Epoch 203:  78%|███████▊  | 85/109 [05:59<01:41,  0.24it/s, v_num=6e0e]
Epoch 203:  79%|███████▉  | 86/109 [06:05<01:37,  0.24it/s, v_num=6e0e]
Epoch 203:  79%|███████▉  | 86/109 [06:05<01:37,  0.24it/s, v_num=6e0e]
Epoch 203:  80%|███████▉  | 87/109 [06:12<01:34,  0.23it/s, v_num=6e0e]
Epoch 203:  80%|███████▉  | 87/109 [06:12<01:34,  0.23it/s, v_num=6e0e]
Epoch 203:  81%|████████  | 88/109 [06:13<01:29,  0.24it/s, v_num=6e0e]
Epoch 203:  81%|████████  | 88/109 [06:13<01:29,  0.24it/s, v_num=6e0e]
Epoch 203:  82%|████████▏ | 89/109 [06:14<01:24,  0.24it/s, v_num=6e0e]
Epoch 203:  82%|████████▏ | 89/109 [06:14<01:24,  0.24it/s, v_num=6e0e]
Epoch 203:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 203:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 203:  83%|████████▎ | 91/109 [06:29<01:16,  0.23it/s, v_num=6e0e]
Epoch 203:  83%|████████▎ | 91/109 [06:29<01:16,  0.23it/s, v_num=6e0e]
Epoch 203:  84%|████████▍ | 92/109 [06:30<01:12,  0.24it/s, v_num=6e0e]
Epoch 203:  84%|████████▍ | 92/109 [06:30<01:12,  0.24it/s, v_num=6e0e]
Epoch 203:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 203:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 203:  86%|████████▌ | 94/109 [06:37<01:03,  0.24it/s, v_num=6e0e]
Epoch 203:  86%|████████▌ | 94/109 [06:37<01:03,  0.24it/s, v_num=6e0e]
Epoch 203:  87%|████████▋ | 95/109 [06:45<00:59,  0.23it/s, v_num=6e0e]
Epoch 203:  87%|████████▋ | 95/109 [06:45<00:59,  0.23it/s, v_num=6e0e]
Epoch 203:  88%|████████▊ | 96/109 [06:46<00:55,  0.24it/s, v_num=6e0e]
Epoch 203:  88%|████████▊ | 96/109 [06:46<00:55,  0.24it/s, v_num=6e0e]
Epoch 203:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
Epoch 203:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
Epoch 203:  90%|████████▉ | 98/109 [06:55<00:46,  0.24it/s, v_num=6e0e]
Epoch 203:  90%|████████▉ | 98/109 [06:55<00:46,  0.24it/s, v_num=6e0e]
Epoch 203:  91%|█████████ | 99/109 [07:05<00:42,  0.23it/s, v_num=6e0e]
Epoch 203:  91%|█████████ | 99/109 [07:05<00:42,  0.23it/s, v_num=6e0e]
Epoch 203:  92%|█████████▏| 100/109 [07:06<00:38,  0.23it/s, v_num=6e0e]
Epoch 203:  92%|█████████▏| 100/109 [07:06<00:38,  0.23it/s, v_num=6e0e]
Epoch 203:  93%|█████████▎| 101/109 [07:07<00:33,  0.24it/s, v_num=6e0e]
Epoch 203:  93%|█████████▎| 101/109 [07:07<00:33,  0.24it/s, v_num=6e0e]
Epoch 203:  94%|█████████▎| 102/109 [07:12<00:29,  0.24it/s, v_num=6e0e]
Epoch 203:  94%|█████████▎| 102/109 [07:12<00:29,  0.24it/s, v_num=6e0e]
Epoch 203:  94%|█████████▍| 103/109 [07:21<00:25,  0.23it/s, v_num=6e0e]
Epoch 203:  94%|█████████▍| 103/109 [07:21<00:25,  0.23it/s, v_num=6e0e]
Epoch 203:  95%|█████████▌| 104/109 [07:22<00:21,  0.24it/s, v_num=6e0e]
Epoch 203:  95%|█████████▌| 104/109 [07:22<00:21,  0.24it/s, v_num=6e0e]
Epoch 203:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 203:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 203:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 203:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 203:  98%|█████████▊| 107/109 [07:39<00:08,  0.23it/s, v_num=6e0e]
Epoch 203:  98%|█████████▊| 107/109 [07:39<00:08,  0.23it/s, v_num=6e0e]
Epoch 203:  99%|█████████▉| 108/109 [07:40<00:04,  0.23it/s, v_num=6e0e]
Epoch 203:  99%|█████████▉| 108/109 [07:40<00:04,  0.23it/s, v_num=6e0e]
Epoch 203: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]
Epoch 203: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.96it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.92it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.94it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.96it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.97it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.97it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.94it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.96it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.97it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.97it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 203: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 203: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 203:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 204:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 204:   1%|          | 1/109 [00:18<33:15,  0.05it/s, v_num=6e0e]
Epoch 204:   1%|          | 1/109 [00:18<33:15,  0.05it/s, v_num=6e0e]
Epoch 204:   2%|▏         | 2/109 [00:19<17:11,  0.10it/s, v_num=6e0e]
Epoch 204:   2%|▏         | 2/109 [00:19<17:11,  0.10it/s, v_num=6e0e]
Epoch 204:   3%|▎         | 3/109 [00:20<11:48,  0.15it/s, v_num=6e0e]
Epoch 204:   3%|▎         | 3/109 [00:20<11:48,  0.15it/s, v_num=6e0e]
Epoch 204:   4%|▎         | 4/109 [00:20<09:07,  0.19it/s, v_num=6e0e]
Epoch 204:   4%|▎         | 4/109 [00:20<09:07,  0.19it/s, v_num=6e0e]
Epoch 204:   5%|▍         | 5/109 [00:36<12:49,  0.14it/s, v_num=6e0e]
Epoch 204:   5%|▍         | 5/109 [00:36<12:49,  0.14it/s, v_num=6e0e]
Epoch 204:   6%|▌         | 6/109 [00:37<10:48,  0.16it/s, v_num=6e0e]
Epoch 204:   6%|▌         | 6/109 [00:37<10:48,  0.16it/s, v_num=6e0e]
Epoch 204:   6%|▋         | 7/109 [00:38<09:22,  0.18it/s, v_num=6e0e]
Epoch 204:   6%|▋         | 7/109 [00:38<09:22,  0.18it/s, v_num=6e0e]
Epoch 204:   7%|▋         | 8/109 [00:39<08:17,  0.20it/s, v_num=6e0e]
Epoch 204:   7%|▋         | 8/109 [00:39<08:17,  0.20it/s, v_num=6e0e]
Epoch 204:   8%|▊         | 9/109 [00:53<09:52,  0.17it/s, v_num=6e0e]
Epoch 204:   8%|▊         | 9/109 [00:53<09:52,  0.17it/s, v_num=6e0e]
Epoch 204:   9%|▉         | 10/109 [00:54<08:58,  0.18it/s, v_num=6e0e]
Epoch 204:   9%|▉         | 10/109 [00:54<08:58,  0.18it/s, v_num=6e0e]
Epoch 204:  10%|█         | 11/109 [00:55<08:11,  0.20it/s, v_num=6e0e]
Epoch 204:  10%|█         | 11/109 [00:55<08:11,  0.20it/s, v_num=6e0e]
Epoch 204:  11%|█         | 12/109 [00:55<07:32,  0.21it/s, v_num=6e0e]
Epoch 204:  11%|█         | 12/109 [00:55<07:32,  0.21it/s, v_num=6e0e]
Epoch 204:  12%|█▏        | 13/109 [01:08<08:25,  0.19it/s, v_num=6e0e]
Epoch 204:  12%|█▏        | 13/109 [01:08<08:25,  0.19it/s, v_num=6e0e]
Epoch 204:  13%|█▎        | 14/109 [01:10<08:01,  0.20it/s, v_num=6e0e]
Epoch 204:  13%|█▎        | 14/109 [01:10<08:01,  0.20it/s, v_num=6e0e]
Epoch 204:  14%|█▍        | 15/109 [01:11<07:29,  0.21it/s, v_num=6e0e]
Epoch 204:  14%|█▍        | 15/109 [01:11<07:29,  0.21it/s, v_num=6e0e]
Epoch 204:  15%|█▍        | 16/109 [01:12<07:01,  0.22it/s, v_num=6e0e]
Epoch 204:  15%|█▍        | 16/109 [01:12<07:01,  0.22it/s, v_num=6e0e]
Epoch 204:  16%|█▌        | 17/109 [01:24<07:36,  0.20it/s, v_num=6e0e]
Epoch 204:  16%|█▌        | 17/109 [01:24<07:36,  0.20it/s, v_num=6e0e]
Epoch 204:  17%|█▋        | 18/109 [01:28<07:28,  0.20it/s, v_num=6e0e]
Epoch 204:  17%|█▋        | 18/109 [01:28<07:28,  0.20it/s, v_num=6e0e]
Epoch 204:  17%|█▋        | 19/109 [01:29<07:03,  0.21it/s, v_num=6e0e]
Epoch 204:  17%|█▋        | 19/109 [01:29<07:03,  0.21it/s, v_num=6e0e]
Epoch 204:  18%|█▊        | 20/109 [01:30<06:41,  0.22it/s, v_num=6e0e]
Epoch 204:  18%|█▊        | 20/109 [01:30<06:41,  0.22it/s, v_num=6e0e]
Epoch 204:  19%|█▉        | 21/109 [01:40<07:01,  0.21it/s, v_num=6e0e]
Epoch 204:  19%|█▉        | 21/109 [01:40<07:01,  0.21it/s, v_num=6e0e]
Epoch 204:  20%|██        | 22/109 [01:49<07:14,  0.20it/s, v_num=6e0e]
Epoch 204:  20%|██        | 22/109 [01:49<07:14,  0.20it/s, v_num=6e0e]
Epoch 204:  21%|██        | 23/109 [01:50<06:53,  0.21it/s, v_num=6e0e]
Epoch 204:  21%|██        | 23/109 [01:50<06:53,  0.21it/s, v_num=6e0e]
Epoch 204:  22%|██▏       | 24/109 [01:51<06:34,  0.22it/s, v_num=6e0e]
Epoch 204:  22%|██▏       | 24/109 [01:51<06:34,  0.22it/s, v_num=6e0e]
Epoch 204:  23%|██▎       | 25/109 [01:57<06:33,  0.21it/s, v_num=6e0e]
Epoch 204:  23%|██▎       | 25/109 [01:57<06:33,  0.21it/s, v_num=6e0e]
Epoch 204:  24%|██▍       | 26/109 [02:07<06:48,  0.20it/s, v_num=6e0e]
Epoch 204:  24%|██▍       | 26/109 [02:07<06:48,  0.20it/s, v_num=6e0e]
Epoch 204:  25%|██▍       | 27/109 [02:08<06:30,  0.21it/s, v_num=6e0e]
Epoch 204:  25%|██▍       | 27/109 [02:08<06:30,  0.21it/s, v_num=6e0e]
Epoch 204:  26%|██▌       | 28/109 [02:09<06:14,  0.22it/s, v_num=6e0e]
Epoch 204:  26%|██▌       | 28/109 [02:09<06:14,  0.22it/s, v_num=6e0e]
Epoch 204:  27%|██▋       | 29/109 [02:13<06:08,  0.22it/s, v_num=6e0e]
Epoch 204:  27%|██▋       | 29/109 [02:13<06:08,  0.22it/s, v_num=6e0e]
Epoch 204:  28%|██▊       | 30/109 [02:22<06:15,  0.21it/s, v_num=6e0e]
Epoch 204:  28%|██▊       | 30/109 [02:22<06:15,  0.21it/s, v_num=6e0e]
Epoch 204:  28%|██▊       | 31/109 [02:23<06:00,  0.22it/s, v_num=6e0e]
Epoch 204:  28%|██▊       | 31/109 [02:23<06:00,  0.22it/s, v_num=6e0e]
Epoch 204:  29%|██▉       | 32/109 [02:24<05:46,  0.22it/s, v_num=6e0e]
Epoch 204:  29%|██▉       | 32/109 [02:24<05:46,  0.22it/s, v_num=6e0e]
Epoch 204:  30%|███       | 33/109 [02:28<05:42,  0.22it/s, v_num=6e0e]
Epoch 204:  30%|███       | 33/109 [02:28<05:42,  0.22it/s, v_num=6e0e]
Epoch 204:  31%|███       | 34/109 [02:39<05:51,  0.21it/s, v_num=6e0e]
Epoch 204:  31%|███       | 34/109 [02:39<05:51,  0.21it/s, v_num=6e0e]
Epoch 204:  32%|███▏      | 35/109 [02:40<05:38,  0.22it/s, v_num=6e0e]
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Epoch 204:  33%|███▎      | 36/109 [02:41<05:26,  0.22it/s, v_num=6e0e]
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Epoch 204:  34%|███▍      | 37/109 [02:44<05:19,  0.23it/s, v_num=6e0e]
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Epoch 204:  39%|███▊      | 42/109 [03:13<05:08,  0.22it/s, v_num=6e0e]
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Epoch 204:  42%|████▏     | 46/109 [03:34<04:54,  0.21it/s, v_num=6e0e]
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Epoch 204:  87%|████████▋ | 95/109 [06:51<01:00,  0.23it/s, v_num=6e0e]
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Epoch 204:  88%|████████▊ | 96/109 [06:52<00:55,  0.23it/s, v_num=6e0e]
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Epoch 204:  96%|█████████▋| 105/109 [07:25<00:16,  0.24it/s, v_num=6e0e]
Epoch 204:  96%|█████████▋| 105/109 [07:25<00:16,  0.24it/s, v_num=6e0e]
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Epoch 204:  97%|█████████▋| 106/109 [07:39<00:13,  0.23it/s, v_num=6e0e]
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Epoch 204: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]
Epoch 204: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.96it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 204: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 204: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 204:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 205:   2%|▏         | 2/109 [00:19<17:02,  0.10it/s, v_num=6e0e]
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Epoch 205:   3%|▎         | 3/109 [00:19<11:43,  0.15it/s, v_num=6e0e]
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Epoch 205:   6%|▌         | 6/109 [00:34<09:59,  0.17it/s, v_num=6e0e]
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Epoch 205:   6%|▋         | 7/109 [00:35<08:40,  0.20it/s, v_num=6e0e]
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Epoch 205:  10%|█         | 11/109 [00:51<07:41,  0.21it/s, v_num=6e0e]
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Epoch 205:  11%|█         | 12/109 [00:52<07:05,  0.23it/s, v_num=6e0e]
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Epoch 205:  12%|█▏        | 13/109 [01:07<08:16,  0.19it/s, v_num=6e0e]
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Epoch 205:  20%|██        | 22/109 [01:38<06:30,  0.22it/s, v_num=6e0e]
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Epoch 205:  21%|██        | 23/109 [01:40<06:16,  0.23it/s, v_num=6e0e]
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Epoch 205: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 205: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 205:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 206:   5%|▍         | 5/109 [00:33<11:35,  0.15it/s, v_num=6e0e]
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Epoch 206:   6%|▌         | 6/109 [00:34<09:46,  0.18it/s, v_num=6e0e]
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Epoch 206:   6%|▋         | 7/109 [00:34<08:28,  0.20it/s, v_num=6e0e]
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Epoch 206:  20%|██        | 22/109 [01:39<06:34,  0.22it/s, v_num=6e0e]
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Epoch 206:  27%|██▋       | 29/109 [02:10<06:01,  0.22it/s, v_num=6e0e]
Epoch 206:  27%|██▋       | 29/109 [02:10<06:01,  0.22it/s, v_num=6e0e]
Epoch 206:  28%|██▊       | 30/109 [02:11<05:47,  0.23it/s, v_num=6e0e]
Epoch 206:  28%|██▊       | 30/109 [02:11<05:47,  0.23it/s, v_num=6e0e]
Epoch 206:  28%|██▊       | 31/109 [02:12<05:33,  0.23it/s, v_num=6e0e]
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Epoch 206:  29%|██▉       | 32/109 [02:14<05:22,  0.24it/s, v_num=6e0e]
Epoch 206:  29%|██▉       | 32/109 [02:14<05:22,  0.24it/s, v_num=6e0e]
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Epoch 206:  82%|████████▏ | 89/109 [06:10<01:23,  0.24it/s, v_num=6e0e]
Epoch 206:  82%|████████▏ | 89/109 [06:10<01:23,  0.24it/s, v_num=6e0e]
Epoch 206:  83%|████████▎ | 90/109 [06:16<01:19,  0.24it/s, v_num=6e0e]
Epoch 206:  83%|████████▎ | 90/109 [06:16<01:19,  0.24it/s, v_num=6e0e]
Epoch 206:  83%|████████▎ | 91/109 [06:16<01:14,  0.24it/s, v_num=6e0e]
Epoch 206:  83%|████████▎ | 91/109 [06:16<01:14,  0.24it/s, v_num=6e0e]
Epoch 206:  84%|████████▍ | 92/109 [06:23<01:10,  0.24it/s, v_num=6e0e]
Epoch 206:  84%|████████▍ | 92/109 [06:23<01:10,  0.24it/s, v_num=6e0e]
Epoch 206:  85%|████████▌ | 93/109 [06:26<01:06,  0.24it/s, v_num=6e0e]
Epoch 206:  85%|████████▌ | 93/109 [06:26<01:06,  0.24it/s, v_num=6e0e]
Epoch 206:  86%|████████▌ | 94/109 [06:33<01:02,  0.24it/s, v_num=6e0e]
Epoch 206:  86%|████████▌ | 94/109 [06:33<01:02,  0.24it/s, v_num=6e0e]
Epoch 206:  87%|████████▋ | 95/109 [06:34<00:58,  0.24it/s, v_num=6e0e]
Epoch 206:  87%|████████▋ | 95/109 [06:34<00:58,  0.24it/s, v_num=6e0e]
Epoch 206:  88%|████████▊ | 96/109 [06:40<00:54,  0.24it/s, v_num=6e0e]
Epoch 206:  88%|████████▊ | 96/109 [06:40<00:54,  0.24it/s, v_num=6e0e]
Epoch 206:  89%|████████▉ | 97/109 [06:45<00:50,  0.24it/s, v_num=6e0e]
Epoch 206:  89%|████████▉ | 97/109 [06:45<00:50,  0.24it/s, v_num=6e0e]
Epoch 206:  90%|████████▉ | 98/109 [06:50<00:46,  0.24it/s, v_num=6e0e]
Epoch 206:  90%|████████▉ | 98/109 [06:50<00:46,  0.24it/s, v_num=6e0e]
Epoch 206:  91%|█████████ | 99/109 [06:50<00:41,  0.24it/s, v_num=6e0e]
Epoch 206:  91%|█████████ | 99/109 [06:50<00:41,  0.24it/s, v_num=6e0e]
Epoch 206:  92%|█████████▏| 100/109 [06:56<00:37,  0.24it/s, v_num=6e0e]
Epoch 206:  92%|█████████▏| 100/109 [06:56<00:37,  0.24it/s, v_num=6e0e]
Epoch 206:  93%|█████████▎| 101/109 [07:00<00:33,  0.24it/s, v_num=6e0e]
Epoch 206:  93%|█████████▎| 101/109 [07:00<00:33,  0.24it/s, v_num=6e0e]
Epoch 206:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 206:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 206:  94%|█████████▍| 103/109 [07:05<00:24,  0.24it/s, v_num=6e0e]
Epoch 206:  94%|█████████▍| 103/109 [07:05<00:24,  0.24it/s, v_num=6e0e]
Epoch 206:  95%|█████████▌| 104/109 [07:12<00:20,  0.24it/s, v_num=6e0e]
Epoch 206:  95%|█████████▌| 104/109 [07:12<00:20,  0.24it/s, v_num=6e0e]
Epoch 206:  96%|█████████▋| 105/109 [07:15<00:16,  0.24it/s, v_num=6e0e]
Epoch 206:  96%|█████████▋| 105/109 [07:15<00:16,  0.24it/s, v_num=6e0e]
Epoch 206:  97%|█████████▋| 106/109 [07:20<00:12,  0.24it/s, v_num=6e0e]
Epoch 206:  97%|█████████▋| 106/109 [07:20<00:12,  0.24it/s, v_num=6e0e]
Epoch 206:  98%|█████████▊| 107/109 [07:21<00:08,  0.24it/s, v_num=6e0e]
Epoch 206:  98%|█████████▊| 107/109 [07:21<00:08,  0.24it/s, v_num=6e0e]
Epoch 206:  99%|█████████▉| 108/109 [07:31<00:04,  0.24it/s, v_num=6e0e]
Epoch 206:  99%|█████████▉| 108/109 [07:31<00:04,  0.24it/s, v_num=6e0e]
Epoch 206: 100%|██████████| 109/109 [07:32<00:00,  0.24it/s, v_num=6e0e]
Epoch 206: 100%|██████████| 109/109 [07:32<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.98it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.87it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.90it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.90it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.90it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.91it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.90it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.93it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.93it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 206: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 206: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 206:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 207:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 207:   1%|          | 1/109 [00:18<32:38,  0.06it/s, v_num=6e0e]
Epoch 207:   1%|          | 1/109 [00:18<32:38,  0.06it/s, v_num=6e0e]
Epoch 207:   2%|▏         | 2/109 [00:18<16:53,  0.11it/s, v_num=6e0e]
Epoch 207:   2%|▏         | 2/109 [00:18<16:53,  0.11it/s, v_num=6e0e]
Epoch 207:   3%|▎         | 3/109 [00:19<11:37,  0.15it/s, v_num=6e0e]
Epoch 207:   3%|▎         | 3/109 [00:19<11:37,  0.15it/s, v_num=6e0e]
Epoch 207:   4%|▎         | 4/109 [00:20<08:59,  0.19it/s, v_num=6e0e]
Epoch 207:   4%|▎         | 4/109 [00:20<08:59,  0.19it/s, v_num=6e0e]
Epoch 207:   5%|▍         | 5/109 [00:34<12:04,  0.14it/s, v_num=6e0e]
Epoch 207:   5%|▍         | 5/109 [00:34<12:04,  0.14it/s, v_num=6e0e]
Epoch 207:   6%|▌         | 6/109 [00:35<10:11,  0.17it/s, v_num=6e0e]
Epoch 207:   6%|▌         | 6/109 [00:35<10:11,  0.17it/s, v_num=6e0e]
Epoch 207:   6%|▋         | 7/109 [00:36<08:51,  0.19it/s, v_num=6e0e]
Epoch 207:   6%|▋         | 7/109 [00:36<08:51,  0.19it/s, v_num=6e0e]
Epoch 207:   7%|▋         | 8/109 [00:37<07:50,  0.21it/s, v_num=6e0e]
Epoch 207:   7%|▋         | 8/109 [00:37<07:50,  0.21it/s, v_num=6e0e]
Epoch 207:   8%|▊         | 9/109 [00:49<09:11,  0.18it/s, v_num=6e0e]
Epoch 207:   8%|▊         | 9/109 [00:49<09:11,  0.18it/s, v_num=6e0e]
Epoch 207:   9%|▉         | 10/109 [00:50<08:20,  0.20it/s, v_num=6e0e]
Epoch 207:   9%|▉         | 10/109 [00:50<08:20,  0.20it/s, v_num=6e0e]
Epoch 207:  10%|█         | 11/109 [00:51<07:37,  0.21it/s, v_num=6e0e]
Epoch 207:  10%|█         | 11/109 [00:51<07:37,  0.21it/s, v_num=6e0e]
Epoch 207:  11%|█         | 12/109 [00:52<07:01,  0.23it/s, v_num=6e0e]
Epoch 207:  11%|█         | 12/109 [00:52<07:01,  0.23it/s, v_num=6e0e]
Epoch 207:  12%|█▏        | 13/109 [01:05<08:02,  0.20it/s, v_num=6e0e]
Epoch 207:  12%|█▏        | 13/109 [01:05<08:02,  0.20it/s, v_num=6e0e]
Epoch 207:  13%|█▎        | 14/109 [01:07<07:39,  0.21it/s, v_num=6e0e]
Epoch 207:  13%|█▎        | 14/109 [01:07<07:39,  0.21it/s, v_num=6e0e]
Epoch 207:  14%|█▍        | 15/109 [01:08<07:09,  0.22it/s, v_num=6e0e]
Epoch 207:  14%|█▍        | 15/109 [01:08<07:09,  0.22it/s, v_num=6e0e]
Epoch 207:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 207:  15%|█▍        | 16/109 [01:09<06:43,  0.23it/s, v_num=6e0e]
Epoch 207:  16%|█▌        | 17/109 [01:21<07:18,  0.21it/s, v_num=6e0e]
Epoch 207:  16%|█▌        | 17/109 [01:21<07:18,  0.21it/s, v_num=6e0e]
Epoch 207:  17%|█▋        | 18/109 [01:24<07:06,  0.21it/s, v_num=6e0e]
Epoch 207:  17%|█▋        | 18/109 [01:24<07:06,  0.21it/s, v_num=6e0e]
Epoch 207:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 207:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 207:  18%|█▊        | 20/109 [01:26<06:22,  0.23it/s, v_num=6e0e]
Epoch 207:  18%|█▊        | 20/109 [01:26<06:22,  0.23it/s, v_num=6e0e]
Epoch 207:  19%|█▉        | 21/109 [01:36<06:45,  0.22it/s, v_num=6e0e]
Epoch 207:  19%|█▉        | 21/109 [01:36<06:45,  0.22it/s, v_num=6e0e]
Epoch 207:  20%|██        | 22/109 [01:41<06:42,  0.22it/s, v_num=6e0e]
Epoch 207:  20%|██        | 22/109 [01:41<06:42,  0.22it/s, v_num=6e0e]
Epoch 207:  21%|██        | 23/109 [01:42<06:23,  0.22it/s, v_num=6e0e]
Epoch 207:  21%|██        | 23/109 [01:42<06:23,  0.22it/s, v_num=6e0e]
Epoch 207:  22%|██▏       | 24/109 [01:43<06:06,  0.23it/s, v_num=6e0e]
Epoch 207:  22%|██▏       | 24/109 [01:43<06:06,  0.23it/s, v_num=6e0e]
Epoch 207:  23%|██▎       | 25/109 [01:52<06:17,  0.22it/s, v_num=6e0e]
Epoch 207:  23%|██▎       | 25/109 [01:52<06:17,  0.22it/s, v_num=6e0e]
Epoch 207:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
Epoch 207:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
Epoch 207:  25%|██▍       | 27/109 [01:58<05:58,  0.23it/s, v_num=6e0e]
Epoch 207:  25%|██▍       | 27/109 [01:58<05:58,  0.23it/s, v_num=6e0e]
Epoch 207:  26%|██▌       | 28/109 [01:58<05:43,  0.24it/s, v_num=6e0e]
Epoch 207:  26%|██▌       | 28/109 [01:58<05:43,  0.24it/s, v_num=6e0e]
Epoch 207:  27%|██▋       | 29/109 [02:08<05:53,  0.23it/s, v_num=6e0e]
Epoch 207:  27%|██▋       | 29/109 [02:08<05:53,  0.23it/s, v_num=6e0e]
Epoch 207:  28%|██▊       | 30/109 [02:12<05:48,  0.23it/s, v_num=6e0e]
Epoch 207:  28%|██▊       | 30/109 [02:12<05:48,  0.23it/s, v_num=6e0e]
Epoch 207:  28%|██▊       | 31/109 [02:13<05:35,  0.23it/s, v_num=6e0e]
Epoch 207:  28%|██▊       | 31/109 [02:13<05:35,  0.23it/s, v_num=6e0e]
Epoch 207:  29%|██▉       | 32/109 [02:14<05:24,  0.24it/s, v_num=6e0e]
Epoch 207:  29%|██▉       | 32/109 [02:14<05:24,  0.24it/s, v_num=6e0e]
Epoch 207:  30%|███       | 33/109 [02:26<05:37,  0.22it/s, v_num=6e0e]
Epoch 207:  30%|███       | 33/109 [02:26<05:37,  0.22it/s, v_num=6e0e]
Epoch 207:  31%|███       | 34/109 [02:27<05:25,  0.23it/s, v_num=6e0e]
Epoch 207:  31%|███       | 34/109 [02:27<05:25,  0.23it/s, v_num=6e0e]
Epoch 207:  32%|███▏      | 35/109 [02:28<05:13,  0.24it/s, v_num=6e0e]
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Epoch 207:  33%|███▎      | 36/109 [02:33<05:11,  0.23it/s, v_num=6e0e]
Epoch 207:  33%|███▎      | 36/109 [02:33<05:11,  0.23it/s, v_num=6e0e]
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Epoch 207:  38%|███▊      | 41/109 [03:01<05:01,  0.23it/s, v_num=6e0e]
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Epoch 207:  39%|███▊      | 42/109 [03:02<04:50,  0.23it/s, v_num=6e0e]
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Epoch 207:  40%|████      | 44/109 [03:05<04:33,  0.24it/s, v_num=6e0e]
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Epoch 207:  55%|█████▌    | 60/109 [04:11<03:25,  0.24it/s, v_num=6e0e]
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Epoch 207:  82%|████████▏ | 89/109 [06:16<01:24,  0.24it/s, v_num=6e0e]
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Epoch 207:  87%|████████▋ | 95/109 [06:39<00:58,  0.24it/s, v_num=6e0e]
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Epoch 207:  88%|████████▊ | 96/109 [06:41<00:54,  0.24it/s, v_num=6e0e]
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Epoch 207:  89%|████████▉ | 97/109 [06:50<00:50,  0.24it/s, v_num=6e0e]
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Epoch 207:  96%|█████████▋| 105/109 [07:26<00:17,  0.24it/s, v_num=6e0e]
Epoch 207:  96%|█████████▋| 105/109 [07:26<00:17,  0.24it/s, v_num=6e0e]
Epoch 207:  97%|█████████▋| 106/109 [07:27<00:12,  0.24it/s, v_num=6e0e]
Epoch 207:  97%|█████████▋| 106/109 [07:27<00:12,  0.24it/s, v_num=6e0e]
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Epoch 207: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]
Epoch 207: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.14it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.06it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.99it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:03<00:09,  1.01it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.97it/s]

