{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"gpuType":"T4","authorship_tag":"ABX9TyNkPXOz97x0jGcJwa9CBOcp"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU"},"cells":[{"cell_type":"code","source":["#change line 115 on /content/CSTA/train.py to train just on SumME data and set the code below on line 115.\n","#if dataset_name in ['SumMe']:"],"metadata":{"id":"CV1Y682Ucdh3","executionInfo":{"status":"ok","timestamp":1755072914452,"user_tz":-345,"elapsed":12,"user":{"displayName":"Santosh Upreti","userId":"01961227760879466523"}}},"execution_count":12,"outputs":[]},{"cell_type":"code","source":["!git clone https://github.com/e-apostolidis/PGL-SUM.git"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"collapsed":true,"id":"XaRDW7vuYKQj","executionInfo":{"status":"ok","timestamp":1755072688418,"user_tz":-345,"elapsed":4740,"user":{"displayName":"Santosh Upreti","userId":"01961227760879466523"}},"outputId":"fbe0a9ae-47df-456a-8af6-c657349e0d0d"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Cloning into 'PGL-SUM'...\n","remote: Enumerating objects: 201, done.\u001b[K\n","remote: Counting objects: 100% (59/59), done.\u001b[K\n","remote: Compressing objects: 100% (24/24), done.\u001b[K\n","remote: Total 201 (delta 50), reused 40 (delta 35), pack-reused 142 (from 1)\u001b[K\n","Receiving objects: 100% (201/201), 91.79 MiB | 28.51 MiB/s, done.\n","Resolving deltas: 100% (95/95), done.\n"]}]},{"cell_type":"code","source":["%cd PGL-SUM/data/SumMe"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lDNgrC86YRlb","executionInfo":{"status":"ok","timestamp":1755072688484,"user_tz":-345,"elapsed":52,"user":{"displayName":"Santosh Upreti","userId":"01961227760879466523"}},"outputId":"f4f830df-50a6-4275-f565-bfd1018e4f54"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/PGL-SUM/data/SumMe\n"]}]},{"cell_type":"code","source":["!unrar x /content/PGL-SUM/data/SumMe/eccv16_dataset_summe_google_pool5.rar"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"collapsed":true,"id":"GkL9WvZDYa76","executionInfo":{"status":"ok","timestamp":1755072688974,"user_tz":-345,"elapsed":488,"user":{"displayName":"Santosh Upreti","userId":"01961227760879466523"}},"outputId":"f5cdf69d-36b7-4e68-be3d-a5a3b84de1b9"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","UNRAR 6.11 beta 1 freeware      Copyright (c) 1993-2022 Alexander Roshal\n","\n","\n","Extracting from /content/PGL-SUM/data/SumMe/eccv16_dataset_summe_google_pool5.rar\n","\n","Extracting  eccv16_dataset_summe_google_pool5.h5                         \b\b\b\b 18%\b\b\b\b 37%\b\b\b\b 56%\b\b\b\b 74%\b\b\b\b 93%\b\b\b\b100%\b\b\b\b\b  OK \n","All OK\n"]}]},{"cell_type":"code","source":["%cd ..\n","%cd TVSum"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"collapsed":true,"id":"oWFCWiDaZWYb","executionInfo":{"status":"ok","timestamp":1755072688994,"user_tz":-345,"elapsed":26,"user":{"displayName":"Santosh Upreti","userId":"01961227760879466523"}},"outputId":"8c6dc96d-2003-4155-8457-6b2a8864e000"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/PGL-SUM/data\n","/content/PGL-SUM/data/TVSum\n"]}]},{"cell_type":"code","source":["!unrar x /content/PGL-SUM/data/TVSum/eccv16_dataset_tvsum_google_pool5.rar"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"collapsed":true,"id":"RVDtFXgfZfkw","executionInfo":{"status":"ok","timestamp":1755072690775,"user_tz":-345,"elapsed":1771,"user":{"displayName":"Santosh Upreti","userId":"01961227760879466523"}},"outputId":"4dca18ca-7d81-412e-aa2a-45e205b57bb8"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","UNRAR 6.11 beta 1 freeware      Copyright (c) 1993-2022 Alexander Roshal\n","\n","\n","Extracting from /content/PGL-SUM/data/TVSum/eccv16_dataset_tvsum_google_pool5.rar\n","\n","Extracting  eccv16_dataset_tvsum_google_pool5.h5                         \b\b\b\b  5%\b\b\b\b 11%\b\b\b\b 17%\b\b\b\b 22%\b\b\b\b 28%\b\b\b\b 34%\b\b\b\b 39%\b\b\b\b 45%\b\b\b\b 51%\b\b\b\b 56%\b\b\b\b 62%\b\b\b\b 68%\b\b\b\b 73%\b\b\b\b 79%\b\b\b\b 85%\b\b\b\b 90%\b\b\b\b 96%\b\b\b\b100%\b\b\b\b\b  OK \n","All OK\n"]}]},{"cell_type":"code","source":["%cd /content/"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7-HNqwtpZneY","executionInfo":{"status":"ok","timestamp":1755072690806,"user_tz":-345,"elapsed":29,"user":{"displayName":"Santosh Upreti","userId":"01961227760879466523"}},"outputId":"e334c607-5c87-41ec-f822-d88c0363dc70"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["/content\n"]}]},{"cell_type":"code","execution_count":7,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"collapsed":true,"id":"DcTzLGkrX5W_","executionInfo":{"status":"ok","timestamp":1755072691771,"user_tz":-345,"elapsed":963,"user":{"displayName":"Santosh Upreti","userId":"01961227760879466523"}},"outputId":"6c796848-7c14-49e8-fad9-12d008d57f9a"},"outputs":[{"output_type":"stream","name":"stdout","text":["Cloning into 'CSTA'...\n","remote: Enumerating objects: 296, done.\u001b[K\n","remote: Counting objects: 100% (136/136), done.\u001b[K\n","remote: Compressing objects: 100% (62/62), done.\u001b[K\n","remote: Total 296 (delta 131), reused 74 (delta 74), pack-reused 160 (from 2)\u001b[K\n","Receiving objects: 100% (296/296), 256.35 KiB | 1.01 MiB/s, done.\n","Resolving deltas: 100% (157/157), done.\n","/content/CSTA\n"]}],"source":["!git clone https://github.com/thswodnjs3/CSTA.git\n","%cd CSTA\n"]},{"cell_type":"code","source":["!mv /content/PGL-SUM/data/SumMe/eccv16_dataset_summe_google_pool5.h5 /content/CSTA/data\n","!mv /content/PGL-SUM/data/TVSum/eccv16_dataset_tvsum_google_pool5.h5 /content/CSTA/data\n","!mv /content/PGL-SUM/data/splits/* /content/CSTA/data"],"metadata":{"id":"qccVXGWQaEVp","executionInfo":{"status":"ok","timestamp":1755072692093,"user_tz":-345,"elapsed":310,"user":{"displayName":"Santosh Upreti","userId":"01961227760879466523"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["!wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh\n","!chmod +x Miniconda3-latest-Linux-x86_64.sh\n","!bash ./Miniconda3-latest-Linux-x86_64.sh -b -f -p /usr/local\n","\n","import sys\n","sys.path.append('/usr/local/lib/python3.9/site-packages')\n","\n","!conda tos accept --override-channels --channel https://repo.anaconda.com/pkgs/main\n","!conda tos accept --override-channels --channel https://repo.anaconda.com/pkgs/r"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lI1bjWjGZ7dq","executionInfo":{"status":"ok","timestamp":1755072719802,"user_tz":-345,"elapsed":27703,"user":{"displayName":"Santosh Upreti","userId":"01961227760879466523"}},"outputId":"fb341fe9-d490-4b13-c35f-b1a6f5dd269f"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["--2025-08-13 08:11:35--  https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh\n","Resolving repo.anaconda.com (repo.anaconda.com)... 104.16.191.158, 104.16.32.241, 2606:4700::6810:20f1, ...\n","Connecting to repo.anaconda.com (repo.anaconda.com)|104.16.191.158|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 160039710 (153M) [application/octet-stream]\n","Saving to: ‘Miniconda3-latest-Linux-x86_64.sh’\n","\n","Miniconda3-latest-L 100%[===================>] 152.62M   188MB/s    in 0.8s    \n","\n","2025-08-13 08:11:36 (188 MB/s) - ‘Miniconda3-latest-Linux-x86_64.sh’ saved [160039710/160039710]\n","\n","PREFIX=/usr/local\n","Unpacking payload ...\n","entry_point.py:256: DeprecationWarning: Python 3.14 will, by default, filter extracted tar archives and reject files or modify their metadata. Use the filter argument to control this behavior.\n","entry_point.py:256: DeprecationWarning: Python 3.14 will, by default, filter extracted tar archives and reject files or modify their metadata. Use the filter argument to control this behavior.\n","\n","Installing base environment...\n","\n","Preparing transaction: ...working... done\n","Executing transaction: ...working... done\n","entry_point.py:256: DeprecationWarning: Python 3.14 will, by default, filter extracted tar archives and reject files or modify their metadata. Use the filter argument to control this behavior.\n","installation finished.\n","WARNING:\n","    You currently have a PYTHONPATH environment variable set. This may cause\n","    unexpected behavior when running the Python interpreter in Miniconda3.\n","    For best results, please verify that your PYTHONPATH only points to\n","    directories of packages that are compatible with the Python interpreter\n","    in Miniconda3: /usr/local\n","accepted Terms of Service for \u001b[4;94mhttps://repo.anaconda.com/pkgs/main\u001b[0m\n","accepted Terms of Service for \u001b[4;94mhttps://repo.anaconda.com/pkgs/r\u001b[0m\n"]}]},{"cell_type":"code","source":["!conda create -n newenv python=3.8.5 -y"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"collapsed":true,"id":"1oxorGk4Z_JP","executionInfo":{"status":"ok","timestamp":1755072728002,"user_tz":-345,"elapsed":8197,"user":{"displayName":"Santosh Upreti","userId":"01961227760879466523"}},"outputId":"a56d99eb-2ed9-413b-c7d5-2aa5e8a10105"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1;32m2\u001b[0m\u001b[1;32m channel Terms of Service accepted\u001b[0m\n","Channels:\n"," - defaults\n","Platform: linux-64\n","Collecting package metadata (repodata.json): - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\bdone\n","Solving environment: | \b\bdone\n","\n","\n","==> WARNING: A newer version of conda exists. <==\n","    current version: 25.5.1\n","    latest version: 25.7.0\n","\n","Please update conda by running\n","\n","    $ conda update -n base -c defaults conda\n","\n","\n","\n","## Package Plan ##\n","\n","  environment location: /usr/local/envs/newenv\n","\n","  added / updated specs:\n","    - python=3.8.5\n","\n","\n","The following packages will be downloaded:\n","\n","    package                    |            build\n","    ---------------------------|-----------------\n","    ca-certificates-2025.7.15  |       h06a4308_0         126 KB\n","    libffi-3.3                 |       he6710b0_2          50 KB\n","    ncurses-6.5                |       h7934f7d_0         1.1 MB\n","    openssl-1.1.1w             |       h7f8727e_0         3.7 MB\n","    pip-24.2                   |   py38h06a4308_0         2.2 MB\n","    python-3.8.5               |       h7579374_1        49.3 MB\n","    readline-8.3               |       hc2a1206_0         471 KB\n","    setuptools-75.1.0          |   py38h06a4308_0         1.7 MB\n","    wheel-0.44.0               |   py38h06a4308_0         108 KB\n","    ------------------------------------------------------------\n","                                           Total:        58.7 MB\n","\n","The following NEW packages will be INSTALLED:\n","\n","  _libgcc_mutex      pkgs/main/linux-64::_libgcc_mutex-0.1-main \n","  _openmp_mutex      pkgs/main/linux-64::_openmp_mutex-5.1-1_gnu \n","  ca-certificates    pkgs/main/linux-64::ca-certificates-2025.7.15-h06a4308_0 \n","  ld_impl_linux-64   pkgs/main/linux-64::ld_impl_linux-64-2.40-h12ee557_0 \n","  libffi             pkgs/main/linux-64::libffi-3.3-he6710b0_2 \n","  libgcc-ng          pkgs/main/linux-64::libgcc-ng-11.2.0-h1234567_1 \n","  libgomp            pkgs/main/linux-64::libgomp-11.2.0-h1234567_1 \n","  libstdcxx-ng       pkgs/main/linux-64::libstdcxx-ng-11.2.0-h1234567_1 \n","  libxcb             pkgs/main/linux-64::libxcb-1.17.0-h9b100fa_0 \n","  ncurses            pkgs/main/linux-64::ncurses-6.5-h7934f7d_0 \n","  openssl            pkgs/main/linux-64::openssl-1.1.1w-h7f8727e_0 \n","  pip                pkgs/main/linux-64::pip-24.2-py38h06a4308_0 \n","  pthread-stubs      pkgs/main/linux-64::pthread-stubs-0.3-h0ce48e5_1 \n","  python             pkgs/main/linux-64::python-3.8.5-h7579374_1 \n","  readline           pkgs/main/linux-64::readline-8.3-hc2a1206_0 \n","  setuptools         pkgs/main/linux-64::setuptools-75.1.0-py38h06a4308_0 \n","  sqlite             pkgs/main/linux-64::sqlite-3.50.2-hb25bd0a_1 \n","  tk                 pkgs/main/linux-64::tk-8.6.14-h993c535_1 \n","  wheel              pkgs/main/linux-64::wheel-0.44.0-py38h06a4308_0 \n","  xorg-libx11        pkgs/main/linux-64::xorg-libx11-1.8.12-h9b100fa_1 \n","  xorg-libxau        pkgs/main/linux-64::xorg-libxau-1.0.12-h9b100fa_0 \n","  xorg-libxdmcp      pkgs/main/linux-64::xorg-libxdmcp-1.1.5-h9b100fa_0 \n","  xorg-xorgproto     pkgs/main/linux-64::xorg-xorgproto-2024.1-h5eee18b_1 \n","  xz                 pkgs/main/linux-64::xz-5.6.4-h5eee18b_1 \n","  zlib               pkgs/main/linux-64::zlib-1.2.13-h5eee18b_1 \n","\n","\n","\n","Downloading and Extracting Packages:\n","python-3.8.5         | 49.3 MB   | :   0% 0/1 [00:00<?, ?it/s]\n","openssl-1.1.1w       | 3.7 MB    | :   0% 0/1 [00:00<?, ?it/s]\u001b[A\n","\n","pip-24.2             | 2.2 MB    | :   0% 0/1 [00:00<?, ?it/s]\u001b[A\u001b[A\n","\n","\n","setuptools-75.1.0    | 1.7 MB    | :   0% 0/1 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","\n","ncurses-6.5          | 1.1 MB    | :   0% 0/1 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\u001b[A\n","\n","\n","\n","\n","readline-8.3         | 471 KB    | :   0% 0/1 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n","\n","\n","\n","\n","\n","ca-certificates-2025 | 126 KB    | :   0% 0/1 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n","\n","\n","\n","\n","\n","\n","wheel-0.44.0         | 108 KB    | :   0% 0/1 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n","\n","\n","\n","\n","\n","\n","\n","python-3.8.5         | 49.3 MB   | :   0% 0.0012682685162249195/1 [00:00<01:24, 84.67s/it]\n","\n","\n","setuptools-75.1.0    | 1.7 MB    | :   2% 0.01849850907707298/1 [00:00<00:05,  5.69s/it]\u001b[A\u001b[A\u001b[A\n","openssl-1.1.1w       | 3.7 MB    | :   2% 0.016748775774793164/1 [00:00<00:06,  6.51s/it]\u001b[A\n","\n","pip-24.2             | 2.2 MB    | :   3% 0.028292763794103833/1 [00:00<00:03,  3.95s/it]\u001b[A\u001b[A\n","\n","\n","\n","ncurses-6.5          | 1.1 MB    | :   6% 0.05760662138607143/1 [00:00<00:01,  1.95s/it]\u001b[A\u001b[A\u001b[A\u001b[A\n","\n","\n","\n","ncurses-6.5          | 1.1 MB    | : 100% 1.0/1 [00:00<00:00,  1.95s/it]                \u001b[A\u001b[A\u001b[A\u001b[A\n","python-3.8.5         | 49.3 MB   | :   7% 0.07197423829576419/1 [00:00<00:02,  2.48s/it]  \n","\n","pip-24.2             | 2.2 MB    | : 100% 1.0/1 [00:00<00:00,  5.44it/s]                 \u001b[A\u001b[A\n","\n","pip-24.2             | 2.2 MB    | : 100% 1.0/1 [00:00<00:00,  5.44it/s]\u001b[A\u001b[A\n","\n","\n","\n","\n","readline-8.3         | 471 KB    | :   3% 0.03400397653924861/1 [00:00<00:06,  6.63s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n","\n","\n","setuptools-75.1.0    | 1.7 MB    | : 100% 1.0/1 [00:00<00:00,  4.95it/s]                \u001b[A\u001b[A\u001b[A\n","\n","\n","setuptools-75.1.0    | 1.7 MB    | : 100% 1.0/1 [00:00<00:00,  4.95it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","\n","\n","readline-8.3         | 471 KB    | : 100% 1.0/1 [00:00<00:00,  6.63s/it]                \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n","\n","\n","\n","\n","\n","ca-certificates-2025 | 126 KB    | :  13% 0.12723855676187815/1 [00:00<00:01,  1.97s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n","\n","\n","\n","\n","\n","ca-certificates-2025 | 126 KB    | : 100% 1.0/1 [00:00<00:00,  1.97s/it]                \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n","\n","\n","\n","\n","\n","\n","wheel-0.44.0         | 108 KB    | :  15% 0.14783134378186213/1 [00:00<00:01,  1.84s/it]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n","\n","\n","\n","\n","\n","\n","wheel-0.44.0         | 108 KB    | : 100% 1.0/1 [00:00<00:00,  1.84s/it]                \u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n","\n","\n","\n","\n","\n","\n","\n","libffi-3.3           | 50 KB     | :  32% 0.3178705158799449/1 [00:00<00:00,  1.12it/s]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n","\n","\n","\n","\n","\n","\n","\n","python-3.8.5         | 49.3 MB   | :  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sympy, pillow, 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, MarkupSafe, fsspec, filelock, triton, scipy, nvidia-cusparse-cu12, nvidia-cudnn-cu12, jinja2, h5py, nvidia-cusolver-cu12, torch, torchvision\n","Successfully installed MarkupSafe-2.1.5 filelock-3.16.1 fsspec-2025.3.0 h5py-3.1.0 jinja2-3.1.6 mpmath-1.3.0 networkx-3.1 numpy-1.19.5 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-cu12-2.19.3 nvidia-nvjitlink-cu12-12.9.86 nvidia-nvtx-cu12-12.1.105 pillow-10.4.0 scipy-1.5.2 sympy-1.13.3 torch-2.2.1 torchvision-0.17.1 tqdm-4.61.0 triton-2.2.0 typing-extensions-4.13.2\n"]}]},{"cell_type":"code","source":["!source /usr/local/bin/activate newenv && python train.py \\\n","    --seed 123456 \\\n","    --device cuda:0 \\\n","    --epochs 50 \\\n","    --batch_size 4 \\\n","    --learning_rate 0.001 \\\n","    --weight_decay 1e-7 \\\n","    --model_name GoogleNet_Attention \\\n","    --Scale None \\\n","    --Softmax_axis TD \\\n","    --Balance None \\\n","    --Positional_encoding FPE \\\n","    --Positional_encoding_shape TD \\\n","    --Positional_encoding_way PGL_SUM \\\n","    --Dropout_on True \\\n","    --Dropout_ratio 0.5 \\\n","    --Classifier_on True \\\n","    --CLS_on True \\\n","    --CLS_mix Final \\\n","    --key_value_emb kv \\\n","    --Skip_connection KC \\\n","    --Layernorm True \\\n","    --input_is_file False \\\n","    --dir_path ./SumMe \\\n","    --ext mp4 \\\n","    --sample_rate 15 \\\n","    --save_path ./summary_videos \\\n","    --weight_path ./weights/SumMe/split4.pt"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"63VZ9aSIeyVd","executionInfo":{"status":"ok","timestamp":1755073403411,"user_tz":-345,"elapsed":339435,"user":{"displayName":"Santosh Upreti","userId":"01961227760879466523"}},"outputId":"43bd2547-bea5-46c6-c27c-1405388ac0c3"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n","\n","\n","Epoch23_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 12.23it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch23_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 13.69it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2:  46%|███████████▌             | 23/50 [00:33<00:38,  1.43s/it]\u001b[A\u001b[A\n","\n","\n","Epoch24_TRAIN:   0%|                           | 0/20 [00:00<?, 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1.47s/it]\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 51.65it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 51.19it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.17it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 13.41it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 14.45it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      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11.98it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2:  66%|████████████████▌        | 33/50 [00:47<00:23,  1.39s/it]\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.08it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.71it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 51.17it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 12.36it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 14.25it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2:  68%|█████████████████        | 34/50 [00:48<00:21,  1.36s/it]\u001b[A\u001b[A\n","\n","\n","Epoch35_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 53.75it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 52.56it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 54.85it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 11.52it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 13.21it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2:  70%|█████████████████▌       | 35/50 [00:49<00:20,  1.34s/it]\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 50.52it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 51.92it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.71it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      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50.17it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 13.23it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 13.13it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2:  74%|██████████████████▌      | 37/50 [00:52<00:17,  1.33s/it]\u001b[A\u001b[A\n","\n","\n","Epoch38_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.97it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 51.97it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 51.33it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 11.99it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 13.67it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2:  76%|███████████████████      | 38/50 [00:53<00:15,  1.32s/it]\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 41.64it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 38.95it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN:  75%|█████████████▌    | 15/20 [00:00<00:00, 40.00it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN: 100%|██████████████████| 20/20 [00:00<00:00, 40.26it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TEST:  40%|████████▍            | 2/5 [00:00<00:00,  7.34it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00,  8.43it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2:  78%|███████████████████▌     | 39/50 [00:55<00:15,  1.44s/it]\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:  20%|███▊               | 4/20 [00:00<00:00, 35.07it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:  40%|███████▌           | 8/20 [00:00<00:00, 34.43it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 35.06it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 34.73it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN: 100%|██████████████████| 20/20 [00:00<00:00, 34.75it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 12.60it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 13.70it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2:  80%|████████████████████     | 40/50 [00:57<00:14,  1.46s/it]\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 51.13it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 50.83it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.69it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 10.99it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 12.88it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2:  82%|████████████████████▌    | 41/50 [00:58<00:13,  1.46s/it]\u001b[A\u001b[A\n","\n","\n","Epoch42_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.35it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 45.99it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 49.92it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      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53.18it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 13.19it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 14.73it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2:  86%|█████████████████████▌   | 43/50 [01:01<00:09,  1.38s/it]\u001b[A\u001b[A\n","\n","\n","Epoch44_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 52.85it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 52.53it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.21it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 12.30it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 13.67it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2:  88%|██████████████████████   | 44/50 [01:02<00:08,  1.35s/it]\u001b[A\u001b[A\n","\n","\n","Epoch45_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.84it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.71it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 51.17it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 11.69it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 13.00it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2:  90%|██████████████████████▌  | 45/50 [01:03<00:06,  1.34s/it]\u001b[A\u001b[A\n","\n","\n","Epoch46_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch46_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.45it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch46_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 47.85it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch46_TRAIN:  75%|█████████████▌    | 15/20 [00:00<00:00, 47.77it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch46_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch46_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 11.20it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch46_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 11.55it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2:  92%|███████████████████████  | 46/50 [01:05<00:05,  1.34s/it]\u001b[A\u001b[A\n","\n","\n","Epoch47_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch47_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 53.23it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch47_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 46.64it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch47_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 49.32it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch47_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch47_TEST:  40%|████████▍            | 2/5 [00:00<00:00,  8.64it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch47_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00,  8.59it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2:  94%|███████████████████████▌ | 47/50 [01:06<00:04,  1.39s/it]\u001b[A\u001b[A\n","\n","\n","Epoch48_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 40.98it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 40.76it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TRAIN:  75%|█████████████▌    | 15/20 [00:00<00:00, 41.28it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TRAIN: 100%|██████████████████| 20/20 [00:00<00:00, 40.79it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TEST:  40%|████████▍            | 2/5 [00:00<00:00,  7.63it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00,  8.25it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2:  96%|████████████████████████ | 48/50 [01:08<00:02,  1.49s/it]\u001b[A\u001b[A\n","\n","\n","Epoch49_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch49_TRAIN:  20%|███▊               | 4/20 [00:00<00:00, 34.21it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch49_TRAIN:  45%|████████▌          | 9/20 [00:00<00:00, 42.59it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch49_TRAIN:  75%|█████████████▌    | 15/20 [00:00<00:00, 47.86it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch49_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch49_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 12.71it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch49_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 13.47it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2:  98%|████████████████████████▌| 49/50 [01:09<00:01,  1.44s/it]\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 51.03it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 49.79it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.32it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 13.24it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 13.96it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split2: 100%|█████████████████████████| 50/50 [01:10<00:00,  1.39s/it]\u001b[A\u001b[A\n","\n","                                                                      \u001b[A\u001b[A\n","SumMe:  40%|███████████▏                | 2/5 [02:13<03:22, 67.65s/it]\u001b[A\n","\n","Split3:   0%|                                  | 0/50 [00:00<?, ?it/s]\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 47.07it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  50%|█████████▌         | 10/20 [00:00<00:00, 46.50it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  75%|██████████████▎    | 15/20 [00:00<00:00, 46.83it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TEST:  40%|████████▊             | 2/5 [00:00<00:00, 14.11it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:   2%|▌                         | 1/50 [00:01<01:06,  1.36s/it]\u001b[A\u001b[A\n","\n","\n","Epoch2_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch2_TRAIN:  30%|██████              | 6/20 [00:00<00:00, 50.57it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch2_TRAIN:  60%|███████████▍       | 12/20 [00:00<00:00, 50.40it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch2_TRAIN:  90%|█████████████████  | 18/20 [00:00<00:00, 52.40it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch2_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch2_TEST:  40%|████████▊             | 2/5 [00:00<00:00, 12.57it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:   4%|█                         | 2/50 [00:02<01:05,  1.37s/it]\u001b[A\u001b[A\n","\n","\n","Epoch3_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch3_TRAIN:  30%|██████              | 6/20 [00:00<00:00, 51.08it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch3_TRAIN:  60%|███████████▍       | 12/20 [00:00<00:00, 48.96it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch3_TRAIN:  90%|█████████████████  | 18/20 [00:00<00:00, 48.68it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch3_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch3_TEST:  40%|████████▊             | 2/5 [00:00<00:00, 12.88it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:   6%|█▌                        | 3/50 [00:03<01:01,  1.31s/it]\u001b[A\u001b[A\n","\n","\n","Epoch4_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TRAIN:  30%|██████              | 6/20 [00:00<00:00, 51.01it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TRAIN:  60%|███████████▍       | 12/20 [00:00<00:00, 51.44it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TRAIN:  90%|█████████████████  | 18/20 [00:00<00:00, 48.32it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TEST:  40%|████████▊             | 2/5 [00:00<00:00, 13.83it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:   8%|██                        | 4/50 [00:05<00:58,  1.27s/it]\u001b[A\u001b[A\n","\n","\n","Epoch5_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 49.34it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TRAIN:  50%|█████████▌         | 10/20 [00:00<00:00, 46.92it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TRAIN:  75%|██████████████▎    | 15/20 [00:00<00:00, 47.06it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TEST:  40%|████████▊             | 2/5 [00:00<00:00, 11.47it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TEST: 100%|██████████████████████| 5/5 [00:00<00:00, 19.80it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  10%|██▌                       | 5/50 [00:06<00:59,  1.32s/it]\u001b[A\u001b[A\n","\n","\n","Epoch6_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch6_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 48.08it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch6_TRAIN:  55%|██████████▍        | 11/20 [00:00<00:00, 50.45it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch6_TRAIN:  85%|████████████████▏  | 17/20 [00:00<00:00, 51.01it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch6_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch6_TEST:  