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Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 207: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 207: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 207:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 208:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 208:   1%|          | 1/109 [00:17<32:21,  0.06it/s, v_num=6e0e]
Epoch 208:   2%|▏         | 2/109 [00:18<16:45,  0.11it/s, v_num=6e0e]
Epoch 208:   2%|▏         | 2/109 [00:18<16:45,  0.11it/s, v_num=6e0e]
Epoch 208:   3%|▎         | 3/109 [00:19<11:32,  0.15it/s, v_num=6e0e]
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Epoch 208:   5%|▍         | 5/109 [00:35<12:17,  0.14it/s, v_num=6e0e]
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Epoch 208:   6%|▌         | 6/109 [00:36<10:22,  0.17it/s, v_num=6e0e]
Epoch 208:   6%|▌         | 6/109 [00:36<10:22,  0.17it/s, v_num=6e0e]
Epoch 208:   6%|▋         | 7/109 [00:37<08:59,  0.19it/s, v_num=6e0e]
Epoch 208:   6%|▋         | 7/109 [00:37<08:59,  0.19it/s, v_num=6e0e]
Epoch 208:   7%|▋         | 8/109 [00:37<07:58,  0.21it/s, v_num=6e0e]
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Epoch 208:   8%|▊         | 9/109 [00:51<09:33,  0.17it/s, v_num=6e0e]
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Epoch 208:   9%|▉         | 10/109 [00:52<08:38,  0.19it/s, v_num=6e0e]
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Epoch 208:  10%|█         | 11/109 [00:53<07:54,  0.21it/s, v_num=6e0e]
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Epoch 208:  11%|█         | 12/109 [00:53<07:16,  0.22it/s, v_num=6e0e]
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Epoch 208:  12%|█▏        | 13/109 [01:08<08:27,  0.19it/s, v_num=6e0e]
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Epoch 208:  13%|█▎        | 14/109 [01:09<07:51,  0.20it/s, v_num=6e0e]
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Epoch 208:  14%|█▍        | 15/109 [01:10<07:20,  0.21it/s, v_num=6e0e]
Epoch 208:  14%|█▍        | 15/109 [01:10<07:20,  0.21it/s, v_num=6e0e]
Epoch 208:  15%|█▍        | 16/109 [01:11<06:53,  0.23it/s, v_num=6e0e]
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Epoch 208:  20%|██        | 22/109 [01:42<06:43,  0.22it/s, v_num=6e0e]
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Epoch 208:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
Epoch 208:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 208: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]
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Epoch 208:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 209:  88%|████████▊ | 96/109 [06:44<00:54,  0.24it/s, v_num=6e0e]
Epoch 209:  89%|████████▉ | 97/109 [06:45<00:50,  0.24it/s, v_num=6e0e]
Epoch 209:  89%|████████▉ | 97/109 [06:45<00:50,  0.24it/s, v_num=6e0e]
Epoch 209:  90%|████████▉ | 98/109 [06:52<00:46,  0.24it/s, v_num=6e0e]
Epoch 209:  90%|████████▉ | 98/109 [06:52<00:46,  0.24it/s, v_num=6e0e]
Epoch 209:  91%|█████████ | 99/109 [07:00<00:42,  0.24it/s, v_num=6e0e]
Epoch 209:  91%|█████████ | 99/109 [07:00<00:42,  0.24it/s, v_num=6e0e]
Epoch 209:  92%|█████████▏| 100/109 [07:01<00:37,  0.24it/s, v_num=6e0e]
Epoch 209:  92%|█████████▏| 100/109 [07:01<00:37,  0.24it/s, v_num=6e0e]
Epoch 209:  93%|█████████▎| 101/109 [07:02<00:33,  0.24it/s, v_num=6e0e]
Epoch 209:  93%|█████████▎| 101/109 [07:02<00:33,  0.24it/s, v_num=6e0e]
Epoch 209:  94%|█████████▎| 102/109 [07:08<00:29,  0.24it/s, v_num=6e0e]
Epoch 209:  94%|█████████▎| 102/109 [07:08<00:29,  0.24it/s, v_num=6e0e]
Epoch 209:  94%|█████████▍| 103/109 [07:18<00:25,  0.24it/s, v_num=6e0e]
Epoch 209:  94%|█████████▍| 103/109 [07:18<00:25,  0.24it/s, v_num=6e0e]
Epoch 209:  95%|█████████▌| 104/109 [07:19<00:21,  0.24it/s, v_num=6e0e]
Epoch 209:  95%|█████████▌| 104/109 [07:19<00:21,  0.24it/s, v_num=6e0e]
Epoch 209:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 209:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 209:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 209:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 209:  98%|█████████▊| 107/109 [07:34<00:08,  0.24it/s, v_num=6e0e]
Epoch 209:  98%|█████████▊| 107/109 [07:34<00:08,  0.24it/s, v_num=6e0e]
Epoch 209:  99%|█████████▉| 108/109 [07:35<00:04,  0.24it/s, v_num=6e0e]
Epoch 209:  99%|█████████▉| 108/109 [07:35<00:04,  0.24it/s, v_num=6e0e]
Epoch 209: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]
Epoch 209: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.88it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.92it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.94it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.94it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 209: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 209: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 209:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 210:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 210:   1%|          | 1/109 [00:16<30:09,  0.06it/s, v_num=6e0e]
Epoch 210:   1%|          | 1/109 [00:16<30:09,  0.06it/s, v_num=6e0e]
Epoch 210:   2%|▏         | 2/109 [00:17<15:34,  0.11it/s, v_num=6e0e]
Epoch 210:   2%|▏         | 2/109 [00:17<15:34,  0.11it/s, v_num=6e0e]
Epoch 210:   3%|▎         | 3/109 [00:18<10:43,  0.16it/s, v_num=6e0e]
Epoch 210:   3%|▎         | 3/109 [00:18<10:43,  0.16it/s, v_num=6e0e]
Epoch 210:   4%|▎         | 4/109 [00:18<08:17,  0.21it/s, v_num=6e0e]
Epoch 210:   4%|▎         | 4/109 [00:18<08:17,  0.21it/s, v_num=6e0e]
Epoch 210:   5%|▍         | 5/109 [00:33<11:27,  0.15it/s, v_num=6e0e]
Epoch 210:   5%|▍         | 5/109 [00:33<11:27,  0.15it/s, v_num=6e0e]
Epoch 210:   6%|▌         | 6/109 [00:33<09:41,  0.18it/s, v_num=6e0e]
Epoch 210:   6%|▌         | 6/109 [00:33<09:41,  0.18it/s, v_num=6e0e]
Epoch 210:   6%|▋         | 7/109 [00:34<08:25,  0.20it/s, v_num=6e0e]
Epoch 210:   6%|▋         | 7/109 [00:34<08:25,  0.20it/s, v_num=6e0e]
Epoch 210:   7%|▋         | 8/109 [00:35<07:27,  0.23it/s, v_num=6e0e]
Epoch 210:   7%|▋         | 8/109 [00:35<07:27,  0.23it/s, v_num=6e0e]
Epoch 210:   8%|▊         | 9/109 [00:50<09:23,  0.18it/s, v_num=6e0e]
Epoch 210:   8%|▊         | 9/109 [00:50<09:23,  0.18it/s, v_num=6e0e]
Epoch 210:   9%|▉         | 10/109 [00:51<08:29,  0.19it/s, v_num=6e0e]
Epoch 210:   9%|▉         | 10/109 [00:51<08:29,  0.19it/s, v_num=6e0e]
Epoch 210:  10%|█         | 11/109 [00:52<07:45,  0.21it/s, v_num=6e0e]
Epoch 210:  10%|█         | 11/109 [00:52<07:45,  0.21it/s, v_num=6e0e]
Epoch 210:  11%|█         | 12/109 [00:52<07:07,  0.23it/s, v_num=6e0e]
Epoch 210:  11%|█         | 12/109 [00:52<07:07,  0.23it/s, v_num=6e0e]
Epoch 210:  12%|█▏        | 13/109 [01:07<08:19,  0.19it/s, v_num=6e0e]
Epoch 210:  12%|█▏        | 13/109 [01:07<08:19,  0.19it/s, v_num=6e0e]
Epoch 210:  13%|█▎        | 14/109 [01:08<07:44,  0.20it/s, v_num=6e0e]
Epoch 210:  13%|█▎        | 14/109 [01:08<07:44,  0.20it/s, v_num=6e0e]
Epoch 210:  14%|█▍        | 15/109 [01:09<07:13,  0.22it/s, v_num=6e0e]
Epoch 210:  14%|█▍        | 15/109 [01:09<07:13,  0.22it/s, v_num=6e0e]
Epoch 210:  15%|█▍        | 16/109 [01:09<06:46,  0.23it/s, v_num=6e0e]
Epoch 210:  15%|█▍        | 16/109 [01:09<06:46,  0.23it/s, v_num=6e0e]
Epoch 210:  16%|█▌        | 17/109 [01:23<07:32,  0.20it/s, v_num=6e0e]
Epoch 210:  16%|█▌        | 17/109 [01:23<07:32,  0.20it/s, v_num=6e0e]
Epoch 210:  17%|█▋        | 18/109 [01:24<07:06,  0.21it/s, v_num=6e0e]
Epoch 210:  17%|█▋        | 18/109 [01:24<07:06,  0.21it/s, v_num=6e0e]
Epoch 210:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 210:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 210:  18%|█▊        | 20/109 [01:26<06:22,  0.23it/s, v_num=6e0e]
Epoch 210:  18%|█▊        | 20/109 [01:26<06:22,  0.23it/s, v_num=6e0e]
Epoch 210:  19%|█▉        | 21/109 [01:37<06:49,  0.21it/s, v_num=6e0e]
Epoch 210:  19%|█▉        | 21/109 [01:37<06:49,  0.21it/s, v_num=6e0e]
Epoch 210:  20%|██        | 22/109 [01:39<06:33,  0.22it/s, v_num=6e0e]
Epoch 210:  20%|██        | 22/109 [01:39<06:33,  0.22it/s, v_num=6e0e]
Epoch 210:  21%|██        | 23/109 [01:40<06:15,  0.23it/s, v_num=6e0e]
Epoch 210:  21%|██        | 23/109 [01:40<06:15,  0.23it/s, v_num=6e0e]
Epoch 210:  22%|██▏       | 24/109 [01:42<06:04,  0.23it/s, v_num=6e0e]
Epoch 210:  22%|██▏       | 24/109 [01:42<06:04,  0.23it/s, v_num=6e0e]
Epoch 210:  23%|██▎       | 25/109 [01:55<06:27,  0.22it/s, v_num=6e0e]
Epoch 210:  23%|██▎       | 25/109 [01:55<06:27,  0.22it/s, v_num=6e0e]
Epoch 210:  24%|██▍       | 26/109 [01:56<06:10,  0.22it/s, v_num=6e0e]
Epoch 210:  24%|██▍       | 26/109 [01:56<06:10,  0.22it/s, v_num=6e0e]
Epoch 210:  25%|██▍       | 27/109 [01:56<05:55,  0.23it/s, v_num=6e0e]
Epoch 210:  25%|██▍       | 27/109 [01:56<05:55,  0.23it/s, v_num=6e0e]
Epoch 210:  26%|██▌       | 28/109 [01:57<05:41,  0.24it/s, v_num=6e0e]
Epoch 210:  26%|██▌       | 28/109 [01:57<05:41,  0.24it/s, v_num=6e0e]
Epoch 210:  27%|██▋       | 29/109 [02:11<06:02,  0.22it/s, v_num=6e0e]
Epoch 210:  27%|██▋       | 29/109 [02:11<06:02,  0.22it/s, v_num=6e0e]
Epoch 210:  28%|██▊       | 30/109 [02:12<05:48,  0.23it/s, v_num=6e0e]
Epoch 210:  28%|██▊       | 30/109 [02:12<05:48,  0.23it/s, v_num=6e0e]
Epoch 210:  28%|██▊       | 31/109 [02:13<05:34,  0.23it/s, v_num=6e0e]
Epoch 210:  28%|██▊       | 31/109 [02:13<05:34,  0.23it/s, v_num=6e0e]
Epoch 210:  29%|██▉       | 32/109 [02:14<05:24,  0.24it/s, v_num=6e0e]
Epoch 210:  29%|██▉       | 32/109 [02:14<05:24,  0.24it/s, v_num=6e0e]
Epoch 210:  30%|███       | 33/109 [02:26<05:38,  0.22it/s, v_num=6e0e]
Epoch 210:  30%|███       | 33/109 [02:26<05:38,  0.22it/s, v_num=6e0e]
Epoch 210:  31%|███       | 34/109 [02:29<05:29,  0.23it/s, v_num=6e0e]
Epoch 210:  31%|███       | 34/109 [02:29<05:29,  0.23it/s, v_num=6e0e]
Epoch 210:  32%|███▏      | 35/109 [02:30<05:17,  0.23it/s, v_num=6e0e]
Epoch 210:  32%|███▏      | 35/109 [02:30<05:17,  0.23it/s, v_num=6e0e]
Epoch 210:  33%|███▎      | 36/109 [02:31<05:08,  0.24it/s, v_num=6e0e]
Epoch 210:  33%|███▎      | 36/109 [02:31<05:08,  0.24it/s, v_num=6e0e]
Epoch 210:  34%|███▍      | 37/109 [02:44<05:19,  0.23it/s, v_num=6e0e]
Epoch 210:  34%|███▍      | 37/109 [02:44<05:19,  0.23it/s, v_num=6e0e]
Epoch 210:  35%|███▍      | 38/109 [02:45<05:08,  0.23it/s, v_num=6e0e]
Epoch 210:  35%|███▍      | 38/109 [02:45<05:08,  0.23it/s, v_num=6e0e]
Epoch 210:  36%|███▌      | 39/109 [02:45<04:57,  0.23it/s, v_num=6e0e]
Epoch 210:  36%|███▌      | 39/109 [02:45<04:57,  0.23it/s, v_num=6e0e]
Epoch 210:  37%|███▋      | 40/109 [02:48<04:51,  0.24it/s, v_num=6e0e]
Epoch 210:  37%|███▋      | 40/109 [02:48<04:51,  0.24it/s, v_num=6e0e]
Epoch 210:  38%|███▊      | 41/109 [03:00<04:59,  0.23it/s, v_num=6e0e]
Epoch 210:  38%|███▊      | 41/109 [03:00<04:59,  0.23it/s, v_num=6e0e]
Epoch 210:  39%|███▊      | 42/109 [03:01<04:50,  0.23it/s, v_num=6e0e]
Epoch 210:  39%|███▊      | 42/109 [03:01<04:50,  0.23it/s, v_num=6e0e]
Epoch 210:  39%|███▉      | 43/109 [03:02<04:40,  0.24it/s, v_num=6e0e]
Epoch 210:  39%|███▉      | 43/109 [03:02<04:40,  0.24it/s, v_num=6e0e]
Epoch 210:  40%|████      | 44/109 [03:04<04:33,  0.24it/s, v_num=6e0e]
Epoch 210:  40%|████      | 44/109 [03:04<04:33,  0.24it/s, v_num=6e0e]
Epoch 210:  41%|████▏     | 45/109 [03:17<04:41,  0.23it/s, v_num=6e0e]
Epoch 210:  41%|████▏     | 45/109 [03:17<04:41,  0.23it/s, v_num=6e0e]
Epoch 210:  42%|████▏     | 46/109 [03:18<04:32,  0.23it/s, v_num=6e0e]
Epoch 210:  42%|████▏     | 46/109 [03:18<04:32,  0.23it/s, v_num=6e0e]
Epoch 210:  43%|████▎     | 47/109 [03:19<04:23,  0.24it/s, v_num=6e0e]
Epoch 210:  43%|████▎     | 47/109 [03:19<04:23,  0.24it/s, v_num=6e0e]
Epoch 210:  44%|████▍     | 48/109 [03:20<04:14,  0.24it/s, v_num=6e0e]
Epoch 210:  44%|████▍     | 48/109 [03:20<04:14,  0.24it/s, v_num=6e0e]
Epoch 210:  45%|████▍     | 49/109 [03:34<04:23,  0.23it/s, v_num=6e0e]
Epoch 210:  45%|████▍     | 49/109 [03:34<04:23,  0.23it/s, v_num=6e0e]
Epoch 210:  46%|████▌     | 50/109 [03:35<04:14,  0.23it/s, v_num=6e0e]
Epoch 210:  46%|████▌     | 50/109 [03:35<04:14,  0.23it/s, v_num=6e0e]
Epoch 210:  47%|████▋     | 51/109 [03:36<04:06,  0.24it/s, v_num=6e0e]
Epoch 210:  47%|████▋     | 51/109 [03:36<04:06,  0.24it/s, v_num=6e0e]
Epoch 210:  48%|████▊     | 52/109 [03:38<03:59,  0.24it/s, v_num=6e0e]
Epoch 210:  48%|████▊     | 52/109 [03:38<03:59,  0.24it/s, v_num=6e0e]
Epoch 210:  49%|████▊     | 53/109 [03:52<04:05,  0.23it/s, v_num=6e0e]
Epoch 210:  49%|████▊     | 53/109 [03:52<04:05,  0.23it/s, v_num=6e0e]
Epoch 210:  50%|████▉     | 54/109 [03:53<03:57,  0.23it/s, v_num=6e0e]
Epoch 210:  50%|████▉     | 54/109 [03:53<03:57,  0.23it/s, v_num=6e0e]
Epoch 210:  50%|█████     | 55/109 [03:54<03:49,  0.23it/s, v_num=6e0e]
Epoch 210:  50%|█████     | 55/109 [03:54<03:49,  0.23it/s, v_num=6e0e]
Epoch 210:  51%|█████▏    | 56/109 [03:54<03:42,  0.24it/s, v_num=6e0e]
Epoch 210:  51%|█████▏    | 56/109 [03:54<03:42,  0.24it/s, v_num=6e0e]
Epoch 210:  52%|█████▏    | 57/109 [04:07<03:45,  0.23it/s, v_num=6e0e]
Epoch 210:  52%|█████▏    | 57/109 [04:07<03:45,  0.23it/s, v_num=6e0e]
Epoch 210:  53%|█████▎    | 58/109 [04:08<03:38,  0.23it/s, v_num=6e0e]
Epoch 210:  53%|█████▎    | 58/109 [04:08<03:38,  0.23it/s, v_num=6e0e]
Epoch 210:  54%|█████▍    | 59/109 [04:09<03:31,  0.24it/s, v_num=6e0e]
Epoch 210:  54%|█████▍    | 59/109 [04:09<03:31,  0.24it/s, v_num=6e0e]
Epoch 210:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
Epoch 210:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
Epoch 210:  56%|█████▌    | 61/109 [04:23<03:27,  0.23it/s, v_num=6e0e]
Epoch 210:  56%|█████▌    | 61/109 [04:23<03:27,  0.23it/s, v_num=6e0e]
Epoch 210:  57%|█████▋    | 62/109 [04:24<03:20,  0.23it/s, v_num=6e0e]
Epoch 210:  57%|█████▋    | 62/109 [04:24<03:20,  0.23it/s, v_num=6e0e]
Epoch 210:  58%|█████▊    | 63/109 [04:25<03:13,  0.24it/s, v_num=6e0e]
Epoch 210:  58%|█████▊    | 63/109 [04:25<03:13,  0.24it/s, v_num=6e0e]
Epoch 210:  59%|█████▊    | 64/109 [04:27<03:07,  0.24it/s, v_num=6e0e]
Epoch 210:  59%|█████▊    | 64/109 [04:27<03:07,  0.24it/s, v_num=6e0e]
Epoch 210:  60%|█████▉    | 65/109 [04:42<03:11,  0.23it/s, v_num=6e0e]
Epoch 210:  60%|█████▉    | 65/109 [04:42<03:11,  0.23it/s, v_num=6e0e]
Epoch 210:  61%|██████    | 66/109 [04:43<03:04,  0.23it/s, v_num=6e0e]
Epoch 210:  61%|██████    | 66/109 [04:43<03:04,  0.23it/s, v_num=6e0e]
Epoch 210:  61%|██████▏   | 67/109 [04:44<02:58,  0.24it/s, v_num=6e0e]
Epoch 210:  61%|██████▏   | 67/109 [04:44<02:58,  0.24it/s, v_num=6e0e]
Epoch 210:  62%|██████▏   | 68/109 [04:44<02:51,  0.24it/s, v_num=6e0e]
Epoch 210:  62%|██████▏   | 68/109 [04:44<02:51,  0.24it/s, v_num=6e0e]
Epoch 210:  63%|██████▎   | 69/109 [04:54<02:50,  0.23it/s, v_num=6e0e]
Epoch 210:  63%|██████▎   | 69/109 [04:54<02:50,  0.23it/s, v_num=6e0e]
Epoch 210:  64%|██████▍   | 70/109 [04:55<02:44,  0.24it/s, v_num=6e0e]
Epoch 210:  64%|██████▍   | 70/109 [04:55<02:44,  0.24it/s, v_num=6e0e]
Epoch 210:  65%|██████▌   | 71/109 [04:56<02:38,  0.24it/s, v_num=6e0e]
Epoch 210:  65%|██████▌   | 71/109 [04:56<02:38,  0.24it/s, v_num=6e0e]
Epoch 210:  66%|██████▌   | 72/109 [04:59<02:34,  0.24it/s, v_num=6e0e]
Epoch 210:  66%|██████▌   | 72/109 [04:59<02:34,  0.24it/s, v_num=6e0e]
Epoch 210:  67%|██████▋   | 73/109 [05:07<02:31,  0.24it/s, v_num=6e0e]
Epoch 210:  67%|██████▋   | 73/109 [05:07<02:31,  0.24it/s, v_num=6e0e]
Epoch 210:  68%|██████▊   | 74/109 [05:12<02:27,  0.24it/s, v_num=6e0e]
Epoch 210:  68%|██████▊   | 74/109 [05:12<02:27,  0.24it/s, v_num=6e0e]
Epoch 210:  69%|██████▉   | 75/109 [05:13<02:22,  0.24it/s, v_num=6e0e]
Epoch 210:  69%|██████▉   | 75/109 [05:13<02:22,  0.24it/s, v_num=6e0e]
Epoch 210:  70%|██████▉   | 76/109 [05:16<02:17,  0.24it/s, v_num=6e0e]
Epoch 210:  70%|██████▉   | 76/109 [05:16<02:17,  0.24it/s, v_num=6e0e]
Epoch 210:  71%|███████   | 77/109 [05:23<02:14,  0.24it/s, v_num=6e0e]
Epoch 210:  71%|███████   | 77/109 [05:23<02:14,  0.24it/s, v_num=6e0e]
Epoch 210:  72%|███████▏  | 78/109 [05:28<02:10,  0.24it/s, v_num=6e0e]
Epoch 210:  72%|███████▏  | 78/109 [05:28<02:10,  0.24it/s, v_num=6e0e]
Epoch 210:  72%|███████▏  | 79/109 [05:29<02:05,  0.24it/s, v_num=6e0e]
Epoch 210:  72%|███████▏  | 79/109 [05:29<02:05,  0.24it/s, v_num=6e0e]
Epoch 210:  73%|███████▎  | 80/109 [05:32<02:00,  0.24it/s, v_num=6e0e]
Epoch 210:  73%|███████▎  | 80/109 [05:32<02:00,  0.24it/s, v_num=6e0e]
Epoch 210:  74%|███████▍  | 81/109 [05:39<01:57,  0.24it/s, v_num=6e0e]
Epoch 210:  74%|███████▍  | 81/109 [05:39<01:57,  0.24it/s, v_num=6e0e]
Epoch 210:  75%|███████▌  | 82/109 [05:46<01:54,  0.24it/s, v_num=6e0e]
Epoch 210:  75%|███████▌  | 82/109 [05:46<01:54,  0.24it/s, v_num=6e0e]
Epoch 210:  76%|███████▌  | 83/109 [05:47<01:48,  0.24it/s, v_num=6e0e]
Epoch 210:  76%|███████▌  | 83/109 [05:47<01:48,  0.24it/s, v_num=6e0e]
Epoch 210:  77%|███████▋  | 84/109 [05:49<01:43,  0.24it/s, v_num=6e0e]
Epoch 210:  77%|███████▋  | 84/109 [05:49<01:43,  0.24it/s, v_num=6e0e]
Epoch 210:  78%|███████▊  | 85/109 [05:54<01:40,  0.24it/s, v_num=6e0e]
Epoch 210:  78%|███████▊  | 85/109 [05:54<01:40,  0.24it/s, v_num=6e0e]
Epoch 210:  79%|███████▉  | 86/109 [06:01<01:36,  0.24it/s, v_num=6e0e]
Epoch 210:  79%|███████▉  | 86/109 [06:01<01:36,  0.24it/s, v_num=6e0e]
Epoch 210:  80%|███████▉  | 87/109 [06:02<01:31,  0.24it/s, v_num=6e0e]
Epoch 210:  80%|███████▉  | 87/109 [06:02<01:31,  0.24it/s, v_num=6e0e]
Epoch 210:  81%|████████  | 88/109 [06:05<01:27,  0.24it/s, v_num=6e0e]
Epoch 210:  81%|████████  | 88/109 [06:05<01:27,  0.24it/s, v_num=6e0e]
Epoch 210:  82%|████████▏ | 89/109 [06:12<01:23,  0.24it/s, v_num=6e0e]
Epoch 210:  82%|████████▏ | 89/109 [06:12<01:23,  0.24it/s, v_num=6e0e]
Epoch 210:  83%|████████▎ | 90/109 [06:17<01:19,  0.24it/s, v_num=6e0e]
Epoch 210:  83%|████████▎ | 90/109 [06:17<01:19,  0.24it/s, v_num=6e0e]
Epoch 210:  83%|████████▎ | 91/109 [06:18<01:14,  0.24it/s, v_num=6e0e]
Epoch 210:  83%|████████▎ | 91/109 [06:18<01:14,  0.24it/s, v_num=6e0e]
Epoch 210:  84%|████████▍ | 92/109 [06:23<01:10,  0.24it/s, v_num=6e0e]
Epoch 210:  84%|████████▍ | 92/109 [06:23<01:10,  0.24it/s, v_num=6e0e]
Epoch 210:  85%|████████▌ | 93/109 [06:32<01:07,  0.24it/s, v_num=6e0e]
Epoch 210:  85%|████████▌ | 93/109 [06:32<01:07,  0.24it/s, v_num=6e0e]
Epoch 210:  86%|████████▌ | 94/109 [06:33<01:02,  0.24it/s, v_num=6e0e]
Epoch 210:  86%|████████▌ | 94/109 [06:33<01:02,  0.24it/s, v_num=6e0e]
Epoch 210:  87%|████████▋ | 95/109 [06:35<00:58,  0.24it/s, v_num=6e0e]
Epoch 210:  87%|████████▋ | 95/109 [06:35<00:58,  0.24it/s, v_num=6e0e]
Epoch 210:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 210:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 210:  89%|████████▉ | 97/109 [06:48<00:50,  0.24it/s, v_num=6e0e]
Epoch 210:  89%|████████▉ | 97/109 [06:48<00:50,  0.24it/s, v_num=6e0e]
Epoch 210:  90%|████████▉ | 98/109 [06:49<00:46,  0.24it/s, v_num=6e0e]
Epoch 210:  90%|████████▉ | 98/109 [06:49<00:46,  0.24it/s, v_num=6e0e]
Epoch 210:  91%|█████████ | 99/109 [06:51<00:41,  0.24it/s, v_num=6e0e]
Epoch 210:  91%|█████████ | 99/109 [06:51<00:41,  0.24it/s, v_num=6e0e]
Epoch 210:  92%|█████████▏| 100/109 [06:55<00:37,  0.24it/s, v_num=6e0e]
Epoch 210:  92%|█████████▏| 100/109 [06:55<00:37,  0.24it/s, v_num=6e0e]
Epoch 210:  93%|█████████▎| 101/109 [07:04<00:33,  0.24it/s, v_num=6e0e]
Epoch 210:  93%|█████████▎| 101/109 [07:04<00:33,  0.24it/s, v_num=6e0e]
Epoch 210:  94%|█████████▎| 102/109 [07:07<00:29,  0.24it/s, v_num=6e0e]
Epoch 210:  94%|█████████▎| 102/109 [07:07<00:29,  0.24it/s, v_num=6e0e]
Epoch 210:  94%|█████████▍| 103/109 [07:08<00:24,  0.24it/s, v_num=6e0e]
Epoch 210:  94%|█████████▍| 103/109 [07:08<00:24,  0.24it/s, v_num=6e0e]
Epoch 210:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 210:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 210:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 210:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 210:  97%|█████████▋| 106/109 [07:21<00:12,  0.24it/s, v_num=6e0e]
Epoch 210:  97%|█████████▋| 106/109 [07:21<00:12,  0.24it/s, v_num=6e0e]
Epoch 210:  98%|█████████▊| 107/109 [07:24<00:08,  0.24it/s, v_num=6e0e]
Epoch 210:  98%|█████████▊| 107/109 [07:24<00:08,  0.24it/s, v_num=6e0e]
Epoch 210:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 210:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 210: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]
Epoch 210: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.91it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.93it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.91it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 210: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 210: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 210:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 211:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 211:   1%|          | 1/109 [00:17<31:39,  0.06it/s, v_num=6e0e]
Epoch 211:   1%|          | 1/109 [00:17<31:39,  0.06it/s, v_num=6e0e]
Epoch 211:   2%|▏         | 2/109 [00:18<16:25,  0.11it/s, v_num=6e0e]
Epoch 211:   2%|▏         | 2/109 [00:18<16:25,  0.11it/s, v_num=6e0e]
Epoch 211:   3%|▎         | 3/109 [00:19<11:19,  0.16it/s, v_num=6e0e]
Epoch 211:   3%|▎         | 3/109 [00:19<11:19,  0.16it/s, v_num=6e0e]
Epoch 211:   4%|▎         | 4/109 [00:20<08:45,  0.20it/s, v_num=6e0e]
Epoch 211:   4%|▎         | 4/109 [00:20<08:45,  0.20it/s, v_num=6e0e]
Epoch 211:   5%|▍         | 5/109 [00:35<12:18,  0.14it/s, v_num=6e0e]
Epoch 211:   5%|▍         | 5/109 [00:35<12:18,  0.14it/s, v_num=6e0e]
Epoch 211:   6%|▌         | 6/109 [00:36<10:21,  0.17it/s, v_num=6e0e]
Epoch 211:   6%|▌         | 6/109 [00:36<10:21,  0.17it/s, v_num=6e0e]
Epoch 211:   6%|▋         | 7/109 [00:36<08:58,  0.19it/s, v_num=6e0e]
Epoch 211:   6%|▋         | 7/109 [00:36<08:58,  0.19it/s, v_num=6e0e]
Epoch 211:   7%|▋         | 8/109 [00:37<07:55,  0.21it/s, v_num=6e0e]
Epoch 211:   7%|▋         | 8/109 [00:37<07:55,  0.21it/s, v_num=6e0e]
Epoch 211:   8%|▊         | 9/109 [00:51<09:36,  0.17it/s, v_num=6e0e]
Epoch 211:   8%|▊         | 9/109 [00:51<09:36,  0.17it/s, v_num=6e0e]
Epoch 211:   9%|▉         | 10/109 [00:52<08:41,  0.19it/s, v_num=6e0e]
Epoch 211:   9%|▉         | 10/109 [00:52<08:41,  0.19it/s, v_num=6e0e]
Epoch 211:  10%|█         | 11/109 [00:53<07:55,  0.21it/s, v_num=6e0e]
Epoch 211:  10%|█         | 11/109 [00:53<07:55,  0.21it/s, v_num=6e0e]
Epoch 211:  11%|█         | 12/109 [00:54<07:17,  0.22it/s, v_num=6e0e]
Epoch 211:  11%|█         | 12/109 [00:54<07:17,  0.22it/s, v_num=6e0e]
Epoch 211:  12%|█▏        | 13/109 [01:07<08:21,  0.19it/s, v_num=6e0e]
Epoch 211:  12%|█▏        | 13/109 [01:07<08:21,  0.19it/s, v_num=6e0e]
Epoch 211:  13%|█▎        | 14/109 [01:08<07:45,  0.20it/s, v_num=6e0e]
Epoch 211:  13%|█▎        | 14/109 [01:08<07:45,  0.20it/s, v_num=6e0e]
Epoch 211:  14%|█▍        | 15/109 [01:09<07:14,  0.22it/s, v_num=6e0e]
Epoch 211:  14%|█▍        | 15/109 [01:09<07:14,  0.22it/s, v_num=6e0e]
Epoch 211:  15%|█▍        | 16/109 [01:10<06:47,  0.23it/s, v_num=6e0e]
Epoch 211:  15%|█▍        | 16/109 [01:10<06:47,  0.23it/s, v_num=6e0e]
Epoch 211:  16%|█▌        | 17/109 [01:23<07:34,  0.20it/s, v_num=6e0e]
Epoch 211:  16%|█▌        | 17/109 [01:23<07:34,  0.20it/s, v_num=6e0e]
Epoch 211:  17%|█▋        | 18/109 [01:24<07:07,  0.21it/s, v_num=6e0e]
Epoch 211:  17%|█▋        | 18/109 [01:24<07:07,  0.21it/s, v_num=6e0e]
Epoch 211:  17%|█▋        | 19/109 [01:25<06:44,  0.22it/s, v_num=6e0e]
Epoch 211:  17%|█▋        | 19/109 [01:25<06:44,  0.22it/s, v_num=6e0e]
Epoch 211:  18%|█▊        | 20/109 [01:26<06:23,  0.23it/s, v_num=6e0e]
Epoch 211:  18%|█▊        | 20/109 [01:26<06:23,  0.23it/s, v_num=6e0e]
Epoch 211:  19%|█▉        | 21/109 [01:40<07:01,  0.21it/s, v_num=6e0e]
Epoch 211:  19%|█▉        | 21/109 [01:40<07:01,  0.21it/s, v_num=6e0e]
Epoch 211:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
Epoch 211:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
Epoch 211:  21%|██        | 23/109 [01:42<06:22,  0.23it/s, v_num=6e0e]
Epoch 211:  21%|██        | 23/109 [01:42<06:22,  0.23it/s, v_num=6e0e]
Epoch 211:  22%|██▏       | 24/109 [01:42<06:04,  0.23it/s, v_num=6e0e]
Epoch 211:  22%|██▏       | 24/109 [01:42<06:04,  0.23it/s, v_num=6e0e]
Epoch 211:  23%|██▎       | 25/109 [01:56<06:32,  0.21it/s, v_num=6e0e]
Epoch 211:  23%|██▎       | 25/109 [01:56<06:32,  0.21it/s, v_num=6e0e]
Epoch 211:  24%|██▍       | 26/109 [01:57<06:15,  0.22it/s, v_num=6e0e]
Epoch 211:  24%|██▍       | 26/109 [01:57<06:15,  0.22it/s, v_num=6e0e]
Epoch 211:  25%|██▍       | 27/109 [01:58<05:59,  0.23it/s, v_num=6e0e]
Epoch 211:  25%|██▍       | 27/109 [01:58<05:59,  0.23it/s, v_num=6e0e]
Epoch 211:  26%|██▌       | 28/109 [01:59<05:45,  0.23it/s, v_num=6e0e]
Epoch 211:  26%|██▌       | 28/109 [01:59<05:45,  0.23it/s, v_num=6e0e]
Epoch 211:  27%|██▋       | 29/109 [02:12<06:06,  0.22it/s, v_num=6e0e]
Epoch 211:  27%|██▋       | 29/109 [02:12<06:06,  0.22it/s, v_num=6e0e]
Epoch 211:  28%|██▊       | 30/109 [02:13<05:51,  0.22it/s, v_num=6e0e]
Epoch 211:  28%|██▊       | 30/109 [02:13<05:51,  0.22it/s, v_num=6e0e]
Epoch 211:  28%|██▊       | 31/109 [02:14<05:38,  0.23it/s, v_num=6e0e]
Epoch 211:  28%|██▊       | 31/109 [02:14<05:38,  0.23it/s, v_num=6e0e]
Epoch 211:  29%|██▉       | 32/109 [02:15<05:25,  0.24it/s, v_num=6e0e]
Epoch 211:  29%|██▉       | 32/109 [02:15<05:25,  0.24it/s, v_num=6e0e]
Epoch 211:  30%|███       | 33/109 [02:29<05:45,  0.22it/s, v_num=6e0e]
Epoch 211:  30%|███       | 33/109 [02:29<05:45,  0.22it/s, v_num=6e0e]
Epoch 211:  31%|███       | 34/109 [02:30<05:32,  0.23it/s, v_num=6e0e]
Epoch 211:  31%|███       | 34/109 [02:30<05:32,  0.23it/s, v_num=6e0e]
Epoch 211:  32%|███▏      | 35/109 [02:31<05:20,  0.23it/s, v_num=6e0e]
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Epoch 211:  33%|███▎      | 36/109 [02:32<05:08,  0.24it/s, v_num=6e0e]
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Epoch 211:  87%|████████▋ | 95/109 [06:40<00:59,  0.24it/s, v_num=6e0e]
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Epoch 211:  88%|████████▊ | 96/109 [06:41<00:54,  0.24it/s, v_num=6e0e]
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Epoch 211:  89%|████████▉ | 97/109 [06:55<00:51,  0.23it/s, v_num=6e0e]
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Epoch 211:  96%|█████████▋| 105/109 [07:27<00:17,  0.23it/s, v_num=6e0e]
Epoch 211:  96%|█████████▋| 105/109 [07:27<00:17,  0.23it/s, v_num=6e0e]
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Epoch 211:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
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Epoch 211: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]
Epoch 211: 100%|██████████| 109/109 [07:42<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 211: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 211: 100%|██████████| 109/109 [07:59<00:00,  0.23it/s, v_num=6e0e]
Epoch 211:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 212:   1%|          | 1/109 [00:19<34:30,  0.05it/s, v_num=6e0e]
Epoch 212:   2%|▏         | 2/109 [00:19<17:48,  0.10it/s, v_num=6e0e]
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Epoch 212:   3%|▎         | 3/109 [00:21<12:22,  0.14it/s, v_num=6e0e]
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Epoch 212:   6%|▌         | 6/109 [00:35<10:16,  0.17it/s, v_num=6e0e]
Epoch 212:   6%|▌         | 6/109 [00:35<10:16,  0.17it/s, v_num=6e0e]
Epoch 212:   6%|▋         | 7/109 [00:36<08:54,  0.19it/s, v_num=6e0e]
Epoch 212:   6%|▋         | 7/109 [00:36<08:54,  0.19it/s, v_num=6e0e]
Epoch 212:   7%|▋         | 8/109 [00:37<07:53,  0.21it/s, v_num=6e0e]
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Epoch 212:   9%|▉         | 10/109 [00:54<09:01,  0.18it/s, v_num=6e0e]
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Epoch 212:  10%|█         | 11/109 [00:55<08:14,  0.20it/s, v_num=6e0e]
Epoch 212:  10%|█         | 11/109 [00:55<08:14,  0.20it/s, v_num=6e0e]
Epoch 212:  11%|█         | 12/109 [00:56<07:34,  0.21it/s, v_num=6e0e]
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Epoch 212:  94%|█████████▍| 103/109 [07:23<00:25,  0.23it/s, v_num=6e0e]
Epoch 212:  94%|█████████▍| 103/109 [07:23<00:25,  0.23it/s, v_num=6e0e]
Epoch 212:  95%|█████████▌| 104/109 [07:26<00:21,  0.23it/s, v_num=6e0e]
Epoch 212:  95%|█████████▌| 104/109 [07:26<00:21,  0.23it/s, v_num=6e0e]
Epoch 212:  96%|█████████▋| 105/109 [07:27<00:17,  0.23it/s, v_num=6e0e]
Epoch 212:  96%|█████████▋| 105/109 [07:27<00:17,  0.23it/s, v_num=6e0e]
Epoch 212:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 212:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
Epoch 212:  98%|█████████▊| 107/109 [07:41<00:08,  0.23it/s, v_num=6e0e]
Epoch 212:  98%|█████████▊| 107/109 [07:41<00:08,  0.23it/s, v_num=6e0e]
Epoch 212:  99%|█████████▉| 108/109 [07:44<00:04,  0.23it/s, v_num=6e0e]
Epoch 212:  99%|█████████▉| 108/109 [07:44<00:04,  0.23it/s, v_num=6e0e]
Epoch 212: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]
Epoch 212: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.91it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.85it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.88it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.90it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.90it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.89it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.91it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.93it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.93it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 212: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]
Epoch 212: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]
Epoch 212:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 213:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 213:   1%|          | 1/109 [00:15<27:42,  0.06it/s, v_num=6e0e]
Epoch 213:   1%|          | 1/109 [00:15<27:42,  0.06it/s, v_num=6e0e]
Epoch 213:   2%|▏         | 2/109 [00:18<16:14,  0.11it/s, v_num=6e0e]
Epoch 213:   2%|▏         | 2/109 [00:18<16:14,  0.11it/s, v_num=6e0e]
Epoch 213:   3%|▎         | 3/109 [00:20<12:08,  0.15it/s, v_num=6e0e]
Epoch 213:   3%|▎         | 3/109 [00:20<12:08,  0.15it/s, v_num=6e0e]
Epoch 213:   4%|▎         | 4/109 [00:21<09:22,  0.19it/s, v_num=6e0e]
Epoch 213:   4%|▎         | 4/109 [00:21<09:22,  0.19it/s, v_num=6e0e]
Epoch 213:   5%|▍         | 5/109 [00:32<11:10,  0.16it/s, v_num=6e0e]
Epoch 213:   5%|▍         | 5/109 [00:32<11:10,  0.16it/s, v_num=6e0e]
Epoch 213:   6%|▌         | 6/109 [00:33<09:34,  0.18it/s, v_num=6e0e]
Epoch 213:   6%|▌         | 6/109 [00:33<09:34,  0.18it/s, v_num=6e0e]
Epoch 213:   6%|▋         | 7/109 [00:38<09:27,  0.18it/s, v_num=6e0e]
Epoch 213:   6%|▋         | 7/109 [00:38<09:27,  0.18it/s, v_num=6e0e]
Epoch 213:   7%|▋         | 8/109 [00:39<08:22,  0.20it/s, v_num=6e0e]
Epoch 213:   7%|▋         | 8/109 [00:39<08:22,  0.20it/s, v_num=6e0e]
Epoch 213:   8%|▊         | 9/109 [00:50<09:17,  0.18it/s, v_num=6e0e]
Epoch 213:   8%|▊         | 9/109 [00:50<09:17,  0.18it/s, v_num=6e0e]
Epoch 213:   9%|▉         | 10/109 [00:50<08:24,  0.20it/s, v_num=6e0e]
Epoch 213:   9%|▉         | 10/109 [00:50<08:24,  0.20it/s, v_num=6e0e]
Epoch 213:  10%|█         | 11/109 [00:53<07:59,  0.20it/s, v_num=6e0e]
Epoch 213:  10%|█         | 11/109 [00:53<07:59,  0.20it/s, v_num=6e0e]
Epoch 213:  11%|█         | 12/109 [00:54<07:22,  0.22it/s, v_num=6e0e]
Epoch 213:  11%|█         | 12/109 [00:54<07:22,  0.22it/s, v_num=6e0e]
Epoch 213:  12%|█▏        | 13/109 [01:04<07:53,  0.20it/s, v_num=6e0e]
Epoch 213:  12%|█▏        | 13/109 [01:04<07:53,  0.20it/s, v_num=6e0e]
Epoch 213:  13%|█▎        | 14/109 [01:05<07:26,  0.21it/s, v_num=6e0e]
Epoch 213:  13%|█▎        | 14/109 [01:05<07:26,  0.21it/s, v_num=6e0e]
Epoch 213:  14%|█▍        | 15/109 [01:11<07:28,  0.21it/s, v_num=6e0e]
Epoch 213:  14%|█▍        | 15/109 [01:11<07:28,  0.21it/s, v_num=6e0e]
Epoch 213:  15%|█▍        | 16/109 [01:12<07:00,  0.22it/s, v_num=6e0e]
Epoch 213:  15%|█▍        | 16/109 [01:12<07:00,  0.22it/s, v_num=6e0e]
Epoch 213:  16%|█▌        | 17/109 [01:20<07:16,  0.21it/s, v_num=6e0e]
Epoch 213:  16%|█▌        | 17/109 [01:20<07:16,  0.21it/s, v_num=6e0e]
Epoch 213:  17%|█▋        | 18/109 [01:21<06:51,  0.22it/s, v_num=6e0e]
Epoch 213:  17%|█▋        | 18/109 [01:21<06:51,  0.22it/s, v_num=6e0e]
Epoch 213:  17%|█▋        | 19/109 [01:28<06:58,  0.22it/s, v_num=6e0e]
Epoch 213:  17%|█▋        | 19/109 [01:28<06:58,  0.22it/s, v_num=6e0e]
Epoch 213:  18%|█▊        | 20/109 [01:29<06:36,  0.22it/s, v_num=6e0e]
Epoch 213:  18%|█▊        | 20/109 [01:29<06:36,  0.22it/s, v_num=6e0e]
Epoch 213:  19%|█▉        | 21/109 [01:36<06:46,  0.22it/s, v_num=6e0e]
Epoch 213:  19%|█▉        | 21/109 [01:36<06:46,  0.22it/s, v_num=6e0e]
Epoch 213:  20%|██        | 22/109 [01:38<06:27,  0.22it/s, v_num=6e0e]
Epoch 213:  20%|██        | 22/109 [01:38<06:27,  0.22it/s, v_num=6e0e]
Epoch 213:  21%|██        | 23/109 [01:43<06:27,  0.22it/s, v_num=6e0e]
Epoch 213:  21%|██        | 23/109 [01:43<06:27,  0.22it/s, v_num=6e0e]
Epoch 213:  22%|██▏       | 24/109 [01:44<06:09,  0.23it/s, v_num=6e0e]
Epoch 213:  22%|██▏       | 24/109 [01:44<06:09,  0.23it/s, v_num=6e0e]
Epoch 213:  23%|██▎       | 25/109 [01:53<06:21,  0.22it/s, v_num=6e0e]
Epoch 213:  23%|██▎       | 25/109 [01:53<06:21,  0.22it/s, v_num=6e0e]
Epoch 213:  24%|██▍       | 26/109 [01:54<06:04,  0.23it/s, v_num=6e0e]
Epoch 213:  24%|██▍       | 26/109 [01:54<06:04,  0.23it/s, v_num=6e0e]
Epoch 213:  25%|██▍       | 27/109 [01:59<06:03,  0.23it/s, v_num=6e0e]
Epoch 213:  25%|██▍       | 27/109 [01:59<06:03,  0.23it/s, v_num=6e0e]
Epoch 213:  26%|██▌       | 28/109 [02:00<05:48,  0.23it/s, v_num=6e0e]
Epoch 213:  26%|██▌       | 28/109 [02:00<05:48,  0.23it/s, v_num=6e0e]
Epoch 213:  27%|██▋       | 29/109 [02:09<05:58,  0.22it/s, v_num=6e0e]
Epoch 213:  27%|██▋       | 29/109 [02:09<05:58,  0.22it/s, v_num=6e0e]
Epoch 213:  28%|██▊       | 30/109 [02:10<05:44,  0.23it/s, v_num=6e0e]
Epoch 213:  28%|██▊       | 30/109 [02:10<05:44,  0.23it/s, v_num=6e0e]
Epoch 213:  28%|██▊       | 31/109 [02:15<05:40,  0.23it/s, v_num=6e0e]
Epoch 213:  28%|██▊       | 31/109 [02:15<05:40,  0.23it/s, v_num=6e0e]
Epoch 213:  29%|██▉       | 32/109 [02:16<05:28,  0.23it/s, v_num=6e0e]
Epoch 213:  29%|██▉       | 32/109 [02:16<05:28,  0.23it/s, v_num=6e0e]
Epoch 213:  30%|███       | 33/109 [02:27<05:39,  0.22it/s, v_num=6e0e]
Epoch 213:  30%|███       | 33/109 [02:27<05:39,  0.22it/s, v_num=6e0e]
Epoch 213:  31%|███       | 34/109 [02:28<05:26,  0.23it/s, v_num=6e0e]
Epoch 213:  31%|███       | 34/109 [02:28<05:26,  0.23it/s, v_num=6e0e]
Epoch 213:  32%|███▏      | 35/109 [02:31<05:20,  0.23it/s, v_num=6e0e]
Epoch 213:  32%|███▏      | 35/109 [02:31<05:20,  0.23it/s, v_num=6e0e]
Epoch 213:  33%|███▎      | 36/109 [02:32<05:08,  0.24it/s, v_num=6e0e]
Epoch 213:  33%|███▎      | 36/109 [02:32<05:08,  0.24it/s, v_num=6e0e]
Epoch 213:  34%|███▍      | 37/109 [02:45<05:21,  0.22it/s, v_num=6e0e]
Epoch 213:  34%|███▍      | 37/109 [02:45<05:21,  0.22it/s, v_num=6e0e]
Epoch 213:  35%|███▍      | 38/109 [02:46<05:10,  0.23it/s, v_num=6e0e]
Epoch 213:  35%|███▍      | 38/109 [02:46<05:10,  0.23it/s, v_num=6e0e]
Epoch 213:  36%|███▌      | 39/109 [02:49<05:03,  0.23it/s, v_num=6e0e]
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Epoch 213:  37%|███▋      | 40/109 [02:50<04:53,  0.23it/s, v_num=6e0e]
Epoch 213:  37%|███▋      | 40/109 [02:50<04:53,  0.23it/s, v_num=6e0e]
Epoch 213:  38%|███▊      | 41/109 [03:02<05:02,  0.22it/s, v_num=6e0e]
Epoch 213:  38%|███▊      | 41/109 [03:02<05:02,  0.22it/s, v_num=6e0e]
Epoch 213:  39%|███▊      | 42/109 [03:03<04:52,  0.23it/s, v_num=6e0e]
Epoch 213:  39%|███▊      | 42/109 [03:03<04:52,  0.23it/s, v_num=6e0e]
Epoch 213:  39%|███▉      | 43/109 [03:04<04:43,  0.23it/s, v_num=6e0e]
Epoch 213:  39%|███▉      | 43/109 [03:04<04:43,  0.23it/s, v_num=6e0e]
Epoch 213:  40%|████      | 44/109 [03:05<04:33,  0.24it/s, v_num=6e0e]
Epoch 213:  40%|████      | 44/109 [03:05<04:33,  0.24it/s, v_num=6e0e]
Epoch 213:  41%|████▏     | 45/109 [03:18<04:42,  0.23it/s, v_num=6e0e]
Epoch 213:  41%|████▏     | 45/109 [03:18<04:42,  0.23it/s, v_num=6e0e]
Epoch 213:  42%|████▏     | 46/109 [03:19<04:33,  0.23it/s, v_num=6e0e]
Epoch 213:  42%|████▏     | 46/109 [03:19<04:33,  0.23it/s, v_num=6e0e]
Epoch 213:  43%|████▎     | 47/109 [03:20<04:24,  0.23it/s, v_num=6e0e]
Epoch 213:  43%|████▎     | 47/109 [03:20<04:24,  0.23it/s, v_num=6e0e]
Epoch 213:  44%|████▍     | 48/109 [03:21<04:16,  0.24it/s, v_num=6e0e]
Epoch 213:  44%|████▍     | 48/109 [03:21<04:16,  0.24it/s, v_num=6e0e]
Epoch 213:  45%|████▍     | 49/109 [03:35<04:24,  0.23it/s, v_num=6e0e]
Epoch 213:  45%|████▍     | 49/109 [03:35<04:24,  0.23it/s, v_num=6e0e]
Epoch 213:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 213:  46%|████▌     | 50/109 [03:36<04:15,  0.23it/s, v_num=6e0e]
Epoch 213:  47%|████▋     | 51/109 [03:37<04:07,  0.23it/s, v_num=6e0e]
Epoch 213:  47%|████▋     | 51/109 [03:37<04:07,  0.23it/s, v_num=6e0e]
Epoch 213:  48%|████▊     | 52/109 [03:38<03:59,  0.24it/s, v_num=6e0e]
Epoch 213:  48%|████▊     | 52/109 [03:38<03:59,  0.24it/s, v_num=6e0e]
Epoch 213:  49%|████▊     | 53/109 [03:50<04:03,  0.23it/s, v_num=6e0e]
Epoch 213:  49%|████▊     | 53/109 [03:50<04:03,  0.23it/s, v_num=6e0e]
Epoch 213:  50%|████▉     | 54/109 [03:51<03:55,  0.23it/s, v_num=6e0e]
Epoch 213:  50%|████▉     | 54/109 [03:51<03:55,  0.23it/s, v_num=6e0e]
Epoch 213:  50%|█████     | 55/109 [03:52<03:48,  0.24it/s, v_num=6e0e]
Epoch 213:  50%|█████     | 55/109 [03:52<03:48,  0.24it/s, v_num=6e0e]
Epoch 213:  51%|█████▏    | 56/109 [03:57<03:44,  0.24it/s, v_num=6e0e]
Epoch 213:  51%|█████▏    | 56/109 [03:57<03:44,  0.24it/s, v_num=6e0e]
Epoch 213:  52%|█████▏    | 57/109 [04:06<03:44,  0.23it/s, v_num=6e0e]
Epoch 213:  52%|█████▏    | 57/109 [04:06<03:44,  0.23it/s, v_num=6e0e]
Epoch 213:  53%|█████▎    | 58/109 [04:07<03:37,  0.23it/s, v_num=6e0e]
Epoch 213:  53%|█████▎    | 58/109 [04:07<03:37,  0.23it/s, v_num=6e0e]
Epoch 213:  54%|█████▍    | 59/109 [04:08<03:30,  0.24it/s, v_num=6e0e]
Epoch 213:  54%|█████▍    | 59/109 [04:08<03:30,  0.24it/s, v_num=6e0e]
Epoch 213:  55%|█████▌    | 60/109 [04:14<03:28,  0.24it/s, v_num=6e0e]
Epoch 213:  55%|█████▌    | 60/109 [04:14<03:28,  0.24it/s, v_num=6e0e]
Epoch 213:  56%|█████▌    | 61/109 [04:22<03:26,  0.23it/s, v_num=6e0e]
Epoch 213:  56%|█████▌    | 61/109 [04:22<03:26,  0.23it/s, v_num=6e0e]
Epoch 213:  57%|█████▋    | 62/109 [04:23<03:19,  0.24it/s, v_num=6e0e]
Epoch 213:  57%|█████▋    | 62/109 [04:23<03:19,  0.24it/s, v_num=6e0e]
Epoch 213:  58%|█████▊    | 63/109 [04:25<03:13,  0.24it/s, v_num=6e0e]
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Epoch 213:  59%|█████▊    | 64/109 [04:30<03:10,  0.24it/s, v_num=6e0e]
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Epoch 213:  60%|█████▉    | 65/109 [04:37<03:07,  0.23it/s, v_num=6e0e]
Epoch 213:  61%|██████    | 66/109 [04:38<03:01,  0.24it/s, v_num=6e0e]
Epoch 213:  61%|██████    | 66/109 [04:38<03:01,  0.24it/s, v_num=6e0e]
Epoch 213:  61%|██████▏   | 67/109 [04:41<02:56,  0.24it/s, v_num=6e0e]
Epoch 213:  61%|██████▏   | 67/109 [04:41<02:56,  0.24it/s, v_num=6e0e]
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Epoch 213:  62%|██████▏   | 68/109 [04:46<02:52,  0.24it/s, v_num=6e0e]
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Epoch 213:  63%|██████▎   | 69/109 [04:53<02:50,  0.23it/s, v_num=6e0e]
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Epoch 213:  64%|██████▍   | 70/109 [04:54<02:44,  0.24it/s, v_num=6e0e]
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Epoch 213:  65%|██████▌   | 71/109 [04:58<02:39,  0.24it/s, v_num=6e0e]
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Epoch 213:  66%|██████▌   | 72/109 [05:00<02:34,  0.24it/s, v_num=6e0e]
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Epoch 213:  67%|██████▋   | 73/109 [05:10<02:32,  0.24it/s, v_num=6e0e]
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Epoch 213:  69%|██████▉   | 75/109 [05:15<02:23,  0.24it/s, v_num=6e0e]
Epoch 213:  70%|██████▉   | 76/109 [05:16<02:17,  0.24it/s, v_num=6e0e]
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Epoch 213:  71%|███████   | 77/109 [05:25<02:15,  0.24it/s, v_num=6e0e]
Epoch 213:  71%|███████   | 77/109 [05:25<02:15,  0.24it/s, v_num=6e0e]
Epoch 213:  72%|███████▏  | 78/109 [05:26<02:09,  0.24it/s, v_num=6e0e]
Epoch 213:  72%|███████▏  | 78/109 [05:26<02:09,  0.24it/s, v_num=6e0e]
Epoch 213:  72%|███████▏  | 79/109 [05:31<02:05,  0.24it/s, v_num=6e0e]
Epoch 213:  72%|███████▏  | 79/109 [05:31<02:05,  0.24it/s, v_num=6e0e]
Epoch 213:  73%|███████▎  | 80/109 [05:32<02:00,  0.24it/s, v_num=6e0e]
Epoch 213:  73%|███████▎  | 80/109 [05:32<02:00,  0.24it/s, v_num=6e0e]
Epoch 213:  74%|███████▍  | 81/109 [05:39<01:57,  0.24it/s, v_num=6e0e]
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Epoch 213:  75%|███████▌  | 82/109 [05:40<01:52,  0.24it/s, v_num=6e0e]
Epoch 213:  75%|███████▌  | 82/109 [05:40<01:52,  0.24it/s, v_num=6e0e]
Epoch 213:  76%|███████▌  | 83/109 [05:47<01:48,  0.24it/s, v_num=6e0e]
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Epoch 213:  77%|███████▋  | 84/109 [05:51<01:44,  0.24it/s, v_num=6e0e]
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Epoch 213:  78%|███████▊  | 85/109 [05:55<01:40,  0.24it/s, v_num=6e0e]
Epoch 213:  78%|███████▊  | 85/109 [05:55<01:40,  0.24it/s, v_num=6e0e]
Epoch 213:  79%|███████▉  | 86/109 [05:55<01:35,  0.24it/s, v_num=6e0e]
Epoch 213:  79%|███████▉  | 86/109 [05:55<01:35,  0.24it/s, v_num=6e0e]
Epoch 213:  80%|███████▉  | 87/109 [06:02<01:31,  0.24it/s, v_num=6e0e]
Epoch 213:  80%|███████▉  | 87/109 [06:02<01:31,  0.24it/s, v_num=6e0e]
Epoch 213:  81%|████████  | 88/109 [06:06<01:27,  0.24it/s, v_num=6e0e]
Epoch 213:  81%|████████  | 88/109 [06:06<01:27,  0.24it/s, v_num=6e0e]
Epoch 213:  82%|████████▏ | 89/109 [06:11<01:23,  0.24it/s, v_num=6e0e]
Epoch 213:  82%|████████▏ | 89/109 [06:11<01:23,  0.24it/s, v_num=6e0e]
Epoch 213:  83%|████████▎ | 90/109 [06:11<01:18,  0.24it/s, v_num=6e0e]
Epoch 213:  83%|████████▎ | 90/109 [06:11<01:18,  0.24it/s, v_num=6e0e]
Epoch 213:  83%|████████▎ | 91/109 [06:20<01:15,  0.24it/s, v_num=6e0e]
Epoch 213:  83%|████████▎ | 91/109 [06:20<01:15,  0.24it/s, v_num=6e0e]
Epoch 213:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 213:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 213:  85%|████████▌ | 93/109 [06:27<01:06,  0.24it/s, v_num=6e0e]
Epoch 213:  85%|████████▌ | 93/109 [06:27<01:06,  0.24it/s, v_num=6e0e]
Epoch 213:  86%|████████▌ | 94/109 [06:28<01:01,  0.24it/s, v_num=6e0e]
Epoch 213:  86%|████████▌ | 94/109 [06:28<01:01,  0.24it/s, v_num=6e0e]
Epoch 213:  87%|████████▋ | 95/109 [06:35<00:58,  0.24it/s, v_num=6e0e]
Epoch 213:  87%|████████▋ | 95/109 [06:35<00:58,  0.24it/s, v_num=6e0e]
Epoch 213:  88%|████████▊ | 96/109 [06:40<00:54,  0.24it/s, v_num=6e0e]
Epoch 213:  88%|████████▊ | 96/109 [06:40<00:54,  0.24it/s, v_num=6e0e]
Epoch 213:  89%|████████▉ | 97/109 [06:43<00:49,  0.24it/s, v_num=6e0e]
Epoch 213:  89%|████████▉ | 97/109 [06:43<00:49,  0.24it/s, v_num=6e0e]
Epoch 213:  90%|████████▉ | 98/109 [06:44<00:45,  0.24it/s, v_num=6e0e]
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Epoch 213:  91%|█████████ | 99/109 [06:50<00:41,  0.24it/s, v_num=6e0e]
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Epoch 213:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
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Epoch 213:  93%|█████████▎| 101/109 [06:59<00:33,  0.24it/s, v_num=6e0e]
Epoch 213:  93%|█████████▎| 101/109 [06:59<00:33,  0.24it/s, v_num=6e0e]
Epoch 213:  94%|█████████▎| 102/109 [07:00<00:28,  0.24it/s, v_num=6e0e]
Epoch 213:  94%|█████████▎| 102/109 [07:00<00:28,  0.24it/s, v_num=6e0e]
Epoch 213:  94%|█████████▍| 103/109 [07:05<00:24,  0.24it/s, v_num=6e0e]
Epoch 213:  94%|█████████▍| 103/109 [07:05<00:24,  0.24it/s, v_num=6e0e]
Epoch 213:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
Epoch 213:  95%|█████████▌| 104/109 [07:18<00:21,  0.24it/s, v_num=6e0e]
Epoch 213:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 213:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 213:  97%|█████████▋| 106/109 [07:20<00:12,  0.24it/s, v_num=6e0e]
Epoch 213:  97%|█████████▋| 106/109 [07:20<00:12,  0.24it/s, v_num=6e0e]
Epoch 213:  98%|█████████▊| 107/109 [07:20<00:08,  0.24it/s, v_num=6e0e]
Epoch 213:  98%|█████████▊| 107/109 [07:20<00:08,  0.24it/s, v_num=6e0e]
Epoch 213:  99%|█████████▉| 108/109 [07:35<00:04,  0.24it/s, v_num=6e0e]
Epoch 213:  99%|█████████▉| 108/109 [07:35<00:04,  0.24it/s, v_num=6e0e]
Epoch 213: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]
Epoch 213: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.88it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.90it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.94it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.94it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.95it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.96it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 213: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 213: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 213:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 214:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 214:   1%|          | 1/109 [00:20<37:07,  0.05it/s, v_num=6e0e]
Epoch 214:   1%|          | 1/109 [00:20<37:07,  0.05it/s, v_num=6e0e]
Epoch 214:   2%|▏         | 2/109 [00:21<19:07,  0.09it/s, v_num=6e0e]
Epoch 214:   2%|▏         | 2/109 [00:21<19:07,  0.09it/s, v_num=6e0e]
Epoch 214:   3%|▎         | 3/109 [00:22<13:05,  0.13it/s, v_num=6e0e]
Epoch 214:   3%|▎         | 3/109 [00:22<13:05,  0.13it/s, v_num=6e0e]
Epoch 214:   4%|▎         | 4/109 [00:23<10:05,  0.17it/s, v_num=6e0e]
Epoch 214:   4%|▎         | 4/109 [00:23<10:05,  0.17it/s, v_num=6e0e]
Epoch 214:   5%|▍         | 5/109 [00:34<12:00,  0.14it/s, v_num=6e0e]
Epoch 214:   5%|▍         | 5/109 [00:34<12:00,  0.14it/s, v_num=6e0e]
Epoch 214:   6%|▌         | 6/109 [00:35<10:08,  0.17it/s, v_num=6e0e]
Epoch 214:   6%|▌         | 6/109 [00:35<10:08,  0.17it/s, v_num=6e0e]
Epoch 214:   6%|▋         | 7/109 [00:36<08:48,  0.19it/s, v_num=6e0e]
Epoch 214:   6%|▋         | 7/109 [00:36<08:48,  0.19it/s, v_num=6e0e]
Epoch 214:   7%|▋         | 8/109 [00:37<07:48,  0.22it/s, v_num=6e0e]
Epoch 214:   7%|▋         | 8/109 [00:37<07:48,  0.22it/s, v_num=6e0e]
Epoch 214:   8%|▊         | 9/109 [00:51<09:28,  0.18it/s, v_num=6e0e]
Epoch 214:   8%|▊         | 9/109 [00:51<09:28,  0.18it/s, v_num=6e0e]
Epoch 214:   9%|▉         | 10/109 [00:53<08:45,  0.19it/s, v_num=6e0e]
Epoch 214:   9%|▉         | 10/109 [00:53<08:45,  0.19it/s, v_num=6e0e]
Epoch 214:  10%|█         | 11/109 [00:53<08:00,  0.20it/s, v_num=6e0e]
Epoch 214:  10%|█         | 11/109 [00:53<08:00,  0.20it/s, v_num=6e0e]
Epoch 214:  11%|█         | 12/109 [00:54<07:22,  0.22it/s, v_num=6e0e]
Epoch 214:  11%|█         | 12/109 [00:54<07:22,  0.22it/s, v_num=6e0e]
Epoch 214:  12%|█▏        | 13/109 [01:10<08:39,  0.18it/s, v_num=6e0e]
Epoch 214:  12%|█▏        | 13/109 [01:10<08:39,  0.18it/s, v_num=6e0e]
Epoch 214:  13%|█▎        | 14/109 [01:11<08:03,  0.20it/s, v_num=6e0e]
Epoch 214:  13%|█▎        | 14/109 [01:11<08:03,  0.20it/s, v_num=6e0e]
Epoch 214:  14%|█▍        | 15/109 [01:11<07:31,  0.21it/s, v_num=6e0e]
Epoch 214:  14%|█▍        | 15/109 [01:11<07:31,  0.21it/s, v_num=6e0e]
Epoch 214:  15%|█▍        | 16/109 [01:12<07:03,  0.22it/s, v_num=6e0e]
Epoch 214:  15%|█▍        | 16/109 [01:12<07:03,  0.22it/s, v_num=6e0e]
Epoch 214:  16%|█▌        | 17/109 [01:24<07:39,  0.20it/s, v_num=6e0e]
Epoch 214:  16%|█▌        | 17/109 [01:24<07:39,  0.20it/s, v_num=6e0e]
Epoch 214:  17%|█▋        | 18/109 [01:25<07:13,  0.21it/s, v_num=6e0e]
Epoch 214:  17%|█▋        | 18/109 [01:25<07:13,  0.21it/s, v_num=6e0e]
Epoch 214:  17%|█▋        | 19/109 [01:26<06:49,  0.22it/s, v_num=6e0e]
Epoch 214:  17%|█▋        | 19/109 [01:26<06:49,  0.22it/s, v_num=6e0e]
Epoch 214:  18%|█▊        | 20/109 [01:27<06:28,  0.23it/s, v_num=6e0e]
Epoch 214:  18%|█▊        | 20/109 [01:27<06:28,  0.23it/s, v_num=6e0e]
Epoch 214:  19%|█▉        | 21/109 [01:43<07:12,  0.20it/s, v_num=6e0e]
Epoch 214:  19%|█▉        | 21/109 [01:43<07:12,  0.20it/s, v_num=6e0e]
Epoch 214:  20%|██        | 22/109 [01:44<06:51,  0.21it/s, v_num=6e0e]
Epoch 214:  20%|██        | 22/109 [01:44<06:51,  0.21it/s, v_num=6e0e]
Epoch 214:  21%|██        | 23/109 [01:44<06:32,  0.22it/s, v_num=6e0e]
Epoch 214:  21%|██        | 23/109 [01:44<06:32,  0.22it/s, v_num=6e0e]
Epoch 214:  22%|██▏       | 24/109 [01:45<06:14,  0.23it/s, v_num=6e0e]
Epoch 214:  22%|██▏       | 24/109 [01:45<06:14,  0.23it/s, v_num=6e0e]
Epoch 214:  23%|██▎       | 25/109 [01:58<06:39,  0.21it/s, v_num=6e0e]
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Epoch 214:  24%|██▍       | 26/109 [01:59<06:22,  0.22it/s, v_num=6e0e]
Epoch 214:  25%|██▍       | 27/109 [02:00<06:06,  0.22it/s, v_num=6e0e]
Epoch 214:  25%|██▍       | 27/109 [02:00<06:06,  0.22it/s, v_num=6e0e]
Epoch 214:  26%|██▌       | 28/109 [02:01<05:51,  0.23it/s, v_num=6e0e]
Epoch 214:  26%|██▌       | 28/109 [02:01<05:51,  0.23it/s, v_num=6e0e]
Epoch 214:  27%|██▋       | 29/109 [02:15<06:14,  0.21it/s, v_num=6e0e]
Epoch 214:  27%|██▋       | 29/109 [02:15<06:14,  0.21it/s, v_num=6e0e]
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Epoch 214:  96%|█████████▋| 105/109 [07:31<00:17,  0.23it/s, v_num=6e0e]
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Epoch 214:  97%|█████████▋| 106/109 [07:32<00:12,  0.23it/s, v_num=6e0e]
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Epoch 214: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 214: 100%|██████████| 109/109 [08:07<00:00,  0.22it/s, v_num=6e0e]
Epoch 214: 100%|██████████| 109/109 [08:07<00:00,  0.22it/s, v_num=6e0e]
Epoch 214:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 215:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 215:   6%|▋         | 7/109 [00:35<08:41,  0.20it/s, v_num=6e0e]
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Epoch 215:  11%|█         | 12/109 [00:56<07:32,  0.21it/s, v_num=6e0e]
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Epoch 215:  14%|█▍        | 15/109 [01:10<07:24,  0.21it/s, v_num=6e0e]
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Epoch 215: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]
Epoch 215: 100%|██████████| 109/109 [07:44<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.97it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.85it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.87it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.89it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.90it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.89it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.91it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.92it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.93it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.92it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 215: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]
Epoch 215: 100%|██████████| 109/109 [08:02<00:00,  0.23it/s, v_num=6e0e]
Epoch 215:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 216:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 216:   1%|          | 1/109 [00:16<28:54,  0.06it/s, v_num=6e0e]
Epoch 216:   1%|          | 1/109 [00:16<28:54,  0.06it/s, v_num=6e0e]
Epoch 216:   2%|▏         | 2/109 [00:18<16:05,  0.11it/s, v_num=6e0e]
Epoch 216:   2%|▏         | 2/109 [00:18<16:05,  0.11it/s, v_num=6e0e]
Epoch 216:   3%|▎         | 3/109 [00:18<11:06,  0.16it/s, v_num=6e0e]
Epoch 216:   3%|▎         | 3/109 [00:18<11:06,  0.16it/s, v_num=6e0e]
Epoch 216:   4%|▎         | 4/109 [00:19<08:36,  0.20it/s, v_num=6e0e]
Epoch 216:   4%|▎         | 4/109 [00:19<08:36,  0.20it/s, v_num=6e0e]
Epoch 216:   5%|▍         | 5/109 [00:31<10:48,  0.16it/s, v_num=6e0e]
Epoch 216:   5%|▍         | 5/109 [00:31<10:48,  0.16it/s, v_num=6e0e]
Epoch 216:   6%|▌         | 6/109 [00:33<09:28,  0.18it/s, v_num=6e0e]
Epoch 216:   6%|▌         | 6/109 [00:33<09:28,  0.18it/s, v_num=6e0e]
Epoch 216:   6%|▋         | 7/109 [00:33<08:14,  0.21it/s, v_num=6e0e]
Epoch 216:   6%|▋         | 7/109 [00:33<08:14,  0.21it/s, v_num=6e0e]
Epoch 216:   7%|▋         | 8/109 [00:35<07:23,  0.23it/s, v_num=6e0e]
Epoch 216:   7%|▋         | 8/109 [00:35<07:23,  0.23it/s, v_num=6e0e]
Epoch 216:   8%|▊         | 9/109 [00:46<08:36,  0.19it/s, v_num=6e0e]
Epoch 216:   8%|▊         | 9/109 [00:46<08:36,  0.19it/s, v_num=6e0e]
Epoch 216:   9%|▉         | 10/109 [00:50<08:19,  0.20it/s, v_num=6e0e]
Epoch 216:   9%|▉         | 10/109 [00:50<08:19,  0.20it/s, v_num=6e0e]
Epoch 216:  10%|█         | 11/109 [00:51<07:36,  0.21it/s, v_num=6e0e]
Epoch 216:  10%|█         | 11/109 [00:51<07:36,  0.21it/s, v_num=6e0e]
Epoch 216:  11%|█         | 12/109 [00:52<07:00,  0.23it/s, v_num=6e0e]
Epoch 216:  11%|█         | 12/109 [00:52<07:00,  0.23it/s, v_num=6e0e]
Epoch 216:  12%|█▏        | 13/109 [01:02<07:40,  0.21it/s, v_num=6e0e]
Epoch 216:  12%|█▏        | 13/109 [01:02<07:40,  0.21it/s, v_num=6e0e]
Epoch 216:  13%|█▎        | 14/109 [01:09<07:50,  0.20it/s, v_num=6e0e]
Epoch 216:  13%|█▎        | 14/109 [01:09<07:50,  0.20it/s, v_num=6e0e]
Epoch 216:  14%|█▍        | 15/109 [01:10<07:19,  0.21it/s, v_num=6e0e]
Epoch 216:  14%|█▍        | 15/109 [01:10<07:19,  0.21it/s, v_num=6e0e]
Epoch 216:  15%|█▍        | 16/109 [01:10<06:52,  0.23it/s, v_num=6e0e]
Epoch 216:  15%|█▍        | 16/109 [01:10<06:52,  0.23it/s, v_num=6e0e]
Epoch 216:  16%|█▌        | 17/109 [01:20<07:14,  0.21it/s, v_num=6e0e]
Epoch 216:  16%|█▌        | 17/109 [01:20<07:14,  0.21it/s, v_num=6e0e]
Epoch 216:  17%|█▋        | 18/109 [01:26<07:14,  0.21it/s, v_num=6e0e]
Epoch 216:  17%|█▋        | 18/109 [01:26<07:14,  0.21it/s, v_num=6e0e]
Epoch 216:  17%|█▋        | 19/109 [01:26<06:51,  0.22it/s, v_num=6e0e]
Epoch 216:  17%|█▋        | 19/109 [01:26<06:51,  0.22it/s, v_num=6e0e]
Epoch 216:  18%|█▊        | 20/109 [01:27<06:29,  0.23it/s, v_num=6e0e]
Epoch 216:  18%|█▊        | 20/109 [01:27<06:29,  0.23it/s, v_num=6e0e]
Epoch 216:  19%|█▉        | 21/109 [01:35<06:39,  0.22it/s, v_num=6e0e]
Epoch 216:  19%|█▉        | 21/109 [01:35<06:39,  0.22it/s, v_num=6e0e]
Epoch 216:  20%|██        | 22/109 [01:42<06:47,  0.21it/s, v_num=6e0e]
Epoch 216:  20%|██        | 22/109 [01:42<06:47,  0.21it/s, v_num=6e0e]
Epoch 216:  21%|██        | 23/109 [01:43<06:27,  0.22it/s, v_num=6e0e]
Epoch 216:  21%|██        | 23/109 [01:43<06:27,  0.22it/s, v_num=6e0e]
Epoch 216:  22%|██▏       | 24/109 [01:44<06:10,  0.23it/s, v_num=6e0e]
Epoch 216:  22%|██▏       | 24/109 [01:44<06:10,  0.23it/s, v_num=6e0e]
Epoch 216:  23%|██▎       | 25/109 [01:51<06:13,  0.23it/s, v_num=6e0e]
Epoch 216:  23%|██▎       | 25/109 [01:51<06:13,  0.23it/s, v_num=6e0e]
Epoch 216:  24%|██▍       | 26/109 [01:58<06:16,  0.22it/s, v_num=6e0e]
Epoch 216:  24%|██▍       | 26/109 [01:58<06:16,  0.22it/s, v_num=6e0e]
Epoch 216:  25%|██▍       | 27/109 [01:58<06:00,  0.23it/s, v_num=6e0e]
Epoch 216:  25%|██▍       | 27/109 [01:58<06:00,  0.23it/s, v_num=6e0e]
Epoch 216:  26%|██▌       | 28/109 [01:59<05:46,  0.23it/s, v_num=6e0e]
Epoch 216:  26%|██▌       | 28/109 [01:59<05:46,  0.23it/s, v_num=6e0e]
Epoch 216:  27%|██▋       | 29/109 [02:07<05:51,  0.23it/s, v_num=6e0e]
Epoch 216:  27%|██▋       | 29/109 [02:07<05:51,  0.23it/s, v_num=6e0e]
Epoch 216:  28%|██▊       | 30/109 [02:15<05:57,  0.22it/s, v_num=6e0e]
Epoch 216:  28%|██▊       | 30/109 [02:15<05:57,  0.22it/s, v_num=6e0e]
Epoch 216:  28%|██▊       | 31/109 [02:16<05:43,  0.23it/s, v_num=6e0e]
Epoch 216:  28%|██▊       | 31/109 [02:16<05:43,  0.23it/s, v_num=6e0e]
Epoch 216:  29%|██▉       | 32/109 [02:17<05:30,  0.23it/s, v_num=6e0e]
Epoch 216:  29%|██▉       | 32/109 [02:17<05:30,  0.23it/s, v_num=6e0e]
Epoch 216:  30%|███       | 33/109 [02:24<05:33,  0.23it/s, v_num=6e0e]
Epoch 216:  30%|███       | 33/109 [02:24<05:33,  0.23it/s, v_num=6e0e]
Epoch 216:  31%|███       | 34/109 [02:30<05:31,  0.23it/s, v_num=6e0e]
Epoch 216:  31%|███       | 34/109 [02:30<05:31,  0.23it/s, v_num=6e0e]
Epoch 216:  32%|███▏      | 35/109 [02:31<05:19,  0.23it/s, v_num=6e0e]
Epoch 216:  32%|███▏      | 35/109 [02:31<05:19,  0.23it/s, v_num=6e0e]
Epoch 216:  33%|███▎      | 36/109 [02:32<05:08,  0.24it/s, v_num=6e0e]
Epoch 216:  33%|███▎      | 36/109 [02:32<05:08,  0.24it/s, v_num=6e0e]
Epoch 216:  34%|███▍      | 37/109 [02:41<05:13,  0.23it/s, v_num=6e0e]
Epoch 216:  34%|███▍      | 37/109 [02:41<05:13,  0.23it/s, v_num=6e0e]
Epoch 216:  35%|███▍      | 38/109 [02:46<05:10,  0.23it/s, v_num=6e0e]
Epoch 216:  35%|███▍      | 38/109 [02:46<05:10,  0.23it/s, v_num=6e0e]
Epoch 216:  36%|███▌      | 39/109 [02:47<04:59,  0.23it/s, v_num=6e0e]
Epoch 216:  36%|███▌      | 39/109 [02:47<04:59,  0.23it/s, v_num=6e0e]
Epoch 216:  37%|███▋      | 40/109 [02:47<04:49,  0.24it/s, v_num=6e0e]
Epoch 216:  37%|███▋      | 40/109 [02:47<04:49,  0.24it/s, v_num=6e0e]
Epoch 216:  38%|███▊      | 41/109 [02:58<04:56,  0.23it/s, v_num=6e0e]
Epoch 216:  38%|███▊      | 41/109 [02:58<04:56,  0.23it/s, v_num=6e0e]
Epoch 216:  39%|███▊      | 42/109 [03:00<04:48,  0.23it/s, v_num=6e0e]
Epoch 216:  39%|███▊      | 42/109 [03:00<04:48,  0.23it/s, v_num=6e0e]
Epoch 216:  39%|███▉      | 43/109 [03:01<04:38,  0.24it/s, v_num=6e0e]
Epoch 216:  39%|███▉      | 43/109 [03:01<04:38,  0.24it/s, v_num=6e0e]
Epoch 216:  40%|████      | 44/109 [03:04<04:33,  0.24it/s, v_num=6e0e]
Epoch 216:  40%|████      | 44/109 [03:04<04:33,  0.24it/s, v_num=6e0e]
Epoch 216:  41%|████▏     | 45/109 [03:14<04:35,  0.23it/s, v_num=6e0e]
Epoch 216:  41%|████▏     | 45/109 [03:14<04:35,  0.23it/s, v_num=6e0e]
Epoch 216:  42%|████▏     | 46/109 [03:18<04:31,  0.23it/s, v_num=6e0e]
Epoch 216:  42%|████▏     | 46/109 [03:18<04:31,  0.23it/s, v_num=6e0e]
Epoch 216:  43%|████▎     | 47/109 [03:19<04:22,  0.24it/s, v_num=6e0e]
Epoch 216:  43%|████▎     | 47/109 [03:19<04:22,  0.24it/s, v_num=6e0e]
Epoch 216:  44%|████▍     | 48/109 [03:20<04:14,  0.24it/s, v_num=6e0e]
Epoch 216:  44%|████▍     | 48/109 [03:20<04:14,  0.24it/s, v_num=6e0e]
Epoch 216:  45%|████▍     | 49/109 [03:30<04:17,  0.23it/s, v_num=6e0e]
Epoch 216:  45%|████▍     | 49/109 [03:30<04:17,  0.23it/s, v_num=6e0e]
Epoch 216:  46%|████▌     | 50/109 [03:33<04:11,  0.23it/s, v_num=6e0e]
Epoch 216:  46%|████▌     | 50/109 [03:33<04:11,  0.23it/s, v_num=6e0e]
Epoch 216:  47%|████▋     | 51/109 [03:34<04:03,  0.24it/s, v_num=6e0e]
Epoch 216:  47%|████▋     | 51/109 [03:34<04:03,  0.24it/s, v_num=6e0e]
Epoch 216:  48%|████▊     | 52/109 [03:35<03:56,  0.24it/s, v_num=6e0e]
Epoch 216:  48%|████▊     | 52/109 [03:35<03:56,  0.24it/s, v_num=6e0e]
Epoch 216:  49%|████▊     | 53/109 [03:46<03:59,  0.23it/s, v_num=6e0e]
Epoch 216:  49%|████▊     | 53/109 [03:46<03:59,  0.23it/s, v_num=6e0e]
Epoch 216:  50%|████▉     | 54/109 [03:50<03:54,  0.23it/s, v_num=6e0e]
Epoch 216:  50%|████▉     | 54/109 [03:50<03:54,  0.23it/s, v_num=6e0e]
Epoch 216:  50%|█████     | 55/109 [03:50<03:46,  0.24it/s, v_num=6e0e]
Epoch 216:  50%|█████     | 55/109 [03:50<03:46,  0.24it/s, v_num=6e0e]
Epoch 216:  51%|█████▏    | 56/109 [03:52<03:40,  0.24it/s, v_num=6e0e]
Epoch 216:  51%|█████▏    | 56/109 [03:52<03:40,  0.24it/s, v_num=6e0e]
Epoch 216:  52%|█████▏    | 57/109 [04:01<03:40,  0.24it/s, v_num=6e0e]
Epoch 216:  52%|█████▏    | 57/109 [04:01<03:40,  0.24it/s, v_num=6e0e]
Epoch 216:  53%|█████▎    | 58/109 [04:05<03:36,  0.24it/s, v_num=6e0e]
Epoch 216:  53%|█████▎    | 58/109 [04:05<03:36,  0.24it/s, v_num=6e0e]
Epoch 216:  54%|█████▍    | 59/109 [04:06<03:29,  0.24it/s, v_num=6e0e]
Epoch 216:  54%|█████▍    | 59/109 [04:06<03:29,  0.24it/s, v_num=6e0e]
Epoch 216:  55%|█████▌    | 60/109 [04:07<03:22,  0.24it/s, v_num=6e0e]
Epoch 216:  55%|█████▌    | 60/109 [04:07<03:22,  0.24it/s, v_num=6e0e]
Epoch 216:  56%|█████▌    | 61/109 [04:17<03:22,  0.24it/s, v_num=6e0e]
Epoch 216:  56%|█████▌    | 61/109 [04:17<03:22,  0.24it/s, v_num=6e0e]
Epoch 216:  57%|█████▋    | 62/109 [04:23<03:19,  0.24it/s, v_num=6e0e]
Epoch 216:  57%|█████▋    | 62/109 [04:23<03:19,  0.24it/s, v_num=6e0e]
Epoch 216:  58%|█████▊    | 63/109 [04:24<03:12,  0.24it/s, v_num=6e0e]
Epoch 216:  58%|█████▊    | 63/109 [04:24<03:12,  0.24it/s, v_num=6e0e]
Epoch 216:  59%|█████▊    | 64/109 [04:24<03:06,  0.24it/s, v_num=6e0e]
Epoch 216:  59%|█████▊    | 64/109 [04:24<03:06,  0.24it/s, v_num=6e0e]
Epoch 216:  60%|█████▉    | 65/109 [04:33<03:05,  0.24it/s, v_num=6e0e]
Epoch 216:  60%|█████▉    | 65/109 [04:33<03:05,  0.24it/s, v_num=6e0e]
Epoch 216:  61%|██████    | 66/109 [04:37<03:01,  0.24it/s, v_num=6e0e]
Epoch 216:  61%|██████    | 66/109 [04:37<03:01,  0.24it/s, v_num=6e0e]
Epoch 216:  61%|██████▏   | 67/109 [04:38<02:54,  0.24it/s, v_num=6e0e]
Epoch 216:  61%|██████▏   | 67/109 [04:38<02:54,  0.24it/s, v_num=6e0e]
Epoch 216:  62%|██████▏   | 68/109 [04:41<02:49,  0.24it/s, v_num=6e0e]
Epoch 216:  62%|██████▏   | 68/109 [04:41<02:49,  0.24it/s, v_num=6e0e]
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Epoch 216:  63%|██████▎   | 69/109 [04:50<02:48,  0.24it/s, v_num=6e0e]
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Epoch 216:  64%|██████▍   | 70/109 [04:52<02:42,  0.24it/s, v_num=6e0e]
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Epoch 216:  65%|██████▌   | 71/109 [04:54<02:37,  0.24it/s, v_num=6e0e]
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Epoch 216:  66%|██████▌   | 72/109 [04:56<02:32,  0.24it/s, v_num=6e0e]
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Epoch 216:  74%|███████▍  | 81/109 [05:38<01:57,  0.24it/s, v_num=6e0e]
Epoch 216:  75%|███████▌  | 82/109 [05:40<01:52,  0.24it/s, v_num=6e0e]
Epoch 216:  75%|███████▌  | 82/109 [05:40<01:52,  0.24it/s, v_num=6e0e]
Epoch 216:  76%|███████▌  | 83/109 [05:43<01:47,  0.24it/s, v_num=6e0e]
Epoch 216:  76%|███████▌  | 83/109 [05:43<01:47,  0.24it/s, v_num=6e0e]
Epoch 216:  77%|███████▋  | 84/109 [05:47<01:43,  0.24it/s, v_num=6e0e]
Epoch 216:  77%|███████▋  | 84/109 [05:47<01:43,  0.24it/s, v_num=6e0e]
Epoch 216:  78%|███████▊  | 85/109 [05:56<01:40,  0.24it/s, v_num=6e0e]
Epoch 216:  78%|███████▊  | 85/109 [05:56<01:40,  0.24it/s, v_num=6e0e]
Epoch 216:  79%|███████▉  | 86/109 [05:58<01:35,  0.24it/s, v_num=6e0e]
Epoch 216:  79%|███████▉  | 86/109 [05:58<01:35,  0.24it/s, v_num=6e0e]
Epoch 216:  80%|███████▉  | 87/109 [06:00<01:31,  0.24it/s, v_num=6e0e]
Epoch 216:  80%|███████▉  | 87/109 [06:00<01:31,  0.24it/s, v_num=6e0e]
Epoch 216:  81%|████████  | 88/109 [06:04<01:26,  0.24it/s, v_num=6e0e]
Epoch 216:  81%|████████  | 88/109 [06:04<01:26,  0.24it/s, v_num=6e0e]
Epoch 216:  82%|████████▏ | 89/109 [06:13<01:23,  0.24it/s, v_num=6e0e]
Epoch 216:  82%|████████▏ | 89/109 [06:13<01:23,  0.24it/s, v_num=6e0e]
Epoch 216:  83%|████████▎ | 90/109 [06:14<01:19,  0.24it/s, v_num=6e0e]
Epoch 216:  83%|████████▎ | 90/109 [06:14<01:19,  0.24it/s, v_num=6e0e]
Epoch 216:  83%|████████▎ | 91/109 [06:16<01:14,  0.24it/s, v_num=6e0e]
Epoch 216:  83%|████████▎ | 91/109 [06:16<01:14,  0.24it/s, v_num=6e0e]
Epoch 216:  84%|████████▍ | 92/109 [06:19<01:10,  0.24it/s, v_num=6e0e]
Epoch 216:  84%|████████▍ | 92/109 [06:19<01:10,  0.24it/s, v_num=6e0e]
Epoch 216:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 216:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 216:  86%|████████▌ | 94/109 [06:31<01:02,  0.24it/s, v_num=6e0e]
Epoch 216:  86%|████████▌ | 94/109 [06:31<01:02,  0.24it/s, v_num=6e0e]
Epoch 216:  87%|████████▋ | 95/109 [06:32<00:57,  0.24it/s, v_num=6e0e]
Epoch 216:  87%|████████▋ | 95/109 [06:32<00:57,  0.24it/s, v_num=6e0e]
Epoch 216:  88%|████████▊ | 96/109 [06:35<00:53,  0.24it/s, v_num=6e0e]
Epoch 216:  88%|████████▊ | 96/109 [06:35<00:53,  0.24it/s, v_num=6e0e]
Epoch 216:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
Epoch 216:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
Epoch 216:  90%|████████▉ | 98/109 [06:48<00:45,  0.24it/s, v_num=6e0e]
Epoch 216:  90%|████████▉ | 98/109 [06:48<00:45,  0.24it/s, v_num=6e0e]
Epoch 216:  91%|█████████ | 99/109 [06:49<00:41,  0.24it/s, v_num=6e0e]
Epoch 216:  91%|█████████ | 99/109 [06:49<00:41,  0.24it/s, v_num=6e0e]
Epoch 216:  92%|█████████▏| 100/109 [06:54<00:37,  0.24it/s, v_num=6e0e]
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Epoch 216:  93%|█████████▎| 101/109 [07:04<00:33,  0.24it/s, v_num=6e0e]
Epoch 216:  93%|█████████▎| 101/109 [07:04<00:33,  0.24it/s, v_num=6e0e]
Epoch 216:  94%|█████████▎| 102/109 [07:05<00:29,  0.24it/s, v_num=6e0e]
Epoch 216:  94%|█████████▎| 102/109 [07:05<00:29,  0.24it/s, v_num=6e0e]
Epoch 216:  94%|█████████▍| 103/109 [07:06<00:24,  0.24it/s, v_num=6e0e]
Epoch 216:  94%|█████████▍| 103/109 [07:06<00:24,  0.24it/s, v_num=6e0e]
Epoch 216:  95%|█████████▌| 104/109 [07:12<00:20,  0.24it/s, v_num=6e0e]
Epoch 216:  95%|█████████▌| 104/109 [07:12<00:20,  0.24it/s, v_num=6e0e]
Epoch 216:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 216:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 216:  97%|█████████▋| 106/109 [07:20<00:12,  0.24it/s, v_num=6e0e]
Epoch 216:  97%|█████████▋| 106/109 [07:20<00:12,  0.24it/s, v_num=6e0e]
Epoch 216:  98%|█████████▊| 107/109 [07:21<00:08,  0.24it/s, v_num=6e0e]
Epoch 216:  98%|█████████▊| 107/109 [07:21<00:08,  0.24it/s, v_num=6e0e]
Epoch 216:  99%|█████████▉| 108/109 [07:27<00:04,  0.24it/s, v_num=6e0e]
Epoch 216:  99%|█████████▉| 108/109 [07:27<00:04,  0.24it/s, v_num=6e0e]
Epoch 216: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]
Epoch 216: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.91it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.93it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 216: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 216: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 216:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 217:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 217:   1%|          | 1/109 [00:17<30:37,  0.06it/s, v_num=6e0e]
Epoch 217:   1%|          | 1/109 [00:17<30:37,  0.06it/s, v_num=6e0e]
Epoch 217:   2%|▏         | 2/109 [00:17<15:54,  0.11it/s, v_num=6e0e]
Epoch 217:   2%|▏         | 2/109 [00:17<15:54,  0.11it/s, v_num=6e0e]
Epoch 217:   3%|▎         | 3/109 [00:18<10:58,  0.16it/s, v_num=6e0e]
Epoch 217:   3%|▎         | 3/109 [00:18<10:58,  0.16it/s, v_num=6e0e]
Epoch 217:   4%|▎         | 4/109 [00:19<08:30,  0.21it/s, v_num=6e0e]
Epoch 217:   4%|▎         | 4/109 [00:19<08:30,  0.21it/s, v_num=6e0e]
Epoch 217:   5%|▍         | 5/109 [00:33<11:36,  0.15it/s, v_num=6e0e]
Epoch 217:   5%|▍         | 5/109 [00:33<11:36,  0.15it/s, v_num=6e0e]
Epoch 217:   6%|▌         | 6/109 [00:34<09:48,  0.17it/s, v_num=6e0e]
Epoch 217:   6%|▌         | 6/109 [00:34<09:48,  0.17it/s, v_num=6e0e]
Epoch 217:   6%|▋         | 7/109 [00:35<08:31,  0.20it/s, v_num=6e0e]
Epoch 217:   6%|▋         | 7/109 [00:35<08:31,  0.20it/s, v_num=6e0e]
Epoch 217:   7%|▋         | 8/109 [00:35<07:33,  0.22it/s, v_num=6e0e]
Epoch 217:   7%|▋         | 8/109 [00:35<07:33,  0.22it/s, v_num=6e0e]
Epoch 217:   8%|▊         | 9/109 [00:50<09:19,  0.18it/s, v_num=6e0e]
Epoch 217:   8%|▊         | 9/109 [00:50<09:19,  0.18it/s, v_num=6e0e]
Epoch 217:   9%|▉         | 10/109 [00:51<08:26,  0.20it/s, v_num=6e0e]
Epoch 217:   9%|▉         | 10/109 [00:51<08:26,  0.20it/s, v_num=6e0e]
Epoch 217:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 217:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 217:  11%|█         | 12/109 [00:52<07:06,  0.23it/s, v_num=6e0e]
Epoch 217:  11%|█         | 12/109 [00:52<07:06,  0.23it/s, v_num=6e0e]
Epoch 217:  12%|█▏        | 13/109 [01:06<08:10,  0.20it/s, v_num=6e0e]
Epoch 217:  12%|█▏        | 13/109 [01:06<08:10,  0.20it/s, v_num=6e0e]
Epoch 217:  13%|█▎        | 14/109 [01:07<07:36,  0.21it/s, v_num=6e0e]
Epoch 217:  13%|█▎        | 14/109 [01:07<07:36,  0.21it/s, v_num=6e0e]
Epoch 217:  14%|█▍        | 15/109 [01:08<07:07,  0.22it/s, v_num=6e0e]
Epoch 217:  14%|█▍        | 15/109 [01:08<07:07,  0.22it/s, v_num=6e0e]
Epoch 217:  15%|█▍        | 16/109 [01:08<06:40,  0.23it/s, v_num=6e0e]
Epoch 217:  15%|█▍        | 16/109 [01:08<06:40,  0.23it/s, v_num=6e0e]
Epoch 217:  16%|█▌        | 17/109 [01:24<07:35,  0.20it/s, v_num=6e0e]
Epoch 217:  16%|█▌        | 17/109 [01:24<07:35,  0.20it/s, v_num=6e0e]
Epoch 217:  17%|█▋        | 18/109 [01:25<07:09,  0.21it/s, v_num=6e0e]
Epoch 217:  17%|█▋        | 18/109 [01:25<07:09,  0.21it/s, v_num=6e0e]
Epoch 217:  17%|█▋        | 19/109 [01:26<06:47,  0.22it/s, v_num=6e0e]
Epoch 217:  17%|█▋        | 19/109 [01:26<06:47,  0.22it/s, v_num=6e0e]
Epoch 217:  18%|█▊        | 20/109 [01:26<06:26,  0.23it/s, v_num=6e0e]
Epoch 217:  18%|█▊        | 20/109 [01:26<06:26,  0.23it/s, v_num=6e0e]
Epoch 217:  19%|█▉        | 21/109 [01:40<07:00,  0.21it/s, v_num=6e0e]
Epoch 217:  19%|█▉        | 21/109 [01:40<07:00,  0.21it/s, v_num=6e0e]
Epoch 217:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
Epoch 217:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
Epoch 217:  21%|██        | 23/109 [01:43<06:26,  0.22it/s, v_num=6e0e]
Epoch 217:  21%|██        | 23/109 [01:43<06:26,  0.22it/s, v_num=6e0e]
Epoch 217:  22%|██▏       | 24/109 [01:44<06:09,  0.23it/s, v_num=6e0e]
Epoch 217:  22%|██▏       | 24/109 [01:44<06:09,  0.23it/s, v_num=6e0e]
Epoch 217:  23%|██▎       | 25/109 [01:55<06:26,  0.22it/s, v_num=6e0e]
Epoch 217:  23%|██▎       | 25/109 [01:55<06:26,  0.22it/s, v_num=6e0e]
Epoch 217:  24%|██▍       | 26/109 [01:55<06:10,  0.22it/s, v_num=6e0e]
Epoch 217:  24%|██▍       | 26/109 [01:55<06:10,  0.22it/s, v_num=6e0e]
Epoch 217:  25%|██▍       | 27/109 [02:00<06:05,  0.22it/s, v_num=6e0e]
Epoch 217:  25%|██▍       | 27/109 [02:00<06:05,  0.22it/s, v_num=6e0e]
Epoch 217:  26%|██▌       | 28/109 [02:01<05:50,  0.23it/s, v_num=6e0e]
Epoch 217:  26%|██▌       | 28/109 [02:01<05:50,  0.23it/s, v_num=6e0e]
Epoch 217:  27%|██▋       | 29/109 [02:11<06:02,  0.22it/s, v_num=6e0e]
Epoch 217:  27%|██▋       | 29/109 [02:11<06:02,  0.22it/s, v_num=6e0e]
Epoch 217:  28%|██▊       | 30/109 [02:12<05:48,  0.23it/s, v_num=6e0e]
Epoch 217:  28%|██▊       | 30/109 [02:12<05:48,  0.23it/s, v_num=6e0e]
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Epoch 217:  29%|██▉       | 32/109 [02:17<05:32,  0.23it/s, v_num=6e0e]
Epoch 217:  29%|██▉       | 32/109 [02:17<05:32,  0.23it/s, v_num=6e0e]
Epoch 217:  30%|███       | 33/109 [02:27<05:38,  0.22it/s, v_num=6e0e]
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Epoch 217:  31%|███       | 34/109 [02:27<05:25,  0.23it/s, v_num=6e0e]
Epoch 217:  31%|███       | 34/109 [02:27<05:25,  0.23it/s, v_num=6e0e]
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Epoch 217:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
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Epoch 217:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
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Epoch 217:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
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Epoch 217:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
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Epoch 217: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]
Epoch 217: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.91it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 217: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 217: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 217:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 218:   1%|          | 1/109 [00:20<37:44,  0.05it/s, v_num=6e0e]
Epoch 218:   2%|▏         | 2/109 [00:21<19:26,  0.09it/s, v_num=6e0e]
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Epoch 218:   3%|▎         | 3/109 [00:22<13:18,  0.13it/s, v_num=6e0e]
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Epoch 218:   6%|▌         | 6/109 [00:36<10:34,  0.16it/s, v_num=6e0e]
Epoch 218:   6%|▌         | 6/109 [00:36<10:34,  0.16it/s, v_num=6e0e]
Epoch 218:   6%|▋         | 7/109 [00:37<09:10,  0.19it/s, v_num=6e0e]
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Epoch 218:   7%|▋         | 8/109 [00:38<08:06,  0.21it/s, v_num=6e0e]
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Epoch 218:  10%|█         | 11/109 [00:54<08:09,  0.20it/s, v_num=6e0e]
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Epoch 218:  11%|█         | 12/109 [00:55<07:30,  0.22it/s, v_num=6e0e]
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Epoch 218:  12%|█▏        | 13/109 [01:09<08:32,  0.19it/s, v_num=6e0e]
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Epoch 218:  20%|██        | 22/109 [01:44<06:54,  0.21it/s, v_num=6e0e]
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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 218: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 218: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 218:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 219:   2%|▏         | 2/109 [00:17<16:02,  0.11it/s, v_num=6e0e]
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Epoch 219:   3%|▎         | 3/109 [00:18<11:01,  0.16it/s, v_num=6e0e]
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Epoch 219:   4%|▎         | 4/109 [00:19<08:30,  0.21it/s, v_num=6e0e]
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Epoch 219:   5%|▍         | 5/109 [00:34<12:02,  0.14it/s, v_num=6e0e]
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Epoch 219:   6%|▌         | 6/109 [00:35<10:08,  0.17it/s, v_num=6e0e]
Epoch 219:   6%|▋         | 7/109 [00:36<08:46,  0.19it/s, v_num=6e0e]
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Epoch 219:  10%|█         | 11/109 [00:52<07:49,  0.21it/s, v_num=6e0e]
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Epoch 219:  17%|█▋        | 18/109 [01:25<07:13,  0.21it/s, v_num=6e0e]
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Epoch 219:  17%|█▋        | 19/109 [01:26<06:49,  0.22it/s, v_num=6e0e]
Epoch 219:  18%|█▊        | 20/109 [01:27<06:28,  0.23it/s, v_num=6e0e]
Epoch 219:  18%|█▊        | 20/109 [01:27<06:28,  0.23it/s, v_num=6e0e]
Epoch 219:  19%|█▉        | 21/109 [01:42<07:11,  0.20it/s, v_num=6e0e]
Epoch 219:  19%|█▉        | 21/109 [01:42<07:11,  0.20it/s, v_num=6e0e]
Epoch 219:  20%|██        | 22/109 [01:43<06:50,  0.21it/s, v_num=6e0e]
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Epoch 219:  21%|██        | 23/109 [01:44<06:31,  0.22it/s, v_num=6e0e]
Epoch 219:  21%|██        | 23/109 [01:44<06:31,  0.22it/s, v_num=6e0e]
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Epoch 219:  27%|██▋       | 29/109 [02:15<06:14,  0.21it/s, v_num=6e0e]
Epoch 219:  27%|██▋       | 29/109 [02:15<06:14,  0.21it/s, v_num=6e0e]
Epoch 219:  28%|██▊       | 30/109 [02:16<05:59,  0.22it/s, v_num=6e0e]
Epoch 219:  28%|██▊       | 30/109 [02:16<05:59,  0.22it/s, v_num=6e0e]
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Epoch 219:  30%|███       | 33/109 [02:33<05:54,  0.21it/s, v_num=6e0e]
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Epoch 219:  43%|████▎     | 47/109 [03:21<04:26,  0.23it/s, v_num=6e0e]
Epoch 219:  43%|████▎     | 47/109 [03:21<04:26,  0.23it/s, v_num=6e0e]
Epoch 219:  44%|████▍     | 48/109 [03:24<04:19,  0.23it/s, v_num=6e0e]
Epoch 219:  44%|████▍     | 48/109 [03:24<04:19,  0.23it/s, v_num=6e0e]
Epoch 219:  45%|████▍     | 49/109 [03:36<04:25,  0.23it/s, v_num=6e0e]
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Epoch 219:  46%|████▌     | 50/109 [03:37<04:16,  0.23it/s, v_num=6e0e]
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Epoch 219:  61%|██████    | 66/109 [04:45<03:06,  0.23it/s, v_num=6e0e]
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Epoch 219:  81%|████████  | 88/109 [06:14<01:29,  0.24it/s, v_num=6e0e]
Epoch 219:  81%|████████  | 88/109 [06:14<01:29,  0.24it/s, v_num=6e0e]
Epoch 219:  82%|████████▏ | 89/109 [06:26<01:26,  0.23it/s, v_num=6e0e]
Epoch 219:  82%|████████▏ | 89/109 [06:26<01:26,  0.23it/s, v_num=6e0e]
Epoch 219:  83%|████████▎ | 90/109 [06:27<01:21,  0.23it/s, v_num=6e0e]
Epoch 219:  83%|████████▎ | 90/109 [06:27<01:21,  0.23it/s, v_num=6e0e]
Epoch 219:  83%|████████▎ | 91/109 [06:28<01:16,  0.23it/s, v_num=6e0e]
Epoch 219:  83%|████████▎ | 91/109 [06:28<01:16,  0.23it/s, v_num=6e0e]
Epoch 219:  84%|████████▍ | 92/109 [06:29<01:12,  0.24it/s, v_num=6e0e]
Epoch 219:  84%|████████▍ | 92/109 [06:29<01:12,  0.24it/s, v_num=6e0e]
Epoch 219:  85%|████████▌ | 93/109 [06:44<01:09,  0.23it/s, v_num=6e0e]
Epoch 219:  85%|████████▌ | 93/109 [06:44<01:09,  0.23it/s, v_num=6e0e]
Epoch 219:  86%|████████▌ | 94/109 [06:45<01:04,  0.23it/s, v_num=6e0e]
Epoch 219:  86%|████████▌ | 94/109 [06:45<01:04,  0.23it/s, v_num=6e0e]
Epoch 219:  87%|████████▋ | 95/109 [06:46<00:59,  0.23it/s, v_num=6e0e]
Epoch 219:  87%|████████▋ | 95/109 [06:46<00:59,  0.23it/s, v_num=6e0e]
Epoch 219:  88%|████████▊ | 96/109 [06:46<00:55,  0.24it/s, v_num=6e0e]
Epoch 219:  88%|████████▊ | 96/109 [06:46<00:55,  0.24it/s, v_num=6e0e]
Epoch 219:  89%|████████▉ | 97/109 [07:00<00:52,  0.23it/s, v_num=6e0e]
Epoch 219:  89%|████████▉ | 97/109 [07:00<00:52,  0.23it/s, v_num=6e0e]
Epoch 219:  90%|████████▉ | 98/109 [07:01<00:47,  0.23it/s, v_num=6e0e]
Epoch 219:  90%|████████▉ | 98/109 [07:01<00:47,  0.23it/s, v_num=6e0e]
Epoch 219:  91%|█████████ | 99/109 [07:02<00:42,  0.23it/s, v_num=6e0e]
Epoch 219:  91%|█████████ | 99/109 [07:02<00:42,  0.23it/s, v_num=6e0e]
Epoch 219:  92%|█████████▏| 100/109 [07:03<00:38,  0.24it/s, v_num=6e0e]
Epoch 219:  92%|█████████▏| 100/109 [07:03<00:38,  0.24it/s, v_num=6e0e]
Epoch 219:  93%|█████████▎| 101/109 [07:18<00:34,  0.23it/s, v_num=6e0e]
Epoch 219:  93%|█████████▎| 101/109 [07:18<00:34,  0.23it/s, v_num=6e0e]
Epoch 219:  94%|█████████▎| 102/109 [07:18<00:30,  0.23it/s, v_num=6e0e]
Epoch 219:  94%|█████████▎| 102/109 [07:18<00:30,  0.23it/s, v_num=6e0e]
Epoch 219:  94%|█████████▍| 103/109 [07:19<00:25,  0.23it/s, v_num=6e0e]
Epoch 219:  94%|█████████▍| 103/109 [07:19<00:25,  0.23it/s, v_num=6e0e]
Epoch 219:  95%|█████████▌| 104/109 [07:20<00:21,  0.24it/s, v_num=6e0e]
Epoch 219:  95%|█████████▌| 104/109 [07:20<00:21,  0.24it/s, v_num=6e0e]
Epoch 219:  96%|█████████▋| 105/109 [07:33<00:17,  0.23it/s, v_num=6e0e]
Epoch 219:  96%|█████████▋| 105/109 [07:33<00:17,  0.23it/s, v_num=6e0e]
Epoch 219:  97%|█████████▋| 106/109 [07:34<00:12,  0.23it/s, v_num=6e0e]
Epoch 219:  97%|█████████▋| 106/109 [07:34<00:12,  0.23it/s, v_num=6e0e]
Epoch 219:  98%|█████████▊| 107/109 [07:35<00:08,  0.24it/s, v_num=6e0e]
Epoch 219:  98%|█████████▊| 107/109 [07:35<00:08,  0.24it/s, v_num=6e0e]
Epoch 219:  99%|█████████▉| 108/109 [07:36<00:04,  0.24it/s, v_num=6e0e]
Epoch 219:  99%|█████████▉| 108/109 [07:36<00:04,  0.24it/s, v_num=6e0e]
Epoch 219: 100%|██████████| 109/109 [07:47<00:00,  0.23it/s, v_num=6e0e]
Epoch 219: 100%|██████████| 109/109 [07:47<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.15it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.06it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  1.00it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  1.00it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  1.00it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.99it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.96it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.98it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.98it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.98it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.98it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.97it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 219: 100%|██████████| 109/109 [08:04<00:00,  0.22it/s, v_num=6e0e]
Epoch 219: 100%|██████████| 109/109 [08:05<00:00,  0.22it/s, v_num=6e0e]
Epoch 219:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 220:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 220:   1%|          | 1/109 [00:17<31:27,  0.06it/s, v_num=6e0e]
Epoch 220:   1%|          | 1/109 [00:17<31:27,  0.06it/s, v_num=6e0e]
Epoch 220:   2%|▏         | 2/109 [00:18<16:17,  0.11it/s, v_num=6e0e]
Epoch 220:   2%|▏         | 2/109 [00:18<16:17,  0.11it/s, v_num=6e0e]
Epoch 220:   3%|▎         | 3/109 [00:19<11:13,  0.16it/s, v_num=6e0e]
Epoch 220:   3%|▎         | 3/109 [00:19<11:13,  0.16it/s, v_num=6e0e]
Epoch 220:   4%|▎         | 4/109 [00:19<08:41,  0.20it/s, v_num=6e0e]
Epoch 220:   4%|▎         | 4/109 [00:19<08:41,  0.20it/s, v_num=6e0e]
Epoch 220:   5%|▍         | 5/109 [00:34<12:00,  0.14it/s, v_num=6e0e]
Epoch 220:   5%|▍         | 5/109 [00:34<12:00,  0.14it/s, v_num=6e0e]
Epoch 220:   6%|▌         | 6/109 [00:35<10:08,  0.17it/s, v_num=6e0e]
Epoch 220:   6%|▌         | 6/109 [00:35<10:08,  0.17it/s, v_num=6e0e]
Epoch 220:   6%|▋         | 7/109 [00:36<08:48,  0.19it/s, v_num=6e0e]
Epoch 220:   6%|▋         | 7/109 [00:36<08:48,  0.19it/s, v_num=6e0e]
Epoch 220:   7%|▋         | 8/109 [00:37<07:47,  0.22it/s, v_num=6e0e]
Epoch 220:   7%|▋         | 8/109 [00:37<07:47,  0.22it/s, v_num=6e0e]
Epoch 220:   8%|▊         | 9/109 [00:50<09:18,  0.18it/s, v_num=6e0e]
Epoch 220:   8%|▊         | 9/109 [00:50<09:18,  0.18it/s, v_num=6e0e]
Epoch 220:   9%|▉         | 10/109 [00:51<08:25,  0.20it/s, v_num=6e0e]
Epoch 220:   9%|▉         | 10/109 [00:51<08:25,  0.20it/s, v_num=6e0e]
Epoch 220:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 220:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 220:  11%|█         | 12/109 [00:52<07:05,  0.23it/s, v_num=6e0e]
Epoch 220:  11%|█         | 12/109 [00:52<07:05,  0.23it/s, v_num=6e0e]
Epoch 220:  12%|█▏        | 13/109 [01:07<08:15,  0.19it/s, v_num=6e0e]
Epoch 220:  12%|█▏        | 13/109 [01:07<08:15,  0.19it/s, v_num=6e0e]
Epoch 220:  13%|█▎        | 14/109 [01:07<07:41,  0.21it/s, v_num=6e0e]
Epoch 220:  13%|█▎        | 14/109 [01:07<07:41,  0.21it/s, v_num=6e0e]
Epoch 220:  14%|█▍        | 15/109 [01:08<07:10,  0.22it/s, v_num=6e0e]
Epoch 220:  14%|█▍        | 15/109 [01:08<07:10,  0.22it/s, v_num=6e0e]
Epoch 220:  15%|█▍        | 16/109 [01:09<06:44,  0.23it/s, v_num=6e0e]
Epoch 220:  15%|█▍        | 16/109 [01:09<06:44,  0.23it/s, v_num=6e0e]
Epoch 220:  16%|█▌        | 17/109 [01:24<07:35,  0.20it/s, v_num=6e0e]
Epoch 220:  16%|█▌        | 17/109 [01:24<07:35,  0.20it/s, v_num=6e0e]
Epoch 220:  17%|█▋        | 18/109 [01:25<07:09,  0.21it/s, v_num=6e0e]
Epoch 220:  17%|█▋        | 18/109 [01:25<07:09,  0.21it/s, v_num=6e0e]
Epoch 220:  17%|█▋        | 19/109 [01:25<06:46,  0.22it/s, v_num=6e0e]
Epoch 220:  17%|█▋        | 19/109 [01:25<06:46,  0.22it/s, v_num=6e0e]
Epoch 220:  18%|█▊        | 20/109 [01:26<06:25,  0.23it/s, v_num=6e0e]
Epoch 220:  18%|█▊        | 20/109 [01:26<06:25,  0.23it/s, v_num=6e0e]
Epoch 220:  19%|█▉        | 21/109 [01:41<07:05,  0.21it/s, v_num=6e0e]
Epoch 220:  19%|█▉        | 21/109 [01:41<07:05,  0.21it/s, v_num=6e0e]
Epoch 220:  20%|██        | 22/109 [01:42<06:44,  0.22it/s, v_num=6e0e]
Epoch 220:  20%|██        | 22/109 [01:42<06:44,  0.22it/s, v_num=6e0e]
Epoch 220:  21%|██        | 23/109 [01:43<06:25,  0.22it/s, v_num=6e0e]
Epoch 220:  21%|██        | 23/109 [01:43<06:25,  0.22it/s, v_num=6e0e]
Epoch 220:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 220:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 220:  23%|██▎       | 25/109 [01:57<06:34,  0.21it/s, v_num=6e0e]
Epoch 220:  23%|██▎       | 25/109 [01:57<06:34,  0.21it/s, v_num=6e0e]
Epoch 220:  24%|██▍       | 26/109 [01:58<06:17,  0.22it/s, v_num=6e0e]
Epoch 220:  24%|██▍       | 26/109 [01:58<06:17,  0.22it/s, v_num=6e0e]
Epoch 220:  25%|██▍       | 27/109 [01:58<06:01,  0.23it/s, v_num=6e0e]
Epoch 220:  25%|██▍       | 27/109 [01:58<06:01,  0.23it/s, v_num=6e0e]
Epoch 220:  26%|██▌       | 28/109 [01:59<05:46,  0.23it/s, v_num=6e0e]
Epoch 220:  26%|██▌       | 28/109 [01:59<05:46,  0.23it/s, v_num=6e0e]
Epoch 220:  27%|██▋       | 29/109 [02:12<06:05,  0.22it/s, v_num=6e0e]
Epoch 220:  27%|██▋       | 29/109 [02:12<06:05,  0.22it/s, v_num=6e0e]
Epoch 220:  28%|██▊       | 30/109 [02:13<05:51,  0.22it/s, v_num=6e0e]
Epoch 220:  28%|██▊       | 30/109 [02:13<05:51,  0.22it/s, v_num=6e0e]
Epoch 220:  28%|██▊       | 31/109 [02:14<05:37,  0.23it/s, v_num=6e0e]
Epoch 220:  28%|██▊       | 31/109 [02:14<05:37,  0.23it/s, v_num=6e0e]
Epoch 220:  29%|██▉       | 32/109 [02:15<05:24,  0.24it/s, v_num=6e0e]
Epoch 220:  29%|██▉       | 32/109 [02:15<05:24,  0.24it/s, v_num=6e0e]
Epoch 220:  30%|███       | 33/109 [02:30<05:46,  0.22it/s, v_num=6e0e]
Epoch 220:  30%|███       | 33/109 [02:30<05:46,  0.22it/s, v_num=6e0e]
Epoch 220:  31%|███       | 34/109 [02:31<05:33,  0.22it/s, v_num=6e0e]
Epoch 220:  31%|███       | 34/109 [02:31<05:33,  0.22it/s, v_num=6e0e]
Epoch 220:  32%|███▏      | 35/109 [02:32<05:21,  0.23it/s, v_num=6e0e]
Epoch 220:  32%|███▏      | 35/109 [02:32<05:21,  0.23it/s, v_num=6e0e]
Epoch 220:  33%|███▎      | 36/109 [02:33<05:10,  0.24it/s, v_num=6e0e]
Epoch 220:  33%|███▎      | 36/109 [02:33<05:10,  0.24it/s, v_num=6e0e]
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Epoch 220:  34%|███▍      | 37/109 [02:47<05:26,  0.22it/s, v_num=6e0e]
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Epoch 220:  37%|███▋      | 40/109 [02:50<04:53,  0.23it/s, v_num=6e0e]
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Epoch 220:  38%|███▊      | 41/109 [03:04<05:05,  0.22it/s, v_num=6e0e]
Epoch 220:  39%|███▊      | 42/109 [03:04<04:54,  0.23it/s, v_num=6e0e]