40%|████████▊             | 2/5 [00:00<00:00,  7.66it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch6_TEST: 100%|██████████████████████| 5/5 [00:00<00:00, 14.82it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  12%|███                       | 6/50 [00:08<00:59,  1.36s/it]\u001b[A\u001b[A\n","\n","\n","Epoch7_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch7_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 39.99it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch7_TRAIN:  50%|█████████▌         | 10/20 [00:00<00:00, 42.16it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch7_TRAIN:  75%|██████████████▎    | 15/20 [00:00<00:00, 42.79it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch7_TRAIN: 100%|███████████████████| 20/20 [00:00<00:00, 40.74it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch7_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch7_TEST:  40%|████████▊             | 2/5 [00:00<00:00,  8.29it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  14%|███▋                      | 7/50 [00:09<01:01,  1.43s/it]\u001b[A\u001b[A\n","\n","\n","Epoch8_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch8_TRAIN:  30%|██████              | 6/20 [00:00<00:00, 52.18it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch8_TRAIN:  60%|███████████▍       | 12/20 [00:00<00:00, 50.42it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch8_TRAIN:  90%|█████████████████  | 18/20 [00:00<00:00, 51.91it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch8_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch8_TEST:  40%|████████▊             | 2/5 [00:00<00:00, 11.43it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  16%|████▏                     | 8/50 [00:10<00:57,  1.36s/it]\u001b[A\u001b[A\n","\n","\n","Epoch9_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch9_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 48.93it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch9_TRAIN:  55%|██████████▍        | 11/20 [00:00<00:00, 51.47it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch9_TRAIN:  85%|████████████████▏  | 17/20 [00:00<00:00, 51.06it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch9_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch9_TEST:  40%|████████▊             | 2/5 [00:00<00:00, 13.56it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  18%|████▋                     | 9/50 [00:12<00:53,  1.32s/it]\u001b[A\u001b[A\n","\n","\n","Epoch10_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch10_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 52.12it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch10_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 51.91it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch10_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.85it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch10_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch10_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 14.31it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  20%|█████                    | 10/50 [00:13<00:51,  1.28s/it]\u001b[A\u001b[A\n","\n","\n","Epoch11_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 50.96it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 52.66it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 53.25it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 12.81it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  22%|█████▌                   | 11/50 [00:14<00:48,  1.25s/it]\u001b[A\u001b[A\n","\n","\n","Epoch12_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 50.97it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 52.84it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 48.95it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 12.14it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  24%|██████                   | 12/50 [00:15<00:47,  1.24s/it]\u001b[A\u001b[A\n","\n","\n","Epoch13_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch13_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 51.64it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch13_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 47.57it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch13_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 50.43it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch13_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch13_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 12.28it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  26%|██████▌                  | 13/50 [00:16<00:46,  1.25s/it]\u001b[A\u001b[A\n","\n","\n","Epoch14_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch14_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.42it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch14_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 52.32it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch14_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 51.54it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch14_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch14_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 11.39it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  28%|███████                  | 14/50 [00:18<00:44,  1.23s/it]\u001b[A\u001b[A\n","\n","\n","Epoch15_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch15_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 50.42it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch15_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 46.65it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch15_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 47.19it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch15_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch15_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 13.43it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  30%|███████▌                 | 15/50 [00:19<00:43,  1.24s/it]\u001b[A\u001b[A\n","\n","\n","Epoch16_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch16_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 53.46it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch16_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 41.04it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch16_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 38.72it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch16_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch16_TEST:  40%|████████▍            | 2/5 [00:00<00:00,  8.34it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch16_TEST: 100%|█████████████████████| 5/5 [00:00<00:00, 15.08it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  32%|████████                 | 16/50 [00:20<00:45,  1.34s/it]\u001b[A\u001b[A\n","\n","\n","Epoch17_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TRAIN:  20%|███▊               | 4/20 [00:00<00:00, 32.53it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TRAIN:  40%|███████▌           | 8/20 [00:00<00:00, 36.10it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 35.51it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 36.90it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TRAIN: 100%|██████████████████| 20/20 [00:00<00:00, 35.59it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 13.15it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  34%|████████▌                | 17/50 [00:22<00:44,  1.36s/it]\u001b[A\u001b[A\n","\n","\n","Epoch18_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch18_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.82it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch18_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 53.00it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch18_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 53.17it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch18_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch18_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 14.23it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  36%|█████████                | 18/50 [00:23<00:42,  1.31s/it]\u001b[A\u001b[A\n","\n","\n","Epoch19_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch19_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.78it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch19_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 51.89it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch19_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 52.06it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      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35.77it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch26_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 38.82it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch26_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch26_TEST:  40%|████████▍            | 2/5 [00:00<00:00,  7.37it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch26_TEST: 100%|█████████████████████| 5/5 [00:00<00:00, 13.67it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  52%|█████████████            | 26/50 [00:33<00:33,  1.39s/it]\u001b[A\u001b[A\n","\n","\n","Epoch27_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch27_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 50.27it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch27_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 50.38it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch27_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 50.87it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch27_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch27_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 11.66it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  54%|█████████████▌           | 27/50 [00:35<00:30,  1.35s/it]\u001b[A\u001b[A\n","\n","\n","Epoch28_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch28_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 51.75it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch28_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 51.22it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch28_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 49.99it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch28_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch28_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 14.20it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  56%|██████████████           | 28/50 [00:36<00:28,  1.32s/it]\u001b[A\u001b[A\n","\n","\n","Epoch29_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch29_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.57it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch29_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 52.05it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch29_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 49.24it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch29_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch29_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 13.67it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  58%|██████████████▍          | 29/50 [00:37<00:27,  1.29s/it]\u001b[A\u001b[A\n","\n","\n","Epoch30_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch30_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.69it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch30_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 47.89it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch30_TRAIN:  75%|█████████████▌    | 15/20 [00:00<00:00, 48.80it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch30_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch30_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 11.98it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch30_TEST: 100%|█████████████████████| 5/5 [00:00<00:00, 20.20it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  60%|███████████████          | 30/50 [00:38<00:25,  1.27s/it]\u001b[A\u001b[A\n","\n","\n","Epoch31_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch31_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 54.31it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch31_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 54.18it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch31_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 55.30it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch31_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch31_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 12.13it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  62%|███████████████▌         | 31/50 [00:40<00:23,  1.25s/it]\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 51.12it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 53.16it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.06it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 14.32it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  64%|████████████████         | 32/50 [00:41<00:22,  1.23s/it]\u001b[A\u001b[A\n","\n","\n","Epoch33_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 47.70it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 51.08it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 50.90it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 11.02it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  66%|████████████████▌        | 33/50 [00:42<00:20,  1.23s/it]\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 54.05it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 52.95it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.80it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 14.36it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  68%|█████████████████        | 34/50 [00:43<00:19,  1.22s/it]\u001b[A\u001b[A\n","\n","\n","Epoch35_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.69it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 52.94it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 45.45it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TEST:  40%|████████▍            | 2/5 [00:00<00:00,  8.51it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TEST: 100%|█████████████████████| 5/5 [00:00<00:00, 14.79it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  70%|█████████████████▌       | 35/50 [00:45<00:19,  1.30s/it]\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 40.94it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 41.02it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:  75%|█████████████▌    | 15/20 [00:00<00:00, 35.92it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:  95%|█████████████████ | 19/20 [00:00<00:00, 36.34it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 11.49it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  72%|██████████████████       | 36/50 [00:46<00:19,  1.37s/it]\u001b[A\u001b[A\n","\n","\n","Epoch37_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 52.75it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 51.88it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.57it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 13.02it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  74%|██████████████████▌      | 37/50 [00:47<00:17,  1.32s/it]\u001b[A\u001b[A\n","\n","\n","Epoch38_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 51.36it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 52.39it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 48.80it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 13.41it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  76%|███████████████████      | 38/50 [00:49<00:15,  1.29s/it]\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.25it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 47.37it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN:  75%|█████████████▌    | 15/20 [00:00<00:00, 48.44it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN: 100%|██████████████████| 20/20 [00:00<00:00, 48.86it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 11.66it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  78%|███████████████████▌     | 39/50 [00:50<00:14,  1.28s/it]\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.21it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 51.72it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 51.59it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 13.79it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  80%|████████████████████     | 40/50 [00:51<00:12,  1.26s/it]\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.09it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 51.65it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 51.18it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 14.06it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  82%|████████████████████▌    | 41/50 [00:52<00:11,  1.24s/it]\u001b[A\u001b[A\n","\n","\n","Epoch42_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 46.41it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 51.65it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 52.24it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 10.66it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  84%|█████████████████████    | 42/50 [00:53<00:09,  1.24s/it]\u001b[A\u001b[A\n","\n","\n","Epoch43_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.08it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.73it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 51.60it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 10.75it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  86%|█████████████████████▌   | 43/50 [00:55<00:08,  1.23s/it]\u001b[A\u001b[A\n","\n","\n","Epoch44_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.35it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.69it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 48.17it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TEST:  40%|████████▍            | 2/5 [00:00<00:00,  7.90it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 12.15it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  88%|██████████████████████   | 44/50 [00:56<00:07,  1.29s/it]\u001b[A\u001b[A\n","\n","\n","Epoch45_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 40.46it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 38.32it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TRAIN:  75%|█████████████▌    | 15/20 [00:00<00:00, 40.55it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TRAIN: 100%|██████████████████| 20/20 [00:00<00:00, 42.15it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TEST:  40%|████████▍            | 2/5 [00:00<00:00,  8.02it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 12.19it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  90%|██████████████████████▌  | 45/50 [00:58<00:06,  1.39s/it]\u001b[A\u001b[A\n","\n","\n","Epoch46_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch46_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 43.04it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch46_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 44.73it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch46_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 49.26it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch46_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch46_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 12.83it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  92%|███████████████████████  | 46/50 [00:59<00:05,  1.34s/it]\u001b[A\u001b[A\n","\n","\n","Epoch47_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch47_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.97it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch47_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 48.26it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch47_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 49.82it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch47_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch47_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 12.36it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  94%|███████████████████████▌ | 47/50 [01:00<00:03,  1.30s/it]\u001b[A\u001b[A\n","\n","\n","Epoch48_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 43.12it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 48.53it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 48.64it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 11.59it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  96%|████████████████████████ | 48/50 [01:01<00:02,  1.29s/it]\u001b[A\u001b[A\n","\n","\n","Epoch49_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch49_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 51.42it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch49_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 