Epoch 220:  39%|███▊      | 42/109 [03:04<04:54,  0.23it/s, v_num=6e0e]
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Epoch 220:  42%|████▏     | 46/109 [03:22<04:36,  0.23it/s, v_num=6e0e]
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Epoch 220:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
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Epoch 220:  56%|█████▌    | 61/109 [04:26<03:29,  0.23it/s, v_num=6e0e]
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Epoch 220:  79%|███████▉  | 86/109 [06:11<01:39,  0.23it/s, v_num=6e0e]
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Epoch 220:  81%|████████  | 88/109 [06:13<01:29,  0.24it/s, v_num=6e0e]
Epoch 220:  81%|████████  | 88/109 [06:13<01:29,  0.24it/s, v_num=6e0e]
Epoch 220:  82%|████████▏ | 89/109 [06:26<01:26,  0.23it/s, v_num=6e0e]
Epoch 220:  82%|████████▏ | 89/109 [06:26<01:26,  0.23it/s, v_num=6e0e]
Epoch 220:  83%|████████▎ | 90/109 [06:27<01:21,  0.23it/s, v_num=6e0e]
Epoch 220:  83%|████████▎ | 90/109 [06:27<01:21,  0.23it/s, v_num=6e0e]
Epoch 220:  83%|████████▎ | 91/109 [06:27<01:16,  0.23it/s, v_num=6e0e]
Epoch 220:  83%|████████▎ | 91/109 [06:27<01:16,  0.23it/s, v_num=6e0e]
Epoch 220:  84%|████████▍ | 92/109 [06:28<01:11,  0.24it/s, v_num=6e0e]
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Epoch 220:  86%|████████▌ | 94/109 [06:43<01:04,  0.23it/s, v_num=6e0e]
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Epoch 220:  87%|████████▋ | 95/109 [06:43<00:59,  0.24it/s, v_num=6e0e]
Epoch 220:  87%|████████▋ | 95/109 [06:43<00:59,  0.24it/s, v_num=6e0e]
Epoch 220:  88%|████████▊ | 96/109 [06:44<00:54,  0.24it/s, v_num=6e0e]
Epoch 220:  88%|████████▊ | 96/109 [06:44<00:54,  0.24it/s, v_num=6e0e]
Epoch 220:  89%|████████▉ | 97/109 [06:58<00:51,  0.23it/s, v_num=6e0e]
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Epoch 220:  92%|█████████▏| 100/109 [07:00<00:37,  0.24it/s, v_num=6e0e]
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Epoch 220:  95%|█████████▌| 104/109 [07:16<00:20,  0.24it/s, v_num=6e0e]
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Epoch 220:  96%|█████████▋| 105/109 [07:28<00:17,  0.23it/s, v_num=6e0e]
Epoch 220:  96%|█████████▋| 105/109 [07:28<00:17,  0.23it/s, v_num=6e0e]
Epoch 220:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 220:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 220:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 220:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
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Epoch 220: 100%|██████████| 109/109 [07:43<00:00,  0.24it/s, v_num=6e0e]
Epoch 220: 100%|██████████| 109/109 [07:43<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.96it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 220: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 220: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
Epoch 220:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 221:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 221:   1%|          | 1/109 [00:17<30:54,  0.06it/s, v_num=6e0e]
Epoch 221:   2%|▏         | 2/109 [00:18<16:34,  0.11it/s, v_num=6e0e]
Epoch 221:   2%|▏         | 2/109 [00:18<16:34,  0.11it/s, v_num=6e0e]
Epoch 221:   3%|▎         | 3/109 [00:19<11:22,  0.16it/s, v_num=6e0e]
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Epoch 221:   4%|▎         | 4/109 [00:20<08:46,  0.20it/s, v_num=6e0e]
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Epoch 221:   5%|▍         | 5/109 [00:35<12:13,  0.14it/s, v_num=6e0e]
Epoch 221:   5%|▍         | 5/109 [00:35<12:13,  0.14it/s, v_num=6e0e]
Epoch 221:   6%|▌         | 6/109 [00:36<10:20,  0.17it/s, v_num=6e0e]
Epoch 221:   6%|▌         | 6/109 [00:36<10:20,  0.17it/s, v_num=6e0e]
Epoch 221:   6%|▋         | 7/109 [00:36<08:58,  0.19it/s, v_num=6e0e]
Epoch 221:   6%|▋         | 7/109 [00:36<08:58,  0.19it/s, v_num=6e0e]
Epoch 221:   7%|▋         | 8/109 [00:37<07:56,  0.21it/s, v_num=6e0e]
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Epoch 221:   8%|▊         | 9/109 [00:51<09:36,  0.17it/s, v_num=6e0e]
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Epoch 221:   9%|▉         | 10/109 [00:52<08:41,  0.19it/s, v_num=6e0e]
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Epoch 221:  10%|█         | 11/109 [00:53<07:56,  0.21it/s, v_num=6e0e]
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Epoch 221:  11%|█         | 12/109 [00:54<07:18,  0.22it/s, v_num=6e0e]
Epoch 221:  11%|█         | 12/109 [00:54<07:18,  0.22it/s, v_num=6e0e]
Epoch 221:  12%|█▏        | 13/109 [01:07<08:22,  0.19it/s, v_num=6e0e]
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Epoch 221:  13%|█▎        | 14/109 [01:09<07:50,  0.20it/s, v_num=6e0e]
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Epoch 221:  14%|█▍        | 15/109 [01:10<07:19,  0.21it/s, v_num=6e0e]
Epoch 221:  14%|█▍        | 15/109 [01:10<07:19,  0.21it/s, v_num=6e0e]
Epoch 221:  15%|█▍        | 16/109 [01:10<06:51,  0.23it/s, v_num=6e0e]
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Epoch 221:  20%|██        | 22/109 [01:42<06:47,  0.21it/s, v_num=6e0e]
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Epoch 221:  21%|██        | 23/109 [01:43<06:28,  0.22it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 221: 100%|██████████| 109/109 [08:00<00:00,  0.23it/s, v_num=6e0e]
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Epoch 222:  86%|████████▌ | 94/109 [06:42<01:04,  0.23it/s, v_num=6e0e]
Epoch 222:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 222:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 222:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
Epoch 222:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
Epoch 222:  89%|████████▉ | 97/109 [06:58<00:51,  0.23it/s, v_num=6e0e]
Epoch 222:  89%|████████▉ | 97/109 [06:58<00:51,  0.23it/s, v_num=6e0e]
Epoch 222:  90%|████████▉ | 98/109 [06:59<00:47,  0.23it/s, v_num=6e0e]
Epoch 222:  90%|████████▉ | 98/109 [06:59<00:47,  0.23it/s, v_num=6e0e]
Epoch 222:  91%|█████████ | 99/109 [06:59<00:42,  0.24it/s, v_num=6e0e]
Epoch 222:  91%|█████████ | 99/109 [06:59<00:42,  0.24it/s, v_num=6e0e]
Epoch 222:  92%|█████████▏| 100/109 [07:00<00:37,  0.24it/s, v_num=6e0e]
Epoch 222:  92%|█████████▏| 100/109 [07:00<00:37,  0.24it/s, v_num=6e0e]
Epoch 222:  93%|█████████▎| 101/109 [07:15<00:34,  0.23it/s, v_num=6e0e]
Epoch 222:  93%|█████████▎| 101/109 [07:15<00:34,  0.23it/s, v_num=6e0e]
Epoch 222:  94%|█████████▎| 102/109 [07:15<00:29,  0.23it/s, v_num=6e0e]
Epoch 222:  94%|█████████▎| 102/109 [07:15<00:29,  0.23it/s, v_num=6e0e]
Epoch 222:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
Epoch 222:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
Epoch 222:  95%|█████████▌| 104/109 [07:17<00:21,  0.24it/s, v_num=6e0e]
Epoch 222:  95%|█████████▌| 104/109 [07:17<00:21,  0.24it/s, v_num=6e0e]
Epoch 222:  96%|█████████▋| 105/109 [07:31<00:17,  0.23it/s, v_num=6e0e]
Epoch 222:  96%|█████████▋| 105/109 [07:31<00:17,  0.23it/s, v_num=6e0e]
Epoch 222:  97%|█████████▋| 106/109 [07:31<00:12,  0.23it/s, v_num=6e0e]
Epoch 222:  97%|█████████▋| 106/109 [07:31<00:12,  0.23it/s, v_num=6e0e]
Epoch 222:  98%|█████████▊| 107/109 [07:32<00:08,  0.24it/s, v_num=6e0e]
Epoch 222:  98%|█████████▊| 107/109 [07:32<00:08,  0.24it/s, v_num=6e0e]
Epoch 222:  99%|█████████▉| 108/109 [07:33<00:04,  0.24it/s, v_num=6e0e]
Epoch 222:  99%|█████████▉| 108/109 [07:33<00:04,  0.24it/s, v_num=6e0e]
Epoch 222: 100%|██████████| 109/109 [07:45<00:00,  0.23it/s, v_num=6e0e]
Epoch 222: 100%|██████████| 109/109 [07:45<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.93it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.88it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.90it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.91it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.92it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.90it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 222: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
Epoch 222: 100%|██████████| 109/109 [08:03<00:00,  0.23it/s, v_num=6e0e]
Epoch 222:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 223:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 223:   1%|          | 1/109 [00:17<30:49,  0.06it/s, v_num=6e0e]
Epoch 223:   1%|          | 1/109 [00:17<30:49,  0.06it/s, v_num=6e0e]
Epoch 223:   2%|▏         | 2/109 [00:17<15:55,  0.11it/s, v_num=6e0e]
Epoch 223:   2%|▏         | 2/109 [00:17<15:55,  0.11it/s, v_num=6e0e]
Epoch 223:   3%|▎         | 3/109 [00:18<10:56,  0.16it/s, v_num=6e0e]
Epoch 223:   3%|▎         | 3/109 [00:18<10:56,  0.16it/s, v_num=6e0e]
Epoch 223:   4%|▎         | 4/109 [00:19<08:26,  0.21it/s, v_num=6e0e]
Epoch 223:   4%|▎         | 4/109 [00:19<08:26,  0.21it/s, v_num=6e0e]
Epoch 223:   5%|▍         | 5/109 [00:32<11:15,  0.15it/s, v_num=6e0e]
Epoch 223:   5%|▍         | 5/109 [00:32<11:15,  0.15it/s, v_num=6e0e]
Epoch 223:   6%|▌         | 6/109 [00:33<09:30,  0.18it/s, v_num=6e0e]
Epoch 223:   6%|▌         | 6/109 [00:33<09:30,  0.18it/s, v_num=6e0e]
Epoch 223:   6%|▋         | 7/109 [00:34<08:16,  0.21it/s, v_num=6e0e]
Epoch 223:   6%|▋         | 7/109 [00:34<08:16,  0.21it/s, v_num=6e0e]
Epoch 223:   7%|▋         | 8/109 [00:34<07:20,  0.23it/s, v_num=6e0e]
Epoch 223:   7%|▋         | 8/109 [00:34<07:20,  0.23it/s, v_num=6e0e]
Epoch 223:   8%|▊         | 9/109 [00:47<08:47,  0.19it/s, v_num=6e0e]
Epoch 223:   8%|▊         | 9/109 [00:47<08:47,  0.19it/s, v_num=6e0e]
Epoch 223:   9%|▉         | 10/109 [00:48<07:58,  0.21it/s, v_num=6e0e]
Epoch 223:   9%|▉         | 10/109 [00:48<07:58,  0.21it/s, v_num=6e0e]
Epoch 223:  10%|█         | 11/109 [00:49<07:19,  0.22it/s, v_num=6e0e]
Epoch 223:  10%|█         | 11/109 [00:49<07:19,  0.22it/s, v_num=6e0e]
Epoch 223:  11%|█         | 12/109 [00:51<06:55,  0.23it/s, v_num=6e0e]
Epoch 223:  11%|█         | 12/109 [00:51<06:55,  0.23it/s, v_num=6e0e]
Epoch 223:  12%|█▏        | 13/109 [01:04<07:56,  0.20it/s, v_num=6e0e]
Epoch 223:  12%|█▏        | 13/109 [01:04<07:56,  0.20it/s, v_num=6e0e]
Epoch 223:  13%|█▎        | 14/109 [01:05<07:23,  0.21it/s, v_num=6e0e]
Epoch 223:  13%|█▎        | 14/109 [01:05<07:23,  0.21it/s, v_num=6e0e]
Epoch 223:  14%|█▍        | 15/109 [01:06<06:54,  0.23it/s, v_num=6e0e]
Epoch 223:  14%|█▍        | 15/109 [01:06<06:54,  0.23it/s, v_num=6e0e]
Epoch 223:  15%|█▍        | 16/109 [01:08<06:37,  0.23it/s, v_num=6e0e]
Epoch 223:  15%|█▍        | 16/109 [01:08<06:37,  0.23it/s, v_num=6e0e]
Epoch 223:  16%|█▌        | 17/109 [01:21<07:22,  0.21it/s, v_num=6e0e]
Epoch 223:  16%|█▌        | 17/109 [01:21<07:22,  0.21it/s, v_num=6e0e]
Epoch 223:  17%|█▋        | 18/109 [01:22<06:57,  0.22it/s, v_num=6e0e]
Epoch 223:  17%|█▋        | 18/109 [01:22<06:57,  0.22it/s, v_num=6e0e]
Epoch 223:  17%|█▋        | 19/109 [01:23<06:37,  0.23it/s, v_num=6e0e]
Epoch 223:  17%|█▋        | 19/109 [01:23<06:37,  0.23it/s, v_num=6e0e]
Epoch 223:  18%|█▊        | 20/109 [01:27<06:31,  0.23it/s, v_num=6e0e]
Epoch 223:  18%|█▊        | 20/109 [01:27<06:31,  0.23it/s, v_num=6e0e]
Epoch 223:  19%|█▉        | 21/109 [01:36<06:44,  0.22it/s, v_num=6e0e]
Epoch 223:  19%|█▉        | 21/109 [01:36<06:44,  0.22it/s, v_num=6e0e]
Epoch 223:  20%|██        | 22/109 [01:37<06:25,  0.23it/s, v_num=6e0e]
Epoch 223:  20%|██        | 22/109 [01:37<06:25,  0.23it/s, v_num=6e0e]
Epoch 223:  21%|██        | 23/109 [01:40<06:14,  0.23it/s, v_num=6e0e]
Epoch 223:  21%|██        | 23/109 [01:40<06:14,  0.23it/s, v_num=6e0e]
Epoch 223:  22%|██▏       | 24/109 [01:44<06:08,  0.23it/s, v_num=6e0e]
Epoch 223:  22%|██▏       | 24/109 [01:44<06:08,  0.23it/s, v_num=6e0e]
Epoch 223:  23%|██▎       | 25/109 [01:54<06:25,  0.22it/s, v_num=6e0e]
Epoch 223:  23%|██▎       | 25/109 [01:54<06:25,  0.22it/s, v_num=6e0e]
Epoch 223:  24%|██▍       | 26/109 [01:55<06:09,  0.22it/s, v_num=6e0e]
Epoch 223:  24%|██▍       | 26/109 [01:55<06:09,  0.22it/s, v_num=6e0e]
Epoch 223:  25%|██▍       | 27/109 [01:56<05:54,  0.23it/s, v_num=6e0e]
Epoch 223:  25%|██▍       | 27/109 [01:56<05:54,  0.23it/s, v_num=6e0e]
Epoch 223:  26%|██▌       | 28/109 [02:01<05:51,  0.23it/s, v_num=6e0e]
Epoch 223:  26%|██▌       | 28/109 [02:01<05:51,  0.23it/s, v_num=6e0e]
Epoch 223:  27%|██▋       | 29/109 [02:13<06:09,  0.22it/s, v_num=6e0e]
Epoch 223:  27%|██▋       | 29/109 [02:13<06:09,  0.22it/s, v_num=6e0e]
Epoch 223:  28%|██▊       | 30/109 [02:14<05:54,  0.22it/s, v_num=6e0e]
Epoch 223:  28%|██▊       | 30/109 [02:14<05:54,  0.22it/s, v_num=6e0e]
Epoch 223:  28%|██▊       | 31/109 [02:15<05:40,  0.23it/s, v_num=6e0e]
Epoch 223:  28%|██▊       | 31/109 [02:15<05:40,  0.23it/s, v_num=6e0e]
Epoch 223:  29%|██▉       | 32/109 [02:18<05:33,  0.23it/s, v_num=6e0e]
Epoch 223:  29%|██▉       | 32/109 [02:18<05:33,  0.23it/s, v_num=6e0e]
Epoch 223:  30%|███       | 33/109 [02:28<05:41,  0.22it/s, v_num=6e0e]
Epoch 223:  30%|███       | 33/109 [02:28<05:41,  0.22it/s, v_num=6e0e]
Epoch 223:  31%|███       | 34/109 [02:29<05:29,  0.23it/s, v_num=6e0e]
Epoch 223:  31%|███       | 34/109 [02:29<05:29,  0.23it/s, v_num=6e0e]
Epoch 223:  32%|███▏      | 35/109 [02:30<05:19,  0.23it/s, v_num=6e0e]
Epoch 223:  32%|███▏      | 35/109 [02:30<05:19,  0.23it/s, v_num=6e0e]
Epoch 223:  33%|███▎      | 36/109 [02:35<05:15,  0.23it/s, v_num=6e0e]
Epoch 223:  33%|███▎      | 36/109 [02:35<05:15,  0.23it/s, v_num=6e0e]
Epoch 223:  34%|███▍      | 37/109 [02:44<05:19,  0.23it/s, v_num=6e0e]
Epoch 223:  34%|███▍      | 37/109 [02:44<05:19,  0.23it/s, v_num=6e0e]
Epoch 223:  35%|███▍      | 38/109 [02:45<05:08,  0.23it/s, v_num=6e0e]
Epoch 223:  35%|███▍      | 38/109 [02:45<05:08,  0.23it/s, v_num=6e0e]
Epoch 223:  36%|███▌      | 39/109 [02:47<04:59,  0.23it/s, v_num=6e0e]
Epoch 223:  36%|███▌      | 39/109 [02:47<04:59,  0.23it/s, v_num=6e0e]
Epoch 223:  37%|███▋      | 40/109 [02:53<04:58,  0.23it/s, v_num=6e0e]
Epoch 223:  37%|███▋      | 40/109 [02:53<04:58,  0.23it/s, v_num=6e0e]
Epoch 223:  38%|███▊      | 41/109 [03:01<05:00,  0.23it/s, v_num=6e0e]
Epoch 223:  38%|███▊      | 41/109 [03:01<05:00,  0.23it/s, v_num=6e0e]
Epoch 223:  39%|███▊      | 42/109 [03:01<04:50,  0.23it/s, v_num=6e0e]
Epoch 223:  39%|███▊      | 42/109 [03:01<04:50,  0.23it/s, v_num=6e0e]
Epoch 223:  39%|███▉      | 43/109 [03:03<04:41,  0.23it/s, v_num=6e0e]
Epoch 223:  39%|███▉      | 43/109 [03:03<04:41,  0.23it/s, v_num=6e0e]
Epoch 223:  40%|████      | 44/109 [03:11<04:42,  0.23it/s, v_num=6e0e]
Epoch 223:  40%|████      | 44/109 [03:11<04:42,  0.23it/s, v_num=6e0e]
Epoch 223:  41%|████▏     | 45/109 [03:16<04:39,  0.23it/s, v_num=6e0e]
Epoch 223:  41%|████▏     | 45/109 [03:16<04:39,  0.23it/s, v_num=6e0e]
Epoch 223:  42%|████▏     | 46/109 [03:17<04:30,  0.23it/s, v_num=6e0e]
Epoch 223:  42%|████▏     | 46/109 [03:17<04:30,  0.23it/s, v_num=6e0e]
Epoch 223:  43%|████▎     | 47/109 [03:18<04:21,  0.24it/s, v_num=6e0e]
Epoch 223:  43%|████▎     | 47/109 [03:18<04:21,  0.24it/s, v_num=6e0e]
Epoch 223:  44%|████▍     | 48/109 [03:26<04:22,  0.23it/s, v_num=6e0e]
Epoch 223:  44%|████▍     | 48/109 [03:26<04:22,  0.23it/s, v_num=6e0e]
Epoch 223:  45%|████▍     | 49/109 [03:31<04:18,  0.23it/s, v_num=6e0e]
Epoch 223:  45%|████▍     | 49/109 [03:31<04:18,  0.23it/s, v_num=6e0e]
Epoch 223:  46%|████▌     | 50/109 [03:31<04:10,  0.24it/s, v_num=6e0e]
Epoch 223:  46%|████▌     | 50/109 [03:31<04:10,  0.24it/s, v_num=6e0e]
Epoch 223:  47%|████▋     | 51/109 [03:32<04:01,  0.24it/s, v_num=6e0e]
Epoch 223:  47%|████▋     | 51/109 [03:32<04:01,  0.24it/s, v_num=6e0e]
Epoch 223:  48%|████▊     | 52/109 [03:43<04:05,  0.23it/s, v_num=6e0e]
Epoch 223:  48%|████▊     | 52/109 [03:43<04:05,  0.23it/s, v_num=6e0e]
Epoch 223:  49%|████▊     | 53/109 [03:47<04:00,  0.23it/s, v_num=6e0e]
Epoch 223:  49%|████▊     | 53/109 [03:47<04:00,  0.23it/s, v_num=6e0e]
Epoch 223:  50%|████▉     | 54/109 [03:48<03:52,  0.24it/s, v_num=6e0e]
Epoch 223:  50%|████▉     | 54/109 [03:48<03:52,  0.24it/s, v_num=6e0e]
Epoch 223:  50%|█████     | 55/109 [03:50<03:45,  0.24it/s, v_num=6e0e]
Epoch 223:  50%|█████     | 55/109 [03:50<03:45,  0.24it/s, v_num=6e0e]
Epoch 223:  51%|█████▏    | 56/109 [03:59<03:46,  0.23it/s, v_num=6e0e]
Epoch 223:  51%|█████▏    | 56/109 [03:59<03:46,  0.23it/s, v_num=6e0e]
Epoch 223:  52%|█████▏    | 57/109 [04:03<03:42,  0.23it/s, v_num=6e0e]
Epoch 223:  52%|█████▏    | 57/109 [04:03<03:42,  0.23it/s, v_num=6e0e]
Epoch 223:  53%|█████▎    | 58/109 [04:04<03:35,  0.24it/s, v_num=6e0e]
Epoch 223:  53%|█████▎    | 58/109 [04:04<03:35,  0.24it/s, v_num=6e0e]
Epoch 223:  54%|█████▍    | 59/109 [04:07<03:29,  0.24it/s, v_num=6e0e]
Epoch 223:  54%|█████▍    | 59/109 [04:07<03:29,  0.24it/s, v_num=6e0e]
Epoch 223:  55%|█████▌    | 60/109 [04:16<03:29,  0.23it/s, v_num=6e0e]
Epoch 223:  55%|█████▌    | 60/109 [04:16<03:29,  0.23it/s, v_num=6e0e]
Epoch 223:  56%|█████▌    | 61/109 [04:20<03:24,  0.23it/s, v_num=6e0e]
Epoch 223:  56%|█████▌    | 61/109 [04:20<03:24,  0.23it/s, v_num=6e0e]
Epoch 223:  57%|█████▋    | 62/109 [04:21<03:17,  0.24it/s, v_num=6e0e]
Epoch 223:  57%|█████▋    | 62/109 [04:21<03:17,  0.24it/s, v_num=6e0e]
Epoch 223:  58%|█████▊    | 63/109 [04:24<03:13,  0.24it/s, v_num=6e0e]
Epoch 223:  58%|█████▊    | 63/109 [04:24<03:13,  0.24it/s, v_num=6e0e]
Epoch 223:  59%|█████▊    | 64/109 [04:33<03:12,  0.23it/s, v_num=6e0e]
Epoch 223:  59%|█████▊    | 64/109 [04:33<03:12,  0.23it/s, v_num=6e0e]
Epoch 223:  60%|█████▉    | 65/109 [04:36<03:07,  0.23it/s, v_num=6e0e]
Epoch 223:  60%|█████▉    | 65/109 [04:36<03:07,  0.23it/s, v_num=6e0e]
Epoch 223:  61%|██████    | 66/109 [04:37<03:00,  0.24it/s, v_num=6e0e]
Epoch 223:  61%|██████    | 66/109 [04:37<03:00,  0.24it/s, v_num=6e0e]
Epoch 223:  61%|██████▏   | 67/109 [04:40<02:55,  0.24it/s, v_num=6e0e]
Epoch 223:  61%|██████▏   | 67/109 [04:40<02:55,  0.24it/s, v_num=6e0e]
Epoch 223:  62%|██████▏   | 68/109 [04:50<02:55,  0.23it/s, v_num=6e0e]
Epoch 223:  62%|██████▏   | 68/109 [04:50<02:55,  0.23it/s, v_num=6e0e]
Epoch 223:  63%|██████▎   | 69/109 [04:53<02:50,  0.24it/s, v_num=6e0e]
Epoch 223:  63%|██████▎   | 69/109 [04:53<02:50,  0.24it/s, v_num=6e0e]
Epoch 223:  64%|██████▍   | 70/109 [04:54<02:44,  0.24it/s, v_num=6e0e]
Epoch 223:  64%|██████▍   | 70/109 [04:54<02:44,  0.24it/s, v_num=6e0e]
Epoch 223:  65%|██████▌   | 71/109 [04:56<02:38,  0.24it/s, v_num=6e0e]
Epoch 223:  65%|██████▌   | 71/109 [04:56<02:38,  0.24it/s, v_num=6e0e]
Epoch 223:  66%|██████▌   | 72/109 [05:06<02:37,  0.23it/s, v_num=6e0e]
Epoch 223:  66%|██████▌   | 72/109 [05:06<02:37,  0.23it/s, v_num=6e0e]
Epoch 223:  67%|██████▋   | 73/109 [05:09<02:32,  0.24it/s, v_num=6e0e]
Epoch 223:  67%|██████▋   | 73/109 [05:09<02:32,  0.24it/s, v_num=6e0e]
Epoch 223:  68%|██████▊   | 74/109 [05:10<02:26,  0.24it/s, v_num=6e0e]
Epoch 223:  68%|██████▊   | 74/109 [05:10<02:26,  0.24it/s, v_num=6e0e]
Epoch 223:  69%|██████▉   | 75/109 [05:13<02:21,  0.24it/s, v_num=6e0e]
Epoch 223:  69%|██████▉   | 75/109 [05:13<02:21,  0.24it/s, v_num=6e0e]
Epoch 223:  70%|██████▉   | 76/109 [05:23<02:20,  0.23it/s, v_num=6e0e]
Epoch 223:  70%|██████▉   | 76/109 [05:23<02:20,  0.23it/s, v_num=6e0e]
Epoch 223:  71%|███████   | 77/109 [05:26<02:15,  0.24it/s, v_num=6e0e]
Epoch 223:  71%|███████   | 77/109 [05:26<02:15,  0.24it/s, v_num=6e0e]
Epoch 223:  72%|███████▏  | 78/109 [05:26<02:09,  0.24it/s, v_num=6e0e]
Epoch 223:  72%|███████▏  | 78/109 [05:26<02:09,  0.24it/s, v_num=6e0e]
Epoch 223:  72%|███████▏  | 79/109 [05:30<02:05,  0.24it/s, v_num=6e0e]
Epoch 223:  72%|███████▏  | 79/109 [05:30<02:05,  0.24it/s, v_num=6e0e]
Epoch 223:  73%|███████▎  | 80/109 [05:40<02:03,  0.24it/s, v_num=6e0e]
Epoch 223:  73%|███████▎  | 80/109 [05:40<02:03,  0.24it/s, v_num=6e0e]
Epoch 223:  74%|███████▍  | 81/109 [05:41<01:58,  0.24it/s, v_num=6e0e]
Epoch 223:  74%|███████▍  | 81/109 [05:41<01:58,  0.24it/s, v_num=6e0e]
Epoch 223:  75%|███████▌  | 82/109 [05:42<01:52,  0.24it/s, v_num=6e0e]
Epoch 223:  75%|███████▌  | 82/109 [05:42<01:52,  0.24it/s, v_num=6e0e]
Epoch 223:  76%|███████▌  | 83/109 [05:46<01:48,  0.24it/s, v_num=6e0e]
Epoch 223:  76%|███████▌  | 83/109 [05:46<01:48,  0.24it/s, v_num=6e0e]
Epoch 223:  77%|███████▋  | 84/109 [05:55<01:45,  0.24it/s, v_num=6e0e]
Epoch 223:  77%|███████▋  | 84/109 [05:55<01:45,  0.24it/s, v_num=6e0e]
Epoch 223:  78%|███████▊  | 85/109 [05:59<01:41,  0.24it/s, v_num=6e0e]
Epoch 223:  78%|███████▊  | 85/109 [05:59<01:41,  0.24it/s, v_num=6e0e]
Epoch 223:  79%|███████▉  | 86/109 [05:59<01:36,  0.24it/s, v_num=6e0e]
Epoch 223:  79%|███████▉  | 86/109 [05:59<01:36,  0.24it/s, v_num=6e0e]
Epoch 223:  80%|███████▉  | 87/109 [06:05<01:32,  0.24it/s, v_num=6e0e]
Epoch 223:  80%|███████▉  | 87/109 [06:05<01:32,  0.24it/s, v_num=6e0e]
Epoch 223:  81%|████████  | 88/109 [06:11<01:28,  0.24it/s, v_num=6e0e]
Epoch 223:  81%|████████  | 88/109 [06:11<01:28,  0.24it/s, v_num=6e0e]
Epoch 223:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
Epoch 223:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
Epoch 223:  83%|████████▎ | 90/109 [06:15<01:19,  0.24it/s, v_num=6e0e]
Epoch 223:  83%|████████▎ | 90/109 [06:15<01:19,  0.24it/s, v_num=6e0e]
Epoch 223:  83%|████████▎ | 91/109 [06:20<01:15,  0.24it/s, v_num=6e0e]
Epoch 223:  83%|████████▎ | 91/109 [06:20<01:15,  0.24it/s, v_num=6e0e]
Epoch 223:  84%|████████▍ | 92/109 [06:29<01:11,  0.24it/s, v_num=6e0e]
Epoch 223:  84%|████████▍ | 92/109 [06:29<01:11,  0.24it/s, v_num=6e0e]
Epoch 223:  85%|████████▌ | 93/109 [06:31<01:07,  0.24it/s, v_num=6e0e]
Epoch 223:  85%|████████▌ | 93/109 [06:31<01:07,  0.24it/s, v_num=6e0e]
Epoch 223:  86%|████████▌ | 94/109 [06:32<01:02,  0.24it/s, v_num=6e0e]
Epoch 223:  86%|████████▌ | 94/109 [06:32<01:02,  0.24it/s, v_num=6e0e]
Epoch 223:  87%|████████▋ | 95/109 [06:36<00:58,  0.24it/s, v_num=6e0e]
Epoch 223:  87%|████████▋ | 95/109 [06:36<00:58,  0.24it/s, v_num=6e0e]
Epoch 223:  88%|████████▊ | 96/109 [06:44<00:54,  0.24it/s, v_num=6e0e]
Epoch 223:  88%|████████▊ | 96/109 [06:44<00:54,  0.24it/s, v_num=6e0e]
Epoch 223:  89%|████████▉ | 97/109 [06:48<00:50,  0.24it/s, v_num=6e0e]
Epoch 223:  89%|████████▉ | 97/109 [06:48<00:50,  0.24it/s, v_num=6e0e]
Epoch 223:  90%|████████▉ | 98/109 [06:49<00:45,  0.24it/s, v_num=6e0e]
Epoch 223:  90%|████████▉ | 98/109 [06:49<00:45,  0.24it/s, v_num=6e0e]
Epoch 223:  91%|█████████ | 99/109 [06:55<00:41,  0.24it/s, v_num=6e0e]
Epoch 223:  91%|█████████ | 99/109 [06:55<00:41,  0.24it/s, v_num=6e0e]
Epoch 223:  92%|█████████▏| 100/109 [07:00<00:37,  0.24it/s, v_num=6e0e]
Epoch 223:  92%|█████████▏| 100/109 [07:00<00:37,  0.24it/s, v_num=6e0e]
Epoch 223:  93%|█████████▎| 101/109 [07:04<00:33,  0.24it/s, v_num=6e0e]
Epoch 223:  93%|█████████▎| 101/109 [07:04<00:33,  0.24it/s, v_num=6e0e]
Epoch 223:  94%|█████████▎| 102/109 [07:05<00:29,  0.24it/s, v_num=6e0e]
Epoch 223:  94%|█████████▎| 102/109 [07:05<00:29,  0.24it/s, v_num=6e0e]
Epoch 223:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 223:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 223:  95%|█████████▌| 104/109 [07:16<00:21,  0.24it/s, v_num=6e0e]
Epoch 223:  95%|█████████▌| 104/109 [07:16<00:21,  0.24it/s, v_num=6e0e]
Epoch 223:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 223:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 223:  97%|█████████▋| 106/109 [07:22<00:12,  0.24it/s, v_num=6e0e]
Epoch 223:  97%|█████████▋| 106/109 [07:22<00:12,  0.24it/s, v_num=6e0e]
Epoch 223:  98%|█████████▊| 107/109 [07:29<00:08,  0.24it/s, v_num=6e0e]
Epoch 223:  98%|█████████▊| 107/109 [07:29<00:08,  0.24it/s, v_num=6e0e]
Epoch 223:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 223:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 223: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]
Epoch 223: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.90it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.92it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.93it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 223: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 223: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 223:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 224:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 224:   1%|          | 1/109 [00:16<30:34,  0.06it/s, v_num=6e0e]
Epoch 224:   1%|          | 1/109 [00:16<30:34,  0.06it/s, v_num=6e0e]
Epoch 224:   2%|▏         | 2/109 [00:17<15:52,  0.11it/s, v_num=6e0e]
Epoch 224:   2%|▏         | 2/109 [00:17<15:52,  0.11it/s, v_num=6e0e]
Epoch 224:   3%|▎         | 3/109 [00:18<10:57,  0.16it/s, v_num=6e0e]
Epoch 224:   3%|▎         | 3/109 [00:18<10:57,  0.16it/s, v_num=6e0e]
Epoch 224:   4%|▎         | 4/109 [00:19<08:29,  0.21it/s, v_num=6e0e]
Epoch 224:   4%|▎         | 4/109 [00:19<08:29,  0.21it/s, v_num=6e0e]
Epoch 224:   5%|▍         | 5/109 [00:33<11:42,  0.15it/s, v_num=6e0e]
Epoch 224:   5%|▍         | 5/109 [00:33<11:42,  0.15it/s, v_num=6e0e]
Epoch 224:   6%|▌         | 6/109 [00:34<09:54,  0.17it/s, v_num=6e0e]
Epoch 224:   6%|▌         | 6/109 [00:34<09:54,  0.17it/s, v_num=6e0e]
Epoch 224:   6%|▋         | 7/109 [00:35<08:36,  0.20it/s, v_num=6e0e]
Epoch 224:   6%|▋         | 7/109 [00:35<08:36,  0.20it/s, v_num=6e0e]
Epoch 224:   7%|▋         | 8/109 [00:36<07:37,  0.22it/s, v_num=6e0e]
Epoch 224:   7%|▋         | 8/109 [00:36<07:37,  0.22it/s, v_num=6e0e]
Epoch 224:   8%|▊         | 9/109 [00:51<09:33,  0.17it/s, v_num=6e0e]
Epoch 224:   8%|▊         | 9/109 [00:51<09:33,  0.17it/s, v_num=6e0e]
Epoch 224:   9%|▉         | 10/109 [00:52<08:39,  0.19it/s, v_num=6e0e]
Epoch 224:   9%|▉         | 10/109 [00:52<08:39,  0.19it/s, v_num=6e0e]
Epoch 224:  10%|█         | 11/109 [00:53<07:54,  0.21it/s, v_num=6e0e]
Epoch 224:  10%|█         | 11/109 [00:53<07:54,  0.21it/s, v_num=6e0e]
Epoch 224:  11%|█         | 12/109 [00:54<07:17,  0.22it/s, v_num=6e0e]
Epoch 224:  11%|█         | 12/109 [00:54<07:17,  0.22it/s, v_num=6e0e]
Epoch 224:  12%|█▏        | 13/109 [01:09<08:30,  0.19it/s, v_num=6e0e]
Epoch 224:  12%|█▏        | 13/109 [01:09<08:30,  0.19it/s, v_num=6e0e]
Epoch 224:  13%|█▎        | 14/109 [01:09<07:54,  0.20it/s, v_num=6e0e]
Epoch 224:  13%|█▎        | 14/109 [01:09<07:54,  0.20it/s, v_num=6e0e]
Epoch 224:  14%|█▍        | 15/109 [01:10<07:23,  0.21it/s, v_num=6e0e]
Epoch 224:  14%|█▍        | 15/109 [01:10<07:23,  0.21it/s, v_num=6e0e]
Epoch 224:  15%|█▍        | 16/109 [01:11<06:55,  0.22it/s, v_num=6e0e]
Epoch 224:  15%|█▍        | 16/109 [01:11<06:55,  0.22it/s, v_num=6e0e]
Epoch 224:  16%|█▌        | 17/109 [01:27<07:51,  0.20it/s, v_num=6e0e]
Epoch 224:  16%|█▌        | 17/109 [01:27<07:51,  0.20it/s, v_num=6e0e]
Epoch 224:  17%|█▋        | 18/109 [01:27<07:24,  0.20it/s, v_num=6e0e]
Epoch 224:  17%|█▋        | 18/109 [01:27<07:24,  0.20it/s, v_num=6e0e]
Epoch 224:  17%|█▋        | 19/109 [01:28<07:00,  0.21it/s, v_num=6e0e]
Epoch 224:  17%|█▋        | 19/109 [01:28<07:00,  0.21it/s, v_num=6e0e]
Epoch 224:  18%|█▊        | 20/109 [01:29<06:38,  0.22it/s, v_num=6e0e]
Epoch 224:  18%|█▊        | 20/109 [01:29<06:38,  0.22it/s, v_num=6e0e]
Epoch 224:  19%|█▉        | 21/109 [01:42<07:08,  0.21it/s, v_num=6e0e]
Epoch 224:  19%|█▉        | 21/109 [01:42<07:08,  0.21it/s, v_num=6e0e]
Epoch 224:  20%|██        | 22/109 [01:42<06:47,  0.21it/s, v_num=6e0e]
Epoch 224:  20%|██        | 22/109 [01:42<06:47,  0.21it/s, v_num=6e0e]
Epoch 224:  21%|██        | 23/109 [01:43<06:28,  0.22it/s, v_num=6e0e]
Epoch 224:  21%|██        | 23/109 [01:43<06:28,  0.22it/s, v_num=6e0e]
Epoch 224:  22%|██▏       | 24/109 [01:44<06:10,  0.23it/s, v_num=6e0e]
Epoch 224:  22%|██▏       | 24/109 [01:44<06:10,  0.23it/s, v_num=6e0e]
Epoch 224:  23%|██▎       | 25/109 [01:58<06:38,  0.21it/s, v_num=6e0e]
Epoch 224:  23%|██▎       | 25/109 [01:58<06:38,  0.21it/s, v_num=6e0e]
Epoch 224:  24%|██▍       | 26/109 [01:59<06:21,  0.22it/s, v_num=6e0e]
Epoch 224:  24%|██▍       | 26/109 [01:59<06:21,  0.22it/s, v_num=6e0e]
Epoch 224:  25%|██▍       | 27/109 [02:00<06:05,  0.22it/s, v_num=6e0e]
Epoch 224:  25%|██▍       | 27/109 [02:00<06:05,  0.22it/s, v_num=6e0e]
Epoch 224:  26%|██▌       | 28/109 [02:00<05:49,  0.23it/s, v_num=6e0e]
Epoch 224:  26%|██▌       | 28/109 [02:00<05:49,  0.23it/s, v_num=6e0e]
Epoch 224:  27%|██▋       | 29/109 [02:14<06:12,  0.21it/s, v_num=6e0e]
Epoch 224:  27%|██▋       | 29/109 [02:14<06:12,  0.21it/s, v_num=6e0e]
Epoch 224:  28%|██▊       | 30/109 [02:15<05:57,  0.22it/s, v_num=6e0e]
Epoch 224:  28%|██▊       | 30/109 [02:15<05:57,  0.22it/s, v_num=6e0e]
Epoch 224:  28%|██▊       | 31/109 [02:16<05:43,  0.23it/s, v_num=6e0e]
Epoch 224:  28%|██▊       | 31/109 [02:16<05:43,  0.23it/s, v_num=6e0e]
Epoch 224:  29%|██▉       | 32/109 [02:17<05:30,  0.23it/s, v_num=6e0e]
Epoch 224:  29%|██▉       | 32/109 [02:17<05:30,  0.23it/s, v_num=6e0e]
Epoch 224:  30%|███       | 33/109 [02:32<05:50,  0.22it/s, v_num=6e0e]
Epoch 224:  30%|███       | 33/109 [02:32<05:50,  0.22it/s, v_num=6e0e]
Epoch 224:  31%|███       | 34/109 [02:32<05:37,  0.22it/s, v_num=6e0e]
Epoch 224:  31%|███       | 34/109 [02:32<05:37,  0.22it/s, v_num=6e0e]
Epoch 224:  32%|███▏      | 35/109 [02:33<05:25,  0.23it/s, v_num=6e0e]
Epoch 224:  32%|███▏      | 35/109 [02:33<05:25,  0.23it/s, v_num=6e0e]
Epoch 224:  33%|███▎      | 36/109 [02:34<05:13,  0.23it/s, v_num=6e0e]
Epoch 224:  33%|███▎      | 36/109 [02:34<05:13,  0.23it/s, v_num=6e0e]
Epoch 224:  34%|███▍      | 37/109 [02:48<05:27,  0.22it/s, v_num=6e0e]
Epoch 224:  34%|███▍      | 37/109 [02:48<05:27,  0.22it/s, v_num=6e0e]
Epoch 224:  35%|███▍      | 38/109 [02:49<05:16,  0.22it/s, v_num=6e0e]
Epoch 224:  35%|███▍      | 38/109 [02:49<05:16,  0.22it/s, v_num=6e0e]
Epoch 224:  36%|███▌      | 39/109 [02:50<05:05,  0.23it/s, v_num=6e0e]
Epoch 224:  36%|███▌      | 39/109 [02:50<05:05,  0.23it/s, v_num=6e0e]
Epoch 224:  37%|███▋      | 40/109 [02:50<04:54,  0.23it/s, v_num=6e0e]
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Epoch 224:  38%|███▊      | 41/109 [03:05<05:07,  0.22it/s, v_num=6e0e]
Epoch 224:  38%|███▊      | 41/109 [03:05<05:07,  0.22it/s, v_num=6e0e]
Epoch 224:  39%|███▊      | 42/109 [03:09<05:01,  0.22it/s, v_num=6e0e]
Epoch 224:  39%|███▊      | 42/109 [03:09<05:01,  0.22it/s, v_num=6e0e]
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Epoch 224:  42%|████▏     | 46/109 [03:26<04:42,  0.22it/s, v_num=6e0e]
Epoch 224:  42%|████▏     | 46/109 [03:26<04:43,  0.22it/s, v_num=6e0e]
Epoch 224:  43%|████▎     | 47/109 [03:27<04:33,  0.23it/s, v_num=6e0e]
Epoch 224:  43%|████▎     | 47/109 [03:27<04:33,  0.23it/s, v_num=6e0e]
Epoch 224:  44%|████▍     | 48/109 [03:28<04:24,  0.23it/s, v_num=6e0e]
Epoch 224:  44%|████▍     | 48/109 [03:28<04:24,  0.23it/s, v_num=6e0e]
Epoch 224:  45%|████▍     | 49/109 [03:37<04:26,  0.22it/s, v_num=6e0e]
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Epoch 224:  46%|████▌     | 50/109 [03:41<04:21,  0.23it/s, v_num=6e0e]
Epoch 224:  46%|████▌     | 50/109 [03:41<04:21,  0.23it/s, v_num=6e0e]
Epoch 224:  47%|████▋     | 51/109 [03:42<04:13,  0.23it/s, v_num=6e0e]
Epoch 224:  47%|████▋     | 51/109 [03:42<04:13,  0.23it/s, v_num=6e0e]
Epoch 224:  48%|████▊     | 52/109 [03:43<04:04,  0.23it/s, v_num=6e0e]
Epoch 224:  48%|████▊     | 52/109 [03:43<04:04,  0.23it/s, v_num=6e0e]
Epoch 224:  49%|████▊     | 53/109 [03:53<04:06,  0.23it/s, v_num=6e0e]
Epoch 224:  49%|████▊     | 53/109 [03:53<04:06,  0.23it/s, v_num=6e0e]
Epoch 224:  50%|████▉     | 54/109 [03:58<04:03,  0.23it/s, v_num=6e0e]
Epoch 224:  50%|████▉     | 54/109 [03:58<04:03,  0.23it/s, v_num=6e0e]
Epoch 224:  50%|█████     | 55/109 [03:59<03:55,  0.23it/s, v_num=6e0e]
Epoch 224:  50%|█████     | 55/109 [03:59<03:55,  0.23it/s, v_num=6e0e]
Epoch 224:  51%|█████▏    | 56/109 [04:00<03:47,  0.23it/s, v_num=6e0e]
Epoch 224:  51%|█████▏    | 56/109 [04:00<03:47,  0.23it/s, v_num=6e0e]
Epoch 224:  52%|█████▏    | 57/109 [04:10<03:48,  0.23it/s, v_num=6e0e]
Epoch 224:  52%|█████▏    | 57/109 [04:10<03:48,  0.23it/s, v_num=6e0e]
Epoch 224:  53%|█████▎    | 58/109 [04:14<03:44,  0.23it/s, v_num=6e0e]
Epoch 224:  53%|█████▎    | 58/109 [04:14<03:44,  0.23it/s, v_num=6e0e]
Epoch 224:  54%|█████▍    | 59/109 [04:15<03:36,  0.23it/s, v_num=6e0e]
Epoch 224:  54%|█████▍    | 59/109 [04:15<03:36,  0.23it/s, v_num=6e0e]
Epoch 224:  55%|█████▌    | 60/109 [04:16<03:29,  0.23it/s, v_num=6e0e]
Epoch 224:  55%|█████▌    | 60/109 [04:16<03:29,  0.23it/s, v_num=6e0e]
Epoch 224:  56%|█████▌    | 61/109 [04:25<03:29,  0.23it/s, v_num=6e0e]
Epoch 224:  56%|█████▌    | 61/109 [04:25<03:29,  0.23it/s, v_num=6e0e]
Epoch 224:  57%|█████▋    | 62/109 [04:29<03:24,  0.23it/s, v_num=6e0e]
Epoch 224:  57%|█████▋    | 62/109 [04:29<03:24,  0.23it/s, v_num=6e0e]
Epoch 224:  58%|█████▊    | 63/109 [04:30<03:17,  0.23it/s, v_num=6e0e]
Epoch 224:  58%|█████▊    | 63/109 [04:30<03:17,  0.23it/s, v_num=6e0e]
Epoch 224:  59%|█████▊    | 64/109 [04:31<03:10,  0.24it/s, v_num=6e0e]
Epoch 224:  59%|█████▊    | 64/109 [04:31<03:10,  0.24it/s, v_num=6e0e]
Epoch 224:  60%|█████▉    | 65/109 [04:43<03:12,  0.23it/s, v_num=6e0e]
Epoch 224:  60%|█████▉    | 65/109 [04:43<03:12,  0.23it/s, v_num=6e0e]
Epoch 224:  61%|██████    | 66/109 [04:46<03:06,  0.23it/s, v_num=6e0e]
Epoch 224:  61%|██████    | 66/109 [04:46<03:06,  0.23it/s, v_num=6e0e]
Epoch 224:  61%|██████▏   | 67/109 [04:47<03:00,  0.23it/s, v_num=6e0e]
Epoch 224:  61%|██████▏   | 67/109 [04:47<03:00,  0.23it/s, v_num=6e0e]
Epoch 224:  62%|██████▏   | 68/109 [04:48<02:53,  0.24it/s, v_num=6e0e]
Epoch 224:  62%|██████▏   | 68/109 [04:48<02:53,  0.24it/s, v_num=6e0e]
Epoch 224:  63%|██████▎   | 69/109 [05:01<02:54,  0.23it/s, v_num=6e0e]
Epoch 224:  63%|██████▎   | 69/109 [05:01<02:54,  0.23it/s, v_num=6e0e]
Epoch 224:  64%|██████▍   | 70/109 [05:02<02:48,  0.23it/s, v_num=6e0e]
Epoch 224:  64%|██████▍   | 70/109 [05:02<02:48,  0.23it/s, v_num=6e0e]
Epoch 224:  65%|██████▌   | 71/109 [05:03<02:42,  0.23it/s, v_num=6e0e]
Epoch 224:  65%|██████▌   | 71/109 [05:03<02:42,  0.23it/s, v_num=6e0e]
Epoch 224:  66%|██████▌   | 72/109 [05:04<02:36,  0.24it/s, v_num=6e0e]
Epoch 224:  66%|██████▌   | 72/109 [05:04<02:36,  0.24it/s, v_num=6e0e]
Epoch 224:  67%|██████▋   | 73/109 [05:17<02:36,  0.23it/s, v_num=6e0e]
Epoch 224:  67%|██████▋   | 73/109 [05:17<02:36,  0.23it/s, v_num=6e0e]
Epoch 224:  68%|██████▊   | 74/109 [05:18<02:30,  0.23it/s, v_num=6e0e]
Epoch 224:  68%|██████▊   | 74/109 [05:18<02:30,  0.23it/s, v_num=6e0e]
Epoch 224:  69%|██████▉   | 75/109 [05:19<02:24,  0.23it/s, v_num=6e0e]
Epoch 224:  69%|██████▉   | 75/109 [05:19<02:24,  0.23it/s, v_num=6e0e]
Epoch 224:  70%|██████▉   | 76/109 [05:20<02:18,  0.24it/s, v_num=6e0e]
Epoch 224:  70%|██████▉   | 76/109 [05:20<02:18,  0.24it/s, v_num=6e0e]
Epoch 224:  71%|███████   | 77/109 [05:35<02:19,  0.23it/s, v_num=6e0e]
Epoch 224:  71%|███████   | 77/109 [05:35<02:19,  0.23it/s, v_num=6e0e]
Epoch 224:  72%|███████▏  | 78/109 [05:36<02:13,  0.23it/s, v_num=6e0e]
Epoch 224:  72%|███████▏  | 78/109 [05:36<02:13,  0.23it/s, v_num=6e0e]
Epoch 224:  72%|███████▏  | 79/109 [05:36<02:07,  0.23it/s, v_num=6e0e]
Epoch 224:  72%|███████▏  | 79/109 [05:36<02:07,  0.23it/s, v_num=6e0e]
Epoch 224:  73%|███████▎  | 80/109 [05:37<02:02,  0.24it/s, v_num=6e0e]
Epoch 224:  73%|███████▎  | 80/109 [05:37<02:02,  0.24it/s, v_num=6e0e]
Epoch 224:  74%|███████▍  | 81/109 [05:53<02:02,  0.23it/s, v_num=6e0e]
Epoch 224:  74%|███████▍  | 81/109 [05:53<02:02,  0.23it/s, v_num=6e0e]
Epoch 224:  75%|███████▌  | 82/109 [05:53<01:56,  0.23it/s, v_num=6e0e]
Epoch 224:  75%|███████▌  | 82/109 [05:53<01:56,  0.23it/s, v_num=6e0e]
Epoch 224:  76%|███████▌  | 83/109 [05:54<01:51,  0.23it/s, v_num=6e0e]
Epoch 224:  76%|███████▌  | 83/109 [05:54<01:51,  0.23it/s, v_num=6e0e]
Epoch 224:  77%|███████▋  | 84/109 [05:55<01:45,  0.24it/s, v_num=6e0e]
Epoch 224:  77%|███████▋  | 84/109 [05:55<01:45,  0.24it/s, v_num=6e0e]
Epoch 224:  78%|███████▊  | 85/109 [06:09<01:44,  0.23it/s, v_num=6e0e]
Epoch 224:  78%|███████▊  | 85/109 [06:09<01:44,  0.23it/s, v_num=6e0e]
Epoch 224:  79%|███████▉  | 86/109 [06:10<01:39,  0.23it/s, v_num=6e0e]
Epoch 224:  79%|███████▉  | 86/109 [06:10<01:39,  0.23it/s, v_num=6e0e]
Epoch 224:  80%|███████▉  | 87/109 [06:11<01:33,  0.23it/s, v_num=6e0e]
Epoch 224:  80%|███████▉  | 87/109 [06:11<01:33,  0.23it/s, v_num=6e0e]
Epoch 224:  81%|████████  | 88/109 [06:12<01:28,  0.24it/s, v_num=6e0e]
Epoch 224:  81%|████████  | 88/109 [06:12<01:28,  0.24it/s, v_num=6e0e]
Epoch 224:  82%|████████▏ | 89/109 [06:25<01:26,  0.23it/s, v_num=6e0e]
Epoch 224:  82%|████████▏ | 89/109 [06:25<01:26,  0.23it/s, v_num=6e0e]
Epoch 224:  83%|████████▎ | 90/109 [06:26<01:21,  0.23it/s, v_num=6e0e]
Epoch 224:  83%|████████▎ | 90/109 [06:26<01:21,  0.23it/s, v_num=6e0e]
Epoch 224:  83%|████████▎ | 91/109 [06:27<01:16,  0.23it/s, v_num=6e0e]
Epoch 224:  83%|████████▎ | 91/109 [06:27<01:16,  0.23it/s, v_num=6e0e]
Epoch 224:  84%|████████▍ | 92/109 [06:28<01:11,  0.24it/s, v_num=6e0e]
Epoch 224:  84%|████████▍ | 92/109 [06:28<01:11,  0.24it/s, v_num=6e0e]
Epoch 224:  85%|████████▌ | 93/109 [06:41<01:09,  0.23it/s, v_num=6e0e]
Epoch 224:  85%|████████▌ | 93/109 [06:41<01:09,  0.23it/s, v_num=6e0e]
Epoch 224:  86%|████████▌ | 94/109 [06:42<01:04,  0.23it/s, v_num=6e0e]
Epoch 224:  86%|████████▌ | 94/109 [06:42<01:04,  0.23it/s, v_num=6e0e]
Epoch 224:  87%|████████▋ | 95/109 [06:43<00:59,  0.24it/s, v_num=6e0e]
Epoch 224:  87%|████████▋ | 95/109 [06:43<00:59,  0.24it/s, v_num=6e0e]
Epoch 224:  88%|████████▊ | 96/109 [06:44<00:54,  0.24it/s, v_num=6e0e]
Epoch 224:  88%|████████▊ | 96/109 [06:44<00:54,  0.24it/s, v_num=6e0e]
Epoch 224:  89%|████████▉ | 97/109 [06:59<00:51,  0.23it/s, v_num=6e0e]
Epoch 224:  89%|████████▉ | 97/109 [06:59<00:51,  0.23it/s, v_num=6e0e]
Epoch 224:  90%|████████▉ | 98/109 [07:00<00:47,  0.23it/s, v_num=6e0e]
Epoch 224:  90%|████████▉ | 98/109 [07:00<00:47,  0.23it/s, v_num=6e0e]
Epoch 224:  91%|█████████ | 99/109 [07:01<00:42,  0.24it/s, v_num=6e0e]
Epoch 224:  91%|█████████ | 99/109 [07:01<00:42,  0.24it/s, v_num=6e0e]
Epoch 224:  92%|█████████▏| 100/109 [07:01<00:37,  0.24it/s, v_num=6e0e]
Epoch 224:  92%|█████████▏| 100/109 [07:01<00:37,  0.24it/s, v_num=6e0e]
Epoch 224:  93%|█████████▎| 101/109 [07:14<00:34,  0.23it/s, v_num=6e0e]
Epoch 224:  93%|█████████▎| 101/109 [07:14<00:34,  0.23it/s, v_num=6e0e]
Epoch 224:  94%|█████████▎| 102/109 [07:15<00:29,  0.23it/s, v_num=6e0e]
Epoch 224:  94%|█████████▎| 102/109 [07:15<00:29,  0.23it/s, v_num=6e0e]
Epoch 224:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
Epoch 224:  94%|█████████▍| 103/109 [07:16<00:25,  0.24it/s, v_num=6e0e]
Epoch 224:  95%|█████████▌| 104/109 [07:16<00:21,  0.24it/s, v_num=6e0e]
Epoch 224:  95%|█████████▌| 104/109 [07:16<00:21,  0.24it/s, v_num=6e0e]
Epoch 224:  96%|█████████▋| 105/109 [07:28<00:17,  0.23it/s, v_num=6e0e]
Epoch 224:  96%|█████████▋| 105/109 [07:28<00:17,  0.23it/s, v_num=6e0e]
Epoch 224:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 224:  97%|█████████▋| 106/109 [07:29<00:12,  0.24it/s, v_num=6e0e]
Epoch 224:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 224:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 224:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 224:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 224: 100%|██████████| 109/109 [07:43<00:00,  0.23it/s, v_num=6e0e]
Epoch 224: 100%|██████████| 109/109 [07:43<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.90it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.90it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.91it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.92it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.91it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 224: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 224: 100%|██████████| 109/109 [08:01<00:00,  0.23it/s, v_num=6e0e]
Epoch 224:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 225:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 225:   1%|          | 1/109 [00:15<28:43,  0.06it/s, v_num=6e0e]
Epoch 225:   1%|          | 1/109 [00:15<28:43,  0.06it/s, v_num=6e0e]
Epoch 225:   2%|▏         | 2/109 [00:17<15:38,  0.11it/s, v_num=6e0e]
Epoch 225:   2%|▏         | 2/109 [00:17<15:38,  0.11it/s, v_num=6e0e]
Epoch 225:   3%|▎         | 3/109 [00:18<10:47,  0.16it/s, v_num=6e0e]
Epoch 225:   3%|▎         | 3/109 [00:18<10:47,  0.16it/s, v_num=6e0e]
Epoch 225:   4%|▎         | 4/109 [00:19<08:22,  0.21it/s, v_num=6e0e]
Epoch 225:   4%|▎         | 4/109 [00:19<08:22,  0.21it/s, v_num=6e0e]
Epoch 225:   5%|▍         | 5/109 [00:30<10:41,  0.16it/s, v_num=6e0e]
Epoch 225:   5%|▍         | 5/109 [00:30<10:41,  0.16it/s, v_num=6e0e]
Epoch 225:   6%|▌         | 6/109 [00:34<09:46,  0.18it/s, v_num=6e0e]
Epoch 225:   6%|▌         | 6/109 [00:34<09:46,  0.18it/s, v_num=6e0e]
Epoch 225:   6%|▋         | 7/109 [00:34<08:29,  0.20it/s, v_num=6e0e]
Epoch 225:   6%|▋         | 7/109 [00:34<08:29,  0.20it/s, v_num=6e0e]
Epoch 225:   7%|▋         | 8/109 [00:35<07:31,  0.22it/s, v_num=6e0e]
Epoch 225:   7%|▋         | 8/109 [00:35<07:31,  0.22it/s, v_num=6e0e]
Epoch 225:   8%|▊         | 9/109 [00:46<08:40,  0.19it/s, v_num=6e0e]
Epoch 225:   8%|▊         | 9/109 [00:46<08:40,  0.19it/s, v_num=6e0e]
Epoch 225:   9%|▉         | 10/109 [00:51<08:27,  0.20it/s, v_num=6e0e]
Epoch 225:   9%|▉         | 10/109 [00:51<08:27,  0.20it/s, v_num=6e0e]
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Epoch 225:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 225:  94%|█████████▎| 102/109 [07:05<00:29,  0.24it/s, v_num=6e0e]
Epoch 225:  94%|█████████▎| 102/109 [07:05<00:29,  0.24it/s, v_num=6e0e]
Epoch 225:  94%|█████████▍| 103/109 [07:05<00:24,  0.24it/s, v_num=6e0e]
Epoch 225:  94%|█████████▍| 103/109 [07:05<00:24,  0.24it/s, v_num=6e0e]
Epoch 225:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 225:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 225:  96%|█████████▋| 105/109 [07:18<00:16,  0.24it/s, v_num=6e0e]
Epoch 225:  96%|█████████▋| 105/109 [07:18<00:16,  0.24it/s, v_num=6e0e]
Epoch 225:  97%|█████████▋| 106/109 [07:21<00:12,  0.24it/s, v_num=6e0e]
Epoch 225:  97%|█████████▋| 106/109 [07:21<00:12,  0.24it/s, v_num=6e0e]
Epoch 225:  98%|█████████▊| 107/109 [07:21<00:08,  0.24it/s, v_num=6e0e]
Epoch 225:  98%|█████████▊| 107/109 [07:21<00:08,  0.24it/s, v_num=6e0e]
Epoch 225:  99%|█████████▉| 108/109 [07:26<00:04,  0.24it/s, v_num=6e0e]
Epoch 225:  99%|█████████▉| 108/109 [07:26<00:04,  0.24it/s, v_num=6e0e]
Epoch 225: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]
Epoch 225: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.85it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.88it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.89it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.91it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.91it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.90it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.93it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 225: 100%|██████████| 109/109 [07:51<00:00,  0.23it/s, v_num=6e0e]
Epoch 225: 100%|██████████| 109/109 [07:51<00:00,  0.23it/s, v_num=6e0e]
Epoch 225:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 226:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 226:   1%|          | 1/109 [00:17<31:29,  0.06it/s, v_num=6e0e]
Epoch 226:   1%|          | 1/109 [00:17<31:29,  0.06it/s, v_num=6e0e]
Epoch 226:   2%|▏         | 2/109 [00:19<17:34,  0.10it/s, v_num=6e0e]
Epoch 226:   2%|▏         | 2/109 [00:19<17:34,  0.10it/s, v_num=6e0e]
Epoch 226:   3%|▎         | 3/109 [00:20<12:02,  0.15it/s, v_num=6e0e]
Epoch 226:   3%|▎         | 3/109 [00:20<12:02,  0.15it/s, v_num=6e0e]
Epoch 226:   4%|▎         | 4/109 [00:21<09:15,  0.19it/s, v_num=6e0e]
Epoch 226:   4%|▎         | 4/109 [00:21<09:15,  0.19it/s, v_num=6e0e]
Epoch 226:   5%|▍         | 5/109 [00:32<11:14,  0.15it/s, v_num=6e0e]
Epoch 226:   5%|▍         | 5/109 [00:32<11:14,  0.15it/s, v_num=6e0e]
Epoch 226:   6%|▌         | 6/109 [00:36<10:20,  0.17it/s, v_num=6e0e]
Epoch 226:   6%|▌         | 6/109 [00:36<10:20,  0.17it/s, v_num=6e0e]
Epoch 226:   6%|▋         | 7/109 [00:36<08:57,  0.19it/s, v_num=6e0e]
Epoch 226:   6%|▋         | 7/109 [00:36<08:57,  0.19it/s, v_num=6e0e]
Epoch 226:   7%|▋         | 8/109 [00:37<07:54,  0.21it/s, v_num=6e0e]
Epoch 226:   7%|▋         | 8/109 [00:37<07:54,  0.21it/s, v_num=6e0e]
Epoch 226:   8%|▊         | 9/109 [00:48<08:57,  0.19it/s, v_num=6e0e]
Epoch 226:   8%|▊         | 9/109 [00:48<08:57,  0.19it/s, v_num=6e0e]
Epoch 226:   9%|▉         | 10/109 [00:52<08:39,  0.19it/s, v_num=6e0e]
Epoch 226:   9%|▉         | 10/109 [00:52<08:39,  0.19it/s, v_num=6e0e]
Epoch 226:  10%|█         | 11/109 [00:53<07:54,  0.21it/s, v_num=6e0e]
Epoch 226:  10%|█         | 11/109 [00:53<07:54,  0.21it/s, v_num=6e0e]
Epoch 226:  11%|█         | 12/109 [00:53<07:16,  0.22it/s, v_num=6e0e]
Epoch 226:  11%|█         | 12/109 [00:53<07:16,  0.22it/s, v_num=6e0e]
Epoch 226:  12%|█▏        | 13/109 [01:04<07:54,  0.20it/s, v_num=6e0e]
Epoch 226:  12%|█▏        | 13/109 [01:04<07:54,  0.20it/s, v_num=6e0e]
Epoch 226:  13%|█▎        | 14/109 [01:12<08:11,  0.19it/s, v_num=6e0e]
Epoch 226:  13%|█▎        | 14/109 [01:12<08:11,  0.19it/s, v_num=6e0e]
Epoch 226:  14%|█▍        | 15/109 [01:13<07:38,  0.21it/s, v_num=6e0e]
Epoch 226:  14%|█▍        | 15/109 [01:13<07:38,  0.21it/s, v_num=6e0e]
Epoch 226:  15%|█▍        | 16/109 [01:13<07:09,  0.22it/s, v_num=6e0e]
Epoch 226:  15%|█▍        | 16/109 [01:13<07:09,  0.22it/s, v_num=6e0e]
Epoch 226:  16%|█▌        | 17/109 [01:20<07:14,  0.21it/s, v_num=6e0e]
Epoch 226:  16%|█▌        | 17/109 [01:20<07:14,  0.21it/s, v_num=6e0e]
Epoch 226:  17%|█▋        | 18/109 [01:29<07:30,  0.20it/s, v_num=6e0e]
Epoch 226:  17%|█▋        | 18/109 [01:29<07:30,  0.20it/s, v_num=6e0e]
Epoch 226:  17%|█▋        | 19/109 [01:29<07:05,  0.21it/s, v_num=6e0e]
Epoch 226:  17%|█▋        | 19/109 [01:29<07:05,  0.21it/s, v_num=6e0e]
Epoch 226:  18%|█▊        | 20/109 [01:30<06:43,  0.22it/s, v_num=6e0e]
Epoch 226:  18%|█▊        | 20/109 [01:30<06:43,  0.22it/s, v_num=6e0e]
Epoch 226:  19%|█▉        | 21/109 [01:35<06:41,  0.22it/s, v_num=6e0e]
Epoch 226:  19%|█▉        | 21/109 [01:35<06:41,  0.22it/s, v_num=6e0e]
Epoch 226:  20%|██        | 22/109 [01:46<06:59,  0.21it/s, v_num=6e0e]
Epoch 226:  20%|██        | 22/109 [01:46<06:59,  0.21it/s, v_num=6e0e]
Epoch 226:  21%|██        | 23/109 [01:46<06:39,  0.22it/s, v_num=6e0e]
Epoch 226:  21%|██        | 23/109 [01:46<06:39,  0.22it/s, v_num=6e0e]
Epoch 226:  22%|██▏       | 24/109 [01:47<06:20,  0.22it/s, v_num=6e0e]
Epoch 226:  22%|██▏       | 24/109 [01:47<06:20,  0.22it/s, v_num=6e0e]
Epoch 226:  23%|██▎       | 25/109 [01:52<06:17,  0.22it/s, v_num=6e0e]
Epoch 226:  23%|██▎       | 25/109 [01:52<06:17,  0.22it/s, v_num=6e0e]
Epoch 226:  24%|██▍       | 26/109 [02:03<06:33,  0.21it/s, v_num=6e0e]
Epoch 226:  24%|██▍       | 26/109 [02:03<06:33,  0.21it/s, v_num=6e0e]
Epoch 226:  25%|██▍       | 27/109 [02:04<06:16,  0.22it/s, v_num=6e0e]
Epoch 226:  25%|██▍       | 27/109 [02:04<06:16,  0.22it/s, v_num=6e0e]
Epoch 226:  26%|██▌       | 28/109 [02:04<06:01,  0.22it/s, v_num=6e0e]
Epoch 226:  26%|██▌       | 28/109 [02:04<06:01,  0.22it/s, v_num=6e0e]
Epoch 226:  27%|██▋       | 29/109 [02:06<05:49,  0.23it/s, v_num=6e0e]
Epoch 226:  27%|██▋       | 29/109 [02:06<05:49,  0.23it/s, v_num=6e0e]
Epoch 226:  28%|██▊       | 30/109 [02:18<06:05,  0.22it/s, v_num=6e0e]
Epoch 226:  28%|██▊       | 30/109 [02:18<06:05,  0.22it/s, v_num=6e0e]
Epoch 226:  28%|██▊       | 31/109 [02:20<05:53,  0.22it/s, v_num=6e0e]
Epoch 226:  28%|██▊       | 31/109 [02:20<05:53,  0.22it/s, v_num=6e0e]
Epoch 226:  29%|██▉       | 32/109 [02:21<05:39,  0.23it/s, v_num=6e0e]
Epoch 226:  29%|██▉       | 32/109 [02:21<05:39,  0.23it/s, v_num=6e0e]
Epoch 226:  30%|███       | 33/109 [02:22<05:28,  0.23it/s, v_num=6e0e]
Epoch 226:  30%|███       | 33/109 [02:22<05:28,  0.23it/s, v_num=6e0e]
Epoch 226:  31%|███       | 34/109 [02:36<05:44,  0.22it/s, v_num=6e0e]
Epoch 226:  31%|███       | 34/109 [02:36<05:44,  0.22it/s, v_num=6e0e]
Epoch 226:  32%|███▏      | 35/109 [02:36<05:31,  0.22it/s, v_num=6e0e]
Epoch 226:  32%|███▏      | 35/109 [02:36<05:31,  0.22it/s, v_num=6e0e]
Epoch 226:  33%|███▎      | 36/109 [02:37<05:19,  0.23it/s, v_num=6e0e]
Epoch 226:  33%|███▎      | 36/109 [02:37<05:19,  0.23it/s, v_num=6e0e]
Epoch 226:  34%|███▍      | 37/109 [02:38<05:08,  0.23it/s, v_num=6e0e]
Epoch 226:  34%|███▍      | 37/109 [02:38<05:08,  0.23it/s, v_num=6e0e]
Epoch 226:  35%|███▍      | 38/109 [02:51<05:20,  0.22it/s, v_num=6e0e]
Epoch 226:  35%|███▍      | 38/109 [02:51<05:20,  0.22it/s, v_num=6e0e]
Epoch 226:  36%|███▌      | 39/109 [02:52<05:09,  0.23it/s, v_num=6e0e]
Epoch 226:  36%|███▌      | 39/109 [02:52<05:09,  0.23it/s, v_num=6e0e]
Epoch 226:  37%|███▋      | 40/109 [02:53<04:58,  0.23it/s, v_num=6e0e]
Epoch 226:  37%|███▋      | 40/109 [02:53<04:58,  0.23it/s, v_num=6e0e]
Epoch 226:  38%|███▊      | 41/109 [02:54<04:48,  0.24it/s, v_num=6e0e]
Epoch 226:  38%|███▊      | 41/109 [02:54<04:48,  0.24it/s, v_num=6e0e]
Epoch 226:  39%|███▊      | 42/109 [03:10<05:04,  0.22it/s, v_num=6e0e]
Epoch 226:  39%|███▊      | 42/109 [03:10<05:04,  0.22it/s, v_num=6e0e]
Epoch 226:  39%|███▉      | 43/109 [03:11<04:53,  0.22it/s, v_num=6e0e]
Epoch 226:  39%|███▉      | 43/109 [03:11<04:53,  0.22it/s, v_num=6e0e]
Epoch 226:  40%|████      | 44/109 [03:12<04:44,  0.23it/s, v_num=6e0e]
Epoch 226:  40%|████      | 44/109 [03:12<04:44,  0.23it/s, v_num=6e0e]
Epoch 226:  41%|████▏     | 45/109 [03:13<04:34,  0.23it/s, v_num=6e0e]
Epoch 226:  41%|████▏     | 45/109 [03:13<04:34,  0.23it/s, v_num=6e0e]
Epoch 226:  42%|████▏     | 46/109 [03:26<04:43,  0.22it/s, v_num=6e0e]
Epoch 226:  42%|████▏     | 46/109 [03:26<04:43,  0.22it/s, v_num=6e0e]
Epoch 226:  43%|████▎     | 47/109 [03:27<04:34,  0.23it/s, v_num=6e0e]
Epoch 226:  43%|████▎     | 47/109 [03:27<04:34,  0.23it/s, v_num=6e0e]
Epoch 226:  44%|████▍     | 48/109 [03:28<04:25,  0.23it/s, v_num=6e0e]
Epoch 226:  44%|████▍     | 48/109 [03:28<04:25,  0.23it/s, v_num=6e0e]
Epoch 226:  45%|████▍     | 49/109 [03:29<04:16,  0.23it/s, v_num=6e0e]
Epoch 226:  45%|████▍     | 49/109 [03:29<04:16,  0.23it/s, v_num=6e0e]
Epoch 226:  46%|████▌     | 50/109 [03:42<04:22,  0.22it/s, v_num=6e0e]
Epoch 226:  46%|████▌     | 50/109 [03:42<04:22,  0.22it/s, v_num=6e0e]
Epoch 226:  47%|████▋     | 51/109 [03:43<04:14,  0.23it/s, v_num=6e0e]
Epoch 226:  47%|████▋     | 51/109 [03:43<04:14,  0.23it/s, v_num=6e0e]
Epoch 226:  48%|████▊     | 52/109 [03:44<04:05,  0.23it/s, v_num=6e0e]
Epoch 226:  48%|████▊     | 52/109 [03:44<04:05,  0.23it/s, v_num=6e0e]
Epoch 226:  49%|████▊     | 53/109 [03:44<03:57,  0.24it/s, v_num=6e0e]
Epoch 226:  49%|████▊     | 53/109 [03:44<03:57,  0.24it/s, v_num=6e0e]
Epoch 226:  50%|████▉     | 54/109 [03:59<04:04,  0.23it/s, v_num=6e0e]
Epoch 226:  50%|████▉     | 54/109 [03:59<04:04,  0.23it/s, v_num=6e0e]
Epoch 226:  50%|█████     | 55/109 [04:00<03:56,  0.23it/s, v_num=6e0e]
Epoch 226:  50%|█████     | 55/109 [04:00<03:56,  0.23it/s, v_num=6e0e]
Epoch 226:  51%|█████▏    | 56/109 [04:01<03:48,  0.23it/s, v_num=6e0e]
Epoch 226:  51%|█████▏    | 56/109 [04:01<03:48,  0.23it/s, v_num=6e0e]
Epoch 226:  52%|█████▏    | 57/109 [04:02<03:41,  0.24it/s, v_num=6e0e]
Epoch 226:  52%|█████▏    | 57/109 [04:02<03:41,  0.24it/s, v_num=6e0e]
Epoch 226:  53%|█████▎    | 58/109 [04:16<03:45,  0.23it/s, v_num=6e0e]
Epoch 226:  53%|█████▎    | 58/109 [04:16<03:45,  0.23it/s, v_num=6e0e]
Epoch 226:  54%|█████▍    | 59/109 [04:16<03:37,  0.23it/s, v_num=6e0e]
Epoch 226:  54%|█████▍    | 59/109 [04:16<03:37,  0.23it/s, v_num=6e0e]
Epoch 226:  55%|█████▌    | 60/109 [04:17<03:30,  0.23it/s, v_num=6e0e]
Epoch 226:  55%|█████▌    | 60/109 [04:17<03:30,  0.23it/s, v_num=6e0e]
Epoch 226:  56%|█████▌    | 61/109 [04:18<03:23,  0.24it/s, v_num=6e0e]
Epoch 226:  56%|█████▌    | 61/109 [04:18<03:23,  0.24it/s, v_num=6e0e]
Epoch 226:  57%|█████▋    | 62/109 [04:33<03:27,  0.23it/s, v_num=6e0e]
Epoch 226:  57%|█████▋    | 62/109 [04:33<03:27,  0.23it/s, v_num=6e0e]
Epoch 226:  58%|█████▊    | 63/109 [04:34<03:20,  0.23it/s, v_num=6e0e]
Epoch 226:  58%|█████▊    | 63/109 [04:34<03:20,  0.23it/s, v_num=6e0e]
Epoch 226:  59%|█████▊    | 64/109 [04:34<03:13,  0.23it/s, v_num=6e0e]
Epoch 226:  59%|█████▊    | 64/109 [04:34<03:13,  0.23it/s, v_num=6e0e]
Epoch 226:  60%|█████▉    | 65/109 [04:35<03:06,  0.24it/s, v_num=6e0e]
Epoch 226:  60%|█████▉    | 65/109 [04:35<03:06,  0.24it/s, v_num=6e0e]
Epoch 226:  61%|██████    | 66/109 [04:49<03:08,  0.23it/s, v_num=6e0e]
Epoch 226:  61%|██████    | 66/109 [04:49<03:08,  0.23it/s, v_num=6e0e]
Epoch 226:  61%|██████▏   | 67/109 [04:50<03:02,  0.23it/s, v_num=6e0e]
Epoch 226:  61%|██████▏   | 67/109 [04:50<03:02,  0.23it/s, v_num=6e0e]
Epoch 226:  62%|██████▏   | 68/109 [04:51<02:55,  0.23it/s, v_num=6e0e]
Epoch 226:  62%|██████▏   | 68/109 [04:51<02:55,  0.23it/s, v_num=6e0e]
Epoch 226:  63%|██████▎   | 69/109 [04:52<02:49,  0.24it/s, v_num=6e0e]
Epoch 226:  63%|██████▎   | 69/109 [04:52<02:49,  0.24it/s, v_num=6e0e]
Epoch 226:  64%|██████▍   | 70/109 [05:05<02:50,  0.23it/s, v_num=6e0e]
Epoch 226:  64%|██████▍   | 70/109 [05:05<02:50,  0.23it/s, v_num=6e0e]
Epoch 226:  65%|██████▌   | 71/109 [05:06<02:44,  0.23it/s, v_num=6e0e]
Epoch 226:  65%|██████▌   | 71/109 [05:06<02:44,  0.23it/s, v_num=6e0e]
Epoch 226:  66%|██████▌   | 72/109 [05:07<02:37,  0.23it/s, v_num=6e0e]
Epoch 226:  66%|██████▌   | 72/109 [05:07<02:37,  0.23it/s, v_num=6e0e]
Epoch 226:  67%|██████▋   | 73/109 [05:08<02:31,  0.24it/s, v_num=6e0e]
Epoch 226:  67%|██████▋   | 73/109 [05:08<02:31,  0.24it/s, v_num=6e0e]
Epoch 226:  68%|██████▊   | 74/109 [05:22<02:32,  0.23it/s, v_num=6e0e]
Epoch 226:  68%|██████▊   | 74/109 [05:22<02:32,  0.23it/s, v_num=6e0e]
Epoch 226:  69%|██████▉   | 75/109 [05:23<02:26,  0.23it/s, v_num=6e0e]
Epoch 226:  69%|██████▉   | 75/109 [05:23<02:26,  0.23it/s, v_num=6e0e]
Epoch 226:  70%|██████▉   | 76/109 [05:24<02:20,  0.23it/s, v_num=6e0e]
Epoch 226:  70%|██████▉   | 76/109 [05:24<02:20,  0.23it/s, v_num=6e0e]
Epoch 226:  71%|███████   | 77/109 [05:25<02:15,  0.24it/s, v_num=6e0e]
Epoch 226:  71%|███████   | 77/109 [05:25<02:15,  0.24it/s, v_num=6e0e]
Epoch 226:  72%|███████▏  | 78/109 [05:38<02:14,  0.23it/s, v_num=6e0e]
Epoch 226:  72%|███████▏  | 78/109 [05:38<02:14,  0.23it/s, v_num=6e0e]
Epoch 226:  72%|███████▏  | 79/109 [05:39<02:08,  0.23it/s, v_num=6e0e]
Epoch 226:  72%|███████▏  | 79/109 [05:39<02:08,  0.23it/s, v_num=6e0e]
Epoch 226:  73%|███████▎  | 80/109 [05:40<02:03,  0.24it/s, v_num=6e0e]
Epoch 226:  73%|███████▎  | 80/109 [05:40<02:03,  0.24it/s, v_num=6e0e]
Epoch 226:  74%|███████▍  | 81/109 [05:41<01:57,  0.24it/s, v_num=6e0e]
Epoch 226:  74%|███████▍  | 81/109 [05:41<01:57,  0.24it/s, v_num=6e0e]
Epoch 226:  75%|███████▌  | 82/109 [05:55<01:57,  0.23it/s, v_num=6e0e]
Epoch 226:  75%|███████▌  | 82/109 [05:55<01:57,  0.23it/s, v_num=6e0e]
Epoch 226:  76%|███████▌  | 83/109 [05:56<01:51,  0.23it/s, v_num=6e0e]
Epoch 226:  76%|███████▌  | 83/109 [05:56<01:51,  0.23it/s, v_num=6e0e]
Epoch 226:  77%|███████▋  | 84/109 [05:57<01:46,  0.24it/s, v_num=6e0e]
Epoch 226:  77%|███████▋  | 84/109 [05:57<01:46,  0.24it/s, v_num=6e0e]
Epoch 226:  78%|███████▊  | 85/109 [05:58<01:41,  0.24it/s, v_num=6e0e]
Epoch 226:  78%|███████▊  | 85/109 [05:58<01:41,  0.24it/s, v_num=6e0e]
Epoch 226:  79%|███████▉  | 86/109 [06:11<01:39,  0.23it/s, v_num=6e0e]
Epoch 226:  79%|███████▉  | 86/109 [06:11<01:39,  0.23it/s, v_num=6e0e]
Epoch 226:  80%|███████▉  | 87/109 [06:12<01:34,  0.23it/s, v_num=6e0e]
Epoch 226:  80%|███████▉  | 87/109 [06:12<01:34,  0.23it/s, v_num=6e0e]
Epoch 226:  81%|████████  | 88/109 [06:13<01:29,  0.24it/s, v_num=6e0e]
Epoch 226:  81%|████████  | 88/109 [06:13<01:29,  0.24it/s, v_num=6e0e]
Epoch 226:  82%|████████▏ | 89/109 [06:13<01:24,  0.24it/s, v_num=6e0e]
Epoch 226:  82%|████████▏ | 89/109 [06:13<01:24,  0.24it/s, v_num=6e0e]
Epoch 226:  83%|████████▎ | 90/109 [06:25<01:21,  0.23it/s, v_num=6e0e]
Epoch 226:  83%|████████▎ | 90/109 [06:25<01:21,  0.23it/s, v_num=6e0e]
Epoch 226:  83%|████████▎ | 91/109 [06:26<01:16,  0.24it/s, v_num=6e0e]
Epoch 226:  83%|████████▎ | 91/109 [06:26<01:16,  0.24it/s, v_num=6e0e]
Epoch 226:  84%|████████▍ | 92/109 [06:26<01:11,  0.24it/s, v_num=6e0e]
Epoch 226:  84%|████████▍ | 92/109 [06:26<01:11,  0.24it/s, v_num=6e0e]
Epoch 226:  85%|████████▌ | 93/109 [06:27<01:06,  0.24it/s, v_num=6e0e]
Epoch 226:  85%|████████▌ | 93/109 [06:27<01:06,  0.24it/s, v_num=6e0e]
Epoch 226:  86%|████████▌ | 94/109 [06:40<01:03,  0.23it/s, v_num=6e0e]
Epoch 226:  86%|████████▌ | 94/109 [06:40<01:03,  0.23it/s, v_num=6e0e]
Epoch 226:  87%|████████▋ | 95/109 [06:41<00:59,  0.24it/s, v_num=6e0e]
Epoch 226:  87%|████████▋ | 95/109 [06:41<00:59,  0.24it/s, v_num=6e0e]
Epoch 226:  88%|████████▊ | 96/109 [06:41<00:54,  0.24it/s, v_num=6e0e]
Epoch 226:  88%|████████▊ | 96/109 [06:41<00:54,  0.24it/s, v_num=6e0e]
Epoch 226:  89%|████████▉ | 97/109 [06:42<00:49,  0.24it/s, v_num=6e0e]
Epoch 226:  89%|████████▉ | 97/109 [06:42<00:49,  0.24it/s, v_num=6e0e]
Epoch 226:  90%|████████▉ | 98/109 [06:56<00:46,  0.24it/s, v_num=6e0e]
Epoch 226:  90%|████████▉ | 98/109 [06:56<00:46,  0.24it/s, v_num=6e0e]
Epoch 226:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 226:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 226:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
Epoch 226:  92%|█████████▏| 100/109 [06:58<00:37,  0.24it/s, v_num=6e0e]
Epoch 226:  93%|█████████▎| 101/109 [06:59<00:33,  0.24it/s, v_num=6e0e]
Epoch 226:  93%|█████████▎| 101/109 [06:59<00:33,  0.24it/s, v_num=6e0e]
Epoch 226:  94%|█████████▎| 102/109 [07:12<00:29,  0.24it/s, v_num=6e0e]
Epoch 226:  94%|█████████▎| 102/109 [07:12<00:29,  0.24it/s, v_num=6e0e]
Epoch 226:  94%|█████████▍| 103/109 [07:13<00:25,  0.24it/s, v_num=6e0e]
Epoch 226:  94%|█████████▍| 103/109 [07:13<00:25,  0.24it/s, v_num=6e0e]
Epoch 226:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
Epoch 226:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
Epoch 226:  96%|█████████▋| 105/109 [07:15<00:16,  0.24it/s, v_num=6e0e]
Epoch 226:  96%|█████████▋| 105/109 [07:15<00:16,  0.24it/s, v_num=6e0e]
Epoch 226:  97%|█████████▋| 106/109 [07:27<00:12,  0.24it/s, v_num=6e0e]
Epoch 226:  97%|█████████▋| 106/109 [07:27<00:12,  0.24it/s, v_num=6e0e]
Epoch 226:  98%|█████████▊| 107/109 [07:28<00:08,  0.24it/s, v_num=6e0e]
Epoch 226:  98%|█████████▊| 107/109 [07:28<00:08,  0.24it/s, v_num=6e0e]
Epoch 226:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 226:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 226: 100%|██████████| 109/109 [07:29<00:00,  0.24it/s, v_num=6e0e]
Epoch 226: 100%|██████████| 109/109 [07:29<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.90it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.92it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.96it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.97it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.97it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.94it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.96it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.97it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.97it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.95it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 226: 100%|██████████| 109/109 [07:46<00:00,  0.23it/s, v_num=6e0e]
Epoch 226: 100%|██████████| 109/109 [07:46<00:00,  0.23it/s, v_num=6e0e]
Epoch 226:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 227:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 227:   1%|          | 1/109 [00:17<31:54,  0.06it/s, v_num=6e0e]
Epoch 227:   1%|          | 1/109 [00:17<31:54,  0.06it/s, v_num=6e0e]
Epoch 227:   2%|▏         | 2/109 [00:18<16:32,  0.11it/s, v_num=6e0e]
Epoch 227:   2%|▏         | 2/109 [00:18<16:32,  0.11it/s, v_num=6e0e]
Epoch 227:   3%|▎         | 3/109 [00:19<11:24,  0.15it/s, v_num=6e0e]
Epoch 227:   3%|▎         | 3/109 [00:19<11:24,  0.15it/s, v_num=6e0e]
Epoch 227:   4%|▎         | 4/109 [00:20<08:49,  0.20it/s, v_num=6e0e]
Epoch 227:   4%|▎         | 4/109 [00:20<08:49,  0.20it/s, v_num=6e0e]
Epoch 227:   5%|▍         | 5/109 [00:33<11:38,  0.15it/s, v_num=6e0e]
Epoch 227:   5%|▍         | 5/109 [00:33<11:39,  0.15it/s, v_num=6e0e]
Epoch 227:   6%|▌         | 6/109 [00:34<09:50,  0.17it/s, v_num=6e0e]
Epoch 227:   6%|▌         | 6/109 [00:34<09:50,  0.17it/s, v_num=6e0e]
Epoch 227:   6%|▋         | 7/109 [00:35<08:32,  0.20it/s, v_num=6e0e]
Epoch 227:   6%|▋         | 7/109 [00:35<08:32,  0.20it/s, v_num=6e0e]
Epoch 227:   7%|▋         | 8/109 [00:36<07:34,  0.22it/s, v_num=6e0e]
Epoch 227:   7%|▋         | 8/109 [00:36<07:34,  0.22it/s, v_num=6e0e]
Epoch 227:   8%|▊         | 9/109 [00:50<09:24,  0.18it/s, v_num=6e0e]
Epoch 227:   8%|▊         | 9/109 [00:50<09:24,  0.18it/s, v_num=6e0e]
Epoch 227:   9%|▉         | 10/109 [00:51<08:31,  0.19it/s, v_num=6e0e]
Epoch 227:   9%|▉         | 10/109 [00:51<08:31,  0.19it/s, v_num=6e0e]
Epoch 227:  10%|█         | 11/109 [00:52<07:47,  0.21it/s, v_num=6e0e]
Epoch 227:  10%|█         | 11/109 [00:52<07:47,  0.21it/s, v_num=6e0e]
Epoch 227:  11%|█         | 12/109 [00:53<07:10,  0.23it/s, v_num=6e0e]
Epoch 227:  11%|█         | 12/109 [00:53<07:10,  0.23it/s, v_num=6e0e]
Epoch 227:  12%|█▏        | 13/109 [01:06<08:08,  0.20it/s, v_num=6e0e]
Epoch 227:  12%|█▏        | 13/109 [01:06<08:08,  0.20it/s, v_num=6e0e]
Epoch 227:  13%|█▎        | 14/109 [01:06<07:34,  0.21it/s, v_num=6e0e]
Epoch 227:  13%|█▎        | 14/109 [01:06<07:34,  0.21it/s, v_num=6e0e]
Epoch 227:  14%|█▍        | 15/109 [01:07<07:04,  0.22it/s, v_num=6e0e]
Epoch 227:  14%|█▍        | 15/109 [01:07<07:04,  0.22it/s, v_num=6e0e]
Epoch 227:  15%|█▍        | 16/109 [01:11<06:53,  0.22it/s, v_num=6e0e]
Epoch 227:  15%|█▍        | 16/109 [01:11<06:53,  0.22it/s, v_num=6e0e]
Epoch 227:  16%|█▌        | 17/109 [01:23<07:31,  0.20it/s, v_num=6e0e]
Epoch 227:  16%|█▌        | 17/109 [01:23<07:31,  0.20it/s, v_num=6e0e]
Epoch 227:  17%|█▋        | 18/109 [01:24<07:05,  0.21it/s, v_num=6e0e]
Epoch 227:  17%|█▋        | 18/109 [01:24<07:05,  0.21it/s, v_num=6e0e]
Epoch 227:  17%|█▋        | 19/109 [01:25<06:42,  0.22it/s, v_num=6e0e]
Epoch 227:  17%|█▋        | 19/109 [01:25<06:42,  0.22it/s, v_num=6e0e]
Epoch 227:  18%|█▊        | 20/109 [01:28<06:32,  0.23it/s, v_num=6e0e]
Epoch 227:  18%|█▊        | 20/109 [01:28<06:32,  0.23it/s, v_num=6e0e]
Epoch 227:  19%|█▉        | 21/109 [01:39<06:58,  0.21it/s, v_num=6e0e]
Epoch 227:  19%|█▉        | 21/109 [01:39<06:58,  0.21it/s, v_num=6e0e]
Epoch 227:  20%|██        | 22/109 [01:40<06:38,  0.22it/s, v_num=6e0e]
Epoch 227:  20%|██        | 22/109 [01:40<06:38,  0.22it/s, v_num=6e0e]
Epoch 227:  21%|██        | 23/109 [01:41<06:19,  0.23it/s, v_num=6e0e]
Epoch 227:  21%|██        | 23/109 [01:41<06:19,  0.23it/s, v_num=6e0e]
Epoch 227:  22%|██▏       | 24/109 [01:44<06:09,  0.23it/s, v_num=6e0e]
Epoch 227:  22%|██▏       | 24/109 [01:44<06:09,  0.23it/s, v_num=6e0e]
Epoch 227:  23%|██▎       | 25/109 [01:55<06:26,  0.22it/s, v_num=6e0e]
Epoch 227:  23%|██▎       | 25/109 [01:55<06:26,  0.22it/s, v_num=6e0e]
Epoch 227:  24%|██▍       | 26/109 [01:55<06:09,  0.22it/s, v_num=6e0e]
Epoch 227:  24%|██▍       | 26/109 [01:55<06:09,  0.22it/s, v_num=6e0e]
Epoch 227:  25%|██▍       | 27/109 [01:56<05:54,  0.23it/s, v_num=6e0e]
Epoch 227:  25%|██▍       | 27/109 [01:56<05:54,  0.23it/s, v_num=6e0e]
Epoch 227:  26%|██▌       | 28/109 [02:01<05:51,  0.23it/s, v_num=6e0e]
Epoch 227:  26%|██▌       | 28/109 [02:01<05:51,  0.23it/s, v_num=6e0e]
Epoch 227:  27%|██▋       | 29/109 [02:12<06:04,  0.22it/s, v_num=6e0e]
Epoch 227:  27%|██▋       | 29/109 [02:12<06:04,  0.22it/s, v_num=6e0e]
Epoch 227:  28%|██▊       | 30/109 [02:13<05:50,  0.23it/s, v_num=6e0e]
Epoch 227:  28%|██▊       | 30/109 [02:13<05:50,  0.23it/s, v_num=6e0e]
Epoch 227:  28%|██▊       | 31/109 [02:15<05:39,  0.23it/s, v_num=6e0e]
Epoch 227:  28%|██▊       | 31/109 [02:15<05:39,  0.23it/s, v_num=6e0e]
Epoch 227:  29%|██▉       | 32/109 [02:16<05:27,  0.24it/s, v_num=6e0e]
Epoch 227:  29%|██▉       | 32/109 [02:16<05:27,  0.24it/s, v_num=6e0e]
Epoch 227:  30%|███       | 33/109 [02:28<05:41,  0.22it/s, v_num=6e0e]
Epoch 227:  30%|███       | 33/109 [02:28<05:41,  0.22it/s, v_num=6e0e]
Epoch 227:  31%|███       | 34/109 [02:29<05:30,  0.23it/s, v_num=6e0e]
Epoch 227:  31%|███       | 34/109 [02:29<05:30,  0.23it/s, v_num=6e0e]
Epoch 227:  32%|███▏      | 35/109 [02:30<05:18,  0.23it/s, v_num=6e0e]
Epoch 227:  32%|███▏      | 35/109 [02:30<05:18,  0.23it/s, v_num=6e0e]
Epoch 227:  33%|███▎      | 36/109 [02:32<05:09,  0.24it/s, v_num=6e0e]
Epoch 227:  33%|███▎      | 36/109 [02:32<05:09,  0.24it/s, v_num=6e0e]
Epoch 227:  34%|███▍      | 37/109 [02:44<05:19,  0.23it/s, v_num=6e0e]
Epoch 227:  34%|███▍      | 37/109 [02:44<05:19,  0.23it/s, v_num=6e0e]
Epoch 227:  35%|███▍      | 38/109 [02:45<05:09,  0.23it/s, v_num=6e0e]
Epoch 227:  35%|███▍      | 38/109 [02:45<05:09,  0.23it/s, v_num=6e0e]
Epoch 227:  36%|███▌      | 39/109 [02:46<04:58,  0.23it/s, v_num=6e0e]
Epoch 227:  36%|███▌      | 39/109 [02:46<04:58,  0.23it/s, v_num=6e0e]
Epoch 227:  37%|███▋      | 40/109 [02:49<04:52,  0.24it/s, v_num=6e0e]
Epoch 227:  37%|███▋      | 40/109 [02:49<04:52,  0.24it/s, v_num=6e0e]
Epoch 227:  38%|███▊      | 41/109 [03:00<04:58,  0.23it/s, v_num=6e0e]
Epoch 227:  38%|███▊      | 41/109 [03:00<04:58,  0.23it/s, v_num=6e0e]
Epoch 227:  39%|███▊      | 42/109 [03:02<04:51,  0.23it/s, v_num=6e0e]
Epoch 227:  39%|███▊      | 42/109 [03:02<04:51,  0.23it/s, v_num=6e0e]
Epoch 227:  39%|███▉      | 43/109 [03:03<04:41,  0.23it/s, v_num=6e0e]
Epoch 227:  39%|███▉      | 43/109 [03:03<04:41,  0.23it/s, v_num=6e0e]
Epoch 227:  40%|████      | 44/109 [03:05<04:33,  0.24it/s, v_num=6e0e]
Epoch 227:  40%|████      | 44/109 [03:05<04:33,  0.24it/s, v_num=6e0e]
Epoch 227:  41%|████▏     | 45/109 [03:15<04:38,  0.23it/s, v_num=6e0e]
Epoch 227:  41%|████▏     | 45/109 [03:15<04:38,  0.23it/s, v_num=6e0e]
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Epoch 227:  82%|████████▏ | 89/109 [06:11<01:23,  0.24it/s, v_num=6e0e]
Epoch 227:  83%|████████▎ | 90/109 [06:18<01:19,  0.24it/s, v_num=6e0e]
Epoch 227:  83%|████████▎ | 90/109 [06:18<01:19,  0.24it/s, v_num=6e0e]
Epoch 227:  83%|████████▎ | 91/109 [06:18<01:14,  0.24it/s, v_num=6e0e]
Epoch 227:  83%|████████▎ | 91/109 [06:18<01:14,  0.24it/s, v_num=6e0e]
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Epoch 227:  87%|████████▋ | 95/109 [06:36<00:58,  0.24it/s, v_num=6e0e]
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Epoch 227:  88%|████████▊ | 96/109 [06:37<00:53,  0.24it/s, v_num=6e0e]
Epoch 227:  88%|████████▊ | 96/109 [06:37<00:53,  0.24it/s, v_num=6e0e]
Epoch 227:  89%|████████▉ | 97/109 [06:44<00:50,  0.24it/s, v_num=6e0e]
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Epoch 227:  95%|█████████▌| 104/109 [07:14<00:20,  0.24it/s, v_num=6e0e]
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Epoch 227:  96%|█████████▋| 105/109 [07:17<00:16,  0.24it/s, v_num=6e0e]
Epoch 227:  96%|█████████▋| 105/109 [07:17<00:16,  0.24it/s, v_num=6e0e]
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Epoch 227:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
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Epoch 227:  98%|█████████▊| 107/109 [07:28<00:08,  0.24it/s, v_num=6e0e]
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Epoch 227: 100%|██████████| 109/109 [07:32<00:00,  0.24it/s, v_num=6e0e]
Epoch 227: 100%|██████████| 109/109 [07:32<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 227: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 227: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]
Epoch 227:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 228:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 228:   1%|          | 1/109 [00:16<29:02,  0.06it/s, v_num=6e0e]
Epoch 228:   2%|▏         | 2/109 [00:18<16:09,  0.11it/s, v_num=6e0e]
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Epoch 228:   3%|▎         | 3/109 [00:18<11:09,  0.16it/s, v_num=6e0e]
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Epoch 228:   6%|▌         | 6/109 [00:33<09:42,  0.18it/s, v_num=6e0e]
Epoch 228:   6%|▌         | 6/109 [00:33<09:42,  0.18it/s, v_num=6e0e]
Epoch 228:   6%|▋         | 7/109 [00:34<08:25,  0.20it/s, v_num=6e0e]
Epoch 228:   6%|▋         | 7/109 [00:34<08:26,  0.20it/s, v_num=6e0e]
Epoch 228:   7%|▋         | 8/109 [00:35<07:28,  0.23it/s, v_num=6e0e]
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Epoch 228:   8%|▊         | 9/109 [00:48<08:57,  0.19it/s, v_num=6e0e]
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Epoch 228:   9%|▉         | 10/109 [00:50<08:24,  0.20it/s, v_num=6e0e]
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Epoch 228:  10%|█         | 11/109 [00:51<07:41,  0.21it/s, v_num=6e0e]
Epoch 228:  10%|█         | 11/109 [00:51<07:41,  0.21it/s, v_num=6e0e]
Epoch 228:  11%|█         | 12/109 [00:52<07:05,  0.23it/s, v_num=6e0e]
Epoch 228:  11%|█         | 12/109 [00:52<07:05,  0.23it/s, v_num=6e0e]
Epoch 228:  12%|█▏        | 13/109 [01:04<07:57,  0.20it/s, v_num=6e0e]
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Epoch 228:  13%|█▎        | 14/109 [01:08<07:46,  0.20it/s, v_num=6e0e]
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Epoch 228:  14%|█▍        | 15/109 [01:09<07:16,  0.22it/s, v_num=6e0e]
Epoch 228:  14%|█▍        | 15/109 [01:09<07:16,  0.22it/s, v_num=6e0e]
Epoch 228:  15%|█▍        | 16/109 [01:10<06:49,  0.23it/s, v_num=6e0e]
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Epoch 228:  16%|█▌        | 17/109 [01:20<07:17,  0.21it/s, v_num=6e0e]
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Epoch 228:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 228:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 228:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 228: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]
Epoch 228: 100%|██████████| 109/109 [07:49<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.90it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.91it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.93it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.94it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.95it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.93it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.95it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.96it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 228: 100%|██████████| 109/109 [08:06<00:00,  0.22it/s, v_num=6e0e]
Epoch 228: 100%|██████████| 109/109 [08:06<00:00,  0.22it/s, v_num=6e0e]
Epoch 228:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 229:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 229:   1%|          | 1/109 [00:20<36:15,  0.05it/s, v_num=6e0e]
Epoch 229:   1%|          | 1/109 [00:20<36:15,  0.05it/s, v_num=6e0e]
Epoch 229:   2%|▏         | 2/109 [00:20<18:39,  0.10it/s, v_num=6e0e]
Epoch 229:   2%|▏         | 2/109 [00:20<18:39,  0.10it/s, v_num=6e0e]
Epoch 229:   3%|▎         | 3/109 [00:21<12:47,  0.14it/s, v_num=6e0e]
Epoch 229:   3%|▎         | 3/109 [00:21<12:48,  0.14it/s, v_num=6e0e]
Epoch 229:   4%|▎         | 4/109 [00:22<09:53,  0.18it/s, v_num=6e0e]
Epoch 229:   4%|▎         | 4/109 [00:22<09:53,  0.18it/s, v_num=6e0e]
Epoch 229:   5%|▍         | 5/109 [00:39<13:32,  0.13it/s, v_num=6e0e]
Epoch 229:   5%|▍         | 5/109 [00:39<13:32,  0.13it/s, v_num=6e0e]
Epoch 229:   6%|▌         | 6/109 [00:39<11:24,  0.15it/s, v_num=6e0e]
Epoch 229:   6%|▌         | 6/109 [00:39<11:24,  0.15it/s, v_num=6e0e]
Epoch 229:   6%|▋         | 7/109 [00:40<09:52,  0.17it/s, v_num=6e0e]
Epoch 229:   6%|▋         | 7/109 [00:40<09:52,  0.17it/s, v_num=6e0e]
Epoch 229:   7%|▋         | 8/109 [00:41<08:43,  0.19it/s, v_num=6e0e]
Epoch 229:   7%|▋         | 8/109 [00:41<08:43,  0.19it/s, v_num=6e0e]
Epoch 229:   8%|▊         | 9/109 [00:56<10:28,  0.16it/s, v_num=6e0e]
Epoch 229:   8%|▊         | 9/109 [00:56<10:28,  0.16it/s, v_num=6e0e]
Epoch 229:   9%|▉         | 10/109 [00:57<09:28,  0.17it/s, v_num=6e0e]
Epoch 229:   9%|▉         | 10/109 [00:57<09:28,  0.17it/s, v_num=6e0e]
Epoch 229:  10%|█         | 11/109 [00:58<08:38,  0.19it/s, v_num=6e0e]
Epoch 229:  10%|█         | 11/109 [00:58<08:38,  0.19it/s, v_num=6e0e]
Epoch 229:  11%|█         | 12/109 [00:59<07:57,  0.20it/s, v_num=6e0e]
Epoch 229:  11%|█         | 12/109 [00:59<07:57,  0.20it/s, v_num=6e0e]
Epoch 229:  12%|█▏        | 13/109 [01:11<08:45,  0.18it/s, v_num=6e0e]
Epoch 229:  12%|█▏        | 13/109 [01:11<08:45,  0.18it/s, v_num=6e0e]
Epoch 229:  13%|█▎        | 14/109 [01:12<08:08,  0.19it/s, v_num=6e0e]
Epoch 229:  13%|█▎        | 14/109 [01:12<08:08,  0.19it/s, v_num=6e0e]
Epoch 229:  14%|█▍        | 15/109 [01:12<07:36,  0.21it/s, v_num=6e0e]
Epoch 229:  14%|█▍        | 15/109 [01:12<07:36,  0.21it/s, v_num=6e0e]
Epoch 229:  15%|█▍        | 16/109 [01:13<07:07,  0.22it/s, v_num=6e0e]
Epoch 229:  15%|█▍        | 16/109 [01:13<07:07,  0.22it/s, v_num=6e0e]
Epoch 229:  16%|█▌        | 17/109 [01:29<08:04,  0.19it/s, v_num=6e0e]
Epoch 229:  16%|█▌        | 17/109 [01:29<08:04,  0.19it/s, v_num=6e0e]
Epoch 229:  17%|█▋        | 18/109 [01:30<07:36,  0.20it/s, v_num=6e0e]
Epoch 229:  17%|█▋        | 18/109 [01:30<07:36,  0.20it/s, v_num=6e0e]
Epoch 229:  17%|█▋        | 19/109 [01:31<07:11,  0.21it/s, v_num=6e0e]
Epoch 229:  17%|█▋        | 19/109 [01:31<07:11,  0.21it/s, v_num=6e0e]
Epoch 229:  18%|█▊        | 20/109 [01:31<06:49,  0.22it/s, v_num=6e0e]
Epoch 229:  18%|█▊        | 20/109 [01:31<06:49,  0.22it/s, v_num=6e0e]
Epoch 229:  19%|█▉        | 21/109 [01:48<07:32,  0.19it/s, v_num=6e0e]
Epoch 229:  19%|█▉        | 21/109 [01:48<07:32,  0.19it/s, v_num=6e0e]
Epoch 229:  20%|██        | 22/109 [01:48<07:10,  0.20it/s, v_num=6e0e]
Epoch 229:  20%|██        | 22/109 [01:48<07:10,  0.20it/s, v_num=6e0e]
Epoch 229:  21%|██        | 23/109 [01:49<06:49,  0.21it/s, v_num=6e0e]
Epoch 229:  21%|██        | 23/109 [01:49<06:49,  0.21it/s, v_num=6e0e]
Epoch 229:  22%|██▏       | 24/109 [01:50<06:31,  0.22it/s, v_num=6e0e]
Epoch 229:  22%|██▏       | 24/109 [01:50<06:31,  0.22it/s, v_num=6e0e]
Epoch 229:  23%|██▎       | 25/109 [02:03<06:55,  0.20it/s, v_num=6e0e]
Epoch 229:  23%|██▎       | 25/109 [02:03<06:55,  0.20it/s, v_num=6e0e]
Epoch 229:  24%|██▍       | 26/109 [02:04<06:37,  0.21it/s, v_num=6e0e]
Epoch 229:  24%|██▍       | 26/109 [02:04<06:37,  0.21it/s, v_num=6e0e]
Epoch 229:  25%|██▍       | 27/109 [02:05<06:20,  0.22it/s, v_num=6e0e]
Epoch 229:  25%|██▍       | 27/109 [02:05<06:20,  0.22it/s, v_num=6e0e]
Epoch 229:  26%|██▌       | 28/109 [02:06<06:04,  0.22it/s, v_num=6e0e]
Epoch 229:  26%|██▌       | 28/109 [02:06<06:04,  0.22it/s, v_num=6e0e]
Epoch 229:  27%|██▋       | 29/109 [02:21<06:29,  0.21it/s, v_num=6e0e]
Epoch 229:  27%|██▋       | 29/109 [02:21<06:29,  0.21it/s, v_num=6e0e]
Epoch 229:  28%|██▊       | 30/109 [02:22<06:14,  0.21it/s, v_num=6e0e]
Epoch 229:  28%|██▊       | 30/109 [02:22<06:14,  0.21it/s, v_num=6e0e]
Epoch 229:  28%|██▊       | 31/109 [02:22<05:59,  0.22it/s, v_num=6e0e]
Epoch 229:  28%|██▊       | 31/109 [02:22<05:59,  0.22it/s, v_num=6e0e]
Epoch 229:  29%|██▉       | 32/109 [02:23<05:45,  0.22it/s, v_num=6e0e]
Epoch 229:  29%|██▉       | 32/109 [02:23<05:45,  0.22it/s, v_num=6e0e]
Epoch 229:  30%|███       | 33/109 [02:38<06:04,  0.21it/s, v_num=6e0e]
Epoch 229:  30%|███       | 33/109 [02:38<06:04,  0.21it/s, v_num=6e0e]
Epoch 229:  31%|███       | 34/109 [02:39<05:51,  0.21it/s, v_num=6e0e]
Epoch 229:  31%|███       | 34/109 [02:39<05:51,  0.21it/s, v_num=6e0e]
Epoch 229:  32%|███▏      | 35/109 [02:40<05:38,  0.22it/s, v_num=6e0e]
Epoch 229:  32%|███▏      | 35/109 [02:40<05:38,  0.22it/s, v_num=6e0e]
Epoch 229:  33%|███▎      | 36/109 [02:40<05:26,  0.22it/s, v_num=6e0e]
Epoch 229:  33%|███▎      | 36/109 [02:40<05:26,  0.22it/s, v_num=6e0e]
Epoch 229:  34%|███▍      | 37/109 [02:56<05:42,  0.21it/s, v_num=6e0e]
Epoch 229:  34%|███▍      | 37/109 [02:56<05:42,  0.21it/s, v_num=6e0e]
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Epoch 229:  36%|███▌      | 39/109 [02:57<05:19,  0.22it/s, v_num=6e0e]
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Epoch 229:  37%|███▋      | 40/109 [02:58<05:07,  0.22it/s, v_num=6e0e]
Epoch 229:  37%|███▋      | 40/109 [02:58<05:07,  0.22it/s, v_num=6e0e]
Epoch 229:  38%|███▊      | 41/109 [03:11<05:18,  0.21it/s, v_num=6e0e]
Epoch 229:  38%|███▊      | 41/109 [03:12<05:18,  0.21it/s, v_num=6e0e]
Epoch 229:  39%|███▊      | 42/109 [03:12<05:07,  0.22it/s, v_num=6e0e]
Epoch 229:  39%|███▊      | 42/109 [03:12<05:07,  0.22it/s, v_num=6e0e]
Epoch 229:  39%|███▉      | 43/109 [03:13<04:57,  0.22it/s, v_num=6e0e]
Epoch 229:  39%|███▉      | 43/109 [03:13<04:57,  0.22it/s, v_num=6e0e]
Epoch 229:  40%|████      | 44/109 [03:14<04:47,  0.23it/s, v_num=6e0e]
Epoch 229:  40%|████      | 44/109 [03:14<04:47,  0.23it/s, v_num=6e0e]
Epoch 229:  41%|████▏     | 45/109 [03:28<04:56,  0.22it/s, v_num=6e0e]
Epoch 229:  41%|████▏     | 45/109 [03:28<04:56,  0.22it/s, v_num=6e0e]
Epoch 229:  42%|████▏     | 46/109 [03:29<04:46,  0.22it/s, v_num=6e0e]
Epoch 229:  42%|████▏     | 46/109 [03:29<04:46,  0.22it/s, v_num=6e0e]
Epoch 229:  43%|████▎     | 47/109 [03:30<04:37,  0.22it/s, v_num=6e0e]
Epoch 229:  43%|████▎     | 47/109 [03:30<04:37,  0.22it/s, v_num=6e0e]
Epoch 229:  44%|████▍     | 48/109 [03:31<04:28,  0.23it/s, v_num=6e0e]
Epoch 229:  44%|████▍     | 48/109 [03:31<04:28,  0.23it/s, v_num=6e0e]
Epoch 229:  45%|████▍     | 49/109 [03:46<04:37,  0.22it/s, v_num=6e0e]
Epoch 229:  45%|████▍     | 49/109 [03:46<04:37,  0.22it/s, v_num=6e0e]
Epoch 229:  46%|████▌     | 50/109 [03:47<04:28,  0.22it/s, v_num=6e0e]
Epoch 229:  46%|████▌     | 50/109 [03:47<04:28,  0.22it/s, v_num=6e0e]
Epoch 229:  47%|████▋     | 51/109 [03:48<04:19,  0.22it/s, v_num=6e0e]
Epoch 229:  47%|████▋     | 51/109 [03:48<04:19,  0.22it/s, v_num=6e0e]
Epoch 229:  48%|████▊     | 52/109 [03:49<04:11,  0.23it/s, v_num=6e0e]
Epoch 229:  48%|████▊     | 52/109 [03:49<04:11,  0.23it/s, v_num=6e0e]
Epoch 229:  49%|████▊     | 53/109 [04:02<04:16,  0.22it/s, v_num=6e0e]
Epoch 229:  49%|████▊     | 53/109 [04:02<04:16,  0.22it/s, v_num=6e0e]
Epoch 229:  50%|████▉     | 54/109 [04:03<04:08,  0.22it/s, v_num=6e0e]
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Epoch 229:  50%|█████     | 55/109 [04:04<03:59,  0.23it/s, v_num=6e0e]
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Epoch 229:  51%|█████▏    | 56/109 [04:05<03:52,  0.23it/s, v_num=6e0e]
Epoch 229:  52%|█████▏    | 57/109 [04:21<03:58,  0.22it/s, v_num=6e0e]
Epoch 229:  52%|█████▏    | 57/109 [04:21<03:58,  0.22it/s, v_num=6e0e]
Epoch 229:  53%|█████▎    | 58/109 [04:22<03:50,  0.22it/s, v_num=6e0e]
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Epoch 229:  54%|█████▍    | 59/109 [04:23<03:43,  0.22it/s, v_num=6e0e]
Epoch 229:  54%|█████▍    | 59/109 [04:23<03:43,  0.22it/s, v_num=6e0e]
Epoch 229:  55%|█████▌    | 60/109 [04:24<03:35,  0.23it/s, v_num=6e0e]
Epoch 229:  55%|█████▌    | 60/109 [04:24<03:35,  0.23it/s, v_num=6e0e]
Epoch 229:  56%|█████▌    | 61/109 [04:37<03:38,  0.22it/s, v_num=6e0e]
Epoch 229:  56%|█████▌    | 61/109 [04:37<03:38,  0.22it/s, v_num=6e0e]
Epoch 229:  57%|█████▋    | 62/109 [04:38<03:30,  0.22it/s, v_num=6e0e]
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Epoch 229:  58%|█████▊    | 63/109 [04:38<03:23,  0.23it/s, v_num=6e0e]
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Epoch 229:  59%|█████▊    | 64/109 [04:39<03:16,  0.23it/s, v_num=6e0e]
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Epoch 229:  60%|█████▉    | 65/109 [04:55<03:19,  0.22it/s, v_num=6e0e]
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Epoch 229:  61%|██████    | 66/109 [04:56<03:12,  0.22it/s, v_num=6e0e]
Epoch 229:  61%|██████▏   | 67/109 [04:56<03:06,  0.23it/s, v_num=6e0e]
Epoch 229:  61%|██████▏   | 67/109 [04:56<03:06,  0.23it/s, v_num=6e0e]
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Epoch 229:  62%|██████▏   | 68/109 [04:57<02:59,  0.23it/s, v_num=6e0e]
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Epoch 229:  64%|██████▍   | 70/109 [05:13<02:54,  0.22it/s, v_num=6e0e]
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Epoch 229:  65%|██████▌   | 71/109 [05:14<02:48,  0.23it/s, v_num=6e0e]
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Epoch 229:  72%|███████▏  | 79/109 [05:47<02:11,  0.23it/s, v_num=6e0e]
Epoch 229:  73%|███████▎  | 80/109 [05:47<02:06,  0.23it/s, v_num=6e0e]
Epoch 229:  73%|███████▎  | 80/109 [05:47<02:06,  0.23it/s, v_num=6e0e]
Epoch 229:  74%|███████▍  | 81/109 [06:01<02:04,  0.22it/s, v_num=6e0e]
Epoch 229:  74%|███████▍  | 81/109 [06:01<02:04,  0.22it/s, v_num=6e0e]
Epoch 229:  75%|███████▌  | 82/109 [06:02<01:59,  0.23it/s, v_num=6e0e]
Epoch 229:  75%|███████▌  | 82/109 [06:02<01:59,  0.23it/s, v_num=6e0e]
Epoch 229:  76%|███████▌  | 83/109 [06:03<01:53,  0.23it/s, v_num=6e0e]
Epoch 229:  76%|███████▌  | 83/109 [06:03<01:53,  0.23it/s, v_num=6e0e]
Epoch 229:  77%|███████▋  | 84/109 [06:03<01:48,  0.23it/s, v_num=6e0e]
Epoch 229:  77%|███████▋  | 84/109 [06:03<01:48,  0.23it/s, v_num=6e0e]
Epoch 229:  78%|███████▊  | 85/109 [06:19<01:47,  0.22it/s, v_num=6e0e]
Epoch 229:  78%|███████▊  | 85/109 [06:19<01:47,  0.22it/s, v_num=6e0e]
Epoch 229:  79%|███████▉  | 86/109 [06:19<01:41,  0.23it/s, v_num=6e0e]
Epoch 229:  79%|███████▉  | 86/109 [06:19<01:41,  0.23it/s, v_num=6e0e]
Epoch 229:  80%|███████▉  | 87/109 [06:20<01:36,  0.23it/s, v_num=6e0e]
Epoch 229:  80%|███████▉  | 87/109 [06:20<01:36,  0.23it/s, v_num=6e0e]
Epoch 229:  81%|████████  | 88/109 [06:21<01:31,  0.23it/s, v_num=6e0e]
Epoch 229:  81%|████████  | 88/109 [06:21<01:31,  0.23it/s, v_num=6e0e]
Epoch 229:  82%|████████▏ | 89/109 [06:37<01:29,  0.22it/s, v_num=6e0e]
Epoch 229:  82%|████████▏ | 89/109 [06:37<01:29,  0.22it/s, v_num=6e0e]
Epoch 229:  83%|████████▎ | 90/109 [06:38<01:24,  0.23it/s, v_num=6e0e]
Epoch 229:  83%|████████▎ | 90/109 [06:38<01:24,  0.23it/s, v_num=6e0e]
Epoch 229:  83%|████████▎ | 91/109 [06:38<01:18,  0.23it/s, v_num=6e0e]
Epoch 229:  83%|████████▎ | 91/109 [06:38<01:18,  0.23it/s, v_num=6e0e]
Epoch 229:  84%|████████▍ | 92/109 [06:39<01:13,  0.23it/s, v_num=6e0e]
Epoch 229:  84%|████████▍ | 92/109 [06:39<01:13,  0.23it/s, v_num=6e0e]
Epoch 229:  85%|████████▌ | 93/109 [06:53<01:11,  0.22it/s, v_num=6e0e]
Epoch 229:  85%|████████▌ | 93/109 [06:53<01:11,  0.22it/s, v_num=6e0e]
Epoch 229:  86%|████████▌ | 94/109 [06:54<01:06,  0.23it/s, v_num=6e0e]
Epoch 229:  86%|████████▌ | 94/109 [06:54<01:06,  0.23it/s, v_num=6e0e]
Epoch 229:  87%|████████▋ | 95/109 [06:54<01:01,  0.23it/s, v_num=6e0e]
Epoch 229:  87%|████████▋ | 95/109 [06:54<01:01,  0.23it/s, v_num=6e0e]
Epoch 229:  88%|████████▊ | 96/109 [06:55<00:56,  0.23it/s, v_num=6e0e]
Epoch 229:  88%|████████▊ | 96/109 [06:55<00:56,  0.23it/s, v_num=6e0e]
Epoch 229:  89%|████████▉ | 97/109 [07:09<00:53,  0.23it/s, v_num=6e0e]
Epoch 229:  89%|████████▉ | 97/109 [07:09<00:53,  0.23it/s, v_num=6e0e]
Epoch 229:  90%|████████▉ | 98/109 [07:10<00:48,  0.23it/s, v_num=6e0e]
Epoch 229:  90%|████████▉ | 98/109 [07:10<00:48,  0.23it/s, v_num=6e0e]
Epoch 229:  91%|█████████ | 99/109 [07:11<00:43,  0.23it/s, v_num=6e0e]
Epoch 229:  91%|█████████ | 99/109 [07:11<00:43,  0.23it/s, v_num=6e0e]
Epoch 229:  92%|█████████▏| 100/109 [07:12<00:38,  0.23it/s, v_num=6e0e]
Epoch 229:  92%|█████████▏| 100/109 [07:12<00:38,  0.23it/s, v_num=6e0e]
Epoch 229:  93%|█████████▎| 101/109 [07:24<00:35,  0.23it/s, v_num=6e0e]
Epoch 229:  93%|█████████▎| 101/109 [07:24<00:35,  0.23it/s, v_num=6e0e]
Epoch 229:  94%|█████████▎| 102/109 [07:25<00:30,  0.23it/s, v_num=6e0e]
Epoch 229:  94%|█████████▎| 102/109 [07:25<00:30,  0.23it/s, v_num=6e0e]
Epoch 229:  94%|█████████▍| 103/109 [07:26<00:25,  0.23it/s, v_num=6e0e]
Epoch 229:  94%|█████████▍| 103/109 [07:26<00:25,  0.23it/s, v_num=6e0e]
Epoch 229:  95%|█████████▌| 104/109 [07:26<00:21,  0.23it/s, v_num=6e0e]
Epoch 229:  95%|█████████▌| 104/109 [07:26<00:21,  0.23it/s, v_num=6e0e]
Epoch 229:  96%|█████████▋| 105/109 [07:40<00:17,  0.23it/s, v_num=6e0e]
Epoch 229:  96%|█████████▋| 105/109 [07:40<00:17,  0.23it/s, v_num=6e0e]
Epoch 229:  97%|█████████▋| 106/109 [07:41<00:13,  0.23it/s, v_num=6e0e]
Epoch 229:  97%|█████████▋| 106/109 [07:41<00:13,  0.23it/s, v_num=6e0e]
Epoch 229:  98%|█████████▊| 107/109 [07:41<00:08,  0.23it/s, v_num=6e0e]
Epoch 229:  98%|█████████▊| 107/109 [07:41<00:08,  0.23it/s, v_num=6e0e]
Epoch 229:  99%|█████████▉| 108/109 [07:42<00:04,  0.23it/s, v_num=6e0e]
Epoch 229:  99%|█████████▉| 108/109 [07:42<00:04,  0.23it/s, v_num=6e0e]
Epoch 229: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]
Epoch 229: 100%|██████████| 109/109 [07:55<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:14,  0.92it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.90it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.88it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.92it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:09,  0.88it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.88it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.90it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.91it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.92it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.92it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.92it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.94it/s]