50.69it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch49_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 50.97it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch49_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch49_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 11.91it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3:  98%|████████████████████████▌| 49/50 [01:03<00:01,  1.27s/it]\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 50.85it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 50.68it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 49.91it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 12.71it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split3: 100%|█████████████████████████| 50/50 [01:04<00:00,  1.26s/it]\u001b[A\u001b[A\n","\n","                                                                      \u001b[A\u001b[A\n","SumMe:  60%|████████████████▊           | 3/5 [03:18<02:12, 66.24s/it]\u001b[A\n","\n","Split4:   0%|                                  | 0/50 [00:00<?, ?it/s]\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  25%|█████            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48.10it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch2_TRAIN:  55%|██████████▍        | 11/20 [00:00<00:00, 51.05it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch2_TRAIN:  85%|████████████████▏  | 17/20 [00:00<00:00, 49.95it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch2_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch2_TEST:  60%|█████████████▏        | 3/5 [00:00<00:00, 20.44it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:   4%|█                         | 2/50 [00:02<01:00,  1.26s/it]\u001b[A\u001b[A\n","\n","\n","Epoch3_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch3_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 47.05it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch3_TRAIN:  55%|██████████▍        | 11/20 [00:00<00:00, 49.87it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch3_TRAIN:  85%|████████████████▏  | 17/20 [00:00<00:00, 50.12it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch3_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch3_TEST:  60%|█████████████▏        | 3/5 [00:00<00:00, 19.68it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch3_TEST: 100%|██████████████████████| 5/5 [00:00<00:00, 16.85it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:   6%|█▌                        | 3/50 [00:04<01:04,  1.37s/it]\u001b[A\u001b[A\n","\n","\n","Epoch4_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TRAIN:  20%|████                | 4/20 [00:00<00:00, 35.28it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TRAIN:  45%|█████████           | 9/20 [00:00<00:00, 38.98it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TRAIN:  70%|█████████████▎     | 14/20 [00:00<00:00, 41.18it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TRAIN:  95%|██████████████████ | 19/20 [00:00<00:00, 38.97it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TEST:  40%|████████▊             | 2/5 [00:00<00:00, 18.96it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TEST:  80%|█████████████████▌    | 4/5 [00:00<00:00, 12.91it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:   8%|██                        | 4/50 [00:05<01:05,  1.42s/it]\u001b[A\u001b[A\n","\n","\n","Epoch5_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TRAIN:  20%|████                | 4/20 [00:00<00:00, 34.67it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TRAIN:  40%|████████            | 8/20 [00:00<00:00, 34.52it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TRAIN:  60%|███████████▍       | 12/20 [00:00<00:00, 34.48it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TRAIN:  85%|████████████████▏  | 17/20 [00:00<00:00, 39.51it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TEST:  60%|█████████████▏        | 3/5 [00:00<00:00, 22.61it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  10%|██▌                       | 5/50 [00:06<01:02,  1.38s/it]\u001b[A\u001b[A\n","\n","\n","Epoch6_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch6_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 49.87it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch6_TRAIN:  55%|██████████▍        | 11/20 [00:00<00:00, 52.01it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch6_TRAIN:  85%|████████████████▏  | 17/20 [00:00<00:00, 50.38it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch6_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch6_TEST:  60%|█████████████▏        | 3/5 [00:00<00:00, 21.46it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  12%|███                       | 6/50 [00:08<00:58,  1.32s/it]\u001b[A\u001b[A\n","\n","\n","Epoch7_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch7_TRAIN:  30%|██████              | 6/20 [00:00<00:00, 50.22it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch7_TRAIN:  60%|███████████▍       | 12/20 [00:00<00:00, 50.77it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch7_TRAIN:  90%|█████████████████  | 18/20 [00:00<00:00, 52.46it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch7_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch7_TEST:  60%|█████████████▏        | 3/5 [00:00<00:00, 21.83it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  14%|███▋                      | 7/50 [00:09<00:54,  1.27s/it]\u001b[A\u001b[A\n","\n","\n","Epoch8_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch8_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 49.92it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch8_TRAIN:  55%|██████████▍        | 11/20 [00:00<00:00, 51.98it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch8_TRAIN:  85%|████████████████▏  | 17/20 [00:00<00:00, 52.16it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch8_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch8_TEST:  60%|█████████████▏        | 3/5 [00:00<00:00, 21.37it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  16%|████▏                     | 8/50 [00:10<00:52,  1.25s/it]\u001b[A\u001b[A\n","\n","\n","Epoch9_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch9_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 48.72it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch9_TRAIN:  55%|██████████▍        | 11/20 [00:00<00:00, 52.69it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch9_TRAIN:  85%|████████████████▏  | 17/20 [00:00<00:00, 48.63it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch9_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch9_TEST:  40%|████████▊             | 2/5 [00:00<00:00, 18.64it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch9_TEST:  80%|█████████████████▌    | 4/5 [00:00<00:00, 18.05it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  18%|████▋                     | 9/50 [00:11<00:50,  1.24s/it]\u001b[A\u001b[A\n","\n","\n","Epoch10_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch10_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.49it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch10_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 46.25it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch10_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 48.60it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch10_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch10_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 21.17it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  20%|█████                    | 10/50 [00:12<00:49,  1.24s/it]\u001b[A\u001b[A\n","\n","\n","Epoch11_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 50.24it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 50.25it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 50.46it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 26.00it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  22%|█████▌                   | 11/50 [00:14<00:47,  1.23s/it]\u001b[A\u001b[A\n","\n","\n","Epoch12_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.07it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 51.08it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 51.41it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 17.32it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 16.78it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  24%|██████                   | 12/50 [00:15<00:46,  1.23s/it]\u001b[A\u001b[A\n","\n","\n","Epoch13_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch13_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 50.59it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch13_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 53.56it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch13_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.89it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      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38.13it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch14_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 39.87it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch14_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch14_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 17.89it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch14_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 16.37it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  28%|███████                  | 14/50 [00:18<00:48,  1.36s/it]\u001b[A\u001b[A\n","\n","\n","Epoch15_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch15_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 52.87it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch15_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 53.67it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch15_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.00it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch15_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch15_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 23.50it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  30%|███████▌                 | 15/50 [00:19<00:45,  1.31s/it]\u001b[A\u001b[A\n","\n","\n","Epoch16_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch16_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.57it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch16_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 51.95it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch16_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 