                                                                        
Epoch 229: 100%|██████████| 109/109 [08:13<00:00,  0.22it/s, v_num=6e0e]
Epoch 229: 100%|██████████| 109/109 [08:13<00:00,  0.22it/s, v_num=6e0e]
Epoch 229:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 230:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 230:   1%|          | 1/109 [00:16<30:20,  0.06it/s, v_num=6e0e]
Epoch 230:   1%|          | 1/109 [00:16<30:20,  0.06it/s, v_num=6e0e]
Epoch 230:   2%|▏         | 2/109 [00:17<15:43,  0.11it/s, v_num=6e0e]
Epoch 230:   2%|▏         | 2/109 [00:17<15:43,  0.11it/s, v_num=6e0e]
Epoch 230:   3%|▎         | 3/109 [00:18<10:52,  0.16it/s, v_num=6e0e]
Epoch 230:   3%|▎         | 3/109 [00:18<10:52,  0.16it/s, v_num=6e0e]
Epoch 230:   4%|▎         | 4/109 [00:19<08:25,  0.21it/s, v_num=6e0e]
Epoch 230:   4%|▎         | 4/109 [00:19<08:25,  0.21it/s, v_num=6e0e]
Epoch 230:   5%|▍         | 5/109 [00:33<11:43,  0.15it/s, v_num=6e0e]
Epoch 230:   5%|▍         | 5/109 [00:33<11:43,  0.15it/s, v_num=6e0e]
Epoch 230:   6%|▌         | 6/109 [00:34<09:54,  0.17it/s, v_num=6e0e]
Epoch 230:   6%|▌         | 6/109 [00:34<09:54,  0.17it/s, v_num=6e0e]
Epoch 230:   6%|▋         | 7/109 [00:35<08:36,  0.20it/s, v_num=6e0e]
Epoch 230:   6%|▋         | 7/109 [00:35<08:36,  0.20it/s, v_num=6e0e]
Epoch 230:   7%|▋         | 8/109 [00:36<07:37,  0.22it/s, v_num=6e0e]
Epoch 230:   7%|▋         | 8/109 [00:36<07:37,  0.22it/s, v_num=6e0e]
Epoch 230:   8%|▊         | 9/109 [00:50<09:25,  0.18it/s, v_num=6e0e]
Epoch 230:   8%|▊         | 9/109 [00:50<09:25,  0.18it/s, v_num=6e0e]
Epoch 230:   9%|▉         | 10/109 [00:51<08:31,  0.19it/s, v_num=6e0e]
Epoch 230:   9%|▉         | 10/109 [00:51<08:31,  0.19it/s, v_num=6e0e]
Epoch 230:  10%|█         | 11/109 [00:53<07:53,  0.21it/s, v_num=6e0e]
Epoch 230:  10%|█         | 11/109 [00:53<07:53,  0.21it/s, v_num=6e0e]
Epoch 230:  11%|█         | 12/109 [00:53<07:16,  0.22it/s, v_num=6e0e]
Epoch 230:  11%|█         | 12/109 [00:53<07:16,  0.22it/s, v_num=6e0e]
Epoch 230:  12%|█▏        | 13/109 [01:08<08:23,  0.19it/s, v_num=6e0e]
Epoch 230:  12%|█▏        | 13/109 [01:08<08:23,  0.19it/s, v_num=6e0e]
Epoch 230:  13%|█▎        | 14/109 [01:09<07:48,  0.20it/s, v_num=6e0e]
Epoch 230:  13%|█▎        | 14/109 [01:09<07:48,  0.20it/s, v_num=6e0e]
Epoch 230:  14%|█▍        | 15/109 [01:09<07:17,  0.21it/s, v_num=6e0e]
Epoch 230:  14%|█▍        | 15/109 [01:09<07:17,  0.21it/s, v_num=6e0e]
Epoch 230:  15%|█▍        | 16/109 [01:10<06:50,  0.23it/s, v_num=6e0e]
Epoch 230:  15%|█▍        | 16/109 [01:10<06:50,  0.23it/s, v_num=6e0e]
Epoch 230:  16%|█▌        | 17/109 [01:24<07:38,  0.20it/s, v_num=6e0e]
Epoch 230:  16%|█▌        | 17/109 [01:24<07:38,  0.20it/s, v_num=6e0e]
Epoch 230:  17%|█▋        | 18/109 [01:25<07:11,  0.21it/s, v_num=6e0e]
Epoch 230:  17%|█▋        | 18/109 [01:25<07:11,  0.21it/s, v_num=6e0e]
Epoch 230:  17%|█▋        | 19/109 [01:26<06:48,  0.22it/s, v_num=6e0e]
Epoch 230:  17%|█▋        | 19/109 [01:26<06:48,  0.22it/s, v_num=6e0e]
Epoch 230:  18%|█▊        | 20/109 [01:27<06:27,  0.23it/s, v_num=6e0e]
Epoch 230:  18%|█▊        | 20/109 [01:27<06:27,  0.23it/s, v_num=6e0e]
Epoch 230:  19%|█▉        | 21/109 [01:42<07:09,  0.20it/s, v_num=6e0e]
Epoch 230:  19%|█▉        | 21/109 [01:42<07:09,  0.20it/s, v_num=6e0e]
Epoch 230:  20%|██        | 22/109 [01:43<06:48,  0.21it/s, v_num=6e0e]
Epoch 230:  20%|██        | 22/109 [01:43<06:48,  0.21it/s, v_num=6e0e]
Epoch 230:  21%|██        | 23/109 [01:44<06:29,  0.22it/s, v_num=6e0e]
Epoch 230:  21%|██        | 23/109 [01:44<06:29,  0.22it/s, v_num=6e0e]
Epoch 230:  22%|██▏       | 24/109 [01:45<06:11,  0.23it/s, v_num=6e0e]
Epoch 230:  22%|██▏       | 24/109 [01:45<06:11,  0.23it/s, v_num=6e0e]
Epoch 230:  23%|██▎       | 25/109 [01:59<06:40,  0.21it/s, v_num=6e0e]
Epoch 230:  23%|██▎       | 25/109 [01:59<06:40,  0.21it/s, v_num=6e0e]
Epoch 230:  24%|██▍       | 26/109 [01:59<06:22,  0.22it/s, v_num=6e0e]
Epoch 230:  24%|██▍       | 26/109 [01:59<06:22,  0.22it/s, v_num=6e0e]
Epoch 230:  25%|██▍       | 27/109 [02:00<06:06,  0.22it/s, v_num=6e0e]
Epoch 230:  25%|██▍       | 27/109 [02:00<06:06,  0.22it/s, v_num=6e0e]
Epoch 230:  26%|██▌       | 28/109 [02:01<05:51,  0.23it/s, v_num=6e0e]
Epoch 230:  26%|██▌       | 28/109 [02:01<05:51,  0.23it/s, v_num=6e0e]
Epoch 230:  27%|██▋       | 29/109 [02:16<06:16,  0.21it/s, v_num=6e0e]
Epoch 230:  27%|██▋       | 29/109 [02:16<06:16,  0.21it/s, v_num=6e0e]
Epoch 230:  28%|██▊       | 30/109 [02:17<06:01,  0.22it/s, v_num=6e0e]
Epoch 230:  28%|██▊       | 30/109 [02:17<06:01,  0.22it/s, v_num=6e0e]
Epoch 230:  28%|██▊       | 31/109 [02:18<05:47,  0.22it/s, v_num=6e0e]
Epoch 230:  28%|██▊       | 31/109 [02:18<05:47,  0.22it/s, v_num=6e0e]
Epoch 230:  29%|██▉       | 32/109 [02:18<05:34,  0.23it/s, v_num=6e0e]
Epoch 230:  29%|██▉       | 32/109 [02:18<05:34,  0.23it/s, v_num=6e0e]
Epoch 230:  30%|███       | 33/109 [02:32<05:50,  0.22it/s, v_num=6e0e]
Epoch 230:  30%|███       | 33/109 [02:32<05:50,  0.22it/s, v_num=6e0e]
Epoch 230:  31%|███       | 34/109 [02:32<05:37,  0.22it/s, v_num=6e0e]
Epoch 230:  31%|███       | 34/109 [02:32<05:37,  0.22it/s, v_num=6e0e]
Epoch 230:  32%|███▏      | 35/109 [02:33<05:25,  0.23it/s, v_num=6e0e]
Epoch 230:  32%|███▏      | 35/109 [02:33<05:25,  0.23it/s, v_num=6e0e]
Epoch 230:  33%|███▎      | 36/109 [02:34<05:13,  0.23it/s, v_num=6e0e]
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Epoch 230:  38%|███▊      | 41/109 [03:06<05:09,  0.22it/s, v_num=6e0e]
Epoch 230:  38%|███▊      | 41/109 [03:06<05:09,  0.22it/s, v_num=6e0e]
Epoch 230:  39%|███▊      | 42/109 [03:07<04:58,  0.22it/s, v_num=6e0e]
Epoch 230:  39%|███▊      | 42/109 [03:07<04:58,  0.22it/s, v_num=6e0e]
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Epoch 230:  40%|████      | 44/109 [03:09<04:39,  0.23it/s, v_num=6e0e]
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Epoch 230:  42%|████▏     | 46/109 [03:26<04:43,  0.22it/s, v_num=6e0e]
Epoch 230:  42%|████▏     | 46/109 [03:26<04:43,  0.22it/s, v_num=6e0e]
Epoch 230:  43%|████▎     | 47/109 [03:27<04:33,  0.23it/s, v_num=6e0e]
Epoch 230:  43%|████▎     | 47/109 [03:27<04:33,  0.23it/s, v_num=6e0e]
Epoch 230:  44%|████▍     | 48/109 [03:28<04:24,  0.23it/s, v_num=6e0e]
Epoch 230:  44%|████▍     | 48/109 [03:28<04:24,  0.23it/s, v_num=6e0e]
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Epoch 230:  47%|████▋     | 51/109 [03:46<04:17,  0.23it/s, v_num=6e0e]
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Epoch 230:  87%|████████▋ | 95/109 [06:50<01:00,  0.23it/s, v_num=6e0e]
Epoch 230:  87%|████████▋ | 95/109 [06:50<01:00,  0.23it/s, v_num=6e0e]
Epoch 230:  88%|████████▊ | 96/109 [06:51<00:55,  0.23it/s, v_num=6e0e]
Epoch 230:  88%|████████▊ | 96/109 [06:51<00:55,  0.23it/s, v_num=6e0e]
Epoch 230:  89%|████████▉ | 97/109 [07:05<00:52,  0.23it/s, v_num=6e0e]
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Epoch 230:  96%|█████████▋| 105/109 [07:38<00:17,  0.23it/s, v_num=6e0e]
Epoch 230:  96%|█████████▋| 105/109 [07:38<00:17,  0.23it/s, v_num=6e0e]
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Epoch 230:  97%|█████████▋| 106/109 [07:39<00:12,  0.23it/s, v_num=6e0e]
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Epoch 230:  98%|█████████▊| 107/109 [07:39<00:08,  0.23it/s, v_num=6e0e]
Epoch 230:  99%|█████████▉| 108/109 [07:40<00:04,  0.23it/s, v_num=6e0e]
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Epoch 230: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 230: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:12,  1.04it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.91it/s]

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Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 230: 100%|██████████| 109/109 [08:11<00:00,  0.22it/s, v_num=6e0e]
Epoch 230: 100%|██████████| 109/109 [08:11<00:00,  0.22it/s, v_num=6e0e]
Epoch 230:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 231:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 231:   1%|          | 1/109 [00:17<32:16,  0.06it/s, v_num=6e0e]
Epoch 231:   2%|▏         | 2/109 [00:18<16:43,  0.11it/s, v_num=6e0e]
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Epoch 231:   3%|▎         | 3/109 [00:19<11:31,  0.15it/s, v_num=6e0e]
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Epoch 231:   5%|▍         | 5/109 [00:35<12:27,  0.14it/s, v_num=6e0e]
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Epoch 231:   6%|▌         | 6/109 [00:36<10:31,  0.16it/s, v_num=6e0e]
Epoch 231:   6%|▌         | 6/109 [00:36<10:31,  0.16it/s, v_num=6e0e]
Epoch 231:   6%|▋         | 7/109 [00:37<09:07,  0.19it/s, v_num=6e0e]
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Epoch 231:   7%|▋         | 8/109 [00:38<08:04,  0.21it/s, v_num=6e0e]
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Epoch 231:   8%|▊         | 9/109 [00:53<09:58,  0.17it/s, v_num=6e0e]
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Epoch 231:   9%|▉         | 10/109 [00:54<09:01,  0.18it/s, v_num=6e0e]
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Epoch 231:  10%|█         | 11/109 [00:55<08:14,  0.20it/s, v_num=6e0e]
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Epoch 231:  11%|█         | 12/109 [00:56<07:34,  0.21it/s, v_num=6e0e]
Epoch 231:  11%|█         | 12/109 [00:56<07:34,  0.21it/s, v_num=6e0e]
Epoch 231:  12%|█▏        | 13/109 [01:11<08:48,  0.18it/s, v_num=6e0e]
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Epoch 231:  13%|█▎        | 14/109 [01:12<08:11,  0.19it/s, v_num=6e0e]
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Epoch 231:  14%|█▍        | 15/109 [01:13<07:38,  0.20it/s, v_num=6e0e]
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Epoch 231:  15%|█▍        | 16/109 [01:14<07:10,  0.22it/s, v_num=6e0e]
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Epoch 231:  18%|█▊        | 20/109 [01:30<06:40,  0.22it/s, v_num=6e0e]
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Epoch 231:  19%|█▉        | 21/109 [01:44<07:15,  0.20it/s, v_num=6e0e]
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Epoch 231:  20%|██        | 22/109 [01:44<06:54,  0.21it/s, v_num=6e0e]
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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 231: 100%|██████████| 109/109 [08:05<00:00,  0.22it/s, v_num=6e0e]
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Epoch 231:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 232:  79%|███████▉  | 86/109 [06:01<01:36,  0.24it/s, v_num=6e0e]
Epoch 232:  79%|███████▉  | 86/109 [06:01<01:36,  0.24it/s, v_num=6e0e]
Epoch 232:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
Epoch 232:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
Epoch 232:  81%|████████  | 88/109 [06:12<01:28,  0.24it/s, v_num=6e0e]
Epoch 232:  81%|████████  | 88/109 [06:12<01:28,  0.24it/s, v_num=6e0e]
Epoch 232:  82%|████████▏ | 89/109 [06:17<01:24,  0.24it/s, v_num=6e0e]
Epoch 232:  82%|████████▏ | 89/109 [06:17<01:24,  0.24it/s, v_num=6e0e]
Epoch 232:  83%|████████▎ | 90/109 [06:18<01:19,  0.24it/s, v_num=6e0e]
Epoch 232:  83%|████████▎ | 90/109 [06:18<01:19,  0.24it/s, v_num=6e0e]
Epoch 232:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 232:  83%|████████▎ | 91/109 [06:25<01:16,  0.24it/s, v_num=6e0e]
Epoch 232:  84%|████████▍ | 92/109 [06:32<01:12,  0.23it/s, v_num=6e0e]
Epoch 232:  84%|████████▍ | 92/109 [06:32<01:12,  0.23it/s, v_num=6e0e]
Epoch 232:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 232:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 232:  86%|████████▌ | 94/109 [06:34<01:02,  0.24it/s, v_num=6e0e]
Epoch 232:  86%|████████▌ | 94/109 [06:34<01:02,  0.24it/s, v_num=6e0e]
Epoch 232:  87%|████████▋ | 95/109 [06:41<00:59,  0.24it/s, v_num=6e0e]
Epoch 232:  87%|████████▋ | 95/109 [06:41<00:59,  0.24it/s, v_num=6e0e]
Epoch 232:  88%|████████▊ | 96/109 [06:49<00:55,  0.23it/s, v_num=6e0e]
Epoch 232:  88%|████████▊ | 96/109 [06:49<00:55,  0.23it/s, v_num=6e0e]
Epoch 232:  89%|████████▉ | 97/109 [06:50<00:50,  0.24it/s, v_num=6e0e]
Epoch 232:  89%|████████▉ | 97/109 [06:50<00:50,  0.24it/s, v_num=6e0e]
Epoch 232:  90%|████████▉ | 98/109 [06:51<00:46,  0.24it/s, v_num=6e0e]
Epoch 232:  90%|████████▉ | 98/109 [06:51<00:46,  0.24it/s, v_num=6e0e]
Epoch 232:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 232:  91%|█████████ | 99/109 [06:57<00:42,  0.24it/s, v_num=6e0e]
Epoch 232:  92%|█████████▏| 100/109 [07:05<00:38,  0.24it/s, v_num=6e0e]
Epoch 232:  92%|█████████▏| 100/109 [07:05<00:38,  0.24it/s, v_num=6e0e]
Epoch 232:  93%|█████████▎| 101/109 [07:06<00:33,  0.24it/s, v_num=6e0e]
Epoch 232:  93%|█████████▎| 101/109 [07:06<00:33,  0.24it/s, v_num=6e0e]
Epoch 232:  94%|█████████▎| 102/109 [07:07<00:29,  0.24it/s, v_num=6e0e]
Epoch 232:  94%|█████████▎| 102/109 [07:07<00:29,  0.24it/s, v_num=6e0e]
Epoch 232:  94%|█████████▍| 103/109 [07:15<00:25,  0.24it/s, v_num=6e0e]
Epoch 232:  94%|█████████▍| 103/109 [07:15<00:25,  0.24it/s, v_num=6e0e]
Epoch 232:  95%|█████████▌| 104/109 [07:21<00:21,  0.24it/s, v_num=6e0e]
Epoch 232:  95%|█████████▌| 104/109 [07:21<00:21,  0.24it/s, v_num=6e0e]
Epoch 232:  96%|█████████▋| 105/109 [07:22<00:16,  0.24it/s, v_num=6e0e]
Epoch 232:  96%|█████████▋| 105/109 [07:22<00:16,  0.24it/s, v_num=6e0e]
Epoch 232:  97%|█████████▋| 106/109 [07:23<00:12,  0.24it/s, v_num=6e0e]
Epoch 232:  97%|█████████▋| 106/109 [07:23<00:12,  0.24it/s, v_num=6e0e]
Epoch 232:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 232:  98%|█████████▊| 107/109 [07:33<00:08,  0.24it/s, v_num=6e0e]
Epoch 232:  99%|█████████▉| 108/109 [07:37<00:04,  0.24it/s, v_num=6e0e]
Epoch 232:  99%|█████████▉| 108/109 [07:37<00:04,  0.24it/s, v_num=6e0e]
Epoch 232: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]
Epoch 232: 100%|██████████| 109/109 [07:38<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:14,  0.92it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.92it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.88it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.93it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.94it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.94it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.93it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 232: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 232: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
Epoch 232:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 233:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 233:   1%|          | 1/109 [00:16<29:40,  0.06it/s, v_num=6e0e]
Epoch 233:   1%|          | 1/109 [00:16<29:40,  0.06it/s, v_num=6e0e]
Epoch 233:   2%|▏         | 2/109 [00:19<17:33,  0.10it/s, v_num=6e0e]
Epoch 233:   2%|▏         | 2/109 [00:19<17:33,  0.10it/s, v_num=6e0e]
Epoch 233:   3%|▎         | 3/109 [00:20<12:03,  0.15it/s, v_num=6e0e]
Epoch 233:   3%|▎         | 3/109 [00:20<12:03,  0.15it/s, v_num=6e0e]
Epoch 233:   4%|▎         | 4/109 [00:21<09:18,  0.19it/s, v_num=6e0e]
Epoch 233:   4%|▎         | 4/109 [00:21<09:18,  0.19it/s, v_num=6e0e]
Epoch 233:   5%|▍         | 5/109 [00:33<11:36,  0.15it/s, v_num=6e0e]
Epoch 233:   5%|▍         | 5/109 [00:33<11:36,  0.15it/s, v_num=6e0e]
Epoch 233:   6%|▌         | 6/109 [00:35<10:15,  0.17it/s, v_num=6e0e]
Epoch 233:   6%|▌         | 6/109 [00:35<10:15,  0.17it/s, v_num=6e0e]
Epoch 233:   6%|▋         | 7/109 [00:36<08:53,  0.19it/s, v_num=6e0e]
Epoch 233:   6%|▋         | 7/109 [00:36<08:53,  0.19it/s, v_num=6e0e]
Epoch 233:   7%|▋         | 8/109 [00:37<07:52,  0.21it/s, v_num=6e0e]
Epoch 233:   7%|▋         | 8/109 [00:37<07:52,  0.21it/s, v_num=6e0e]
Epoch 233:   8%|▊         | 9/109 [00:50<09:17,  0.18it/s, v_num=6e0e]
Epoch 233:   8%|▊         | 9/109 [00:50<09:17,  0.18it/s, v_num=6e0e]
Epoch 233:   9%|▉         | 10/109 [00:51<08:31,  0.19it/s, v_num=6e0e]
Epoch 233:   9%|▉         | 10/109 [00:51<08:31,  0.19it/s, v_num=6e0e]
Epoch 233:  10%|█         | 11/109 [00:55<08:11,  0.20it/s, v_num=6e0e]
Epoch 233:  10%|█         | 11/109 [00:55<08:11,  0.20it/s, v_num=6e0e]
Epoch 233:  11%|█         | 12/109 [00:55<07:32,  0.21it/s, v_num=6e0e]
Epoch 233:  11%|█         | 12/109 [00:55<07:32,  0.21it/s, v_num=6e0e]
Epoch 233:  12%|█▏        | 13/109 [01:05<08:05,  0.20it/s, v_num=6e0e]
Epoch 233:  12%|█▏        | 13/109 [01:05<08:05,  0.20it/s, v_num=6e0e]
Epoch 233:  13%|█▎        | 14/109 [01:06<07:31,  0.21it/s, v_num=6e0e]
Epoch 233:  13%|█▎        | 14/109 [01:06<07:31,  0.21it/s, v_num=6e0e]
Epoch 233:  14%|█▍        | 15/109 [01:09<07:15,  0.22it/s, v_num=6e0e]
Epoch 233:  14%|█▍        | 15/109 [01:09<07:15,  0.22it/s, v_num=6e0e]
Epoch 233:  15%|█▍        | 16/109 [01:10<06:48,  0.23it/s, v_num=6e0e]
Epoch 233:  15%|█▍        | 16/109 [01:10<06:48,  0.23it/s, v_num=6e0e]
Epoch 233:  16%|█▌        | 17/109 [01:21<07:23,  0.21it/s, v_num=6e0e]
Epoch 233:  16%|█▌        | 17/109 [01:21<07:23,  0.21it/s, v_num=6e0e]
Epoch 233:  17%|█▋        | 18/109 [01:22<06:58,  0.22it/s, v_num=6e0e]
Epoch 233:  17%|█▋        | 18/109 [01:22<06:58,  0.22it/s, v_num=6e0e]
Epoch 233:  17%|█▋        | 19/109 [01:25<06:45,  0.22it/s, v_num=6e0e]
Epoch 233:  17%|█▋        | 19/109 [01:25<06:45,  0.22it/s, v_num=6e0e]
Epoch 233:  18%|█▊        | 20/109 [01:26<06:25,  0.23it/s, v_num=6e0e]
Epoch 233:  18%|█▊        | 20/109 [01:26<06:25,  0.23it/s, v_num=6e0e]
Epoch 233:  19%|█▉        | 21/109 [01:38<06:52,  0.21it/s, v_num=6e0e]
Epoch 233:  19%|█▉        | 21/109 [01:38<06:52,  0.21it/s, v_num=6e0e]
Epoch 233:  20%|██        | 22/109 [01:39<06:32,  0.22it/s, v_num=6e0e]
Epoch 233:  20%|██        | 22/109 [01:39<06:32,  0.22it/s, v_num=6e0e]
Epoch 233:  21%|██        | 23/109 [01:41<06:18,  0.23it/s, v_num=6e0e]
Epoch 233:  21%|██        | 23/109 [01:41<06:18,  0.23it/s, v_num=6e0e]
Epoch 233:  22%|██▏       | 24/109 [01:42<06:01,  0.24it/s, v_num=6e0e]
Epoch 233:  22%|██▏       | 24/109 [01:42<06:01,  0.24it/s, v_num=6e0e]
Epoch 233:  23%|██▎       | 25/109 [01:55<06:27,  0.22it/s, v_num=6e0e]
Epoch 233:  23%|██▎       | 25/109 [01:55<06:27,  0.22it/s, v_num=6e0e]
Epoch 233:  24%|██▍       | 26/109 [01:56<06:11,  0.22it/s, v_num=6e0e]
Epoch 233:  24%|██▍       | 26/109 [01:56<06:11,  0.22it/s, v_num=6e0e]
Epoch 233:  25%|██▍       | 27/109 [01:58<05:59,  0.23it/s, v_num=6e0e]
Epoch 233:  25%|██▍       | 27/109 [01:58<05:59,  0.23it/s, v_num=6e0e]
Epoch 233:  26%|██▌       | 28/109 [01:59<05:44,  0.24it/s, v_num=6e0e]
Epoch 233:  26%|██▌       | 28/109 [01:59<05:44,  0.24it/s, v_num=6e0e]
Epoch 233:  27%|██▋       | 29/109 [02:12<06:04,  0.22it/s, v_num=6e0e]
Epoch 233:  27%|██▋       | 29/109 [02:12<06:04,  0.22it/s, v_num=6e0e]
Epoch 233:  28%|██▊       | 30/109 [02:13<05:50,  0.23it/s, v_num=6e0e]
Epoch 233:  28%|██▊       | 30/109 [02:13<05:50,  0.23it/s, v_num=6e0e]
Epoch 233:  28%|██▊       | 31/109 [02:13<05:37,  0.23it/s, v_num=6e0e]
Epoch 233:  28%|██▊       | 31/109 [02:14<05:37,  0.23it/s, v_num=6e0e]
Epoch 233:  29%|██▉       | 32/109 [02:14<05:24,  0.24it/s, v_num=6e0e]
Epoch 233:  29%|██▉       | 32/109 [02:14<05:24,  0.24it/s, v_num=6e0e]
Epoch 233:  30%|███       | 33/109 [02:29<05:45,  0.22it/s, v_num=6e0e]
Epoch 233:  30%|███       | 33/109 [02:29<05:45,  0.22it/s, v_num=6e0e]
Epoch 233:  31%|███       | 34/109 [02:30<05:32,  0.23it/s, v_num=6e0e]
Epoch 233:  31%|███       | 34/109 [02:30<05:32,  0.23it/s, v_num=6e0e]
Epoch 233:  32%|███▏      | 35/109 [02:31<05:20,  0.23it/s, v_num=6e0e]
Epoch 233:  32%|███▏      | 35/109 [02:31<05:20,  0.23it/s, v_num=6e0e]
Epoch 233:  33%|███▎      | 36/109 [02:32<05:09,  0.24it/s, v_num=6e0e]
Epoch 233:  33%|███▎      | 36/109 [02:32<05:09,  0.24it/s, v_num=6e0e]
Epoch 233:  34%|███▍      | 37/109 [02:47<05:25,  0.22it/s, v_num=6e0e]
Epoch 233:  34%|███▍      | 37/109 [02:47<05:25,  0.22it/s, v_num=6e0e]
Epoch 233:  35%|███▍      | 38/109 [02:48<05:14,  0.23it/s, v_num=6e0e]
Epoch 233:  35%|███▍      | 38/109 [02:48<05:14,  0.23it/s, v_num=6e0e]
Epoch 233:  36%|███▌      | 39/109 [02:48<05:03,  0.23it/s, v_num=6e0e]
Epoch 233:  36%|███▌      | 39/109 [02:48<05:03,  0.23it/s, v_num=6e0e]
Epoch 233:  37%|███▋      | 40/109 [02:49<04:52,  0.24it/s, v_num=6e0e]
Epoch 233:  37%|███▋      | 40/109 [02:49<04:52,  0.24it/s, v_num=6e0e]
Epoch 233:  38%|███▊      | 41/109 [03:04<05:05,  0.22it/s, v_num=6e0e]
Epoch 233:  38%|███▊      | 41/109 [03:04<05:05,  0.22it/s, v_num=6e0e]
Epoch 233:  39%|███▊      | 42/109 [03:04<04:55,  0.23it/s, v_num=6e0e]
Epoch 233:  39%|███▊      | 42/109 [03:04<04:55,  0.23it/s, v_num=6e0e]
Epoch 233:  39%|███▉      | 43/109 [03:05<04:45,  0.23it/s, v_num=6e0e]
Epoch 233:  39%|███▉      | 43/109 [03:05<04:45,  0.23it/s, v_num=6e0e]
Epoch 233:  40%|████      | 44/109 [03:06<04:35,  0.24it/s, v_num=6e0e]
Epoch 233:  40%|████      | 44/109 [03:06<04:35,  0.24it/s, v_num=6e0e]
Epoch 233:  41%|████▏     | 45/109 [03:19<04:44,  0.23it/s, v_num=6e0e]
Epoch 233:  41%|████▏     | 45/109 [03:19<04:44,  0.23it/s, v_num=6e0e]
Epoch 233:  42%|████▏     | 46/109 [03:20<04:34,  0.23it/s, v_num=6e0e]
Epoch 233:  42%|████▏     | 46/109 [03:20<04:34,  0.23it/s, v_num=6e0e]
Epoch 233:  43%|████▎     | 47/109 [03:21<04:25,  0.23it/s, v_num=6e0e]
Epoch 233:  43%|████▎     | 47/109 [03:21<04:25,  0.23it/s, v_num=6e0e]
Epoch 233:  44%|████▍     | 48/109 [03:22<04:17,  0.24it/s, v_num=6e0e]
Epoch 233:  44%|████▍     | 48/109 [03:22<04:17,  0.24it/s, v_num=6e0e]
Epoch 233:  45%|████▍     | 49/109 [03:35<04:23,  0.23it/s, v_num=6e0e]
Epoch 233:  45%|████▍     | 49/109 [03:35<04:23,  0.23it/s, v_num=6e0e]
Epoch 233:  46%|████▌     | 50/109 [03:35<04:14,  0.23it/s, v_num=6e0e]
Epoch 233:  46%|████▌     | 50/109 [03:35<04:14,  0.23it/s, v_num=6e0e]
Epoch 233:  47%|████▋     | 51/109 [03:36<04:06,  0.24it/s, v_num=6e0e]
Epoch 233:  47%|████▋     | 51/109 [03:36<04:06,  0.24it/s, v_num=6e0e]
Epoch 233:  48%|████▊     | 52/109 [03:37<03:58,  0.24it/s, v_num=6e0e]
Epoch 233:  48%|████▊     | 52/109 [03:37<03:58,  0.24it/s, v_num=6e0e]
Epoch 233:  49%|████▊     | 53/109 [03:51<04:04,  0.23it/s, v_num=6e0e]
Epoch 233:  49%|████▊     | 53/109 [03:51<04:04,  0.23it/s, v_num=6e0e]
Epoch 233:  50%|████▉     | 54/109 [03:52<03:56,  0.23it/s, v_num=6e0e]
Epoch 233:  50%|████▉     | 54/109 [03:52<03:56,  0.23it/s, v_num=6e0e]
Epoch 233:  50%|█████     | 55/109 [03:52<03:48,  0.24it/s, v_num=6e0e]
Epoch 233:  50%|█████     | 55/109 [03:52<03:48,  0.24it/s, v_num=6e0e]
Epoch 233:  51%|█████▏    | 56/109 [03:53<03:41,  0.24it/s, v_num=6e0e]
Epoch 233:  51%|█████▏    | 56/109 [03:53<03:41,  0.24it/s, v_num=6e0e]
Epoch 233:  52%|█████▏    | 57/109 [04:06<03:44,  0.23it/s, v_num=6e0e]
Epoch 233:  52%|█████▏    | 57/109 [04:06<03:44,  0.23it/s, v_num=6e0e]
Epoch 233:  53%|█████▎    | 58/109 [04:07<03:37,  0.23it/s, v_num=6e0e]
Epoch 233:  53%|█████▎    | 58/109 [04:07<03:37,  0.23it/s, v_num=6e0e]
Epoch 233:  54%|█████▍    | 59/109 [04:07<03:30,  0.24it/s, v_num=6e0e]
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Epoch 233:  55%|█████▌    | 60/109 [04:11<03:25,  0.24it/s, v_num=6e0e]
Epoch 233:  55%|█████▌    | 60/109 [04:11<03:25,  0.24it/s, v_num=6e0e]
Epoch 233:  56%|█████▌    | 61/109 [04:21<03:26,  0.23it/s, v_num=6e0e]
Epoch 233:  56%|█████▌    | 61/109 [04:21<03:26,  0.23it/s, v_num=6e0e]
Epoch 233:  57%|█████▋    | 62/109 [04:22<03:19,  0.24it/s, v_num=6e0e]
Epoch 233:  57%|█████▋    | 62/109 [04:22<03:19,  0.24it/s, v_num=6e0e]
Epoch 233:  58%|█████▊    | 63/109 [04:23<03:12,  0.24it/s, v_num=6e0e]
Epoch 233:  58%|█████▊    | 63/109 [04:23<03:12,  0.24it/s, v_num=6e0e]
Epoch 233:  59%|█████▊    | 64/109 [04:28<03:08,  0.24it/s, v_num=6e0e]
Epoch 233:  59%|█████▊    | 64/109 [04:28<03:08,  0.24it/s, v_num=6e0e]
Epoch 233:  60%|█████▉    | 65/109 [04:38<03:08,  0.23it/s, v_num=6e0e]
Epoch 233:  60%|█████▉    | 65/109 [04:38<03:08,  0.23it/s, v_num=6e0e]
Epoch 233:  61%|██████    | 66/109 [04:39<03:01,  0.24it/s, v_num=6e0e]
Epoch 233:  61%|██████    | 66/109 [04:39<03:01,  0.24it/s, v_num=6e0e]
Epoch 233:  61%|██████▏   | 67/109 [04:40<02:55,  0.24it/s, v_num=6e0e]
Epoch 233:  61%|██████▏   | 67/109 [04:40<02:55,  0.24it/s, v_num=6e0e]
Epoch 233:  62%|██████▏   | 68/109 [04:45<02:51,  0.24it/s, v_num=6e0e]
Epoch 233:  62%|██████▏   | 68/109 [04:45<02:51,  0.24it/s, v_num=6e0e]
Epoch 233:  63%|██████▎   | 69/109 [04:54<02:50,  0.23it/s, v_num=6e0e]
Epoch 233:  63%|██████▎   | 69/109 [04:54<02:50,  0.23it/s, v_num=6e0e]
Epoch 233:  64%|██████▍   | 70/109 [04:55<02:44,  0.24it/s, v_num=6e0e]
Epoch 233:  64%|██████▍   | 70/109 [04:55<02:44,  0.24it/s, v_num=6e0e]
Epoch 233:  65%|██████▌   | 71/109 [04:56<02:38,  0.24it/s, v_num=6e0e]
Epoch 233:  65%|██████▌   | 71/109 [04:56<02:38,  0.24it/s, v_num=6e0e]
Epoch 233:  66%|██████▌   | 72/109 [05:01<02:34,  0.24it/s, v_num=6e0e]
Epoch 233:  66%|██████▌   | 72/109 [05:01<02:34,  0.24it/s, v_num=6e0e]
Epoch 233:  67%|██████▋   | 73/109 [05:12<02:33,  0.23it/s, v_num=6e0e]
Epoch 233:  67%|██████▋   | 73/109 [05:12<02:33,  0.23it/s, v_num=6e0e]
Epoch 233:  68%|██████▊   | 74/109 [05:13<02:28,  0.24it/s, v_num=6e0e]
Epoch 233:  68%|██████▊   | 74/109 [05:13<02:28,  0.24it/s, v_num=6e0e]
Epoch 233:  69%|██████▉   | 75/109 [05:13<02:22,  0.24it/s, v_num=6e0e]
Epoch 233:  69%|██████▉   | 75/109 [05:13<02:22,  0.24it/s, v_num=6e0e]
Epoch 233:  70%|██████▉   | 76/109 [05:18<02:18,  0.24it/s, v_num=6e0e]
Epoch 233:  70%|██████▉   | 76/109 [05:18<02:18,  0.24it/s, v_num=6e0e]
Epoch 233:  71%|███████   | 77/109 [05:27<02:15,  0.24it/s, v_num=6e0e]
Epoch 233:  71%|███████   | 77/109 [05:27<02:15,  0.24it/s, v_num=6e0e]
Epoch 233:  72%|███████▏  | 78/109 [05:27<02:10,  0.24it/s, v_num=6e0e]
Epoch 233:  72%|███████▏  | 78/109 [05:27<02:10,  0.24it/s, v_num=6e0e]
Epoch 233:  72%|███████▏  | 79/109 [05:28<02:04,  0.24it/s, v_num=6e0e]
Epoch 233:  72%|███████▏  | 79/109 [05:28<02:04,  0.24it/s, v_num=6e0e]
Epoch 233:  73%|███████▎  | 80/109 [05:35<02:01,  0.24it/s, v_num=6e0e]
Epoch 233:  73%|███████▎  | 80/109 [05:35<02:01,  0.24it/s, v_num=6e0e]
Epoch 233:  74%|███████▍  | 81/109 [05:42<01:58,  0.24it/s, v_num=6e0e]
Epoch 233:  74%|███████▍  | 81/109 [05:42<01:58,  0.24it/s, v_num=6e0e]
Epoch 233:  75%|███████▌  | 82/109 [05:43<01:53,  0.24it/s, v_num=6e0e]
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Epoch 233:  76%|███████▌  | 83/109 [05:44<01:47,  0.24it/s, v_num=6e0e]
Epoch 233:  76%|███████▌  | 83/109 [05:44<01:47,  0.24it/s, v_num=6e0e]
Epoch 233:  77%|███████▋  | 84/109 [05:52<01:44,  0.24it/s, v_num=6e0e]
Epoch 233:  77%|███████▋  | 84/109 [05:52<01:44,  0.24it/s, v_num=6e0e]
Epoch 233:  78%|███████▊  | 85/109 [05:58<01:41,  0.24it/s, v_num=6e0e]
Epoch 233:  78%|███████▊  | 85/109 [05:58<01:41,  0.24it/s, v_num=6e0e]
Epoch 233:  79%|███████▉  | 86/109 [05:59<01:36,  0.24it/s, v_num=6e0e]
Epoch 233:  79%|███████▉  | 86/109 [05:59<01:36,  0.24it/s, v_num=6e0e]
Epoch 233:  80%|███████▉  | 87/109 [06:00<01:31,  0.24it/s, v_num=6e0e]
Epoch 233:  80%|███████▉  | 87/109 [06:00<01:31,  0.24it/s, v_num=6e0e]
Epoch 233:  81%|████████  | 88/109 [06:07<01:27,  0.24it/s, v_num=6e0e]
Epoch 233:  81%|████████  | 88/109 [06:07<01:27,  0.24it/s, v_num=6e0e]
Epoch 233:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
Epoch 233:  82%|████████▏ | 89/109 [06:15<01:24,  0.24it/s, v_num=6e0e]
Epoch 233:  83%|████████▎ | 90/109 [06:16<01:19,  0.24it/s, v_num=6e0e]
Epoch 233:  83%|████████▎ | 90/109 [06:16<01:19,  0.24it/s, v_num=6e0e]
Epoch 233:  83%|████████▎ | 91/109 [06:17<01:14,  0.24it/s, v_num=6e0e]
Epoch 233:  83%|████████▎ | 91/109 [06:17<01:14,  0.24it/s, v_num=6e0e]
Epoch 233:  84%|████████▍ | 92/109 [06:23<01:10,  0.24it/s, v_num=6e0e]
Epoch 233:  84%|████████▍ | 92/109 [06:23<01:10,  0.24it/s, v_num=6e0e]
Epoch 233:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 233:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 233:  86%|████████▌ | 94/109 [06:31<01:02,  0.24it/s, v_num=6e0e]
Epoch 233:  86%|████████▌ | 94/109 [06:31<01:02,  0.24it/s, v_num=6e0e]
Epoch 233:  87%|████████▋ | 95/109 [06:34<00:58,  0.24it/s, v_num=6e0e]
Epoch 233:  87%|████████▋ | 95/109 [06:34<00:58,  0.24it/s, v_num=6e0e]
Epoch 233:  88%|████████▊ | 96/109 [06:40<00:54,  0.24it/s, v_num=6e0e]
Epoch 233:  88%|████████▊ | 96/109 [06:40<00:54,  0.24it/s, v_num=6e0e]
Epoch 233:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
Epoch 233:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
Epoch 233:  90%|████████▉ | 98/109 [06:48<00:45,  0.24it/s, v_num=6e0e]
Epoch 233:  90%|████████▉ | 98/109 [06:48<00:45,  0.24it/s, v_num=6e0e]
Epoch 233:  91%|█████████ | 99/109 [06:50<00:41,  0.24it/s, v_num=6e0e]
Epoch 233:  91%|█████████ | 99/109 [06:50<00:41,  0.24it/s, v_num=6e0e]
Epoch 233:  92%|█████████▏| 100/109 [06:56<00:37,  0.24it/s, v_num=6e0e]
Epoch 233:  92%|█████████▏| 100/109 [06:56<00:37,  0.24it/s, v_num=6e0e]
Epoch 233:  93%|█████████▎| 101/109 [07:02<00:33,  0.24it/s, v_num=6e0e]
Epoch 233:  93%|█████████▎| 101/109 [07:02<00:33,  0.24it/s, v_num=6e0e]
Epoch 233:  94%|█████████▎| 102/109 [07:03<00:29,  0.24it/s, v_num=6e0e]
Epoch 233:  94%|█████████▎| 102/109 [07:03<00:29,  0.24it/s, v_num=6e0e]
Epoch 233:  94%|█████████▍| 103/109 [07:07<00:24,  0.24it/s, v_num=6e0e]
Epoch 233:  94%|█████████▍| 103/109 [07:07<00:24,  0.24it/s, v_num=6e0e]
Epoch 233:  95%|█████████▌| 104/109 [07:12<00:20,  0.24it/s, v_num=6e0e]
Epoch 233:  95%|█████████▌| 104/109 [07:12<00:20,  0.24it/s, v_num=6e0e]
Epoch 233:  96%|█████████▋| 105/109 [07:18<00:16,  0.24it/s, v_num=6e0e]
Epoch 233:  96%|█████████▋| 105/109 [07:18<00:16,  0.24it/s, v_num=6e0e]
Epoch 233:  97%|█████████▋| 106/109 [07:19<00:12,  0.24it/s, v_num=6e0e]
Epoch 233:  97%|█████████▋| 106/109 [07:19<00:12,  0.24it/s, v_num=6e0e]
Epoch 233:  98%|█████████▊| 107/109 [07:24<00:08,  0.24it/s, v_num=6e0e]
Epoch 233:  98%|█████████▊| 107/109 [07:24<00:08,  0.24it/s, v_num=6e0e]
Epoch 233:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 233:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 233: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]
Epoch 233: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.87it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.86it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.91it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.94it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 233: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 233: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 233:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 234:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 234:   1%|          | 1/109 [00:16<28:53,  0.06it/s, v_num=6e0e]
Epoch 234:   1%|          | 1/109 [00:16<28:53,  0.06it/s, v_num=6e0e]
Epoch 234:   2%|▏         | 2/109 [00:18<16:34,  0.11it/s, v_num=6e0e]
Epoch 234:   2%|▏         | 2/109 [00:18<16:34,  0.11it/s, v_num=6e0e]
Epoch 234:   3%|▎         | 3/109 [00:19<11:25,  0.15it/s, v_num=6e0e]
Epoch 234:   3%|▎         | 3/109 [00:19<11:25,  0.15it/s, v_num=6e0e]
Epoch 234:   4%|▎         | 4/109 [00:20<08:50,  0.20it/s, v_num=6e0e]
Epoch 234:   4%|▎         | 4/109 [00:20<08:50,  0.20it/s, v_num=6e0e]
Epoch 234:   5%|▍         | 5/109 [00:32<11:19,  0.15it/s, v_num=6e0e]
Epoch 234:   5%|▍         | 5/109 [00:32<11:19,  0.15it/s, v_num=6e0e]
Epoch 234:   6%|▌         | 6/109 [00:36<10:19,  0.17it/s, v_num=6e0e]
Epoch 234:   6%|▌         | 6/109 [00:36<10:19,  0.17it/s, v_num=6e0e]
Epoch 234:   6%|▋         | 7/109 [00:36<08:57,  0.19it/s, v_num=6e0e]
Epoch 234:   6%|▋         | 7/109 [00:36<08:57,  0.19it/s, v_num=6e0e]
Epoch 234:   7%|▋         | 8/109 [00:37<07:55,  0.21it/s, v_num=6e0e]
Epoch 234:   7%|▋         | 8/109 [00:37<07:55,  0.21it/s, v_num=6e0e]
Epoch 234:   8%|▊         | 9/109 [00:50<09:18,  0.18it/s, v_num=6e0e]
Epoch 234:   8%|▊         | 9/109 [00:50<09:18,  0.18it/s, v_num=6e0e]
Epoch 234:   9%|▉         | 10/109 [00:51<08:25,  0.20it/s, v_num=6e0e]
Epoch 234:   9%|▉         | 10/109 [00:51<08:25,  0.20it/s, v_num=6e0e]
Epoch 234:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 234:  10%|█         | 11/109 [00:51<07:42,  0.21it/s, v_num=6e0e]
Epoch 234:  11%|█         | 12/109 [00:52<07:06,  0.23it/s, v_num=6e0e]
Epoch 234:  11%|█         | 12/109 [00:52<07:06,  0.23it/s, v_num=6e0e]
Epoch 234:  12%|█▏        | 13/109 [01:06<08:08,  0.20it/s, v_num=6e0e]
Epoch 234:  12%|█▏        | 13/109 [01:06<08:08,  0.20it/s, v_num=6e0e]
Epoch 234:  13%|█▎        | 14/109 [01:07<07:40,  0.21it/s, v_num=6e0e]
Epoch 234:  13%|█▎        | 14/109 [01:07<07:40,  0.21it/s, v_num=6e0e]
Epoch 234:  14%|█▍        | 15/109 [01:08<07:10,  0.22it/s, v_num=6e0e]
Epoch 234:  14%|█▍        | 15/109 [01:08<07:10,  0.22it/s, v_num=6e0e]
Epoch 234:  15%|█▍        | 16/109 [01:09<06:44,  0.23it/s, v_num=6e0e]
Epoch 234:  15%|█▍        | 16/109 [01:09<06:44,  0.23it/s, v_num=6e0e]
Epoch 234:  16%|█▌        | 17/109 [01:22<07:28,  0.21it/s, v_num=6e0e]
Epoch 234:  16%|█▌        | 17/109 [01:22<07:28,  0.21it/s, v_num=6e0e]
Epoch 234:  17%|█▋        | 18/109 [01:24<07:07,  0.21it/s, v_num=6e0e]
Epoch 234:  17%|█▋        | 18/109 [01:24<07:07,  0.21it/s, v_num=6e0e]
Epoch 234:  17%|█▋        | 19/109 [01:25<06:44,  0.22it/s, v_num=6e0e]
Epoch 234:  17%|█▋        | 19/109 [01:25<06:44,  0.22it/s, v_num=6e0e]
Epoch 234:  18%|█▊        | 20/109 [01:26<06:23,  0.23it/s, v_num=6e0e]
Epoch 234:  18%|█▊        | 20/109 [01:26<06:23,  0.23it/s, v_num=6e0e]
Epoch 234:  19%|█▉        | 21/109 [01:37<06:49,  0.21it/s, v_num=6e0e]
Epoch 234:  19%|█▉        | 21/109 [01:37<06:49,  0.21it/s, v_num=6e0e]
Epoch 234:  20%|██        | 22/109 [01:41<06:42,  0.22it/s, v_num=6e0e]
Epoch 234:  20%|██        | 22/109 [01:41<06:42,  0.22it/s, v_num=6e0e]
Epoch 234:  21%|██        | 23/109 [01:42<06:23,  0.22it/s, v_num=6e0e]
Epoch 234:  21%|██        | 23/109 [01:42<06:23,  0.22it/s, v_num=6e0e]
Epoch 234:  22%|██▏       | 24/109 [01:43<06:06,  0.23it/s, v_num=6e0e]
Epoch 234:  22%|██▏       | 24/109 [01:43<06:06,  0.23it/s, v_num=6e0e]
Epoch 234:  23%|██▎       | 25/109 [01:53<06:22,  0.22it/s, v_num=6e0e]
Epoch 234:  23%|██▎       | 25/109 [01:53<06:22,  0.22it/s, v_num=6e0e]
Epoch 234:  24%|██▍       | 26/109 [02:00<06:25,  0.22it/s, v_num=6e0e]
Epoch 234:  24%|██▍       | 26/109 [02:00<06:25,  0.22it/s, v_num=6e0e]
Epoch 234:  25%|██▍       | 27/109 [02:01<06:09,  0.22it/s, v_num=6e0e]
Epoch 234:  25%|██▍       | 27/109 [02:01<06:09,  0.22it/s, v_num=6e0e]
Epoch 234:  26%|██▌       | 28/109 [02:02<05:53,  0.23it/s, v_num=6e0e]
Epoch 234:  26%|██▌       | 28/109 [02:02<05:53,  0.23it/s, v_num=6e0e]
Epoch 234:  27%|██▋       | 29/109 [02:10<05:59,  0.22it/s, v_num=6e0e]
Epoch 234:  27%|██▋       | 29/109 [02:10<05:59,  0.22it/s, v_num=6e0e]
Epoch 234:  28%|██▊       | 30/109 [02:18<06:04,  0.22it/s, v_num=6e0e]
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Epoch 234: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 234: 100%|██████████| 109/109 [07:51<00:00,  0.23it/s, v_num=6e0e]
Epoch 234: 100%|██████████| 109/109 [07:51<00:00,  0.23it/s, v_num=6e0e]
Epoch 234:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 235:  85%|████████▌ | 93/109 [06:28<01:06,  0.24it/s, v_num=6e0e]
Epoch 235:  85%|████████▌ | 93/109 [06:28<01:06,  0.24it/s, v_num=6e0e]
Epoch 235:  86%|████████▌ | 94/109 [06:29<01:02,  0.24it/s, v_num=6e0e]
Epoch 235:  86%|████████▌ | 94/109 [06:29<01:02,  0.24it/s, v_num=6e0e]
Epoch 235:  87%|████████▋ | 95/109 [06:34<00:58,  0.24it/s, v_num=6e0e]
Epoch 235:  87%|████████▋ | 95/109 [06:34<00:58,  0.24it/s, v_num=6e0e]
Epoch 235:  88%|████████▊ | 96/109 [06:35<00:53,  0.24it/s, v_num=6e0e]
Epoch 235:  88%|████████▊ | 96/109 [06:35<00:53,  0.24it/s, v_num=6e0e]
Epoch 235:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
Epoch 235:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
Epoch 235:  90%|████████▉ | 98/109 [06:46<00:45,  0.24it/s, v_num=6e0e]
Epoch 235:  90%|████████▉ | 98/109 [06:46<00:45,  0.24it/s, v_num=6e0e]
Epoch 235:  91%|█████████ | 99/109 [06:50<00:41,  0.24it/s, v_num=6e0e]
Epoch 235:  91%|█████████ | 99/109 [06:50<00:41,  0.24it/s, v_num=6e0e]
Epoch 235:  92%|█████████▏| 100/109 [06:51<00:37,  0.24it/s, v_num=6e0e]
Epoch 235:  92%|█████████▏| 100/109 [06:51<00:37,  0.24it/s, v_num=6e0e]
Epoch 235:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 235:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 235:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 235:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 235:  94%|█████████▍| 103/109 [07:06<00:24,  0.24it/s, v_num=6e0e]
Epoch 235:  94%|█████████▍| 103/109 [07:06<00:24,  0.24it/s, v_num=6e0e]
Epoch 235:  95%|█████████▌| 104/109 [07:07<00:20,  0.24it/s, v_num=6e0e]
Epoch 235:  95%|█████████▌| 104/109 [07:07<00:20,  0.24it/s, v_num=6e0e]
Epoch 235:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 235:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 235:  97%|█████████▋| 106/109 [07:22<00:12,  0.24it/s, v_num=6e0e]
Epoch 235:  97%|█████████▋| 106/109 [07:22<00:12,  0.24it/s, v_num=6e0e]
Epoch 235:  98%|█████████▊| 107/109 [07:23<00:08,  0.24it/s, v_num=6e0e]
Epoch 235:  98%|█████████▊| 107/109 [07:23<00:08,  0.24it/s, v_num=6e0e]
Epoch 235:  99%|█████████▉| 108/109 [07:24<00:04,  0.24it/s, v_num=6e0e]
Epoch 235:  99%|█████████▉| 108/109 [07:24<00:04,  0.24it/s, v_num=6e0e]
Epoch 235: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]
Epoch 235: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:12,  1.02it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:12,  0.96it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.95it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.96it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.96it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.96it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.93it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 235: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 235: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 235:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 236:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 236:   1%|          | 1/109 [00:18<32:45,  0.05it/s, v_num=6e0e]
Epoch 236:   1%|          | 1/109 [00:18<32:45,  0.05it/s, v_num=6e0e]
Epoch 236:   2%|▏         | 2/109 [00:19<16:56,  0.11it/s, v_num=6e0e]
Epoch 236:   2%|▏         | 2/109 [00:19<16:56,  0.11it/s, v_num=6e0e]
Epoch 236:   3%|▎         | 3/109 [00:19<11:39,  0.15it/s, v_num=6e0e]
Epoch 236:   3%|▎         | 3/109 [00:19<11:39,  0.15it/s, v_num=6e0e]
Epoch 236:   4%|▎         | 4/109 [00:20<09:00,  0.19it/s, v_num=6e0e]
Epoch 236:   4%|▎         | 4/109 [00:20<09:00,  0.19it/s, v_num=6e0e]
Epoch 236:   5%|▍         | 5/109 [00:34<12:04,  0.14it/s, v_num=6e0e]
Epoch 236:   5%|▍         | 5/109 [00:34<12:04,  0.14it/s, v_num=6e0e]
Epoch 236:   6%|▌         | 6/109 [00:35<10:11,  0.17it/s, v_num=6e0e]
Epoch 236:   6%|▌         | 6/109 [00:35<10:11,  0.17it/s, v_num=6e0e]
Epoch 236:   6%|▋         | 7/109 [00:36<08:50,  0.19it/s, v_num=6e0e]
Epoch 236:   6%|▋         | 7/109 [00:36<08:50,  0.19it/s, v_num=6e0e]
Epoch 236:   7%|▋         | 8/109 [00:37<07:50,  0.21it/s, v_num=6e0e]
Epoch 236:   7%|▋         | 8/109 [00:37<07:50,  0.21it/s, v_num=6e0e]
Epoch 236:   8%|▊         | 9/109 [00:51<09:30,  0.18it/s, v_num=6e0e]
Epoch 236:   8%|▊         | 9/109 [00:51<09:30,  0.18it/s, v_num=6e0e]
Epoch 236:   9%|▉         | 10/109 [00:52<08:35,  0.19it/s, v_num=6e0e]
Epoch 236:   9%|▉         | 10/109 [00:52<08:35,  0.19it/s, v_num=6e0e]
Epoch 236:  10%|█         | 11/109 [00:52<07:51,  0.21it/s, v_num=6e0e]
Epoch 236:  10%|█         | 11/109 [00:52<07:51,  0.21it/s, v_num=6e0e]
Epoch 236:  11%|█         | 12/109 [00:53<07:14,  0.22it/s, v_num=6e0e]
Epoch 236:  11%|█         | 12/109 [00:53<07:14,  0.22it/s, v_num=6e0e]
Epoch 236:  12%|█▏        | 13/109 [01:06<08:11,  0.20it/s, v_num=6e0e]
Epoch 236:  12%|█▏        | 13/109 [01:06<08:11,  0.20it/s, v_num=6e0e]
Epoch 236:  13%|█▎        | 14/109 [01:08<07:43,  0.20it/s, v_num=6e0e]
Epoch 236:  13%|█▎        | 14/109 [01:08<07:43,  0.20it/s, v_num=6e0e]
Epoch 236:  14%|█▍        | 15/109 [01:09<07:13,  0.22it/s, v_num=6e0e]
Epoch 236:  14%|█▍        | 15/109 [01:09<07:13,  0.22it/s, v_num=6e0e]
Epoch 236:  15%|█▍        | 16/109 [01:09<06:46,  0.23it/s, v_num=6e0e]
Epoch 236:  15%|█▍        | 16/109 [01:09<06:46,  0.23it/s, v_num=6e0e]
Epoch 236:  16%|█▌        | 17/109 [01:23<07:30,  0.20it/s, v_num=6e0e]
Epoch 236:  16%|█▌        | 17/109 [01:23<07:30,  0.20it/s, v_num=6e0e]
Epoch 236:  17%|█▋        | 18/109 [01:24<07:07,  0.21it/s, v_num=6e0e]
Epoch 236:  17%|█▋        | 18/109 [01:24<07:07,  0.21it/s, v_num=6e0e]
Epoch 236:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 236:  17%|█▋        | 19/109 [01:25<06:43,  0.22it/s, v_num=6e0e]
Epoch 236:  18%|█▊        | 20/109 [01:26<06:23,  0.23it/s, v_num=6e0e]
Epoch 236:  18%|█▊        | 20/109 [01:26<06:23,  0.23it/s, v_num=6e0e]
Epoch 236:  19%|█▉        | 21/109 [01:38<06:53,  0.21it/s, v_num=6e0e]
Epoch 236:  19%|█▉        | 21/109 [01:38<06:53,  0.21it/s, v_num=6e0e]
Epoch 236:  20%|██        | 22/109 [01:41<06:42,  0.22it/s, v_num=6e0e]
Epoch 236:  20%|██        | 22/109 [01:41<06:42,  0.22it/s, v_num=6e0e]
Epoch 236:  21%|██        | 23/109 [01:42<06:23,  0.22it/s, v_num=6e0e]
Epoch 236:  21%|██        | 23/109 [01:42<06:23,  0.22it/s, v_num=6e0e]
Epoch 236:  22%|██▏       | 24/109 [01:43<06:05,  0.23it/s, v_num=6e0e]
Epoch 236:  22%|██▏       | 24/109 [01:43<06:05,  0.23it/s, v_num=6e0e]
Epoch 236:  23%|██▎       | 25/109 [01:54<06:23,  0.22it/s, v_num=6e0e]
Epoch 236:  23%|██▎       | 25/109 [01:54<06:23,  0.22it/s, v_num=6e0e]
Epoch 236:  24%|██▍       | 26/109 [01:58<06:17,  0.22it/s, v_num=6e0e]
Epoch 236:  24%|██▍       | 26/109 [01:58<06:17,  0.22it/s, v_num=6e0e]
Epoch 236:  25%|██▍       | 27/109 [01:59<06:01,  0.23it/s, v_num=6e0e]
Epoch 236:  25%|██▍       | 27/109 [01:59<06:01,  0.23it/s, v_num=6e0e]
Epoch 236:  26%|██▌       | 28/109 [01:59<05:46,  0.23it/s, v_num=6e0e]
Epoch 236:  26%|██▌       | 28/109 [01:59<05:46,  0.23it/s, v_num=6e0e]
Epoch 236:  27%|██▋       | 29/109 [02:09<05:58,  0.22it/s, v_num=6e0e]
Epoch 236:  27%|██▋       | 29/109 [02:09<05:58,  0.22it/s, v_num=6e0e]
Epoch 236:  28%|██▊       | 30/109 [02:14<05:52,  0.22it/s, v_num=6e0e]
Epoch 236:  28%|██▊       | 30/109 [02:14<05:52,  0.22it/s, v_num=6e0e]
Epoch 236:  28%|██▊       | 31/109 [02:15<05:39,  0.23it/s, v_num=6e0e]
Epoch 236:  28%|██▊       | 31/109 [02:15<05:40,  0.23it/s, v_num=6e0e]
Epoch 236:  29%|██▉       | 32/109 [02:15<05:26,  0.24it/s, v_num=6e0e]
Epoch 236:  29%|██▉       | 32/109 [02:15<05:26,  0.24it/s, v_num=6e0e]
Epoch 236:  30%|███       | 33/109 [02:27<05:40,  0.22it/s, v_num=6e0e]
Epoch 236:  30%|███       | 33/109 [02:27<05:40,  0.22it/s, v_num=6e0e]
Epoch 236:  31%|███       | 34/109 [02:30<05:32,  0.23it/s, v_num=6e0e]
Epoch 236:  31%|███       | 34/109 [02:30<05:32,  0.23it/s, v_num=6e0e]
Epoch 236:  32%|███▏      | 35/109 [02:31<05:20,  0.23it/s, v_num=6e0e]
Epoch 236:  32%|███▏      | 35/109 [02:31<05:20,  0.23it/s, v_num=6e0e]
Epoch 236:  33%|███▎      | 36/109 [02:32<05:09,  0.24it/s, v_num=6e0e]
Epoch 236:  33%|███▎      | 36/109 [02:32<05:09,  0.24it/s, v_num=6e0e]
Epoch 236:  34%|███▍      | 37/109 [02:43<05:18,  0.23it/s, v_num=6e0e]
Epoch 236:  34%|███▍      | 37/109 [02:43<05:18,  0.23it/s, v_num=6e0e]
Epoch 236:  35%|███▍      | 38/109 [02:49<05:16,  0.22it/s, v_num=6e0e]
Epoch 236:  35%|███▍      | 38/109 [02:49<05:16,  0.22it/s, v_num=6e0e]
Epoch 236:  36%|███▌      | 39/109 [02:50<05:05,  0.23it/s, v_num=6e0e]
Epoch 236:  36%|███▌      | 39/109 [02:50<05:05,  0.23it/s, v_num=6e0e]
Epoch 236:  37%|███▋      | 40/109 [02:50<04:54,  0.23it/s, v_num=6e0e]
Epoch 236:  37%|███▋      | 40/109 [02:50<04:54,  0.23it/s, v_num=6e0e]
Epoch 236:  38%|███▊      | 41/109 [02:59<04:57,  0.23it/s, v_num=6e0e]
Epoch 236:  38%|███▊      | 41/109 [02:59<04:57,  0.23it/s, v_num=6e0e]
Epoch 236:  39%|███▊      | 42/109 [03:07<04:59,  0.22it/s, v_num=6e0e]
Epoch 236:  39%|███▊      | 42/109 [03:07<04:59,  0.22it/s, v_num=6e0e]
Epoch 236:  39%|███▉      | 43/109 [03:08<04:49,  0.23it/s, v_num=6e0e]
Epoch 236:  39%|███▉      | 43/109 [03:08<04:49,  0.23it/s, v_num=6e0e]
Epoch 236:  40%|████      | 44/109 [03:09<04:39,  0.23it/s, v_num=6e0e]
Epoch 236:  40%|████      | 44/109 [03:09<04:39,  0.23it/s, v_num=6e0e]
Epoch 236:  41%|████▏     | 45/109 [03:15<04:38,  0.23it/s, v_num=6e0e]
Epoch 236:  41%|████▏     | 45/109 [03:15<04:38,  0.23it/s, v_num=6e0e]
Epoch 236:  42%|████▏     | 46/109 [03:24<04:39,  0.23it/s, v_num=6e0e]
Epoch 236:  42%|████▏     | 46/109 [03:24<04:39,  0.23it/s, v_num=6e0e]
Epoch 236:  43%|████▎     | 47/109 [03:24<04:30,  0.23it/s, v_num=6e0e]
Epoch 236:  43%|████▎     | 47/109 [03:24<04:30,  0.23it/s, v_num=6e0e]
Epoch 236:  44%|████▍     | 48/109 [03:25<04:21,  0.23it/s, v_num=6e0e]
Epoch 236:  44%|████▍     | 48/109 [03:25<04:21,  0.23it/s, v_num=6e0e]
Epoch 236:  45%|████▍     | 49/109 [03:31<04:18,  0.23it/s, v_num=6e0e]
Epoch 236:  45%|████▍     | 49/109 [03:31<04:18,  0.23it/s, v_num=6e0e]
Epoch 236:  46%|████▌     | 50/109 [03:38<04:18,  0.23it/s, v_num=6e0e]
Epoch 236:  46%|████▌     | 50/109 [03:38<04:18,  0.23it/s, v_num=6e0e]
Epoch 236:  47%|████▋     | 51/109 [03:39<04:09,  0.23it/s, v_num=6e0e]
Epoch 236:  47%|████▋     | 51/109 [03:39<04:09,  0.23it/s, v_num=6e0e]
Epoch 236:  48%|████▊     | 52/109 [03:40<04:01,  0.24it/s, v_num=6e0e]
Epoch 236:  48%|████▊     | 52/109 [03:40<04:01,  0.24it/s, v_num=6e0e]
Epoch 236:  49%|████▊     | 53/109 [03:45<03:58,  0.23it/s, v_num=6e0e]
Epoch 236:  49%|████▊     | 53/109 [03:45<03:58,  0.23it/s, v_num=6e0e]
Epoch 236:  50%|████▉     | 54/109 [03:56<04:00,  0.23it/s, v_num=6e0e]
Epoch 236:  50%|████▉     | 54/109 [03:56<04:00,  0.23it/s, v_num=6e0e]
Epoch 236:  50%|█████     | 55/109 [03:56<03:52,  0.23it/s, v_num=6e0e]
Epoch 236:  50%|█████     | 55/109 [03:56<03:52,  0.23it/s, v_num=6e0e]
Epoch 236:  51%|█████▏    | 56/109 [03:57<03:44,  0.24it/s, v_num=6e0e]
Epoch 236:  51%|█████▏    | 56/109 [03:57<03:44,  0.24it/s, v_num=6e0e]
Epoch 236:  52%|█████▏    | 57/109 [04:01<03:40,  0.24it/s, v_num=6e0e]
Epoch 236:  52%|█████▏    | 57/109 [04:01<03:40,  0.24it/s, v_num=6e0e]
Epoch 236:  53%|█████▎    | 58/109 [04:11<03:41,  0.23it/s, v_num=6e0e]
Epoch 236:  53%|█████▎    | 58/109 [04:11<03:41,  0.23it/s, v_num=6e0e]
Epoch 236:  54%|█████▍    | 59/109 [04:12<03:33,  0.23it/s, v_num=6e0e]
Epoch 236:  54%|█████▍    | 59/109 [04:12<03:33,  0.23it/s, v_num=6e0e]
Epoch 236:  55%|█████▌    | 60/109 [04:13<03:26,  0.24it/s, v_num=6e0e]
Epoch 236:  55%|█████▌    | 60/109 [04:13<03:26,  0.24it/s, v_num=6e0e]
Epoch 236:  56%|█████▌    | 61/109 [04:18<03:23,  0.24it/s, v_num=6e0e]
Epoch 236:  56%|█████▌    | 61/109 [04:18<03:23,  0.24it/s, v_num=6e0e]
Epoch 236:  57%|█████▋    | 62/109 [04:29<03:24,  0.23it/s, v_num=6e0e]
Epoch 236:  57%|█████▋    | 62/109 [04:29<03:24,  0.23it/s, v_num=6e0e]
Epoch 236:  58%|█████▊    | 63/109 [04:30<03:17,  0.23it/s, v_num=6e0e]
Epoch 236:  58%|█████▊    | 63/109 [04:30<03:17,  0.23it/s, v_num=6e0e]
Epoch 236:  59%|█████▊    | 64/109 [04:31<03:10,  0.24it/s, v_num=6e0e]
Epoch 236:  59%|█████▊    | 64/109 [04:31<03:10,  0.24it/s, v_num=6e0e]
Epoch 236:  60%|█████▉    | 65/109 [04:34<03:05,  0.24it/s, v_num=6e0e]
Epoch 236:  60%|█████▉    | 65/109 [04:34<03:05,  0.24it/s, v_num=6e0e]
Epoch 236:  61%|██████    | 66/109 [04:44<03:05,  0.23it/s, v_num=6e0e]
Epoch 236:  61%|██████    | 66/109 [04:44<03:05,  0.23it/s, v_num=6e0e]
Epoch 236:  61%|██████▏   | 67/109 [04:45<02:58,  0.23it/s, v_num=6e0e]
Epoch 236:  61%|██████▏   | 67/109 [04:45<02:58,  0.23it/s, v_num=6e0e]
Epoch 236:  62%|██████▏   | 68/109 [04:46<02:52,  0.24it/s, v_num=6e0e]
Epoch 236:  62%|██████▏   | 68/109 [04:46<02:52,  0.24it/s, v_num=6e0e]
Epoch 236:  63%|██████▎   | 69/109 [04:52<02:49,  0.24it/s, v_num=6e0e]
Epoch 236:  63%|██████▎   | 69/109 [04:52<02:49,  0.24it/s, v_num=6e0e]
Epoch 236:  64%|██████▍   | 70/109 [04:59<02:47,  0.23it/s, v_num=6e0e]
Epoch 236:  64%|██████▍   | 70/109 [04:59<02:47,  0.23it/s, v_num=6e0e]
Epoch 236:  65%|██████▌   | 71/109 [05:00<02:40,  0.24it/s, v_num=6e0e]
Epoch 236:  65%|██████▌   | 71/109 [05:00<02:40,  0.24it/s, v_num=6e0e]
Epoch 236:  66%|██████▌   | 72/109 [05:01<02:34,  0.24it/s, v_num=6e0e]
Epoch 236:  66%|██████▌   | 72/109 [05:01<02:34,  0.24it/s, v_num=6e0e]
Epoch 236:  67%|██████▋   | 73/109 [05:07<02:31,  0.24it/s, v_num=6e0e]
Epoch 236:  67%|██████▋   | 73/109 [05:07<02:31,  0.24it/s, v_num=6e0e]
Epoch 236:  68%|██████▊   | 74/109 [05:14<02:28,  0.24it/s, v_num=6e0e]
Epoch 236:  68%|██████▊   | 74/109 [05:14<02:28,  0.24it/s, v_num=6e0e]
Epoch 236:  69%|██████▉   | 75/109 [05:15<02:22,  0.24it/s, v_num=6e0e]
Epoch 236:  69%|██████▉   | 75/109 [05:15<02:22,  0.24it/s, v_num=6e0e]
Epoch 236:  70%|██████▉   | 76/109 [05:16<02:17,  0.24it/s, v_num=6e0e]
Epoch 236:  70%|██████▉   | 76/109 [05:16<02:17,  0.24it/s, v_num=6e0e]
Epoch 236:  71%|███████   | 77/109 [05:23<02:14,  0.24it/s, v_num=6e0e]
Epoch 236:  71%|███████   | 77/109 [05:23<02:14,  0.24it/s, v_num=6e0e]
Epoch 236:  72%|███████▏  | 78/109 [05:29<02:11,  0.24it/s, v_num=6e0e]
Epoch 236:  72%|███████▏  | 78/109 [05:29<02:11,  0.24it/s, v_num=6e0e]
Epoch 236:  72%|███████▏  | 79/109 [05:30<02:05,  0.24it/s, v_num=6e0e]
Epoch 236:  72%|███████▏  | 79/109 [05:30<02:05,  0.24it/s, v_num=6e0e]
Epoch 236:  73%|███████▎  | 80/109 [05:31<02:00,  0.24it/s, v_num=6e0e]
Epoch 236:  73%|███████▎  | 80/109 [05:31<02:00,  0.24it/s, v_num=6e0e]
Epoch 236:  74%|███████▍  | 81/109 [05:42<01:58,  0.24it/s, v_num=6e0e]
Epoch 236:  74%|███████▍  | 81/109 [05:42<01:58,  0.24it/s, v_num=6e0e]
Epoch 236:  75%|███████▌  | 82/109 [05:44<01:53,  0.24it/s, v_num=6e0e]
Epoch 236:  75%|███████▌  | 82/109 [05:44<01:53,  0.24it/s, v_num=6e0e]
Epoch 236:  76%|███████▌  | 83/109 [05:45<01:48,  0.24it/s, v_num=6e0e]
Epoch 236:  76%|███████▌  | 83/109 [05:45<01:48,  0.24it/s, v_num=6e0e]
Epoch 236:  77%|███████▋  | 84/109 [05:46<01:43,  0.24it/s, v_num=6e0e]
Epoch 236:  77%|███████▋  | 84/109 [05:46<01:43,  0.24it/s, v_num=6e0e]
Epoch 236:  78%|███████▊  | 85/109 [05:58<01:41,  0.24it/s, v_num=6e0e]
Epoch 236:  78%|███████▊  | 85/109 [05:58<01:41,  0.24it/s, v_num=6e0e]
Epoch 236:  79%|███████▉  | 86/109 [05:58<01:36,  0.24it/s, v_num=6e0e]
Epoch 236:  79%|███████▉  | 86/109 [05:58<01:36,  0.24it/s, v_num=6e0e]
Epoch 236:  80%|███████▉  | 87/109 [06:05<01:32,  0.24it/s, v_num=6e0e]
Epoch 236:  80%|███████▉  | 87/109 [06:05<01:32,  0.24it/s, v_num=6e0e]
Epoch 236:  81%|████████  | 88/109 [06:06<01:27,  0.24it/s, v_num=6e0e]
Epoch 236:  81%|████████  | 88/109 [06:06<01:27,  0.24it/s, v_num=6e0e]
Epoch 236:  82%|████████▏ | 89/109 [06:14<01:24,  0.24it/s, v_num=6e0e]
Epoch 236:  82%|████████▏ | 89/109 [06:14<01:24,  0.24it/s, v_num=6e0e]
Epoch 236:  83%|████████▎ | 90/109 [06:16<01:19,  0.24it/s, v_num=6e0e]
Epoch 236:  83%|████████▎ | 90/109 [06:16<01:19,  0.24it/s, v_num=6e0e]
Epoch 236:  83%|████████▎ | 91/109 [06:24<01:15,  0.24it/s, v_num=6e0e]
Epoch 236:  83%|████████▎ | 91/109 [06:24<01:15,  0.24it/s, v_num=6e0e]
Epoch 236:  84%|████████▍ | 92/109 [06:24<01:11,  0.24it/s, v_num=6e0e]
Epoch 236:  84%|████████▍ | 92/109 [06:24<01:11,  0.24it/s, v_num=6e0e]
Epoch 236:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 236:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 236:  86%|████████▌ | 94/109 [06:32<01:02,  0.24it/s, v_num=6e0e]
Epoch 236:  86%|████████▌ | 94/109 [06:32<01:02,  0.24it/s, v_num=6e0e]
Epoch 236:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 236:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 236:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 236:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 236:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
Epoch 236:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
Epoch 236:  90%|████████▉ | 98/109 [06:49<00:45,  0.24it/s, v_num=6e0e]
Epoch 236:  90%|████████▉ | 98/109 [06:49<00:45,  0.24it/s, v_num=6e0e]
Epoch 236:  91%|█████████ | 99/109 [06:55<00:41,  0.24it/s, v_num=6e0e]
Epoch 236:  91%|█████████ | 99/109 [06:55<00:41,  0.24it/s, v_num=6e0e]
Epoch 236:  92%|█████████▏| 100/109 [06:55<00:37,  0.24it/s, v_num=6e0e]
Epoch 236:  92%|█████████▏| 100/109 [06:55<00:37,  0.24it/s, v_num=6e0e]
Epoch 236:  93%|█████████▎| 101/109 [07:04<00:33,  0.24it/s, v_num=6e0e]
Epoch 236:  93%|█████████▎| 101/109 [07:04<00:33,  0.24it/s, v_num=6e0e]
Epoch 236:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 236:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 236:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 236:  94%|█████████▍| 103/109 [07:12<00:25,  0.24it/s, v_num=6e0e]
Epoch 236:  95%|█████████▌| 104/109 [07:13<00:20,  0.24it/s, v_num=6e0e]
Epoch 236:  95%|█████████▌| 104/109 [07:13<00:20,  0.24it/s, v_num=6e0e]
Epoch 236:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 236:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 236:  97%|█████████▋| 106/109 [07:23<00:12,  0.24it/s, v_num=6e0e]
Epoch 236:  97%|█████████▋| 106/109 [07:23<00:12,  0.24it/s, v_num=6e0e]
Epoch 236:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 236:  98%|█████████▊| 107/109 [07:30<00:08,  0.24it/s, v_num=6e0e]
Epoch 236:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 236:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 236: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]
Epoch 236: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.87it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.88it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.90it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.91it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.92it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.90it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.92it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:13<00:02,  0.92it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.94it/s]