51.22it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch16_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch16_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 19.65it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  32%|████████                 | 16/50 [00:20<00:43,  1.28s/it]\u001b[A\u001b[A\n","\n","\n","Epoch17_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 52.09it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 50.38it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.71it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 20.68it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  34%|████████▌                | 17/50 [00:21<00:41,  1.26s/it]\u001b[A\u001b[A\n","\n","\n","Epoch18_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch18_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 50.81it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch18_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 50.01it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch18_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 49.13it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch18_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch18_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 22.29it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  36%|█████████                | 18/50 [00:23<00:39,  1.24s/it]\u001b[A\u001b[A\n","\n","\n","Epoch19_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch19_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 51.76it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch19_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 48.27it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch19_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 50.59it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch19_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch19_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 24.13it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  38%|█████████▌               | 19/50 [00:24<00:38,  1.24s/it]\u001b[A\u001b[A\n","\n","\n","Epoch20_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch20_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 50.85it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch20_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 50.54it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch20_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.64it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch20_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch20_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 19.56it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch20_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 17.53it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  40%|██████████               | 20/50 [00:25<00:37,  1.23s/it]\u001b[A\u001b[A\n","\n","\n","Epoch21_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch21_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.30it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch21_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.92it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch21_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 49.85it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch21_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch21_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 21.79it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  42%|██████████▌              | 21/50 [00:26<00:35,  1.23s/it]\u001b[A\u001b[A\n","\n","\n","Epoch22_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch22_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 46.42it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch22_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.35it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch22_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 51.48it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch22_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch22_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 16.79it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch22_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 17.31it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  44%|███████████              | 22/50 [00:27<00:34,  1.23s/it]\u001b[A\u001b[A\n","\n","\n","Epoch23_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch23_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.24it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch23_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 45.12it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch23_TRAIN:  75%|█████████████▌    | 15/20 [00:00<00:00, 39.85it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch23_TRAIN: 100%|██████████████████| 20/20 [00:00<00:00, 37.57it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch23_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch23_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 16.96it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch23_TEST: 100%|█████████████████████| 5/5 [00:00<00:00, 15.94it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  46%|███████████▌             | 23/50 [00:29<00:35,  1.30s/it]\u001b[A\u001b[A\n","\n","\n","Epoch24_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch24_TRAIN:  20%|███▊               | 4/20 [00:00<00:00, 34.68it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch24_TRAIN:  40%|███████▌           | 8/20 [00:00<00:00, 34.86it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch24_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 33.84it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch24_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 34.23it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch24_TRAIN: 100%|██████████████████| 20/20 [00:00<00:00, 34.61it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      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51.76it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch31_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch31_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 21.75it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  62%|███████████████▌         | 31/50 [00:39<00:23,  1.22s/it]\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 50.75it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 51.97it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 50.98it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 18.75it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 12.43it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  64%|████████████████         | 32/50 [00:40<00:22,  1.25s/it]\u001b[A\u001b[A\n","\n","\n","Epoch33_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TRAIN:  20%|███▊               | 4/20 [00:00<00:00, 38.18it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TRAIN:  40%|███████▌           | 8/20 [00:00<00:00, 39.00it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 36.06it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 38.16it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 16.95it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 12.40it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  66%|████████████████▌        | 33/50 [00:42<00:22,  1.34s/it]\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:  20%|███▊               | 4/20 [00:00<00:00, 35.83it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:  40%|███████▌           | 8/20 [00:00<00:00, 32.25it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 33.59it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 41.12it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 25.09it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  68%|█████████████████        | 34/50 [00:43<00:21,  1.33s/it]\u001b[A\u001b[A\n","\n","\n","Epoch35_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.24it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 51.63it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 49.85it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 19.82it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  70%|█████████████████▌       | 35/50 [00:44<00:19,  1.29s/it]\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 51.34it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 53.43it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.85it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 22.34it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  72%|██████████████████       | 36/50 [00:46<00:17,  1.26s/it]\u001b[A\u001b[A\n","\n","\n","Epoch37_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.87it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 51.29it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 48.42it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 21.52it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  74%|██████████████████▌      | 37/50 [00:47<00:16,  1.25s/it]\u001b[A\u001b[A\n","\n","\n","Epoch38_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 47.22it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 47.50it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 49.34it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 19.54it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TEST: 100%|█████████████████████| 5/5 [00:00<00:00, 19.08it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  76%|███████████████████      | 38/50 [00:48<00:15,  1.26s/it]\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.68it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 46.25it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 49.15it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 19.95it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 16.55it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  78%|███████████████████▌     | 39/50 [00:49<00:13,  1.25s/it]\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 51.72it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 50.93it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 50.67it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 23.93it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  80%|████████████████████     | 40/50 [00:50<00:12,  1.23s/it]\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 51.40it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 