                                                                        
Epoch 236: 100%|██████████| 109/109 [07:51<00:00,  0.23it/s, v_num=6e0e]
Epoch 236: 100%|██████████| 109/109 [07:51<00:00,  0.23it/s, v_num=6e0e]
Epoch 236:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 237:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 237:   1%|          | 1/109 [00:16<30:14,  0.06it/s, v_num=6e0e]
Epoch 237:   1%|          | 1/109 [00:16<30:14,  0.06it/s, v_num=6e0e]
Epoch 237:   2%|▏         | 2/109 [00:17<15:43,  0.11it/s, v_num=6e0e]
Epoch 237:   2%|▏         | 2/109 [00:17<15:43,  0.11it/s, v_num=6e0e]
Epoch 237:   3%|▎         | 3/109 [00:18<10:51,  0.16it/s, v_num=6e0e]
Epoch 237:   3%|▎         | 3/109 [00:18<10:51,  0.16it/s, v_num=6e0e]
Epoch 237:   4%|▎         | 4/109 [00:19<08:25,  0.21it/s, v_num=6e0e]
Epoch 237:   4%|▎         | 4/109 [00:19<08:25,  0.21it/s, v_num=6e0e]
Epoch 237:   5%|▍         | 5/109 [00:33<11:33,  0.15it/s, v_num=6e0e]
Epoch 237:   5%|▍         | 5/109 [00:33<11:33,  0.15it/s, v_num=6e0e]
Epoch 237:   6%|▌         | 6/109 [00:34<09:46,  0.18it/s, v_num=6e0e]
Epoch 237:   6%|▌         | 6/109 [00:34<09:46,  0.18it/s, v_num=6e0e]
Epoch 237:   6%|▋         | 7/109 [00:34<08:29,  0.20it/s, v_num=6e0e]
Epoch 237:   6%|▋         | 7/109 [00:34<08:29,  0.20it/s, v_num=6e0e]
Epoch 237:   7%|▋         | 8/109 [00:35<07:31,  0.22it/s, v_num=6e0e]
Epoch 237:   7%|▋         | 8/109 [00:35<07:31,  0.22it/s, v_num=6e0e]
Epoch 237:   8%|▊         | 9/109 [00:49<09:12,  0.18it/s, v_num=6e0e]
Epoch 237:   8%|▊         | 9/109 [00:49<09:12,  0.18it/s, v_num=6e0e]
Epoch 237:   9%|▉         | 10/109 [00:50<08:19,  0.20it/s, v_num=6e0e]
Epoch 237:   9%|▉         | 10/109 [00:50<08:19,  0.20it/s, v_num=6e0e]
Epoch 237:  10%|█         | 11/109 [00:51<07:37,  0.21it/s, v_num=6e0e]
Epoch 237:  10%|█         | 11/109 [00:51<07:37,  0.21it/s, v_num=6e0e]
Epoch 237:  11%|█         | 12/109 [00:52<07:01,  0.23it/s, v_num=6e0e]
Epoch 237:  11%|█         | 12/109 [00:52<07:01,  0.23it/s, v_num=6e0e]
Epoch 237:  12%|█▏        | 13/109 [01:06<08:11,  0.20it/s, v_num=6e0e]
Epoch 237:  12%|█▏        | 13/109 [01:06<08:11,  0.20it/s, v_num=6e0e]
Epoch 237:  13%|█▎        | 14/109 [01:07<07:37,  0.21it/s, v_num=6e0e]
Epoch 237:  13%|█▎        | 14/109 [01:07<07:37,  0.21it/s, v_num=6e0e]
Epoch 237:  14%|█▍        | 15/109 [01:08<07:07,  0.22it/s, v_num=6e0e]
Epoch 237:  14%|█▍        | 15/109 [01:08<07:07,  0.22it/s, v_num=6e0e]
Epoch 237:  15%|█▍        | 16/109 [01:09<06:41,  0.23it/s, v_num=6e0e]
Epoch 237:  15%|█▍        | 16/109 [01:09<06:41,  0.23it/s, v_num=6e0e]
Epoch 237:  16%|█▌        | 17/109 [01:26<07:46,  0.20it/s, v_num=6e0e]
Epoch 237:  16%|█▌        | 17/109 [01:26<07:46,  0.20it/s, v_num=6e0e]
Epoch 237:  17%|█▋        | 18/109 [01:26<07:19,  0.21it/s, v_num=6e0e]
Epoch 237:  17%|█▋        | 18/109 [01:26<07:19,  0.21it/s, v_num=6e0e]
Epoch 237:  17%|█▋        | 19/109 [01:27<06:55,  0.22it/s, v_num=6e0e]
Epoch 237:  17%|█▋        | 19/109 [01:27<06:55,  0.22it/s, v_num=6e0e]
Epoch 237:  18%|█▊        | 20/109 [01:28<06:34,  0.23it/s, v_num=6e0e]
Epoch 237:  18%|█▊        | 20/109 [01:28<06:34,  0.23it/s, v_num=6e0e]
Epoch 237:  19%|█▉        | 21/109 [01:41<07:05,  0.21it/s, v_num=6e0e]
Epoch 237:  19%|█▉        | 21/109 [01:41<07:05,  0.21it/s, v_num=6e0e]
Epoch 237:  20%|██        | 22/109 [01:42<06:44,  0.21it/s, v_num=6e0e]
Epoch 237:  20%|██        | 22/109 [01:42<06:44,  0.21it/s, v_num=6e0e]
Epoch 237:  21%|██        | 23/109 [01:43<06:25,  0.22it/s, v_num=6e0e]
Epoch 237:  21%|██        | 23/109 [01:43<06:25,  0.22it/s, v_num=6e0e]
Epoch 237:  22%|██▏       | 24/109 [01:43<06:08,  0.23it/s, v_num=6e0e]
Epoch 237:  22%|██▏       | 24/109 [01:43<06:08,  0.23it/s, v_num=6e0e]
Epoch 237:  23%|██▎       | 25/109 [01:57<06:34,  0.21it/s, v_num=6e0e]
Epoch 237:  23%|██▎       | 25/109 [01:57<06:34,  0.21it/s, v_num=6e0e]
Epoch 237:  24%|██▍       | 26/109 [01:58<06:17,  0.22it/s, v_num=6e0e]
Epoch 237:  24%|██▍       | 26/109 [01:58<06:17,  0.22it/s, v_num=6e0e]
Epoch 237:  25%|██▍       | 27/109 [01:58<06:01,  0.23it/s, v_num=6e0e]
Epoch 237:  25%|██▍       | 27/109 [01:58<06:01,  0.23it/s, v_num=6e0e]
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Epoch 237:  27%|██▋       | 29/109 [02:12<06:06,  0.22it/s, v_num=6e0e]
Epoch 237:  27%|██▋       | 29/109 [02:12<06:06,  0.22it/s, v_num=6e0e]
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Epoch 237:  28%|██▊       | 30/109 [02:14<05:53,  0.22it/s, v_num=6e0e]
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Epoch 237:  29%|██▉       | 32/109 [02:15<05:27,  0.24it/s, v_num=6e0e]
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Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 237: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
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Epoch 238:  91%|█████████ | 99/109 [07:05<00:42,  0.23it/s, v_num=6e0e]
Epoch 238:  92%|█████████▏| 100/109 [07:05<00:38,  0.23it/s, v_num=6e0e]
Epoch 238:  92%|█████████▏| 100/109 [07:05<00:38,  0.23it/s, v_num=6e0e]
Epoch 238:  93%|█████████▎| 101/109 [07:08<00:33,  0.24it/s, v_num=6e0e]
Epoch 238:  93%|█████████▎| 101/109 [07:08<00:33,  0.24it/s, v_num=6e0e]
Epoch 238:  94%|█████████▎| 102/109 [07:21<00:30,  0.23it/s, v_num=6e0e]
Epoch 238:  94%|█████████▎| 102/109 [07:21<00:30,  0.23it/s, v_num=6e0e]
Epoch 238:  94%|█████████▍| 103/109 [07:22<00:25,  0.23it/s, v_num=6e0e]
Epoch 238:  94%|█████████▍| 103/109 [07:22<00:25,  0.23it/s, v_num=6e0e]
Epoch 238:  95%|█████████▌| 104/109 [07:22<00:21,  0.23it/s, v_num=6e0e]
Epoch 238:  95%|█████████▌| 104/109 [07:22<00:21,  0.23it/s, v_num=6e0e]
Epoch 238:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 238:  96%|█████████▋| 105/109 [07:23<00:16,  0.24it/s, v_num=6e0e]
Epoch 238:  97%|█████████▋| 106/109 [07:39<00:13,  0.23it/s, v_num=6e0e]
Epoch 238:  97%|█████████▋| 106/109 [07:39<00:13,  0.23it/s, v_num=6e0e]
Epoch 238:  98%|█████████▊| 107/109 [07:40<00:08,  0.23it/s, v_num=6e0e]
Epoch 238:  98%|█████████▊| 107/109 [07:40<00:08,  0.23it/s, v_num=6e0e]
Epoch 238:  99%|█████████▉| 108/109 [07:40<00:04,  0.23it/s, v_num=6e0e]
Epoch 238:  99%|█████████▉| 108/109 [07:40<00:04,  0.23it/s, v_num=6e0e]
Epoch 238: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]
Epoch 238: 100%|██████████| 109/109 [07:41<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.88it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.91it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.95it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.94it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.95it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.93it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.95it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.96it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 238: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 238: 100%|██████████| 109/109 [07:58<00:00,  0.23it/s, v_num=6e0e]
Epoch 238:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 239:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 239:   1%|          | 1/109 [00:17<30:43,  0.06it/s, v_num=6e0e]
Epoch 239:   1%|          | 1/109 [00:17<30:43,  0.06it/s, v_num=6e0e]
Epoch 239:   2%|▏         | 2/109 [00:17<15:56,  0.11it/s, v_num=6e0e]
Epoch 239:   2%|▏         | 2/109 [00:17<15:56,  0.11it/s, v_num=6e0e]
Epoch 239:   3%|▎         | 3/109 [00:18<11:00,  0.16it/s, v_num=6e0e]
Epoch 239:   3%|▎         | 3/109 [00:18<11:00,  0.16it/s, v_num=6e0e]
Epoch 239:   4%|▎         | 4/109 [00:19<08:31,  0.21it/s, v_num=6e0e]
Epoch 239:   4%|▎         | 4/109 [00:19<08:31,  0.21it/s, v_num=6e0e]
Epoch 239:   5%|▍         | 5/109 [00:31<10:52,  0.16it/s, v_num=6e0e]
Epoch 239:   5%|▍         | 5/109 [00:31<10:57,  0.16it/s, v_num=6e0e]
Epoch 239:   6%|▌         | 6/109 [00:34<09:57,  0.17it/s, v_num=6e0e]
Epoch 239:   6%|▌         | 6/109 [00:34<09:57,  0.17it/s, v_num=6e0e]
Epoch 239:   6%|▋         | 7/109 [00:35<08:39,  0.20it/s, v_num=6e0e]
Epoch 239:   6%|▋         | 7/109 [00:35<08:39,  0.20it/s, v_num=6e0e]
Epoch 239:   7%|▋         | 8/109 [00:36<07:40,  0.22it/s, v_num=6e0e]
Epoch 239:   7%|▋         | 8/109 [00:36<07:40,  0.22it/s, v_num=6e0e]
Epoch 239:   8%|▊         | 9/109 [00:45<08:25,  0.20it/s, v_num=6e0e]
Epoch 239:   8%|▊         | 9/109 [00:45<08:25,  0.20it/s, v_num=6e0e]
Epoch 239:   9%|▉         | 10/109 [00:50<08:22,  0.20it/s, v_num=6e0e]
Epoch 239:   9%|▉         | 10/109 [00:50<08:22,  0.20it/s, v_num=6e0e]
Epoch 239:  10%|█         | 11/109 [00:51<07:39,  0.21it/s, v_num=6e0e]
Epoch 239:  10%|█         | 11/109 [00:51<07:39,  0.21it/s, v_num=6e0e]
Epoch 239:  11%|█         | 12/109 [00:52<07:03,  0.23it/s, v_num=6e0e]
Epoch 239:  11%|█         | 12/109 [00:52<07:03,  0.23it/s, v_num=6e0e]
Epoch 239:  12%|█▏        | 13/109 [01:01<07:33,  0.21it/s, v_num=6e0e]
Epoch 239:  12%|█▏        | 13/109 [01:01<07:33,  0.21it/s, v_num=6e0e]
Epoch 239:  13%|█▎        | 14/109 [01:06<07:33,  0.21it/s, v_num=6e0e]
Epoch 239:  13%|█▎        | 14/109 [01:06<07:33,  0.21it/s, v_num=6e0e]
Epoch 239:  14%|█▍        | 15/109 [01:07<07:04,  0.22it/s, v_num=6e0e]
Epoch 239:  14%|█▍        | 15/109 [01:07<07:04,  0.22it/s, v_num=6e0e]
Epoch 239:  15%|█▍        | 16/109 [01:08<06:38,  0.23it/s, v_num=6e0e]
Epoch 239:  15%|█▍        | 16/109 [01:08<06:38,  0.23it/s, v_num=6e0e]
Epoch 239:  16%|█▌        | 17/109 [01:18<07:05,  0.22it/s, v_num=6e0e]
Epoch 239:  16%|█▌        | 17/109 [01:18<07:05,  0.22it/s, v_num=6e0e]
Epoch 239:  17%|█▋        | 18/109 [01:22<06:59,  0.22it/s, v_num=6e0e]
Epoch 239:  17%|█▋        | 18/109 [01:22<06:59,  0.22it/s, v_num=6e0e]
Epoch 239:  17%|█▋        | 19/109 [01:23<06:36,  0.23it/s, v_num=6e0e]
Epoch 239:  17%|█▋        | 19/109 [01:23<06:36,  0.23it/s, v_num=6e0e]
Epoch 239:  18%|█▊        | 20/109 [01:24<06:16,  0.24it/s, v_num=6e0e]
Epoch 239:  18%|█▊        | 20/109 [01:24<06:16,  0.24it/s, v_num=6e0e]
Epoch 239:  19%|█▉        | 21/109 [01:35<06:40,  0.22it/s, v_num=6e0e]
Epoch 239:  19%|█▉        | 21/109 [01:35<06:40,  0.22it/s, v_num=6e0e]
Epoch 239:  20%|██        | 22/109 [01:39<06:34,  0.22it/s, v_num=6e0e]
Epoch 239:  20%|██        | 22/109 [01:39<06:34,  0.22it/s, v_num=6e0e]
Epoch 239:  21%|██        | 23/109 [01:40<06:15,  0.23it/s, v_num=6e0e]
Epoch 239:  21%|██        | 23/109 [01:40<06:15,  0.23it/s, v_num=6e0e]
Epoch 239:  22%|██▏       | 24/109 [01:41<05:58,  0.24it/s, v_num=6e0e]
Epoch 239:  22%|██▏       | 24/109 [01:41<05:58,  0.24it/s, v_num=6e0e]
Epoch 239:  23%|██▎       | 25/109 [01:50<06:09,  0.23it/s, v_num=6e0e]
Epoch 239:  23%|██▎       | 25/109 [01:50<06:09,  0.23it/s, v_num=6e0e]
Epoch 239:  24%|██▍       | 26/109 [01:57<06:16,  0.22it/s, v_num=6e0e]
Epoch 239:  24%|██▍       | 26/109 [01:57<06:16,  0.22it/s, v_num=6e0e]
Epoch 239:  25%|██▍       | 27/109 [01:58<06:00,  0.23it/s, v_num=6e0e]
Epoch 239:  25%|██▍       | 27/109 [01:58<06:00,  0.23it/s, v_num=6e0e]
Epoch 239:  26%|██▌       | 28/109 [01:59<05:45,  0.23it/s, v_num=6e0e]
Epoch 239:  26%|██▌       | 28/109 [01:59<05:45,  0.23it/s, v_num=6e0e]
Epoch 239:  27%|██▋       | 29/109 [02:06<05:47,  0.23it/s, v_num=6e0e]
Epoch 239:  27%|██▋       | 29/109 [02:06<05:47,  0.23it/s, v_num=6e0e]
Epoch 239:  28%|██▊       | 30/109 [02:13<05:52,  0.22it/s, v_num=6e0e]
Epoch 239:  28%|██▊       | 30/109 [02:13<05:52,  0.22it/s, v_num=6e0e]
Epoch 239:  28%|██▊       | 31/109 [02:14<05:38,  0.23it/s, v_num=6e0e]
Epoch 239:  28%|██▊       | 31/109 [02:14<05:38,  0.23it/s, v_num=6e0e]
Epoch 239:  29%|██▉       | 32/109 [02:15<05:25,  0.24it/s, v_num=6e0e]
Epoch 239:  29%|██▉       | 32/109 [02:15<05:25,  0.24it/s, v_num=6e0e]
Epoch 239:  30%|███       | 33/109 [02:22<05:28,  0.23it/s, v_num=6e0e]
Epoch 239:  30%|███       | 33/109 [02:22<05:28,  0.23it/s, v_num=6e0e]
Epoch 239:  31%|███       | 34/109 [02:28<05:27,  0.23it/s, v_num=6e0e]
Epoch 239:  31%|███       | 34/109 [02:28<05:27,  0.23it/s, v_num=6e0e]
Epoch 239:  32%|███▏      | 35/109 [02:29<05:15,  0.23it/s, v_num=6e0e]
Epoch 239:  32%|███▏      | 35/109 [02:29<05:15,  0.23it/s, v_num=6e0e]
Epoch 239:  33%|███▎      | 36/109 [02:30<05:04,  0.24it/s, v_num=6e0e]
Epoch 239:  33%|███▎      | 36/109 [02:30<05:04,  0.24it/s, v_num=6e0e]
Epoch 239:  34%|███▍      | 37/109 [02:37<05:05,  0.24it/s, v_num=6e0e]
Epoch 239:  34%|███▍      | 37/109 [02:37<05:05,  0.24it/s, v_num=6e0e]
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Epoch 239:  36%|███▌      | 39/109 [02:46<04:57,  0.23it/s, v_num=6e0e]
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Epoch 239:  37%|███▋      | 40/109 [02:46<04:47,  0.24it/s, v_num=6e0e]
Epoch 239:  37%|███▋      | 40/109 [02:46<04:47,  0.24it/s, v_num=6e0e]
Epoch 239:  38%|███▊      | 41/109 [02:53<04:48,  0.24it/s, v_num=6e0e]
Epoch 239:  38%|███▊      | 41/109 [02:53<04:48,  0.24it/s, v_num=6e0e]
Epoch 239:  39%|███▊      | 42/109 [03:01<04:50,  0.23it/s, v_num=6e0e]
Epoch 239:  39%|███▊      | 42/109 [03:01<04:50,  0.23it/s, v_num=6e0e]
Epoch 239:  39%|███▉      | 43/109 [03:02<04:40,  0.24it/s, v_num=6e0e]
Epoch 239:  39%|███▉      | 43/109 [03:02<04:40,  0.24it/s, v_num=6e0e]
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Epoch 239:  40%|████      | 44/109 [03:03<04:31,  0.24it/s, v_num=6e0e]
Epoch 239:  41%|████▏     | 45/109 [03:12<04:33,  0.23it/s, v_num=6e0e]
Epoch 239:  41%|████▏     | 45/109 [03:12<04:33,  0.23it/s, v_num=6e0e]
Epoch 239:  42%|████▏     | 46/109 [03:19<04:32,  0.23it/s, v_num=6e0e]
Epoch 239:  42%|████▏     | 46/109 [03:19<04:32,  0.23it/s, v_num=6e0e]
Epoch 239:  43%|████▎     | 47/109 [03:19<04:23,  0.24it/s, v_num=6e0e]
Epoch 239:  43%|████▎     | 47/109 [03:19<04:23,  0.24it/s, v_num=6e0e]
Epoch 239:  44%|████▍     | 48/109 [03:20<04:14,  0.24it/s, v_num=6e0e]
Epoch 239:  44%|████▍     | 48/109 [03:20<04:14,  0.24it/s, v_num=6e0e]
Epoch 239:  45%|████▍     | 49/109 [03:27<04:14,  0.24it/s, v_num=6e0e]
Epoch 239:  45%|████▍     | 49/109 [03:27<04:14,  0.24it/s, v_num=6e0e]
Epoch 239:  46%|████▌     | 50/109 [03:34<04:13,  0.23it/s, v_num=6e0e]
Epoch 239:  46%|████▌     | 50/109 [03:34<04:13,  0.23it/s, v_num=6e0e]
Epoch 239:  47%|████▋     | 51/109 [03:35<04:04,  0.24it/s, v_num=6e0e]
Epoch 239:  47%|████▋     | 51/109 [03:35<04:04,  0.24it/s, v_num=6e0e]
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Epoch 239:  48%|████▊     | 52/109 [03:36<03:56,  0.24it/s, v_num=6e0e]
Epoch 239:  49%|████▊     | 53/109 [03:44<03:57,  0.24it/s, v_num=6e0e]
Epoch 239:  49%|████▊     | 53/109 [03:44<03:57,  0.24it/s, v_num=6e0e]
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Epoch 239:  50%|████▉     | 54/109 [03:53<03:57,  0.23it/s, v_num=6e0e]
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Epoch 239:  50%|█████     | 55/109 [03:54<03:49,  0.23it/s, v_num=6e0e]
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Epoch 239:  51%|█████▏    | 56/109 [03:55<03:42,  0.24it/s, v_num=6e0e]
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Epoch 239:  52%|█████▏    | 57/109 [04:01<03:40,  0.24it/s, v_num=6e0e]
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Epoch 239:  54%|█████▍    | 59/109 [04:10<03:32,  0.24it/s, v_num=6e0e]
Epoch 239:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
Epoch 239:  55%|█████▌    | 60/109 [04:10<03:24,  0.24it/s, v_num=6e0e]
Epoch 239:  56%|█████▌    | 61/109 [04:19<03:24,  0.24it/s, v_num=6e0e]
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Epoch 239:  57%|█████▋    | 62/109 [04:28<03:23,  0.23it/s, v_num=6e0e]
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Epoch 239:  58%|█████▊    | 63/109 [04:29<03:16,  0.23it/s, v_num=6e0e]
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Epoch 239:  61%|██████    | 66/109 [04:43<03:04,  0.23it/s, v_num=6e0e]
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Epoch 239:  61%|██████▏   | 67/109 [04:44<02:58,  0.24it/s, v_num=6e0e]
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Epoch 239:  62%|██████▏   | 68/109 [04:44<02:51,  0.24it/s, v_num=6e0e]
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Epoch 239:  63%|██████▎   | 69/109 [04:51<02:48,  0.24it/s, v_num=6e0e]
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Epoch 239:  64%|██████▍   | 70/109 [04:59<02:47,  0.23it/s, v_num=6e0e]
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Epoch 239:  65%|██████▌   | 71/109 [05:00<02:40,  0.24it/s, v_num=6e0e]
Epoch 239:  66%|██████▌   | 72/109 [05:01<02:34,  0.24it/s, v_num=6e0e]
Epoch 239:  66%|██████▌   | 72/109 [05:01<02:34,  0.24it/s, v_num=6e0e]
Epoch 239:  67%|██████▋   | 73/109 [05:06<02:31,  0.24it/s, v_num=6e0e]
Epoch 239:  67%|██████▋   | 73/109 [05:06<02:31,  0.24it/s, v_num=6e0e]
Epoch 239:  68%|██████▊   | 74/109 [05:16<02:29,  0.23it/s, v_num=6e0e]
Epoch 239:  68%|██████▊   | 74/109 [05:16<02:29,  0.23it/s, v_num=6e0e]
Epoch 239:  69%|██████▉   | 75/109 [05:17<02:23,  0.24it/s, v_num=6e0e]
Epoch 239:  69%|██████▉   | 75/109 [05:17<02:23,  0.24it/s, v_num=6e0e]
Epoch 239:  70%|██████▉   | 76/109 [05:18<02:18,  0.24it/s, v_num=6e0e]
Epoch 239:  70%|██████▉   | 76/109 [05:18<02:18,  0.24it/s, v_num=6e0e]
Epoch 239:  71%|███████   | 77/109 [05:22<02:14,  0.24it/s, v_num=6e0e]
Epoch 239:  71%|███████   | 77/109 [05:22<02:14,  0.24it/s, v_num=6e0e]
Epoch 239:  72%|███████▏  | 78/109 [05:34<02:13,  0.23it/s, v_num=6e0e]
Epoch 239:  72%|███████▏  | 78/109 [05:34<02:13,  0.23it/s, v_num=6e0e]
Epoch 239:  72%|███████▏  | 79/109 [05:35<02:07,  0.24it/s, v_num=6e0e]
Epoch 239:  72%|███████▏  | 79/109 [05:35<02:07,  0.24it/s, v_num=6e0e]
Epoch 239:  73%|███████▎  | 80/109 [05:36<02:01,  0.24it/s, v_num=6e0e]
Epoch 239:  73%|███████▎  | 80/109 [05:36<02:01,  0.24it/s, v_num=6e0e]
Epoch 239:  74%|███████▍  | 81/109 [05:38<01:57,  0.24it/s, v_num=6e0e]
Epoch 239:  74%|███████▍  | 81/109 [05:38<01:57,  0.24it/s, v_num=6e0e]
Epoch 239:  75%|███████▌  | 82/109 [05:51<01:55,  0.23it/s, v_num=6e0e]
Epoch 239:  75%|███████▌  | 82/109 [05:51<01:55,  0.23it/s, v_num=6e0e]
Epoch 239:  76%|███████▌  | 83/109 [05:51<01:50,  0.24it/s, v_num=6e0e]
Epoch 239:  76%|███████▌  | 83/109 [05:51<01:50,  0.24it/s, v_num=6e0e]
Epoch 239:  77%|███████▋  | 84/109 [05:52<01:44,  0.24it/s, v_num=6e0e]
Epoch 239:  77%|███████▋  | 84/109 [05:52<01:44,  0.24it/s, v_num=6e0e]
Epoch 239:  78%|███████▊  | 85/109 [05:55<01:40,  0.24it/s, v_num=6e0e]
Epoch 239:  78%|███████▊  | 85/109 [05:55<01:40,  0.24it/s, v_num=6e0e]
Epoch 239:  79%|███████▉  | 86/109 [06:07<01:38,  0.23it/s, v_num=6e0e]
Epoch 239:  79%|███████▉  | 86/109 [06:07<01:38,  0.23it/s, v_num=6e0e]
Epoch 239:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
Epoch 239:  80%|███████▉  | 87/109 [06:08<01:33,  0.24it/s, v_num=6e0e]
Epoch 239:  81%|████████  | 88/109 [06:09<01:28,  0.24it/s, v_num=6e0e]
Epoch 239:  81%|████████  | 88/109 [06:09<01:28,  0.24it/s, v_num=6e0e]
Epoch 239:  82%|████████▏ | 89/109 [06:13<01:23,  0.24it/s, v_num=6e0e]
Epoch 239:  82%|████████▏ | 89/109 [06:13<01:23,  0.24it/s, v_num=6e0e]
Epoch 239:  83%|████████▎ | 90/109 [06:23<01:21,  0.23it/s, v_num=6e0e]
Epoch 239:  83%|████████▎ | 90/109 [06:23<01:21,  0.23it/s, v_num=6e0e]
Epoch 239:  83%|████████▎ | 91/109 [06:24<01:16,  0.24it/s, v_num=6e0e]
Epoch 239:  83%|████████▎ | 91/109 [06:24<01:16,  0.24it/s, v_num=6e0e]
Epoch 239:  84%|████████▍ | 92/109 [06:25<01:11,  0.24it/s, v_num=6e0e]
Epoch 239:  84%|████████▍ | 92/109 [06:25<01:11,  0.24it/s, v_num=6e0e]
Epoch 239:  85%|████████▌ | 93/109 [06:32<01:07,  0.24it/s, v_num=6e0e]
Epoch 239:  85%|████████▌ | 93/109 [06:32<01:07,  0.24it/s, v_num=6e0e]
Epoch 239:  86%|████████▌ | 94/109 [06:41<01:04,  0.23it/s, v_num=6e0e]
Epoch 239:  86%|████████▌ | 94/109 [06:41<01:04,  0.23it/s, v_num=6e0e]
Epoch 239:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 239:  87%|████████▋ | 95/109 [06:42<00:59,  0.24it/s, v_num=6e0e]
Epoch 239:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 239:  88%|████████▊ | 96/109 [06:42<00:54,  0.24it/s, v_num=6e0e]
Epoch 239:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
Epoch 239:  89%|████████▉ | 97/109 [06:47<00:50,  0.24it/s, v_num=6e0e]
Epoch 239:  90%|████████▉ | 98/109 [06:58<00:46,  0.23it/s, v_num=6e0e]
Epoch 239:  90%|████████▉ | 98/109 [06:58<00:46,  0.23it/s, v_num=6e0e]
Epoch 239:  91%|█████████ | 99/109 [06:59<00:42,  0.24it/s, v_num=6e0e]
Epoch 239:  91%|█████████ | 99/109 [06:59<00:42,  0.24it/s, v_num=6e0e]
Epoch 239:  92%|█████████▏| 100/109 [06:59<00:37,  0.24it/s, v_num=6e0e]
Epoch 239:  92%|█████████▏| 100/109 [06:59<00:37,  0.24it/s, v_num=6e0e]
Epoch 239:  93%|█████████▎| 101/109 [07:02<00:33,  0.24it/s, v_num=6e0e]
Epoch 239:  93%|█████████▎| 101/109 [07:02<00:33,  0.24it/s, v_num=6e0e]
Epoch 239:  94%|█████████▎| 102/109 [07:14<00:29,  0.23it/s, v_num=6e0e]
Epoch 239:  94%|█████████▎| 102/109 [07:14<00:29,  0.23it/s, v_num=6e0e]
Epoch 239:  94%|█████████▍| 103/109 [07:15<00:25,  0.24it/s, v_num=6e0e]
Epoch 239:  94%|█████████▍| 103/109 [07:15<00:25,  0.24it/s, v_num=6e0e]
Epoch 239:  95%|█████████▌| 104/109 [07:16<00:20,  0.24it/s, v_num=6e0e]
Epoch 239:  95%|█████████▌| 104/109 [07:16<00:20,  0.24it/s, v_num=6e0e]
Epoch 239:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 239:  96%|█████████▋| 105/109 [07:19<00:16,  0.24it/s, v_num=6e0e]
Epoch 239:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 239:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 239:  98%|█████████▊| 107/109 [07:29<00:08,  0.24it/s, v_num=6e0e]
Epoch 239:  98%|█████████▊| 107/109 [07:29<00:08,  0.24it/s, v_num=6e0e]
Epoch 239:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 239:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 239: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]
Epoch 239: 100%|██████████| 109/109 [07:36<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:00<00:11,  1.15it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:01<00:11,  1.02it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:11,  0.99it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:03<00:09,  1.01it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  1.00it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.99it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.96it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.98it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.99it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.99it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.97it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.96it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 239: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 239: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 239:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 240:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 240:   1%|          | 1/109 [00:17<31:35,  0.06it/s, v_num=6e0e]
Epoch 240:   1%|          | 1/109 [00:17<31:35,  0.06it/s, v_num=6e0e]
Epoch 240:   2%|▏         | 2/109 [00:18<16:22,  0.11it/s, v_num=6e0e]
Epoch 240:   2%|▏         | 2/109 [00:18<16:22,  0.11it/s, v_num=6e0e]
Epoch 240:   3%|▎         | 3/109 [00:19<11:17,  0.16it/s, v_num=6e0e]
Epoch 240:   3%|▎         | 3/109 [00:19<11:17,  0.16it/s, v_num=6e0e]
Epoch 240:   4%|▎         | 4/109 [00:19<08:44,  0.20it/s, v_num=6e0e]
Epoch 240:   4%|▎         | 4/109 [00:19<08:44,  0.20it/s, v_num=6e0e]
Epoch 240:   5%|▍         | 5/109 [00:32<11:24,  0.15it/s, v_num=6e0e]
Epoch 240:   5%|▍         | 5/109 [00:32<11:24,  0.15it/s, v_num=6e0e]
Epoch 240:   6%|▌         | 6/109 [00:33<09:43,  0.18it/s, v_num=6e0e]
Epoch 240:   6%|▌         | 6/109 [00:33<09:43,  0.18it/s, v_num=6e0e]
Epoch 240:   6%|▋         | 7/109 [00:34<08:26,  0.20it/s, v_num=6e0e]
Epoch 240:   6%|▋         | 7/109 [00:34<08:26,  0.20it/s, v_num=6e0e]
Epoch 240:   7%|▋         | 8/109 [00:35<07:28,  0.23it/s, v_num=6e0e]
Epoch 240:   7%|▋         | 8/109 [00:35<07:28,  0.23it/s, v_num=6e0e]
Epoch 240:   8%|▊         | 9/109 [00:50<09:20,  0.18it/s, v_num=6e0e]
Epoch 240:   8%|▊         | 9/109 [00:50<09:20,  0.18it/s, v_num=6e0e]
Epoch 240:   9%|▉         | 10/109 [00:51<08:29,  0.19it/s, v_num=6e0e]
Epoch 240:   9%|▉         | 10/109 [00:51<08:29,  0.19it/s, v_num=6e0e]
Epoch 240:  10%|█         | 11/109 [00:52<07:45,  0.21it/s, v_num=6e0e]
Epoch 240:  10%|█         | 11/109 [00:52<07:45,  0.21it/s, v_num=6e0e]
Epoch 240:  11%|█         | 12/109 [00:53<07:08,  0.23it/s, v_num=6e0e]
Epoch 240:  11%|█         | 12/109 [00:53<07:08,  0.23it/s, v_num=6e0e]
Epoch 240:  12%|█▏        | 13/109 [01:06<08:10,  0.20it/s, v_num=6e0e]
Epoch 240:  12%|█▏        | 13/109 [01:06<08:10,  0.20it/s, v_num=6e0e]
Epoch 240:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 240:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 240:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 240:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 240:  15%|█▍        | 16/109 [01:09<06:42,  0.23it/s, v_num=6e0e]
Epoch 240:  15%|█▍        | 16/109 [01:09<06:42,  0.23it/s, v_num=6e0e]
Epoch 240:  16%|█▌        | 17/109 [01:22<07:26,  0.21it/s, v_num=6e0e]
Epoch 240:  16%|█▌        | 17/109 [01:22<07:26,  0.21it/s, v_num=6e0e]
Epoch 240:  17%|█▋        | 18/109 [01:23<07:04,  0.21it/s, v_num=6e0e]
Epoch 240:  17%|█▋        | 18/109 [01:23<07:04,  0.21it/s, v_num=6e0e]
Epoch 240:  17%|█▋        | 19/109 [01:24<06:41,  0.22it/s, v_num=6e0e]
Epoch 240:  17%|█▋        | 19/109 [01:24<06:41,  0.22it/s, v_num=6e0e]
Epoch 240:  18%|█▊        | 20/109 [01:25<06:20,  0.23it/s, v_num=6e0e]
Epoch 240:  18%|█▊        | 20/109 [01:25<06:20,  0.23it/s, v_num=6e0e]
Epoch 240:  19%|█▉        | 21/109 [01:38<06:53,  0.21it/s, v_num=6e0e]
Epoch 240:  19%|█▉        | 21/109 [01:38<06:53,  0.21it/s, v_num=6e0e]
Epoch 240:  20%|██        | 22/109 [01:39<06:33,  0.22it/s, v_num=6e0e]
Epoch 240:  20%|██        | 22/109 [01:39<06:33,  0.22it/s, v_num=6e0e]
Epoch 240:  21%|██        | 23/109 [01:40<06:15,  0.23it/s, v_num=6e0e]
Epoch 240:  21%|██        | 23/109 [01:40<06:15,  0.23it/s, v_num=6e0e]
Epoch 240:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 240:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 240:  23%|██▎       | 25/109 [01:54<06:25,  0.22it/s, v_num=6e0e]
Epoch 240:  23%|██▎       | 25/109 [01:54<06:25,  0.22it/s, v_num=6e0e]
Epoch 240:  24%|██▍       | 26/109 [01:55<06:08,  0.23it/s, v_num=6e0e]
Epoch 240:  24%|██▍       | 26/109 [01:55<06:08,  0.23it/s, v_num=6e0e]
Epoch 240:  25%|██▍       | 27/109 [01:56<05:53,  0.23it/s, v_num=6e0e]
Epoch 240:  25%|██▍       | 27/109 [01:56<05:53,  0.23it/s, v_num=6e0e]
Epoch 240:  26%|██▌       | 28/109 [01:58<05:43,  0.24it/s, v_num=6e0e]
Epoch 240:  26%|██▌       | 28/109 [01:58<05:43,  0.24it/s, v_num=6e0e]
Epoch 240:  27%|██▋       | 29/109 [02:10<06:00,  0.22it/s, v_num=6e0e]
Epoch 240:  27%|██▋       | 29/109 [02:10<06:00,  0.22it/s, v_num=6e0e]
Epoch 240:  28%|██▊       | 30/109 [02:11<05:46,  0.23it/s, v_num=6e0e]
Epoch 240:  28%|██▊       | 30/109 [02:11<05:46,  0.23it/s, v_num=6e0e]
Epoch 240:  28%|██▊       | 31/109 [02:12<05:33,  0.23it/s, v_num=6e0e]
Epoch 240:  28%|██▊       | 31/109 [02:12<05:33,  0.23it/s, v_num=6e0e]
Epoch 240:  29%|██▉       | 32/109 [02:14<05:24,  0.24it/s, v_num=6e0e]
Epoch 240:  29%|██▉       | 32/109 [02:14<05:24,  0.24it/s, v_num=6e0e]
Epoch 240:  30%|███       | 33/109 [02:27<05:40,  0.22it/s, v_num=6e0e]
Epoch 240:  30%|███       | 33/109 [02:27<05:40,  0.22it/s, v_num=6e0e]
Epoch 240:  31%|███       | 34/109 [02:28<05:27,  0.23it/s, v_num=6e0e]
Epoch 240:  31%|███       | 34/109 [02:28<05:27,  0.23it/s, v_num=6e0e]
Epoch 240:  32%|███▏      | 35/109 [02:29<05:15,  0.23it/s, v_num=6e0e]
Epoch 240:  32%|███▏      | 35/109 [02:29<05:15,  0.23it/s, v_num=6e0e]
Epoch 240:  33%|███▎      | 36/109 [02:32<05:09,  0.24it/s, v_num=6e0e]
Epoch 240:  33%|███▎      | 36/109 [02:32<05:09,  0.24it/s, v_num=6e0e]
Epoch 240:  34%|███▍      | 37/109 [02:43<05:18,  0.23it/s, v_num=6e0e]
Epoch 240:  34%|███▍      | 37/109 [02:43<05:18,  0.23it/s, v_num=6e0e]
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Epoch 240:  35%|███▍      | 38/109 [02:44<05:07,  0.23it/s, v_num=6e0e]
Epoch 240:  36%|███▌      | 39/109 [02:45<04:57,  0.24it/s, v_num=6e0e]
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Epoch 240:  37%|███▋      | 40/109 [02:48<04:51,  0.24it/s, v_num=6e0e]
Epoch 240:  37%|███▋      | 40/109 [02:48<04:51,  0.24it/s, v_num=6e0e]
Epoch 240:  38%|███▊      | 41/109 [02:59<04:57,  0.23it/s, v_num=6e0e]
Epoch 240:  38%|███▊      | 41/109 [02:59<04:57,  0.23it/s, v_num=6e0e]
Epoch 240:  39%|███▊      | 42/109 [03:01<04:49,  0.23it/s, v_num=6e0e]
Epoch 240:  39%|███▊      | 42/109 [03:01<04:49,  0.23it/s, v_num=6e0e]
Epoch 240:  39%|███▉      | 43/109 [03:02<04:40,  0.24it/s, v_num=6e0e]
Epoch 240:  39%|███▉      | 43/109 [03:02<04:40,  0.24it/s, v_num=6e0e]
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Epoch 240:  62%|██████▏   | 68/109 [04:48<02:54,  0.24it/s, v_num=6e0e]
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Epoch 240:  65%|██████▌   | 71/109 [05:04<02:43,  0.23it/s, v_num=6e0e]
Epoch 240:  66%|██████▌   | 72/109 [05:05<02:37,  0.24it/s, v_num=6e0e]
Epoch 240:  66%|██████▌   | 72/109 [05:05<02:37,  0.24it/s, v_num=6e0e]
Epoch 240:  67%|██████▋   | 73/109 [05:06<02:31,  0.24it/s, v_num=6e0e]
Epoch 240:  67%|██████▋   | 73/109 [05:06<02:31,  0.24it/s, v_num=6e0e]
Epoch 240:  68%|██████▊   | 74/109 [05:21<02:32,  0.23it/s, v_num=6e0e]
Epoch 240:  68%|██████▊   | 74/109 [05:21<02:32,  0.23it/s, v_num=6e0e]
Epoch 240:  69%|██████▉   | 75/109 [05:22<02:26,  0.23it/s, v_num=6e0e]
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Epoch 240:  71%|███████   | 77/109 [05:24<02:14,  0.24it/s, v_num=6e0e]
Epoch 240:  71%|███████   | 77/109 [05:24<02:14,  0.24it/s, v_num=6e0e]
Epoch 240:  72%|███████▏  | 78/109 [05:39<02:15,  0.23it/s, v_num=6e0e]
Epoch 240:  72%|███████▏  | 78/109 [05:39<02:15,  0.23it/s, v_num=6e0e]
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Epoch 240:  72%|███████▏  | 79/109 [05:40<02:09,  0.23it/s, v_num=6e0e]
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Epoch 240:  77%|███████▋  | 84/109 [05:56<01:45,  0.24it/s, v_num=6e0e]
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Epoch 240:  78%|███████▊  | 85/109 [05:56<01:40,  0.24it/s, v_num=6e0e]
Epoch 240:  78%|███████▊  | 85/109 [05:56<01:40,  0.24it/s, v_num=6e0e]
Epoch 240:  79%|███████▉  | 86/109 [06:11<01:39,  0.23it/s, v_num=6e0e]
Epoch 240:  79%|███████▉  | 86/109 [06:11<01:39,  0.23it/s, v_num=6e0e]
Epoch 240:  80%|███████▉  | 87/109 [06:12<01:34,  0.23it/s, v_num=6e0e]
Epoch 240:  80%|███████▉  | 87/109 [06:12<01:34,  0.23it/s, v_num=6e0e]
Epoch 240:  81%|████████  | 88/109 [06:12<01:28,  0.24it/s, v_num=6e0e]
Epoch 240:  81%|████████  | 88/109 [06:12<01:28,  0.24it/s, v_num=6e0e]
Epoch 240:  82%|████████▏ | 89/109 [06:13<01:23,  0.24it/s, v_num=6e0e]
Epoch 240:  82%|████████▏ | 89/109 [06:13<01:23,  0.24it/s, v_num=6e0e]
Epoch 240:  83%|████████▎ | 90/109 [06:28<01:21,  0.23it/s, v_num=6e0e]
Epoch 240:  83%|████████▎ | 90/109 [06:28<01:21,  0.23it/s, v_num=6e0e]
Epoch 240:  83%|████████▎ | 91/109 [06:28<01:16,  0.23it/s, v_num=6e0e]
Epoch 240:  83%|████████▎ | 91/109 [06:28<01:16,  0.23it/s, v_num=6e0e]
Epoch 240:  84%|████████▍ | 92/109 [06:29<01:12,  0.24it/s, v_num=6e0e]
Epoch 240:  84%|████████▍ | 92/109 [06:29<01:12,  0.24it/s, v_num=6e0e]
Epoch 240:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 240:  85%|████████▌ | 93/109 [06:30<01:07,  0.24it/s, v_num=6e0e]
Epoch 240:  86%|████████▌ | 94/109 [06:42<01:04,  0.23it/s, v_num=6e0e]
Epoch 240:  86%|████████▌ | 94/109 [06:42<01:04,  0.23it/s, v_num=6e0e]
Epoch 240:  87%|████████▋ | 95/109 [06:43<00:59,  0.24it/s, v_num=6e0e]
Epoch 240:  87%|████████▋ | 95/109 [06:43<00:59,  0.24it/s, v_num=6e0e]
Epoch 240:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
Epoch 240:  88%|████████▊ | 96/109 [06:43<00:54,  0.24it/s, v_num=6e0e]
Epoch 240:  89%|████████▉ | 97/109 [06:44<00:50,  0.24it/s, v_num=6e0e]
Epoch 240:  89%|████████▉ | 97/109 [06:44<00:50,  0.24it/s, v_num=6e0e]
Epoch 240:  90%|████████▉ | 98/109 [06:58<00:46,  0.23it/s, v_num=6e0e]
Epoch 240:  90%|████████▉ | 98/109 [06:58<00:46,  0.23it/s, v_num=6e0e]
Epoch 240:  91%|█████████ | 99/109 [06:59<00:42,  0.24it/s, v_num=6e0e]
Epoch 240:  91%|█████████ | 99/109 [06:59<00:42,  0.24it/s, v_num=6e0e]
Epoch 240:  92%|█████████▏| 100/109 [06:59<00:37,  0.24it/s, v_num=6e0e]
Epoch 240:  92%|█████████▏| 100/109 [06:59<00:37,  0.24it/s, v_num=6e0e]
Epoch 240:  93%|█████████▎| 101/109 [07:00<00:33,  0.24it/s, v_num=6e0e]
Epoch 240:  93%|█████████▎| 101/109 [07:00<00:33,  0.24it/s, v_num=6e0e]
Epoch 240:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 240:  94%|█████████▎| 102/109 [07:13<00:29,  0.24it/s, v_num=6e0e]
Epoch 240:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 240:  94%|█████████▍| 103/109 [07:14<00:25,  0.24it/s, v_num=6e0e]
Epoch 240:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 240:  95%|█████████▌| 104/109 [07:15<00:20,  0.24it/s, v_num=6e0e]
Epoch 240:  96%|█████████▋| 105/109 [07:15<00:16,  0.24it/s, v_num=6e0e]
Epoch 240:  96%|█████████▋| 105/109 [07:15<00:16,  0.24it/s, v_num=6e0e]
Epoch 240:  97%|█████████▋| 106/109 [07:31<00:12,  0.23it/s, v_num=6e0e]
Epoch 240:  97%|█████████▋| 106/109 [07:31<00:12,  0.23it/s, v_num=6e0e]
Epoch 240:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 240:  98%|█████████▊| 107/109 [07:31<00:08,  0.24it/s, v_num=6e0e]
Epoch 240:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 240:  99%|█████████▉| 108/109 [07:32<00:04,  0.24it/s, v_num=6e0e]
Epoch 240: 100%|██████████| 109/109 [07:33<00:00,  0.24it/s, v_num=6e0e]
Epoch 240: 100%|██████████| 109/109 [07:33<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:16,  0.80it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:14,  0.83it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.87it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.91it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.93it/s]

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Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.94it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.93it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 240: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]
Epoch 240: 100%|██████████| 109/109 [07:50<00:00,  0.23it/s, v_num=6e0e]
Epoch 240:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 241:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 241:   1%|          | 1/109 [00:19<35:27,  0.05it/s, v_num=6e0e]
Epoch 241:   1%|          | 1/109 [00:19<35:27,  0.05it/s, v_num=6e0e]
Epoch 241:   2%|▏         | 2/109 [00:20<18:18,  0.10it/s, v_num=6e0e]
Epoch 241:   2%|▏         | 2/109 [00:20<18:18,  0.10it/s, v_num=6e0e]
Epoch 241:   3%|▎         | 3/109 [00:21<12:33,  0.14it/s, v_num=6e0e]
Epoch 241:   3%|▎         | 3/109 [00:21<12:33,  0.14it/s, v_num=6e0e]
Epoch 241:   4%|▎         | 4/109 [00:22<09:41,  0.18it/s, v_num=6e0e]
Epoch 241:   4%|▎         | 4/109 [00:22<09:41,  0.18it/s, v_num=6e0e]
Epoch 241:   5%|▍         | 5/109 [00:36<12:46,  0.14it/s, v_num=6e0e]
Epoch 241:   5%|▍         | 5/109 [00:36<12:46,  0.14it/s, v_num=6e0e]
Epoch 241:   6%|▌         | 6/109 [00:37<10:46,  0.16it/s, v_num=6e0e]
Epoch 241:   6%|▌         | 6/109 [00:37<10:46,  0.16it/s, v_num=6e0e]
Epoch 241:   6%|▋         | 7/109 [00:38<09:20,  0.18it/s, v_num=6e0e]
Epoch 241:   6%|▋         | 7/109 [00:38<09:20,  0.18it/s, v_num=6e0e]
Epoch 241:   7%|▋         | 8/109 [00:39<08:15,  0.20it/s, v_num=6e0e]
Epoch 241:   7%|▋         | 8/109 [00:39<08:15,  0.20it/s, v_num=6e0e]
Epoch 241:   8%|▊         | 9/109 [00:52<09:40,  0.17it/s, v_num=6e0e]
Epoch 241:   8%|▊         | 9/109 [00:52<09:40,  0.17it/s, v_num=6e0e]
Epoch 241:   9%|▉         | 10/109 [00:53<08:45,  0.19it/s, v_num=6e0e]
Epoch 241:   9%|▉         | 10/109 [00:53<08:45,  0.19it/s, v_num=6e0e]
Epoch 241:  10%|█         | 11/109 [00:54<08:08,  0.20it/s, v_num=6e0e]
Epoch 241:  10%|█         | 11/109 [00:54<08:09,  0.20it/s, v_num=6e0e]
Epoch 241:  11%|█         | 12/109 [00:55<07:30,  0.22it/s, v_num=6e0e]
Epoch 241:  11%|█         | 12/109 [00:55<07:30,  0.22it/s, v_num=6e0e]
Epoch 241:  12%|█▏        | 13/109 [01:06<08:14,  0.19it/s, v_num=6e0e]
Epoch 241:  12%|█▏        | 13/109 [01:06<08:14,  0.19it/s, v_num=6e0e]
Epoch 241:  13%|█▎        | 14/109 [01:07<07:39,  0.21it/s, v_num=6e0e]
Epoch 241:  13%|█▎        | 14/109 [01:07<07:39,  0.21it/s, v_num=6e0e]
Epoch 241:  14%|█▍        | 15/109 [01:11<07:26,  0.21it/s, v_num=6e0e]
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Epoch 241:  96%|█████████▋| 105/109 [07:26<00:17,  0.24it/s, v_num=6e0e]
Epoch 241:  96%|█████████▋| 105/109 [07:26<00:17,  0.24it/s, v_num=6e0e]
Epoch 241:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 241:  97%|█████████▋| 106/109 [07:28<00:12,  0.24it/s, v_num=6e0e]
Epoch 241:  98%|█████████▊| 107/109 [07:29<00:08,  0.24it/s, v_num=6e0e]
Epoch 241:  98%|█████████▊| 107/109 [07:29<00:08,  0.24it/s, v_num=6e0e]
Epoch 241:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 241:  99%|█████████▉| 108/109 [07:30<00:04,  0.24it/s, v_num=6e0e]
Epoch 241: 100%|██████████| 109/109 [07:40<00:00,  0.24it/s, v_num=6e0e]
Epoch 241: 100%|██████████| 109/109 [07:40<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.96it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.87it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.89it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.94it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.95it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.94it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.93it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.94it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.94it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 241: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 241: 100%|██████████| 109/109 [07:57<00:00,  0.23it/s, v_num=6e0e]
Epoch 241:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 242:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 242:   1%|          | 1/109 [00:17<31:28,  0.06it/s, v_num=6e0e]
Epoch 242:   1%|          | 1/109 [00:17<31:28,  0.06it/s, v_num=6e0e]
Epoch 242:   2%|▏         | 2/109 [00:18<16:19,  0.11it/s, v_num=6e0e]
Epoch 242:   2%|▏         | 2/109 [00:18<16:19,  0.11it/s, v_num=6e0e]
Epoch 242:   3%|▎         | 3/109 [00:19<11:15,  0.16it/s, v_num=6e0e]
Epoch 242:   3%|▎         | 3/109 [00:19<11:15,  0.16it/s, v_num=6e0e]
Epoch 242:   4%|▎         | 4/109 [00:19<08:42,  0.20it/s, v_num=6e0e]
Epoch 242:   4%|▎         | 4/109 [00:19<08:43,  0.20it/s, v_num=6e0e]
Epoch 242:   5%|▍         | 5/109 [00:32<11:22,  0.15it/s, v_num=6e0e]
Epoch 242:   5%|▍         | 5/109 [00:32<11:22,  0.15it/s, v_num=6e0e]
Epoch 242:   6%|▌         | 6/109 [00:34<09:56,  0.17it/s, v_num=6e0e]
Epoch 242:   6%|▌         | 6/109 [00:34<09:56,  0.17it/s, v_num=6e0e]
Epoch 242:   6%|▋         | 7/109 [00:36<08:47,  0.19it/s, v_num=6e0e]
Epoch 242:   6%|▋         | 7/109 [00:36<08:47,  0.19it/s, v_num=6e0e]
Epoch 242:   7%|▋         | 8/109 [00:37<07:47,  0.22it/s, v_num=6e0e]
Epoch 242:   7%|▋         | 8/109 [00:37<07:47,  0.22it/s, v_num=6e0e]
Epoch 242:   8%|▊         | 9/109 [00:49<09:10,  0.18it/s, v_num=6e0e]
Epoch 242:   8%|▊         | 9/109 [00:49<09:11,  0.18it/s, v_num=6e0e]
Epoch 242:   9%|▉         | 10/109 [00:50<08:20,  0.20it/s, v_num=6e0e]
Epoch 242:   9%|▉         | 10/109 [00:50<08:20,  0.20it/s, v_num=6e0e]
Epoch 242:  10%|█         | 11/109 [00:53<07:58,  0.20it/s, v_num=6e0e]
Epoch 242:  10%|█         | 11/109 [00:53<07:58,  0.20it/s, v_num=6e0e]
Epoch 242:  11%|█         | 12/109 [00:54<07:21,  0.22it/s, v_num=6e0e]
Epoch 242:  11%|█         | 12/109 [00:54<07:21,  0.22it/s, v_num=6e0e]
Epoch 242:  12%|█▏        | 13/109 [01:06<08:10,  0.20it/s, v_num=6e0e]
Epoch 242:  12%|█▏        | 13/109 [01:06<08:10,  0.20it/s, v_num=6e0e]
Epoch 242:  13%|█▎        | 14/109 [01:07<07:36,  0.21it/s, v_num=6e0e]
Epoch 242:  13%|█▎        | 14/109 [01:07<07:36,  0.21it/s, v_num=6e0e]
Epoch 242:  14%|█▍        | 15/109 [01:09<07:17,  0.22it/s, v_num=6e0e]
Epoch 242:  14%|█▍        | 15/109 [01:09<07:17,  0.22it/s, v_num=6e0e]
Epoch 242:  15%|█▍        | 16/109 [01:10<06:49,  0.23it/s, v_num=6e0e]
Epoch 242:  15%|█▍        | 16/109 [01:10<06:49,  0.23it/s, v_num=6e0e]
Epoch 242:  16%|█▌        | 17/109 [01:24<07:37,  0.20it/s, v_num=6e0e]
Epoch 242:  16%|█▌        | 17/109 [01:24<07:37,  0.20it/s, v_num=6e0e]
Epoch 242:  17%|█▋        | 18/109 [01:25<07:11,  0.21it/s, v_num=6e0e]
Epoch 242:  17%|█▋        | 18/109 [01:25<07:11,  0.21it/s, v_num=6e0e]
Epoch 242:  17%|█▋        | 19/109 [01:26<06:48,  0.22it/s, v_num=6e0e]
Epoch 242:  17%|█▋        | 19/109 [01:26<06:48,  0.22it/s, v_num=6e0e]
Epoch 242:  18%|█▊        | 20/109 [01:26<06:27,  0.23it/s, v_num=6e0e]
Epoch 242:  18%|█▊        | 20/109 [01:26<06:27,  0.23it/s, v_num=6e0e]
Epoch 242:  19%|█▉        | 21/109 [01:39<06:55,  0.21it/s, v_num=6e0e]
Epoch 242:  19%|█▉        | 21/109 [01:39<06:55,  0.21it/s, v_num=6e0e]
Epoch 242:  20%|██        | 22/109 [01:41<06:42,  0.22it/s, v_num=6e0e]
Epoch 242:  20%|██        | 22/109 [01:41<06:42,  0.22it/s, v_num=6e0e]
Epoch 242:  21%|██        | 23/109 [01:42<06:23,  0.22it/s, v_num=6e0e]
Epoch 242:  21%|██        | 23/109 [01:42<06:23,  0.22it/s, v_num=6e0e]
Epoch 242:  22%|██▏       | 24/109 [01:43<06:06,  0.23it/s, v_num=6e0e]
Epoch 242:  22%|██▏       | 24/109 [01:43<06:06,  0.23it/s, v_num=6e0e]
Epoch 242:  23%|██▎       | 25/109 [01:55<06:27,  0.22it/s, v_num=6e0e]
Epoch 242:  23%|██▎       | 25/109 [01:55<06:27,  0.22it/s, v_num=6e0e]
Epoch 242:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
Epoch 242:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
Epoch 242:  25%|██▍       | 27/109 [01:58<05:58,  0.23it/s, v_num=6e0e]
Epoch 242:  25%|██▍       | 27/109 [01:58<05:58,  0.23it/s, v_num=6e0e]
Epoch 242:  26%|██▌       | 28/109 [01:58<05:44,  0.24it/s, v_num=6e0e]
Epoch 242:  26%|██▌       | 28/109 [01:58<05:44,  0.24it/s, v_num=6e0e]
Epoch 242:  27%|██▋       | 29/109 [02:10<06:00,  0.22it/s, v_num=6e0e]
Epoch 242:  27%|██▋       | 29/109 [02:10<06:00,  0.22it/s, v_num=6e0e]
Epoch 242:  28%|██▊       | 30/109 [02:14<05:54,  0.22it/s, v_num=6e0e]
Epoch 242:  28%|██▊       | 30/109 [02:14<05:54,  0.22it/s, v_num=6e0e]
Epoch 242:  28%|██▊       | 31/109 [02:15<05:40,  0.23it/s, v_num=6e0e]
Epoch 242:  28%|██▊       | 31/109 [02:15<05:40,  0.23it/s, v_num=6e0e]
Epoch 242:  29%|██▉       | 32/109 [02:16<05:27,  0.23it/s, v_num=6e0e]
Epoch 242:  29%|██▉       | 32/109 [02:16<05:27,  0.23it/s, v_num=6e0e]
Epoch 242:  30%|███       | 33/109 [02:27<05:40,  0.22it/s, v_num=6e0e]
Epoch 242:  30%|███       | 33/109 [02:27<05:40,  0.22it/s, v_num=6e0e]
Epoch 242:  31%|███       | 34/109 [02:31<05:35,  0.22it/s, v_num=6e0e]
Epoch 242:  31%|███       | 34/109 [02:31<05:35,  0.22it/s, v_num=6e0e]
Epoch 242:  32%|███▏      | 35/109 [02:32<05:22,  0.23it/s, v_num=6e0e]
Epoch 242:  32%|███▏      | 35/109 [02:32<05:23,  0.23it/s, v_num=6e0e]
Epoch 242:  33%|███▎      | 36/109 [02:33<05:11,  0.23it/s, v_num=6e0e]
Epoch 242:  33%|███▎      | 36/109 [02:33<05:11,  0.23it/s, v_num=6e0e]
Epoch 242:  34%|███▍      | 37/109 [02:43<05:18,  0.23it/s, v_num=6e0e]
Epoch 242:  34%|███▍      | 37/109 [02:43<05:18,  0.23it/s, v_num=6e0e]
Epoch 242:  35%|███▍      | 38/109 [02:47<05:13,  0.23it/s, v_num=6e0e]
Epoch 242:  35%|███▍      | 38/109 [02:47<05:13,  0.23it/s, v_num=6e0e]
Epoch 242:  36%|███▌      | 39/109 [02:48<05:02,  0.23it/s, v_num=6e0e]
Epoch 242:  36%|███▌      | 39/109 [02:48<05:02,  0.23it/s, v_num=6e0e]
Epoch 242:  37%|███▋      | 40/109 [02:49<04:52,  0.24it/s, v_num=6e0e]
Epoch 242:  37%|███▋      | 40/109 [02:49<04:52,  0.24it/s, v_num=6e0e]
Epoch 242:  38%|███▊      | 41/109 [03:03<05:03,  0.22it/s, v_num=6e0e]
Epoch 242:  38%|███▊      | 41/109 [03:03<05:03,  0.22it/s, v_num=6e0e]
Epoch 242:  39%|███▊      | 42/109 [03:03<04:53,  0.23it/s, v_num=6e0e]
Epoch 242:  39%|███▊      | 42/109 [03:03<04:53,  0.23it/s, v_num=6e0e]
Epoch 242:  39%|███▉      | 43/109 [03:04<04:43,  0.23it/s, v_num=6e0e]
Epoch 242:  39%|███▉      | 43/109 [03:04<04:43,  0.23it/s, v_num=6e0e]
Epoch 242:  40%|████      | 44/109 [03:05<04:33,  0.24it/s, v_num=6e0e]
Epoch 242:  40%|████      | 44/109 [03:05<04:33,  0.24it/s, v_num=6e0e]
Epoch 242:  41%|████▏     | 45/109 [03:19<04:44,  0.23it/s, v_num=6e0e]
Epoch 242:  41%|████▏     | 45/109 [03:19<04:44,  0.23it/s, v_num=6e0e]
Epoch 242:  42%|████▏     | 46/109 [03:20<04:34,  0.23it/s, v_num=6e0e]
Epoch 242:  42%|████▏     | 46/109 [03:20<04:34,  0.23it/s, v_num=6e0e]
Epoch 242:  43%|████▎     | 47/109 [03:21<04:25,  0.23it/s, v_num=6e0e]
Epoch 242:  43%|████▎     | 47/109 [03:21<04:25,  0.23it/s, v_num=6e0e]
Epoch 242:  44%|████▍     | 48/109 [03:22<04:17,  0.24it/s, v_num=6e0e]
Epoch 242:  44%|████▍     | 48/109 [03:22<04:17,  0.24it/s, v_num=6e0e]
Epoch 242:  45%|████▍     | 49/109 [03:35<04:24,  0.23it/s, v_num=6e0e]
Epoch 242:  45%|████▍     | 49/109 [03:35<04:24,  0.23it/s, v_num=6e0e]
Epoch 242:  46%|████▌     | 50/109 [03:38<04:17,  0.23it/s, v_num=6e0e]
Epoch 242:  46%|████▌     | 50/109 [03:38<04:17,  0.23it/s, v_num=6e0e]
Epoch 242:  47%|████▋     | 51/109 [03:39<04:09,  0.23it/s, v_num=6e0e]
Epoch 242:  47%|████▋     | 51/109 [03:39<04:09,  0.23it/s, v_num=6e0e]
Epoch 242:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 242:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 242:  49%|████▊     | 53/109 [03:52<04:05,  0.23it/s, v_num=6e0e]
Epoch 242:  49%|████▊     | 53/109 [03:52<04:05,  0.23it/s, v_num=6e0e]
Epoch 242:  50%|████▉     | 54/109 [03:54<03:58,  0.23it/s, v_num=6e0e]
Epoch 242:  50%|████▉     | 54/109 [03:54<03:58,  0.23it/s, v_num=6e0e]
Epoch 242:  50%|█████     | 55/109 [03:55<03:51,  0.23it/s, v_num=6e0e]
Epoch 242:  50%|█████     | 55/109 [03:55<03:51,  0.23it/s, v_num=6e0e]
Epoch 242:  51%|█████▏    | 56/109 [03:56<03:43,  0.24it/s, v_num=6e0e]
Epoch 242:  51%|█████▏    | 56/109 [03:56<03:43,  0.24it/s, v_num=6e0e]
Epoch 242:  52%|█████▏    | 57/109 [04:09<03:47,  0.23it/s, v_num=6e0e]
Epoch 242:  52%|█████▏    | 57/109 [04:09<03:47,  0.23it/s, v_num=6e0e]
Epoch 242:  53%|█████▎    | 58/109 [04:12<03:41,  0.23it/s, v_num=6e0e]
Epoch 242:  53%|█████▎    | 58/109 [04:12<03:41,  0.23it/s, v_num=6e0e]
Epoch 242:  54%|█████▍    | 59/109 [04:12<03:34,  0.23it/s, v_num=6e0e]
Epoch 242:  54%|█████▍    | 59/109 [04:12<03:34,  0.23it/s, v_num=6e0e]
Epoch 242:  55%|█████▌    | 60/109 [04:13<03:27,  0.24it/s, v_num=6e0e]
Epoch 242:  55%|█████▌    | 60/109 [04:13<03:27,  0.24it/s, v_num=6e0e]
Epoch 242:  56%|█████▌    | 61/109 [04:26<03:29,  0.23it/s, v_num=6e0e]
Epoch 242:  56%|█████▌    | 61/109 [04:26<03:29,  0.23it/s, v_num=6e0e]
Epoch 242:  57%|█████▋    | 62/109 [04:26<03:22,  0.23it/s, v_num=6e0e]
Epoch 242:  57%|█████▋    | 62/109 [04:26<03:22,  0.23it/s, v_num=6e0e]
Epoch 242:  58%|█████▊    | 63/109 [04:27<03:15,  0.24it/s, v_num=6e0e]
Epoch 242:  58%|█████▊    | 63/109 [04:27<03:15,  0.24it/s, v_num=6e0e]
Epoch 242:  59%|█████▊    | 64/109 [04:28<03:08,  0.24it/s, v_num=6e0e]
Epoch 242:  59%|█████▊    | 64/109 [04:28<03:08,  0.24it/s, v_num=6e0e]
Epoch 242:  60%|█████▉    | 65/109 [04:40<03:10,  0.23it/s, v_num=6e0e]
Epoch 242:  60%|█████▉    | 65/109 [04:40<03:10,  0.23it/s, v_num=6e0e]
Epoch 242:  61%|██████    | 66/109 [04:42<03:04,  0.23it/s, v_num=6e0e]
Epoch 242:  61%|██████    | 66/109 [04:42<03:04,  0.23it/s, v_num=6e0e]
Epoch 242:  61%|██████▏   | 67/109 [04:43<02:57,  0.24it/s, v_num=6e0e]
Epoch 242:  61%|██████▏   | 67/109 [04:43<02:57,  0.24it/s, v_num=6e0e]
Epoch 242:  62%|██████▏   | 68/109 [04:44<02:51,  0.24it/s, v_num=6e0e]
Epoch 242:  62%|██████▏   | 68/109 [04:44<02:51,  0.24it/s, v_num=6e0e]
Epoch 242:  63%|██████▎   | 69/109 [04:57<02:52,  0.23it/s, v_num=6e0e]
Epoch 242:  63%|██████▎   | 69/109 [04:57<02:52,  0.23it/s, v_num=6e0e]
Epoch 242:  64%|██████▍   | 70/109 [05:00<02:47,  0.23it/s, v_num=6e0e]
Epoch 242:  64%|██████▍   | 70/109 [05:00<02:47,  0.23it/s, v_num=6e0e]
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Epoch 242:  65%|██████▌   | 71/109 [05:01<02:41,  0.24it/s, v_num=6e0e]
Epoch 242:  66%|██████▌   | 72/109 [05:02<02:35,  0.24it/s, v_num=6e0e]
Epoch 242:  66%|██████▌   | 72/109 [05:02<02:35,  0.24it/s, v_num=6e0e]
Epoch 242:  67%|██████▋   | 73/109 [05:14<02:35,  0.23it/s, v_num=6e0e]
Epoch 242:  67%|██████▋   | 73/109 [05:14<02:35,  0.23it/s, v_num=6e0e]
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Epoch 242:  68%|██████▊   | 74/109 [05:15<02:29,  0.23it/s, v_num=6e0e]
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Epoch 242:  69%|██████▉   | 75/109 [05:16<02:23,  0.24it/s, v_num=6e0e]
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Epoch 242:  71%|███████   | 77/109 [05:30<02:17,  0.23it/s, v_num=6e0e]
Epoch 242:  71%|███████   | 77/109 [05:30<02:17,  0.23it/s, v_num=6e0e]
Epoch 242:  72%|███████▏  | 78/109 [05:31<02:11,  0.24it/s, v_num=6e0e]
Epoch 242:  72%|███████▏  | 78/109 [05:31<02:11,  0.24it/s, v_num=6e0e]
Epoch 242:  72%|███████▏  | 79/109 [05:32<02:06,  0.24it/s, v_num=6e0e]
Epoch 242:  72%|███████▏  | 79/109 [05:32<02:06,  0.24it/s, v_num=6e0e]
Epoch 242:  73%|███████▎  | 80/109 [05:33<02:00,  0.24it/s, v_num=6e0e]
Epoch 242:  73%|███████▎  | 80/109 [05:33<02:00,  0.24it/s, v_num=6e0e]
Epoch 242:  74%|███████▍  | 81/109 [05:46<01:59,  0.23it/s, v_num=6e0e]
Epoch 242:  74%|███████▍  | 81/109 [05:46<01:59,  0.23it/s, v_num=6e0e]
Epoch 242:  75%|███████▌  | 82/109 [05:48<01:54,  0.24it/s, v_num=6e0e]
Epoch 242:  75%|███████▌  | 82/109 [05:48<01:54,  0.24it/s, v_num=6e0e]
Epoch 242:  76%|███████▌  | 83/109 [05:49<01:49,  0.24it/s, v_num=6e0e]
Epoch 242:  76%|███████▌  | 83/109 [05:49<01:49,  0.24it/s, v_num=6e0e]
Epoch 242:  77%|███████▋  | 84/109 [05:50<01:44,  0.24it/s, v_num=6e0e]
Epoch 242:  77%|███████▋  | 84/109 [05:50<01:44,  0.24it/s, v_num=6e0e]
Epoch 242:  78%|███████▊  | 85/109 [06:03<01:42,  0.23it/s, v_num=6e0e]
Epoch 242:  78%|███████▊  | 85/109 [06:03<01:42,  0.23it/s, v_num=6e0e]
Epoch 242:  79%|███████▉  | 86/109 [06:04<01:37,  0.24it/s, v_num=6e0e]
Epoch 242:  79%|███████▉  | 86/109 [06:04<01:37,  0.24it/s, v_num=6e0e]
Epoch 242:  80%|███████▉  | 87/109 [06:04<01:32,  0.24it/s, v_num=6e0e]
Epoch 242:  80%|███████▉  | 87/109 [06:04<01:32,  0.24it/s, v_num=6e0e]
Epoch 242:  81%|████████  | 88/109 [06:05<01:27,  0.24it/s, v_num=6e0e]
Epoch 242:  81%|████████  | 88/109 [06:05<01:27,  0.24it/s, v_num=6e0e]
Epoch 242:  82%|████████▏ | 89/109 [06:19<01:25,  0.23it/s, v_num=6e0e]
Epoch 242:  82%|████████▏ | 89/109 [06:19<01:25,  0.23it/s, v_num=6e0e]
Epoch 242:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 242:  83%|████████▎ | 90/109 [06:21<01:20,  0.24it/s, v_num=6e0e]
Epoch 242:  83%|████████▎ | 91/109 [06:21<01:15,  0.24it/s, v_num=6e0e]
Epoch 242:  83%|████████▎ | 91/109 [06:21<01:15,  0.24it/s, v_num=6e0e]
Epoch 242:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 242:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 242:  85%|████████▌ | 93/109 [06:35<01:07,  0.24it/s, v_num=6e0e]
Epoch 242:  85%|████████▌ | 93/109 [06:35<01:07,  0.24it/s, v_num=6e0e]
Epoch 242:  86%|████████▌ | 94/109 [06:37<01:03,  0.24it/s, v_num=6e0e]
Epoch 242:  86%|████████▌ | 94/109 [06:37<01:03,  0.24it/s, v_num=6e0e]
Epoch 242:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 242:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 242:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 242:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 242:  89%|████████▉ | 97/109 [06:50<00:50,  0.24it/s, v_num=6e0e]
Epoch 242:  89%|████████▉ | 97/109 [06:50<00:50,  0.24it/s, v_num=6e0e]
Epoch 242:  90%|████████▉ | 98/109 [06:53<00:46,  0.24it/s, v_num=6e0e]
Epoch 242:  90%|████████▉ | 98/109 [06:53<00:46,  0.24it/s, v_num=6e0e]
Epoch 242:  91%|█████████ | 99/109 [06:54<00:41,  0.24it/s, v_num=6e0e]
Epoch 242:  91%|█████████ | 99/109 [06:54<00:41,  0.24it/s, v_num=6e0e]
Epoch 242:  92%|█████████▏| 100/109 [06:55<00:37,  0.24it/s, v_num=6e0e]
Epoch 242:  92%|█████████▏| 100/109 [06:55<00:37,  0.24it/s, v_num=6e0e]
Epoch 242:  93%|█████████▎| 101/109 [07:07<00:33,  0.24it/s, v_num=6e0e]
Epoch 242:  93%|█████████▎| 101/109 [07:07<00:33,  0.24it/s, v_num=6e0e]
Epoch 242:  94%|█████████▎| 102/109 [07:10<00:29,  0.24it/s, v_num=6e0e]
Epoch 242:  94%|█████████▎| 102/109 [07:10<00:29,  0.24it/s, v_num=6e0e]
Epoch 242:  94%|█████████▍| 103/109 [07:11<00:25,  0.24it/s, v_num=6e0e]
Epoch 242:  94%|█████████▍| 103/109 [07:11<00:25,  0.24it/s, v_num=6e0e]
Epoch 242:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 242:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 242:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
Epoch 242:  96%|█████████▋| 105/109 [07:24<00:16,  0.24it/s, v_num=6e0e]
Epoch 242:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 242:  97%|█████████▋| 106/109 [07:25<00:12,  0.24it/s, v_num=6e0e]
Epoch 242:  98%|█████████▊| 107/109 [07:25<00:08,  0.24it/s, v_num=6e0e]
Epoch 242:  98%|█████████▊| 107/109 [07:25<00:08,  0.24it/s, v_num=6e0e]
Epoch 242:  99%|█████████▉| 108/109 [07:26<00:04,  0.24it/s, v_num=6e0e]
Epoch 242:  99%|█████████▉| 108/109 [07:26<00:04,  0.24it/s, v_num=6e0e]
Epoch 242: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]
Epoch 242: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.90it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.92it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.92it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.94it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.94it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.92it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.94it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.96it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 242: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 242: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 242:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 243:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 243:   1%|          | 1/109 [00:17<30:36,  0.06it/s, v_num=6e0e]
Epoch 243:   1%|          | 1/109 [00:17<30:36,  0.06it/s, v_num=6e0e]
Epoch 243:   2%|▏         | 2/109 [00:17<15:53,  0.11it/s, v_num=6e0e]
Epoch 243:   2%|▏         | 2/109 [00:17<15:53,  0.11it/s, v_num=6e0e]
Epoch 243:   3%|▎         | 3/109 [00:18<10:58,  0.16it/s, v_num=6e0e]
Epoch 243:   3%|▎         | 3/109 [00:18<10:58,  0.16it/s, v_num=6e0e]
Epoch 243:   4%|▎         | 4/109 [00:19<08:30,  0.21it/s, v_num=6e0e]
Epoch 243:   4%|▎         | 4/109 [00:19<08:30,  0.21it/s, v_num=6e0e]
Epoch 243:   5%|▍         | 5/109 [00:34<12:06,  0.14it/s, v_num=6e0e]
Epoch 243:   5%|▍         | 5/109 [00:34<12:06,  0.14it/s, v_num=6e0e]
Epoch 243:   6%|▌         | 6/109 [00:35<10:13,  0.17it/s, v_num=6e0e]
Epoch 243:   6%|▌         | 6/109 [00:35<10:13,  0.17it/s, v_num=6e0e]
Epoch 243:   6%|▋         | 7/109 [00:36<08:52,  0.19it/s, v_num=6e0e]
Epoch 243:   6%|▋         | 7/109 [00:36<08:52,  0.19it/s, v_num=6e0e]
Epoch 243:   7%|▋         | 8/109 [00:37<07:51,  0.21it/s, v_num=6e0e]
Epoch 243:   7%|▋         | 8/109 [00:37<07:51,  0.21it/s, v_num=6e0e]
Epoch 243:   8%|▊         | 9/109 [00:48<09:04,  0.18it/s, v_num=6e0e]
Epoch 243:   8%|▊         | 9/109 [00:48<09:04,  0.18it/s, v_num=6e0e]
Epoch 243:   9%|▉         | 10/109 [00:50<08:22,  0.20it/s, v_num=6e0e]
Epoch 243:   9%|▉         | 10/109 [00:50<08:22,  0.20it/s, v_num=6e0e]
Epoch 243:  10%|█         | 11/109 [00:51<07:38,  0.21it/s, v_num=6e0e]
Epoch 243:  10%|█         | 11/109 [00:51<07:38,  0.21it/s, v_num=6e0e]
Epoch 243:  11%|█         | 12/109 [00:52<07:01,  0.23it/s, v_num=6e0e]
Epoch 243:  11%|█         | 12/109 [00:52<07:01,  0.23it/s, v_num=6e0e]
Epoch 243:  12%|█▏        | 13/109 [01:10<08:38,  0.19it/s, v_num=6e0e]
Epoch 243:  12%|█▏        | 13/109 [01:10<08:38,  0.19it/s, v_num=6e0e]
Epoch 243:  13%|█▎        | 14/109 [01:11<08:02,  0.20it/s, v_num=6e0e]
Epoch 243:  13%|█▎        | 14/109 [01:11<08:02,  0.20it/s, v_num=6e0e]
Epoch 243:  14%|█▍        | 15/109 [01:11<07:30,  0.21it/s, v_num=6e0e]
Epoch 243:  14%|█▍        | 15/109 [01:11<07:30,  0.21it/s, v_num=6e0e]
Epoch 243:  15%|█▍        | 16/109 [01:12<07:02,  0.22it/s, v_num=6e0e]
Epoch 243:  15%|█▍        | 16/109 [01:12<07:02,  0.22it/s, v_num=6e0e]
Epoch 243:  16%|█▌        | 17/109 [01:27<07:52,  0.19it/s, v_num=6e0e]
Epoch 243:  16%|█▌        | 17/109 [01:27<07:52,  0.19it/s, v_num=6e0e]
Epoch 243:  17%|█▋        | 18/109 [01:28<07:25,  0.20it/s, v_num=6e0e]
Epoch 243:  17%|█▋        | 18/109 [01:28<07:25,  0.20it/s, v_num=6e0e]
Epoch 243:  17%|█▋        | 19/109 [01:28<07:01,  0.21it/s, v_num=6e0e]
Epoch 243:  17%|█▋        | 19/109 [01:29<07:01,  0.21it/s, v_num=6e0e]
Epoch 243:  18%|█▊        | 20/109 [01:29<06:39,  0.22it/s, v_num=6e0e]
Epoch 243:  18%|█▊        | 20/109 [01:29<06:39,  0.22it/s, v_num=6e0e]
Epoch 243:  19%|█▉        | 21/109 [01:41<07:04,  0.21it/s, v_num=6e0e]
Epoch 243:  19%|█▉        | 21/109 [01:41<07:04,  0.21it/s, v_num=6e0e]
Epoch 243:  20%|██        | 22/109 [01:42<06:43,  0.22it/s, v_num=6e0e]
Epoch 243:  20%|██        | 22/109 [01:42<06:43,  0.22it/s, v_num=6e0e]
Epoch 243:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
Epoch 243:  21%|██        | 23/109 [01:42<06:24,  0.22it/s, v_num=6e0e]
Epoch 243:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 243:  22%|██▏       | 24/109 [01:43<06:07,  0.23it/s, v_num=6e0e]
Epoch 243:  23%|██▎       | 25/109 [01:56<06:31,  0.21it/s, v_num=6e0e]
Epoch 243:  23%|██▎       | 25/109 [01:56<06:31,  0.21it/s, v_num=6e0e]
Epoch 243:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
Epoch 243:  24%|██▍       | 26/109 [01:57<06:14,  0.22it/s, v_num=6e0e]
Epoch 243:  25%|██▍       | 27/109 [01:57<05:58,  0.23it/s, v_num=6e0e]
Epoch 243:  25%|██▍       | 27/109 [01:57<05:58,  0.23it/s, v_num=6e0e]
Epoch 243:  26%|██▌       | 28/109 [01:58<05:43,  0.24it/s, v_num=6e0e]
Epoch 243:  26%|██▌       | 28/109 [01:58<05:43,  0.24it/s, v_num=6e0e]
Epoch 243:  27%|██▋       | 29/109 [02:11<06:03,  0.22it/s, v_num=6e0e]
Epoch 243:  27%|██▋       | 29/109 [02:11<06:03,  0.22it/s, v_num=6e0e]
Epoch 243:  28%|██▊       | 30/109 [02:12<05:48,  0.23it/s, v_num=6e0e]
Epoch 243:  28%|██▊       | 30/109 [02:12<05:48,  0.23it/s, v_num=6e0e]
Epoch 243:  28%|██▊       | 31/109 [02:13<05:35,  0.23it/s, v_num=6e0e]
Epoch 243:  28%|██▊       | 31/109 [02:13<05:35,  0.23it/s, v_num=6e0e]
Epoch 243:  29%|██▉       | 32/109 [02:14<05:22,  0.24it/s, v_num=6e0e]
Epoch 243:  29%|██▉       | 32/109 [02:14<05:22,  0.24it/s, v_num=6e0e]
Epoch 243:  30%|███       | 33/109 [02:27<05:39,  0.22it/s, v_num=6e0e]
Epoch 243:  30%|███       | 33/109 [02:27<05:39,  0.22it/s, v_num=6e0e]
Epoch 243:  31%|███       | 34/109 [02:28<05:26,  0.23it/s, v_num=6e0e]
Epoch 243:  31%|███       | 34/109 [02:28<05:26,  0.23it/s, v_num=6e0e]
Epoch 243:  32%|███▏      | 35/109 [02:28<05:14,  0.24it/s, v_num=6e0e]
Epoch 243:  32%|███▏      | 35/109 [02:28<05:14,  0.24it/s, v_num=6e0e]
Epoch 243:  33%|███▎      | 36/109 [02:29<05:03,  0.24it/s, v_num=6e0e]
Epoch 243:  33%|███▎      | 36/109 [02:29<05:03,  0.24it/s, v_num=6e0e]
Epoch 243:  34%|███▍      | 37/109 [02:44<05:19,  0.23it/s, v_num=6e0e]
Epoch 243:  34%|███▍      | 37/109 [02:44<05:19,  0.23it/s, v_num=6e0e]
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Epoch 243:  36%|███▌      | 39/109 [02:45<04:57,  0.24it/s, v_num=6e0e]
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Epoch 243:  37%|███▋      | 40/109 [02:46<04:47,  0.24it/s, v_num=6e0e]
Epoch 243:  37%|███▋      | 40/109 [02:46<04:47,  0.24it/s, v_num=6e0e]
Epoch 243:  38%|███▊      | 41/109 [02:59<04:57,  0.23it/s, v_num=6e0e]
Epoch 243:  38%|███▊      | 41/109 [02:59<04:57,  0.23it/s, v_num=6e0e]
Epoch 243:  39%|███▊      | 42/109 [03:00<04:47,  0.23it/s, v_num=6e0e]
Epoch 243:  39%|███▊      | 42/109 [03:00<04:47,  0.23it/s, v_num=6e0e]
Epoch 243:  39%|███▉      | 43/109 [03:01<04:38,  0.24it/s, v_num=6e0e]
Epoch 243:  39%|███▉      | 43/109 [03:01<04:38,  0.24it/s, v_num=6e0e]
Epoch 243:  40%|████      | 44/109 [03:02<04:28,  0.24it/s, v_num=6e0e]
Epoch 243:  40%|████      | 44/109 [03:02<04:28,  0.24it/s, v_num=6e0e]
Epoch 243:  41%|████▏     | 45/109 [03:14<04:35,  0.23it/s, v_num=6e0e]
Epoch 243:  41%|████▏     | 45/109 [03:14<04:35,  0.23it/s, v_num=6e0e]
Epoch 243:  42%|████▏     | 46/109 [03:14<04:26,  0.24it/s, v_num=6e0e]
Epoch 243:  42%|████▏     | 46/109 [03:14<04:26,  0.24it/s, v_num=6e0e]
Epoch 243:  43%|████▎     | 47/109 [03:16<04:18,  0.24it/s, v_num=6e0e]
Epoch 243:  43%|████▎     | 47/109 [03:16<04:18,  0.24it/s, v_num=6e0e]
Epoch 243:  44%|████▍     | 48/109 [03:18<04:12,  0.24it/s, v_num=6e0e]
Epoch 243:  44%|████▍     | 48/109 [03:18<04:12,  0.24it/s, v_num=6e0e]
Epoch 243:  45%|████▍     | 49/109 [03:30<04:18,  0.23it/s, v_num=6e0e]
Epoch 243:  45%|████▍     | 49/109 [03:30<04:18,  0.23it/s, v_num=6e0e]
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Epoch 243:  62%|██████▏   | 68/109 [04:39<02:48,  0.24it/s, v_num=6e0e]
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Epoch 243:  65%|██████▌   | 71/109 [04:53<02:37,  0.24it/s, v_num=6e0e]
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Epoch 243:  66%|██████▌   | 72/109 [04:54<02:31,  0.24it/s, v_num=6e0e]
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Epoch 243:  71%|███████   | 77/109 [05:26<02:15,  0.24it/s, v_num=6e0e]
Epoch 243:  71%|███████   | 77/109 [05:26<02:15,  0.24it/s, v_num=6e0e]
Epoch 243:  72%|███████▏  | 78/109 [05:27<02:10,  0.24it/s, v_num=6e0e]
Epoch 243:  72%|███████▏  | 78/109 [05:27<02:10,  0.24it/s, v_num=6e0e]
Epoch 243:  72%|███████▏  | 79/109 [05:28<02:04,  0.24it/s, v_num=6e0e]
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Epoch 243:  73%|███████▎  | 80/109 [05:29<01:59,  0.24it/s, v_num=6e0e]
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Epoch 243:  79%|███████▉  | 86/109 [06:02<01:36,  0.24it/s, v_num=6e0e]
Epoch 243:  79%|███████▉  | 86/109 [06:02<01:36,  0.24it/s, v_num=6e0e]
Epoch 243:  80%|███████▉  | 87/109 [06:03<01:31,  0.24it/s, v_num=6e0e]
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Epoch 243:  81%|████████  | 88/109 [06:04<01:26,  0.24it/s, v_num=6e0e]
Epoch 243:  81%|████████  | 88/109 [06:04<01:26,  0.24it/s, v_num=6e0e]
Epoch 243:  82%|████████▏ | 89/109 [06:18<01:24,  0.24it/s, v_num=6e0e]
Epoch 243:  82%|████████▏ | 89/109 [06:18<01:24,  0.24it/s, v_num=6e0e]
Epoch 243:  83%|████████▎ | 90/109 [06:19<01:20,  0.24it/s, v_num=6e0e]
Epoch 243:  83%|████████▎ | 90/109 [06:19<01:20,  0.24it/s, v_num=6e0e]
Epoch 243:  83%|████████▎ | 91/109 [06:19<01:15,  0.24it/s, v_num=6e0e]
Epoch 243:  83%|████████▎ | 91/109 [06:19<01:15,  0.24it/s, v_num=6e0e]
Epoch 243:  84%|████████▍ | 92/109 [06:20<01:10,  0.24it/s, v_num=6e0e]
Epoch 243:  84%|████████▍ | 92/109 [06:20<01:10,  0.24it/s, v_num=6e0e]
Epoch 243:  85%|████████▌ | 93/109 [06:32<01:07,  0.24it/s, v_num=6e0e]
Epoch 243:  85%|████████▌ | 93/109 [06:32<01:07,  0.24it/s, v_num=6e0e]
Epoch 243:  86%|████████▌ | 94/109 [06:33<01:02,  0.24it/s, v_num=6e0e]
Epoch 243:  86%|████████▌ | 94/109 [06:33<01:02,  0.24it/s, v_num=6e0e]
Epoch 243:  87%|████████▋ | 95/109 [06:34<00:58,  0.24it/s, v_num=6e0e]
Epoch 243:  87%|████████▋ | 95/109 [06:34<00:58,  0.24it/s, v_num=6e0e]
Epoch 243:  88%|████████▊ | 96/109 [06:35<00:53,  0.24it/s, v_num=6e0e]
Epoch 243:  88%|████████▊ | 96/109 [06:35<00:53,  0.24it/s, v_num=6e0e]
Epoch 243:  89%|████████▉ | 97/109 [06:48<00:50,  0.24it/s, v_num=6e0e]
Epoch 243:  89%|████████▉ | 97/109 [06:48<00:50,  0.24it/s, v_num=6e0e]
Epoch 243:  90%|████████▉ | 98/109 [06:49<00:45,  0.24it/s, v_num=6e0e]
Epoch 243:  90%|████████▉ | 98/109 [06:49<00:45,  0.24it/s, v_num=6e0e]
Epoch 243:  91%|█████████ | 99/109 [06:50<00:41,  0.24it/s, v_num=6e0e]
Epoch 243:  91%|█████████ | 99/109 [06:50<00:41,  0.24it/s, v_num=6e0e]
Epoch 243:  92%|█████████▏| 100/109 [06:51<00:36,  0.24it/s, v_num=6e0e]
Epoch 243:  92%|█████████▏| 100/109 [06:51<00:36,  0.24it/s, v_num=6e0e]
Epoch 243:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 243:  93%|█████████▎| 101/109 [07:03<00:33,  0.24it/s, v_num=6e0e]
Epoch 243:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 243:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 243:  94%|█████████▍| 103/109 [07:05<00:24,  0.24it/s, v_num=6e0e]
Epoch 243:  94%|█████████▍| 103/109 [07:05<00:24,  0.24it/s, v_num=6e0e]
Epoch 243:  95%|█████████▌| 104/109 [07:06<00:20,  0.24it/s, v_num=6e0e]
Epoch 243:  95%|█████████▌| 104/109 [07:06<00:20,  0.24it/s, v_num=6e0e]
Epoch 243:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 243:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 243:  97%|█████████▋| 106/109 [07:21<00:12,  0.24it/s, v_num=6e0e]
Epoch 243:  97%|█████████▋| 106/109 [07:21<00:12,  0.24it/s, v_num=6e0e]
Epoch 243:  98%|█████████▊| 107/109 [07:21<00:08,  0.24it/s, v_num=6e0e]
Epoch 243:  98%|█████████▊| 107/109 [07:21<00:08,  0.24it/s, v_num=6e0e]
Epoch 243:  99%|█████████▉| 108/109 [07:22<00:04,  0.24it/s, v_num=6e0e]
Epoch 243:  99%|█████████▉| 108/109 [07:22<00:04,  0.24it/s, v_num=6e0e]
Epoch 243: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]
Epoch 243: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:14,  0.92it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.89it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.91it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.95it/s]

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Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.96it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.97it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.96it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.94it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.98it/s]

                                                                        
Epoch 243: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 243: 100%|██████████| 109/109 [07:53<00:00,  0.23it/s, v_num=6e0e]
Epoch 243:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 244:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 244:   1%|          | 1/109 [00:17<31:10,  0.06it/s, v_num=6e0e]
Epoch 244:   1%|          | 1/109 [00:17<31:10,  0.06it/s, v_num=6e0e]
Epoch 244:   2%|▏         | 2/109 [00:18<16:10,  0.11it/s, v_num=6e0e]
Epoch 244:   2%|▏         | 2/109 [00:18<16:10,  0.11it/s, v_num=6e0e]
Epoch 244:   3%|▎         | 3/109 [00:18<11:09,  0.16it/s, v_num=6e0e]
Epoch 244:   3%|▎         | 3/109 [00:18<11:09,  0.16it/s, v_num=6e0e]
Epoch 244:   4%|▎         | 4/109 [00:19<08:38,  0.20it/s, v_num=6e0e]
Epoch 244:   4%|▎         | 4/109 [00:19<08:38,  0.20it/s, v_num=6e0e]
Epoch 244:   5%|▍         | 5/109 [00:32<11:11,  0.15it/s, v_num=6e0e]
Epoch 244:   5%|▍         | 5/109 [00:32<11:11,  0.15it/s, v_num=6e0e]
Epoch 244:   6%|▌         | 6/109 [00:33<09:28,  0.18it/s, v_num=6e0e]
Epoch 244:   6%|▌         | 6/109 [00:33<09:28,  0.18it/s, v_num=6e0e]
Epoch 244:   6%|▋         | 7/109 [00:34<08:23,  0.20it/s, v_num=6e0e]
Epoch 244:   6%|▋         | 7/109 [00:34<08:23,  0.20it/s, v_num=6e0e]
Epoch 244:   7%|▋         | 8/109 [00:35<07:26,  0.23it/s, v_num=6e0e]
Epoch 244:   7%|▋         | 8/109 [00:35<07:26,  0.23it/s, v_num=6e0e]
Epoch 244:   8%|▊         | 9/109 [00:49<09:07,  0.18it/s, v_num=6e0e]
Epoch 244:   8%|▊         | 9/109 [00:49<09:07,  0.18it/s, v_num=6e0e]
Epoch 244:   9%|▉         | 10/109 [00:50<08:16,  0.20it/s, v_num=6e0e]
Epoch 244:   9%|▉         | 10/109 [00:50<08:16,  0.20it/s, v_num=6e0e]
Epoch 244:  10%|█         | 11/109 [00:50<07:33,  0.22it/s, v_num=6e0e]
Epoch 244:  10%|█         | 11/109 [00:50<07:33,  0.22it/s, v_num=6e0e]
Epoch 244:  11%|█         | 12/109 [00:51<06:58,  0.23it/s, v_num=6e0e]
Epoch 244:  11%|█         | 12/109 [00:51<06:58,  0.23it/s, v_num=6e0e]
Epoch 244:  12%|█▏        | 13/109 [01:04<07:53,  0.20it/s, v_num=6e0e]
Epoch 244:  12%|█▏        | 13/109 [01:04<07:53,  0.20it/s, v_num=6e0e]
Epoch 244:  13%|█▎        | 14/109 [01:05<07:26,  0.21it/s, v_num=6e0e]
Epoch 244:  13%|█▎        | 14/109 [01:05<07:26,  0.21it/s, v_num=6e0e]
Epoch 244:  14%|█▍        | 15/109 [01:06<06:57,  0.22it/s, v_num=6e0e]
Epoch 244:  14%|█▍        | 15/109 [01:06<06:57,  0.22it/s, v_num=6e0e]
Epoch 244:  15%|█▍        | 16/109 [01:07<06:32,  0.24it/s, v_num=6e0e]
Epoch 244:  15%|█▍        | 16/109 [01:07<06:32,  0.24it/s, v_num=6e0e]
Epoch 244:  16%|█▌        | 17/109 [01:22<07:26,  0.21it/s, v_num=6e0e]
Epoch 244:  16%|█▌        | 17/109 [01:22<07:26,  0.21it/s, v_num=6e0e]
Epoch 244:  17%|█▋        | 18/109 [01:23<07:00,  0.22it/s, v_num=6e0e]
Epoch 244:  17%|█▋        | 18/109 [01:23<07:00,  0.22it/s, v_num=6e0e]
Epoch 244:  17%|█▋        | 19/109 [01:24<06:38,  0.23it/s, v_num=6e0e]
Epoch 244:  17%|█▋        | 19/109 [01:24<06:38,  0.23it/s, v_num=6e0e]
Epoch 244:  18%|█▊        | 20/109 [01:24<06:17,  0.24it/s, v_num=6e0e]
Epoch 244:  18%|█▊        | 20/109 [01:24<06:17,  0.24it/s, v_num=6e0e]
Epoch 244:  19%|█▉        | 21/109 [01:39<06:55,  0.21it/s, v_num=6e0e]
Epoch 244:  19%|█▉        | 21/109 [01:39<06:55,  0.21it/s, v_num=6e0e]
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Epoch 244: 100%|██████████| 109/109 [07:56<00:00,  0.23it/s, v_num=6e0e]
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Epoch 244:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
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Epoch 245:  78%|███████▊  | 85/109 [05:53<01:39,  0.24it/s, v_num=6e0e]
Epoch 245:  78%|███████▊  | 85/109 [05:53<01:39,  0.24it/s, v_num=6e0e]
Epoch 245:  79%|███████▉  | 86/109 [05:57<01:35,  0.24it/s, v_num=6e0e]
Epoch 245:  79%|███████▉  | 86/109 [05:57<01:35,  0.24it/s, v_num=6e0e]
Epoch 245:  80%|███████▉  | 87/109 [06:00<01:31,  0.24it/s, v_num=6e0e]
Epoch 245:  80%|███████▉  | 87/109 [06:00<01:31,  0.24it/s, v_num=6e0e]
Epoch 245:  81%|████████  | 88/109 [06:01<01:26,  0.24it/s, v_num=6e0e]
Epoch 245:  81%|████████  | 88/109 [06:01<01:26,  0.24it/s, v_num=6e0e]
Epoch 245:  82%|████████▏ | 89/109 [06:09<01:23,  0.24it/s, v_num=6e0e]
Epoch 245:  82%|████████▏ | 89/109 [06:09<01:23,  0.24it/s, v_num=6e0e]
Epoch 245:  83%|████████▎ | 90/109 [06:13<01:18,  0.24it/s, v_num=6e0e]
Epoch 245:  83%|████████▎ | 90/109 [06:13<01:18,  0.24it/s, v_num=6e0e]
Epoch 245:  83%|████████▎ | 91/109 [06:17<01:14,  0.24it/s, v_num=6e0e]
Epoch 245:  83%|████████▎ | 91/109 [06:17<01:14,  0.24it/s, v_num=6e0e]
Epoch 245:  84%|████████▍ | 92/109 [06:18<01:09,  0.24it/s, v_num=6e0e]
Epoch 245:  84%|████████▍ | 92/109 [06:18<01:09,  0.24it/s, v_num=6e0e]
Epoch 245:  85%|████████▌ | 93/109 [06:26<01:06,  0.24it/s, v_num=6e0e]
Epoch 245:  85%|████████▌ | 93/109 [06:26<01:06,  0.24it/s, v_num=6e0e]
Epoch 245:  86%|████████▌ | 94/109 [06:30<01:02,  0.24it/s, v_num=6e0e]
Epoch 245:  86%|████████▌ | 94/109 [06:30<01:02,  0.24it/s, v_num=6e0e]
Epoch 245:  87%|████████▋ | 95/109 [06:34<00:58,  0.24it/s, v_num=6e0e]
Epoch 245:  87%|████████▋ | 95/109 [06:34<00:58,  0.24it/s, v_num=6e0e]
Epoch 245:  88%|████████▊ | 96/109 [06:35<00:53,  0.24it/s, v_num=6e0e]
Epoch 245:  88%|████████▊ | 96/109 [06:35<00:53,  0.24it/s, v_num=6e0e]
Epoch 245:  89%|████████▉ | 97/109 [06:42<00:49,  0.24it/s, v_num=6e0e]
Epoch 245:  89%|████████▉ | 97/109 [06:42<00:49,  0.24it/s, v_num=6e0e]
Epoch 245:  90%|████████▉ | 98/109 [06:45<00:45,  0.24it/s, v_num=6e0e]
Epoch 245:  90%|████████▉ | 98/109 [06:45<00:45,  0.24it/s, v_num=6e0e]
Epoch 245:  91%|█████████ | 99/109 [06:52<00:41,  0.24it/s, v_num=6e0e]
Epoch 245:  91%|█████████ | 99/109 [06:52<00:41,  0.24it/s, v_num=6e0e]
Epoch 245:  92%|█████████▏| 100/109 [06:52<00:37,  0.24it/s, v_num=6e0e]
Epoch 245:  92%|█████████▏| 100/109 [06:52<00:37,  0.24it/s, v_num=6e0e]
Epoch 245:  93%|█████████▎| 101/109 [06:56<00:32,  0.24it/s, v_num=6e0e]
Epoch 245:  93%|█████████▎| 101/109 [06:56<00:32,  0.24it/s, v_num=6e0e]
Epoch 245:  94%|█████████▎| 102/109 [07:01<00:28,  0.24it/s, v_num=6e0e]
Epoch 245:  94%|█████████▎| 102/109 [07:01<00:28,  0.24it/s, v_num=6e0e]
Epoch 245:  94%|█████████▍| 103/109 [07:09<00:24,  0.24it/s, v_num=6e0e]
Epoch 245:  94%|█████████▍| 103/109 [07:09<00:24,  0.24it/s, v_num=6e0e]
Epoch 245:  95%|█████████▌| 104/109 [07:09<00:20,  0.24it/s, v_num=6e0e]
Epoch 245:  95%|█████████▌| 104/109 [07:09<00:20,  0.24it/s, v_num=6e0e]
Epoch 245:  96%|█████████▋| 105/109 [07:11<00:16,  0.24it/s, v_num=6e0e]
Epoch 245:  96%|█████████▋| 105/109 [07:11<00:16,  0.24it/s, v_num=6e0e]
Epoch 245:  97%|█████████▋| 106/109 [07:19<00:12,  0.24it/s, v_num=6e0e]
Epoch 245:  97%|█████████▋| 106/109 [07:19<00:12,  0.24it/s, v_num=6e0e]
Epoch 245:  98%|█████████▊| 107/109 [07:25<00:08,  0.24it/s, v_num=6e0e]
Epoch 245:  98%|█████████▊| 107/109 [07:25<00:08,  0.24it/s, v_num=6e0e]
Epoch 245:  99%|█████████▉| 108/109 [07:26<00:04,  0.24it/s, v_num=6e0e]
Epoch 245:  99%|█████████▉| 108/109 [07:26<00:04,  0.24it/s, v_num=6e0e]
Epoch 245: 100%|██████████| 109/109 [07:28<00:00,  0.24it/s, v_num=6e0e]
Epoch 245: 100%|██████████| 109/109 [07:28<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.94it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.86it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:13,  0.83it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:11,  0.88it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:10,  0.89it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.90it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.89it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.91it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.93it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.93it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.93it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.92it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.91it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.95it/s]

                                                                        
Epoch 245: 100%|██████████| 109/109 [07:46<00:00,  0.23it/s, v_num=6e0e]
Epoch 245: 100%|██████████| 109/109 [07:46<00:00,  0.23it/s, v_num=6e0e]
Epoch 245:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 246:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 246:   1%|          | 1/109 [00:16<30:00,  0.06it/s, v_num=6e0e]
Epoch 246:   1%|          | 1/109 [00:16<30:00,  0.06it/s, v_num=6e0e]
Epoch 246:   2%|▏         | 2/109 [00:17<15:36,  0.11it/s, v_num=6e0e]
Epoch 246:   2%|▏         | 2/109 [00:17<15:36,  0.11it/s, v_num=6e0e]
Epoch 246:   3%|▎         | 3/109 [00:18<10:46,  0.16it/s, v_num=6e0e]
Epoch 246:   3%|▎         | 3/109 [00:18<10:47,  0.16it/s, v_num=6e0e]
Epoch 246:   4%|▎         | 4/109 [00:21<09:21,  0.19it/s, v_num=6e0e]
Epoch 246:   4%|▎         | 4/109 [00:21<09:21,  0.19it/s, v_num=6e0e]
Epoch 246:   5%|▍         | 5/109 [00:33<11:36,  0.15it/s, v_num=6e0e]
Epoch 246:   5%|▍         | 5/109 [00:33<11:36,  0.15it/s, v_num=6e0e]
Epoch 246:   6%|▌         | 6/109 [00:34<09:48,  0.17it/s, v_num=6e0e]
Epoch 246:   6%|▌         | 6/109 [00:34<09:48,  0.17it/s, v_num=6e0e]
Epoch 246:   6%|▋         | 7/109 [00:35<08:31,  0.20it/s, v_num=6e0e]
Epoch 246:   6%|▋         | 7/109 [00:35<08:31,  0.20it/s, v_num=6e0e]
Epoch 246:   7%|▋         | 8/109 [00:38<08:11,  0.21it/s, v_num=6e0e]
Epoch 246:   7%|▋         | 8/109 [00:38<08:11,  0.21it/s, v_num=6e0e]
Epoch 246:   8%|▊         | 9/109 [00:49<09:05,  0.18it/s, v_num=6e0e]
Epoch 246:   8%|▊         | 9/109 [00:49<09:05,  0.18it/s, v_num=6e0e]
Epoch 246:   9%|▉         | 10/109 [00:49<08:13,  0.20it/s, v_num=6e0e]
Epoch 246:   9%|▉         | 10/109 [00:49<08:13,  0.20it/s, v_num=6e0e]
Epoch 246:  10%|█         | 11/109 [00:50<07:30,  0.22it/s, v_num=6e0e]
Epoch 246:  10%|█         | 11/109 [00:50<07:30,  0.22it/s, v_num=6e0e]
Epoch 246:  11%|█         | 12/109 [00:55<07:27,  0.22it/s, v_num=6e0e]
Epoch 246:  11%|█         | 12/109 [00:55<07:27,  0.22it/s, v_num=6e0e]
Epoch 246:  12%|█▏        | 13/109 [01:04<07:55,  0.20it/s, v_num=6e0e]
Epoch 246:  12%|█▏        | 13/109 [01:04<07:55,  0.20it/s, v_num=6e0e]
Epoch 246:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 246:  13%|█▎        | 14/109 [01:07<07:38,  0.21it/s, v_num=6e0e]
Epoch 246:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 246:  14%|█▍        | 15/109 [01:08<07:08,  0.22it/s, v_num=6e0e]
Epoch 246:  15%|█▍        | 16/109 [01:11<06:53,  0.23it/s, v_num=6e0e]
Epoch 246:  15%|█▍        | 16/109 [01:11<06:53,  0.23it/s, v_num=6e0e]
Epoch 246:  16%|█▌        | 17/109 [01:21<07:19,  0.21it/s, v_num=6e0e]
Epoch 246:  16%|█▌        | 17/109 [01:21<07:19,  0.21it/s, v_num=6e0e]
Epoch 246:  17%|█▋        | 18/109 [01:22<06:57,  0.22it/s, v_num=6e0e]
Epoch 246:  17%|█▋        | 18/109 [01:22<06:57,  0.22it/s, v_num=6e0e]
Epoch 246:  17%|█▋        | 19/109 [01:23<06:35,  0.23it/s, v_num=6e0e]
Epoch 246:  17%|█▋        | 19/109 [01:23<06:35,  0.23it/s, v_num=6e0e]
Epoch 246:  18%|█▊        | 20/109 [01:28<06:34,  0.23it/s, v_num=6e0e]
Epoch 246:  18%|█▊        | 20/109 [01:28<06:34,  0.23it/s, v_num=6e0e]
Epoch 246:  19%|█▉        | 21/109 [01:36<06:44,  0.22it/s, v_num=6e0e]
Epoch 246:  19%|█▉        | 21/109 [01:36<06:44,  0.22it/s, v_num=6e0e]
Epoch 246:  20%|██        | 22/109 [01:38<06:28,  0.22it/s, v_num=6e0e]
Epoch 246:  20%|██        | 22/109 [01:38<06:28,  0.22it/s, v_num=6e0e]
Epoch 246:  21%|██        | 23/109 [01:38<06:09,  0.23it/s, v_num=6e0e]
Epoch 246:  21%|██        | 23/109 [01:38<06:09,  0.23it/s, v_num=6e0e]
Epoch 246:  22%|██▏       | 24/109 [01:44<06:11,  0.23it/s, v_num=6e0e]
Epoch 246:  22%|██▏       | 24/109 [01:44<06:11,  0.23it/s, v_num=6e0e]
Epoch 246:  23%|██▎       | 25/109 [01:50<06:12,  0.23it/s, v_num=6e0e]
Epoch 246:  23%|██▎       | 25/109 [01:50<06:12,  0.23it/s, v_num=6e0e]
Epoch 246:  24%|██▍       | 26/109 [01:52<06:00,  0.23it/s, v_num=6e0e]
Epoch 246:  24%|██▍       | 26/109 [01:52<06:00,  0.23it/s, v_num=6e0e]
Epoch 246:  25%|██▍       | 27/109 [01:53<05:45,  0.24it/s, v_num=6e0e]
Epoch 246:  25%|██▍       | 27/109 [01:53<05:45,  0.24it/s, v_num=6e0e]
Epoch 246:  26%|██▌       | 28/109 [02:00<05:48,  0.23it/s, v_num=6e0e]
Epoch 246:  26%|██▌       | 28/109 [02:00<05:48,  0.23it/s, v_num=6e0e]
Epoch 246:  27%|██▋       | 29/109 [02:09<05:56,  0.22it/s, v_num=6e0e]
Epoch 246:  27%|██▋       | 29/109 [02:09<05:56,  0.22it/s, v_num=6e0e]
Epoch 246:  28%|██▊       | 30/109 [02:10<05:42,  0.23it/s, v_num=6e0e]
Epoch 246:  28%|██▊       | 30/109 [02:10<05:42,  0.23it/s, v_num=6e0e]
Epoch 246:  28%|██▊       | 31/109 [02:10<05:29,  0.24it/s, v_num=6e0e]
Epoch 246:  28%|██▊       | 31/109 [02:10<05:29,  0.24it/s, v_num=6e0e]
Epoch 246:  29%|██▉       | 32/109 [02:17<05:29,  0.23it/s, v_num=6e0e]
Epoch 246:  29%|██▉       | 32/109 [02:17<05:29,  0.23it/s, v_num=6e0e]
Epoch 246:  30%|███       | 33/109 [02:28<05:41,  0.22it/s, v_num=6e0e]
Epoch 246:  30%|███       | 33/109 [02:28<05:41,  0.22it/s, v_num=6e0e]
Epoch 246:  31%|███       | 34/109 [02:28<05:28,  0.23it/s, v_num=6e0e]
Epoch 246:  31%|███       | 34/109 [02:28<05:28,  0.23it/s, v_num=6e0e]
Epoch 246:  32%|███▏      | 35/109 [02:29<05:16,  0.23it/s, v_num=6e0e]
Epoch 246:  32%|███▏      | 35/109 [02:29<05:16,  0.23it/s, v_num=6e0e]
Epoch 246:  33%|███▎      | 36/109 [02:35<05:15,  0.23it/s, v_num=6e0e]
Epoch 246:  33%|███▎      | 36/109 [02:35<05:15,  0.23it/s, v_num=6e0e]
Epoch 246:  34%|███▍      | 37/109 [02:43<05:17,  0.23it/s, v_num=6e0e]
Epoch 246:  34%|███▍      | 37/109 [02:43<05:17,  0.23it/s, v_num=6e0e]
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Epoch 246:  35%|███▍      | 38/109 [02:44<05:06,  0.23it/s, v_num=6e0e]
Epoch 246:  36%|███▌      | 39/109 [02:44<04:56,  0.24it/s, v_num=6e0e]
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Epoch 246:  37%|███▋      | 40/109 [02:51<04:56,  0.23it/s, v_num=6e0e]
Epoch 246:  37%|███▋      | 40/109 [02:51<04:56,  0.23it/s, v_num=6e0e]
Epoch 246:  38%|███▊      | 41/109 [03:01<05:01,  0.23it/s, v_num=6e0e]
Epoch 246:  38%|███▊      | 41/109 [03:01<05:01,  0.23it/s, v_num=6e0e]
Epoch 246:  39%|███▊      | 42/109 [03:02<04:51,  0.23it/s, v_num=6e0e]
Epoch 246:  39%|███▊      | 42/109 [03:02<04:51,  0.23it/s, v_num=6e0e]
Epoch 246:  39%|███▉      | 43/109 [03:03<04:41,  0.23it/s, v_num=6e0e]
Epoch 246:  39%|███▉      | 43/109 [03:03<04:41,  0.23it/s, v_num=6e0e]
Epoch 246:  40%|████      | 44/109 [03:07<04:36,  0.23it/s, v_num=6e0e]
Epoch 246:  40%|████      | 44/109 [03:07<04:36,  0.23it/s, v_num=6e0e]
Epoch 246:  41%|████▏     | 45/109 [03:17<04:40,  0.23it/s, v_num=6e0e]
Epoch 246:  41%|████▏     | 45/109 [03:17<04:40,  0.23it/s, v_num=6e0e]
Epoch 246:  42%|████▏     | 46/109 [03:18<04:31,  0.23it/s, v_num=6e0e]
Epoch 246:  42%|████▏     | 46/109 [03:18<04:31,  0.23it/s, v_num=6e0e]
Epoch 246:  43%|████▎     | 47/109 [03:19<04:22,  0.24it/s, v_num=6e0e]
Epoch 246:  43%|████▎     | 47/109 [03:19<04:22,  0.24it/s, v_num=6e0e]
Epoch 246:  44%|████▍     | 48/109 [03:24<04:19,  0.23it/s, v_num=6e0e]
Epoch 246:  44%|████▍     | 48/109 [03:24<04:19,  0.23it/s, v_num=6e0e]
Epoch 246:  45%|████▍     | 49/109 [03:32<04:19,  0.23it/s, v_num=6e0e]
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Epoch 246:  46%|████▌     | 50/109 [03:32<04:11,  0.23it/s, v_num=6e0e]
Epoch 246:  46%|████▌     | 50/109 [03:32<04:11,  0.23it/s, v_num=6e0e]
Epoch 246:  47%|████▋     | 51/109 [03:33<04:03,  0.24it/s, v_num=6e0e]
Epoch 246:  47%|████▋     | 51/109 [03:33<04:03,  0.24it/s, v_num=6e0e]
Epoch 246:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 246:  48%|████▊     | 52/109 [03:39<04:00,  0.24it/s, v_num=6e0e]
Epoch 246:  49%|████▊     | 53/109 [03:47<04:00,  0.23it/s, v_num=6e0e]
Epoch 246:  49%|████▊     | 53/109 [03:47<04:00,  0.23it/s, v_num=6e0e]
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Epoch 246:  50%|████▉     | 54/109 [03:48<03:52,  0.24it/s, v_num=6e0e]
Epoch 246:  50%|█████     | 55/109 [03:48<03:44,  0.24it/s, v_num=6e0e]
Epoch 246:  50%|█████     | 55/109 [03:48<03:44,  0.24it/s, v_num=6e0e]
Epoch 246:  51%|█████▏    | 56/109 [03:55<03:42,  0.24it/s, v_num=6e0e]
Epoch 246:  51%|█████▏    | 56/109 [03:55<03:42,  0.24it/s, v_num=6e0e]
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Epoch 246:  79%|███████▉  | 86/109 [05:55<01:35,  0.24it/s, v_num=6e0e]
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Epoch 246:  83%|████████▎ | 90/109 [06:11<01:18,  0.24it/s, v_num=6e0e]
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Epoch 246:  83%|████████▎ | 91/109 [06:12<01:13,  0.24it/s, v_num=6e0e]
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Epoch 246:  87%|████████▋ | 95/109 [06:30<00:57,  0.24it/s, v_num=6e0e]
Epoch 246:  87%|████████▋ | 95/109 [06:30<00:57,  0.24it/s, v_num=6e0e]
Epoch 246:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 246:  88%|████████▊ | 96/109 [06:45<00:54,  0.24it/s, v_num=6e0e]
Epoch 246:  89%|████████▉ | 97/109 [06:46<00:50,  0.24it/s, v_num=6e0e]
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Epoch 246:  94%|█████████▎| 102/109 [07:04<00:29,  0.24it/s, v_num=6e0e]
Epoch 246:  94%|█████████▍| 103/109 [07:05<00:24,  0.24it/s, v_num=6e0e]
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Epoch 246:  95%|█████████▌| 104/109 [07:19<00:21,  0.24it/s, v_num=6e0e]
Epoch 246:  95%|█████████▌| 104/109 [07:19<00:21,  0.24it/s, v_num=6e0e]
Epoch 246:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
Epoch 246:  96%|█████████▋| 105/109 [07:20<00:16,  0.24it/s, v_num=6e0e]
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Epoch 246:  97%|█████████▋| 106/109 [07:21<00:12,  0.24it/s, v_num=6e0e]
Epoch 246:  98%|█████████▊| 107/109 [07:22<00:08,  0.24it/s, v_num=6e0e]
Epoch 246:  98%|█████████▊| 107/109 [07:22<00:08,  0.24it/s, v_num=6e0e]
Epoch 246:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 246:  99%|█████████▉| 108/109 [07:34<00:04,  0.24it/s, v_num=6e0e]
Epoch 246: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]
Epoch 246: 100%|██████████| 109/109 [07:34<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

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Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.89it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.91it/s]

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Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.95it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.94it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:14<00:01,  0.92it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.96it/s]

                                                                        
Epoch 246: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 246: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 246:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 247:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
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Epoch 247:   1%|          | 1/109 [00:17<30:48,  0.06it/s, v_num=6e0e]
Epoch 247:   2%|▏         | 2/109 [00:17<15:59,  0.11it/s, v_num=6e0e]
Epoch 247:   2%|▏         | 2/109 [00:17<15:59,  0.11it/s, v_num=6e0e]
Epoch 247:   3%|▎         | 3/109 [00:18<11:02,  0.16it/s, v_num=6e0e]
Epoch 247:   3%|▎         | 3/109 [00:18<11:02,  0.16it/s, v_num=6e0e]
Epoch 247:   4%|▎         | 4/109 [00:19<08:32,  0.20it/s, v_num=6e0e]
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Epoch 247:   5%|▍         | 5/109 [00:33<11:40,  0.15it/s, v_num=6e0e]
Epoch 247:   5%|▍         | 5/109 [00:33<11:40,  0.15it/s, v_num=6e0e]
Epoch 247:   6%|▌         | 6/109 [00:34<09:52,  0.17it/s, v_num=6e0e]
Epoch 247:   6%|▌         | 6/109 [00:34<09:52,  0.17it/s, v_num=6e0e]
Epoch 247:   6%|▋         | 7/109 [00:35<08:34,  0.20it/s, v_num=6e0e]
Epoch 247:   6%|▋         | 7/109 [00:35<08:34,  0.20it/s, v_num=6e0e]
Epoch 247:   7%|▋         | 8/109 [00:36<07:35,  0.22it/s, v_num=6e0e]
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Epoch 247:   8%|▊         | 9/109 [00:50<09:22,  0.18it/s, v_num=6e0e]
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Epoch 247:   9%|▉         | 10/109 [00:51<08:28,  0.19it/s, v_num=6e0e]
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Epoch 247:  10%|█         | 11/109 [00:52<07:45,  0.21it/s, v_num=6e0e]
Epoch 247:  10%|█         | 11/109 [00:52<07:45,  0.21it/s, v_num=6e0e]
Epoch 247:  11%|█         | 12/109 [00:53<07:08,  0.23it/s, v_num=6e0e]
Epoch 247:  11%|█         | 12/109 [00:53<07:08,  0.23it/s, v_num=6e0e]
Epoch 247:  12%|█▏        | 13/109 [01:07<08:19,  0.19it/s, v_num=6e0e]
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Epoch 247:  13%|█▎        | 14/109 [01:08<07:44,  0.20it/s, v_num=6e0e]
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Epoch 247:  14%|█▍        | 15/109 [01:09<07:13,  0.22it/s, v_num=6e0e]
Epoch 247:  14%|█▍        | 15/109 [01:09<07:13,  0.22it/s, v_num=6e0e]
Epoch 247:  15%|█▍        | 16/109 [01:10<06:46,  0.23it/s, v_num=6e0e]
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Epoch 247:  18%|█▊        | 20/109 [01:26<06:22,  0.23it/s, v_num=6e0e]
Epoch 247:  18%|█▊        | 20/109 [01:26<06:22,  0.23it/s, v_num=6e0e]
Epoch 247:  19%|█▉        | 21/109 [01:38<06:52,  0.21it/s, v_num=6e0e]
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Epoch 247:  20%|██        | 22/109 [01:39<06:32,  0.22it/s, v_num=6e0e]
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Epoch 247:  21%|██        | 23/109 [01:42<06:22,  0.22it/s, v_num=6e0e]
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Epoch 248:  83%|████████▎ | 91/109 [06:22<01:15,  0.24it/s, v_num=6e0e]
Epoch 248:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 248:  84%|████████▍ | 92/109 [06:22<01:10,  0.24it/s, v_num=6e0e]
Epoch 248:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 248:  85%|████████▌ | 93/109 [06:33<01:07,  0.24it/s, v_num=6e0e]
Epoch 248:  86%|████████▌ | 94/109 [06:35<01:03,  0.24it/s, v_num=6e0e]
Epoch 248:  86%|████████▌ | 94/109 [06:35<01:03,  0.24it/s, v_num=6e0e]
Epoch 248:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 248:  87%|████████▋ | 95/109 [06:38<00:58,  0.24it/s, v_num=6e0e]
Epoch 248:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 248:  88%|████████▊ | 96/109 [06:39<00:54,  0.24it/s, v_num=6e0e]
Epoch 248:  89%|████████▉ | 97/109 [06:50<00:50,  0.24it/s, v_num=6e0e]
Epoch 248:  89%|████████▉ | 97/109 [06:50<00:50,  0.24it/s, v_num=6e0e]
Epoch 248:  90%|████████▉ | 98/109 [06:52<00:46,  0.24it/s, v_num=6e0e]
Epoch 248:  90%|████████▉ | 98/109 [06:52<00:46,  0.24it/s, v_num=6e0e]
Epoch 248:  91%|█████████ | 99/109 [06:53<00:41,  0.24it/s, v_num=6e0e]
Epoch 248:  91%|█████████ | 99/109 [06:53<00:41,  0.24it/s, v_num=6e0e]
Epoch 248:  92%|█████████▏| 100/109 [06:54<00:37,  0.24it/s, v_num=6e0e]
Epoch 248:  92%|█████████▏| 100/109 [06:54<00:37,  0.24it/s, v_num=6e0e]
Epoch 248:  93%|█████████▎| 101/109 [07:06<00:33,  0.24it/s, v_num=6e0e]
Epoch 248:  93%|█████████▎| 101/109 [07:06<00:33,  0.24it/s, v_num=6e0e]
Epoch 248:  94%|█████████▎| 102/109 [07:09<00:29,  0.24it/s, v_num=6e0e]
Epoch 248:  94%|█████████▎| 102/109 [07:09<00:29,  0.24it/s, v_num=6e0e]
Epoch 248:  94%|█████████▍| 103/109 [07:10<00:25,  0.24it/s, v_num=6e0e]
Epoch 248:  94%|█████████▍| 103/109 [07:10<00:25,  0.24it/s, v_num=6e0e]
Epoch 248:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 248:  95%|█████████▌| 104/109 [07:11<00:20,  0.24it/s, v_num=6e0e]
Epoch 248:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 248:  96%|█████████▋| 105/109 [07:21<00:16,  0.24it/s, v_num=6e0e]
Epoch 248:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 248:  97%|█████████▋| 106/109 [07:26<00:12,  0.24it/s, v_num=6e0e]
Epoch 248:  98%|█████████▊| 107/109 [07:27<00:08,  0.24it/s, v_num=6e0e]
Epoch 248:  98%|█████████▊| 107/109 [07:27<00:08,  0.24it/s, v_num=6e0e]
Epoch 248:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 248:  99%|█████████▉| 108/109 [07:28<00:04,  0.24it/s, v_num=6e0e]
Epoch 248: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]
Epoch 248: 100%|██████████| 109/109 [07:37<00:00,  0.24it/s, v_num=6e0e]

Validation: |          | 0/? [00:00<?, ?it/s]

Validation:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   0%|          | 0/14 [00:00<?, ?it/s]

Validation DataLoader 0:   7%|▋         | 1/14 [00:01<00:13,  0.95it/s]

Validation DataLoader 0:  14%|█▍        | 2/14 [00:02<00:13,  0.88it/s]

Validation DataLoader 0:  21%|██▏       | 3/14 [00:03<00:12,  0.91it/s]

Validation DataLoader 0:  29%|██▊       | 4/14 [00:04<00:10,  0.95it/s]

Validation DataLoader 0:  36%|███▌      | 5/14 [00:05<00:09,  0.96it/s]

Validation DataLoader 0:  43%|████▎     | 6/14 [00:06<00:08,  0.96it/s]

Validation DataLoader 0:  50%|█████     | 7/14 [00:07<00:07,  0.94it/s]

Validation DataLoader 0:  57%|█████▋    | 8/14 [00:08<00:06,  0.95it/s]

Validation DataLoader 0:  64%|██████▍   | 9/14 [00:09<00:05,  0.95it/s]

Validation DataLoader 0:  71%|███████▏  | 10/14 [00:10<00:04,  0.96it/s]

Validation DataLoader 0:  79%|███████▊  | 11/14 [00:11<00:03,  0.95it/s]

Validation DataLoader 0:  86%|████████▌ | 12/14 [00:12<00:02,  0.95it/s]

Validation DataLoader 0:  93%|█████████▎| 13/14 [00:13<00:01,  0.93it/s]

Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.97it/s]

                                                                        
Epoch 248: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 248: 100%|██████████| 109/109 [07:54<00:00,  0.23it/s, v_num=6e0e]
Epoch 248:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]          
Epoch 249:   0%|          | 0/109 [00:00<?, ?it/s, v_num=6e0e]
Epoch 249:   1%|          | 1/109 [00:15<28:35,  0.06it/s, v_num=6e0e]
Epoch 249:   1%|          | 1/109 [00:15<28:35,  0.06it/s, v_num=6e0e]
Epoch 249:   2%|▏         | 2/109 [00:17<15:45,  0.11it/s, v_num=6e0e]
Epoch 249:   2%|▏         | 2/109 [00:17<15:45,  0.11it/s, v_num=6e0e]
Epoch 249:   3%|▎         | 3/109 [00:18<10:53,  0.16it/s, v_num=6e0e]
Epoch 249:   3%|▎         | 3/109 [00:18<10:53,  0.16it/s, v_num=6e0e]
Epoch 249:   4%|▎         | 4/109 [00:19<08:26,  0.21it/s, v_num=6e0e]
Epoch 249:   4%|▎         | 4/109 [00:19<08:26,  0.21it/s, v_num=6e0e]
Epoch 249:   5%|▍         | 5/109 [00:33<11:33,  0.15it/s, v_num=6e0e]
Epoch 249:   5%|▍         | 5/109 [00:33<11:33,  0.15it/s, v_num=6e0e]
Epoch 249:   6%|▌         | 6/109 [00:35<10:05,  0.17it/s, v_num=6e0e]
Epoch 249:   6%|▌         | 6/109 [00:35<10:05,  0.17it/s, v_num=6e0e]
Epoch 249:   6%|▋         | 7/109 [00:36<08:45,  0.19it/s, v_num=6e0e]
Epoch 249:   6%|▋         | 7/109 [00:36<08:45,  0.19it/s, v_num=6e0e]
Epoch 249:   7%|▋         | 8/109 [00:36<07:45,  0.22it/s, v_num=6e0e]
Epoch 249:   7%|▋         | 8/109 [00:36<07:45,  0.22it/s, v_num=6e0e]
Epoch 249:   8%|▊         | 9/109 [00:48<09:00,  0.18it/s, v_num=6e0e]
Epoch 249:   8%|▊         | 9/109 [00:48<09:00,  0.18it/s, v_num=6e0e]
Epoch 249:   9%|▉         | 10/109 [00:51<08:30,  0.19it/s, v_num=6e0e]
Epoch 249:   9%|▉         | 10/109 [00:51<08:30,  0.19it/s, v_num=6e0e]
Epoch 249:  10%|█         | 11/109 [00:52<07:46,  0.21it/s, v_num=6e0e]
Epoch 249:  10%|█         | 11/109 [00:52<07:46,  0.21it/s, v_num=6e0e]
Epoch 249:  11%|█         | 12/109 [00:53<07:09,  0.23it/s, v_num=6e0e]
Epoch 249:  11%|█         | 12/109 [00:53<07:09,  0.23it/s, v_num=6e0e]
Epoch 249:  12%|█▏        | 13/109 [01:04<07:58,  0.20it/s, v_num=6e0e]
Epoch 249:  12%|█▏        | 13/109 [01:04<07:58,  0.20it/s, v_num=6e0e]
Epoch 249:  13%|█▎        | 14/109 [01:08<07:42,  0.21it/s, v_num=6e0e]
Epoch 249:  13%|█▎        | 14/109 [01:08<07:42,  0.21it/s, v_num=6e0e]
Epoch 249:  14%|█▍        | 15/109 [01:09<07:12,  0.22it/s, v_num=6e0e]
Epoch 249:  14%|█▍        | 15/109 [01:09<07:12,  0.22it/s, v_num=6e0e]
Epoch 249:  15%|█▍        | 16/109 [01:09<06:45,  0.23it/s, v_num=6e0e]
Epoch 249:  15%|█▍        | 16/109 [01:09<06:45,  0.23it/s, v_num=6e0e]
Epoch 249:  16%|█▌        | 17/109 [01:21<07:21,  0.21it/s, v_num=6e0e]
Epoch 249:  16%|█▌        | 17/109 [01:21<07:21,  0.21it/s, v_num=6e0e]
Epoch 249:  17%|█▋        | 18/109 [01:25<07:11,  0.21it/s, v_num=6e0e]
Epoch 249:  17%|█▋        | 18/109 [01:25<07:11,  0.21it/s, v_num=6e0e]
Epoch 249:  17%|█▋        | 19/109 [01:26<06:48,  0.22it/s, v_num=6e0e]
Epoch 249:  17%|█▋        | 19/109 [01:26<06:48,  0.22it/s, v_num=6e0e]
Epoch 249:  18%|█▊        | 20/109 [01:26<06:26,  0.23it/s, v_num=6e0e]
Epoch 249:  18%|█▊        | 20/109 [01:26<06:26,  0.23it/s, v_num=6e0e]
Epoch 249:  19%|█▉        | 21/109 [01:37<06:50,  0.21it/s, v_num=6e0e]
Epoch 249:  19%|█▉        | 21/109 [01:37<06:50,  0.21it/s, v_num=6e0e]
Epoch 249:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
Epoch 249:  20%|██        | 22/109 [01:41<06:40,  0.22it/s, v_num=6e0e]
Epoch 249:  21%|██        | 23/109 [01:42<06:21,  0.23it/s, v_num=6e0e]
Epoch 249:  21%|██        | 23/109 [01:42<06:21,  0.23it/s, v_num=6e0e]
Epoch 249:  22%|██▏       | 24/109 [01:42<06:04,  0.23it/s, v_num=6e0e]
Epoch 249:  22%|██▏       | 24/109 [01:42<06:04,  0.23it/s, v_num=6e0e]
Epoch 249:  23%|██▎       | 25/109 [01:54<06:25,  0.22it/s, v_num=6e0e]
Epoch 249:  23%|██▎       | 25/109 [01:54<06:25,  0.22it/s, v_num=6e0e]
Epoch 249:  24%|██▍       | 26/109 [02:00<06:26,  0.22it/s, v_num=6e0e]
Epoch 249:  24%|██▍       | 26/109 [02:00<06:26,  0.22it/s, v_num=6e0e]
Epoch 249:  25%|██▍       | 27/109 [02:01<06:09,  0.22it/s, v_num=6e0e]
Epoch 249:  25%|██▍       | 27/109 [02:01<06:09,  0.22it/s, v_num=6e0e]
Epoch 249:  26%|██▌       | 28/109 [02:02<05:54,  0.23it/s, v_num=6e0e]
Epoch 249:  26%|██▌       | 28/109 [02:02<05:54,  0.23it/s, v_num=6e0e]
Epoch 249:  27%|██▋       | 29/109 [02:09<05:56,  0.22it/s, v_num=6e0e]
Epoch 249:  27%|██▋       | 29/109 [02:09<05:56,  0.22it/s, v_num=6e0e]
Epoch 249:  28%|██▊       | 30/109 [02:17<06:01,  0.22it/s, v_num=6e0e]
Epoch 249:  28%|██▊       | 30/109 [02:17<06:01,  0.22it/s, v_num=6e0e]
Epoch 249:  28%|██▊       | 31/109 [02:18<05:47,  0.22it/s, v_num=6e0e]
Epoch 249:  28%|██▊       | 31/109 [02:18<05:47,  0.22it/s, v_num=6e0e]
Epoch 249:  29%|██▉       | 32/109 [02:18<05:34,  0.23it/s, v_num=6e0e]
Epoch 249:  29%|██▉       | 32/109 [02:18<05:34,  0.23it/s, v_num=6e0e]
Epoch 249:  30%|███       | 33/109 [02:24<05:32,  0.23it/s, v_num=6e0e]
Epoch 249:  30%|███       | 33/109 [02:24<05:32,  0.23it/s, v_num=6e0e]
Epoch 249:  31%|███       | 34/109 [02:34<05:41,  0.22it/s, v_num=6e0e]
Epoch 249:  31%|███       | 34/109 [02:34<05:41,  0.22it/s, v_num=6e0e]
Epoch 249:  32%|███▏      | 35/109 [02:35<05:29,  0.22it/s, v_num=6e0e]
Epoch 249:  32%|███▏      | 35/109 [02:35<05:29,  0.22it/s, v_num=6e0e]
Epoch 249:  33%|███▎      | 36/109 [02:36<05:17,  0.23it/s, v_num=6e0e]
Epoch 249:  33%|███▎      | 36/109 [02:36<05:17,  0.23it/s, v_num=6e0e]
Epoch 249:  34%|███▍      | 37/109 [02:41<05:13,  0.23it/s, v_num=6e0e]
Epoch 249:  34%|███▍      | 37/109 [02:41<05:13,  0.23it/s, v_num=6e0e]
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Epoch 249:  36%|███▌      | 39/109 [02:53<05:11,  0.22it/s, v_num=6e0e]
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Epoch 249:  37%|███▋      | 40/109 [02:54<05:00,  0.23it/s, v_num=6e0e]
Epoch 249:  37%|███▋      | 40/109 [02:54<05:00,  0.23it/s, v_num=6e0e]
Epoch 249:  38%|███▊      | 41/109 [02:56<04:52,  0.23it/s, v_num=6e0e]
Epoch 249:  38%|███▊      | 41/109 [02:56<04:52,  0.23it/s, v_num=6e0e]
Epoch 249:  39%|███▊      | 42/109 [03:09<05:03,  0.22it/s, v_num=6e0e]
Epoch 249:  39%|███▊      | 42/109 [03:09<05:03,  0.22it/s, v_num=6e0e]
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Epoch 249:  39%|███▉      | 43/109 [03:10<04:52,  0.23it/s, v_num=6e0e]
Epoch 249:  40%|████      | 44/109 [03:11<04:43,  0.23it/s, v_num=6e0e]
Epoch 249:  40%|████      | 44/109 [03:11<04:43,  0.23it/s, v_num=6e0e]
Epoch 249:  41%|████▏     | 45/109 [03:12<04:33,  0.23it/s, v_num=6e0e]
Epoch 249:  41%|████▏     | 45/109 [03:12<04:33,  0.23it/s, v_num=6e0e]
Epoch 249:  42%|████▏     | 46/109 [03:25<04:41,  0.22it/s, v_num=6e0e]
Epoch 249:  42%|████▏     | 46/109 [03:25<04:41,  0.22it/s, v_num=6e0e]
Epoch 249:  43%|████▎     | 47/109 [03:26<04:31,  0.23it/s, v_num=6e0e]
Epoch 249:  43%|████▎     | 47/109 [03:26<04:31,  0.23it/s, v_num=6e0e]
Epoch 249:  44%|████▍     | 48/109 [03:26<04:22,  0.23it/s, v_num=6e0e]
Epoch 249:  44%|████▍     | 48/109 [03:26<04:22,  0.23it/s, v_num=6e0e]
Epoch 249:  45%|████▍     | 49/109 [03:27<04:14,  0.24it/s, v_num=6e0e]
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Epoch 249:  46%|████▌     | 50/109 [03:40<04:20,  0.23it/s, v_num=6e0e]
Epoch 249:  46%|████▌     | 50/109 [03:40<04:20,  0.23it/s, v_num=6e0e]
Epoch 249:  47%|████▋     | 51/109 [03:41<04:11,  0.23it/s, v_num=6e0e]
Epoch 249:  47%|████▋     | 51/109 [03:41<04:11,  0.23it/s, v_num=6e0e]
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Epoch 249:  49%|████▊     | 53/109 [03:44<03:57,  0.24it/s, v_num=6e0e]
Epoch 249:  49%|████▊     | 53/109 [03:44<03:57,  0.24it/s, v_num=6e0e]
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Epoch 249:  50%|█████     | 55/109 [03:59<03:55,  0.23it/s, v_num=6e0e]
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Epoch 249:  51%|█████▏    | 56/109 [04:00<03:47,  0.23it/s, v_num=6e0e]
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Epoch 249:  52%|█████▏    | 57/109 [04:02<03:40,  0.24it/s, v_num=6e0e]
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Epoch 249:  55%|█████▌    | 60/109 [04:16<03:29,  0.23it/s, v_num=6e0e]
Epoch 249:  55%|█████▌    | 60/109 [04:16<03:29,  0.23it/s, v_num=6e0e]
Epoch 249:  56%|█████▌    | 61/109 [04:17<03:22,  0.24it/s, v_num=6e0e]
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Epoch 249:  57%|█████▋    | 62/109 [04:30<03:25,  0.23it/s, v_num=6e0e]
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Epoch 249:  58%|█████▊    | 63/109 [04:31<03:18,  0.23it/s, v_num=6e0e]
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Epoch 249: 100%|██████████| 109/109 [07:35<00:00,  0.24it/s, v_num=6e0e]

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Validation DataLoader 0: 100%|██████████| 14/14 [00:14<00:00,  0.99it/s]

                                                                        
Epoch 249: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 249: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]
Epoch 249: 100%|██████████| 109/109 [07:52<00:00,  0.23it/s, v_num=6e0e]