51.20it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 50.24it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 25.60it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  82%|████████████████████▌    | 41/50 [00:52<00:10,  1.22s/it]\u001b[A\u001b[A\n","\n","\n","Epoch42_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 50.67it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 51.35it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.76it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 16.15it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TEST: 100%|█████████████████████| 5/5 [00:00<00:00, 15.79it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  84%|█████████████████████    | 42/50 [00:53<00:10,  1.27s/it]\u001b[A\u001b[A\n","\n","\n","Epoch43_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 39.07it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TRAIN:  45%|████████▌          | 9/20 [00:00<00:00, 39.26it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TRAIN:  70%|████████████▌     | 14/20 [00:00<00:00, 41.63it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TRAIN:  95%|█████████████████ | 19/20 [00:00<00:00, 41.77it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 21.46it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  86%|█████████████████████▌   | 43/50 [00:55<00:09,  1.34s/it]\u001b[A\u001b[A\n","\n","\n","Epoch44_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 47.68it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.51it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 50.93it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch44_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 22.79it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  88%|██████████████████████   | 44/50 [00:56<00:07,  1.29s/it]\u001b[A\u001b[A\n","\n","\n","Epoch45_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.60it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 53.00it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 51.01it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch45_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 21.44it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  90%|██████████████████████▌  | 45/50 [00:57<00:06,  1.26s/it]\u001b[A\u001b[A\n","\n","\n","Epoch46_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch46_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.46it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch46_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 49.74it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch46_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 49.80it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch46_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch46_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 20.27it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  92%|███████████████████████  | 46/50 [00:58<00:05,  1.26s/it]\u001b[A\u001b[A\n","\n","\n","Epoch47_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch47_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 45.29it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch47_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 49.11it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch47_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 46.86it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch47_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch47_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 24.32it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  94%|███████████████████████▌ | 47/50 [00:59<00:03,  1.25s/it]\u001b[A\u001b[A\n","\n","\n","Epoch48_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 44.12it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 48.24it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 48.46it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 22.15it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  96%|████████████████████████ | 48/50 [01:01<00:02,  1.29s/it]\u001b[A\u001b[A\n","\n","\n","Epoch49_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch49_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.44it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch49_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 51.18it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch49_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 50.32it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch49_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch49_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 23.91it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4:  98%|████████████████████████▌| 49/50 [01:02<00:01,  1.26s/it]\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 46.01it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.14it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 49.08it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 16.81it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 17.33it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split4: 100%|█████████████████████████| 50/50 [01:03<00:00,  1.26s/it]\u001b[A\u001b[A\n","\n","                                                                      \u001b[A\u001b[A\n","SumMe:  80%|██████████████████████▍     | 4/5 [04:22<01:05, 65.30s/it]\u001b[A\n","\n","Split5:   0%|                                  | 0/50 [00:00<?, ?it/s]\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 49.36it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  55%|██████████▍        | 11/20 [00:00<00:00, 48.63it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  80%|███████████████▏   | 16/20 [00:00<00:00, 48.13it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TEST:  40%|████████▊             | 2/5 [00:00<00:00, 16.86it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TEST: 100%|██████████████████████| 5/5 [00:00<00:00, 18.60it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:   2%|▌                         | 1/50 [00:01<01:11,  1.46s/it]\u001b[A\u001b[A\n","\n","\n","Epoch2_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch2_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 40.42it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch2_TRAIN:  50%|█████████▌         | 10/20 [00:00<00:00, 40.65it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch2_TRAIN:  75%|██████████████▎    | 15/20 [00:00<00:00, 40.81it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch2_TRAIN: 100%|███████████████████| 20/20 [00:00<00:00, 41.37it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch2_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch2_TEST:  40%|████████▊             | 2/5 [00:00<00:00, 16.20it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch2_TEST: 100%|██████████████████████| 5/5 [00:00<00:00, 18.18it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:   4%|█                         | 2/50 [00:03<01:16,  1.59s/it]\u001b[A\u001b[A\n","\n","\n","Epoch3_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch3_TRAIN:  20%|████                | 4/20 [00:00<00:00, 39.45it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch3_TRAIN:  50%|█████████▌         | 10/20 [00:00<00:00, 48.38it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch3_TRAIN:  75%|██████████████▎    | 15/20 [00:00<00:00, 48.03it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch3_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch3_TEST:  60%|█████████████▏        | 3/5 [00:00<00:00, 24.31it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:   6%|█▌                        | 3/50 [00:04<01:06,  1.41s/it]\u001b[A\u001b[A\n","\n","\n","Epoch4_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 45.69it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TRAIN:  50%|█████████▌         | 10/20 [00:00<00:00, 47.79it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TRAIN:  80%|███████████████▏   | 16/20 [00:00<00:00, 49.23it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TEST:  40%|████████▊             | 2/5 [00:00<00:00, 19.55it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch4_TEST: 100%|██████████████████████| 5/5 [00:00<00:00, 25.16it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:   8%|██                        | 4/50 [00:05<01:03,  1.39s/it]\u001b[A\u001b[A\n","\n","\n","Epoch5_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 48.93it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TRAIN:  55%|██████████▍        | 11/20 [00:00<00:00, 50.30it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TRAIN:  85%|████████████████▏  | 17/20 [00:00<00:00, 50.84it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch5_TEST:  60%|█████████████▏        | 3/5 [00:00<00:00, 25.16it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  10%|██▌                       | 5/50 [00:06<00:59,  1.31s/it]\u001b[A\u001b[A\n","\n","\n","Epoch6_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch6_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 49.04it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch6_TRAIN:  55%|██████████▍        | 11/20 [00:00<00:00, 50.85it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch6_TRAIN:  85%|████████████████▏  | 17/20 [00:00<00:00, 51.66it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch6_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch6_TEST:  60%|█████████████▏        | 3/5 [00:00<00:00, 24.33it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  12%|███                       | 6/50 [00:08<00:55,  1.26s/it]\u001b[A\u001b[A\n","\n","\n","Epoch7_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch7_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 46.91it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch7_TRAIN:  55%|██████████▍        | 11/20 [00:00<00:00, 51.61it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch7_TRAIN:  85%|████████████████▏  | 17/20 [00:00<00:00, 50.24it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch7_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch7_TEST:  40%|████████▊             | 2/5 [00:00<00:00, 15.75it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  14%|███▋                      | 7/50 [00:09<00:53,  1.24s/it]\u001b[A\u001b[A\n","\n","\n","Epoch8_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch8_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 48.44it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch8_TRAIN:  55%|██████████▍        | 11/20 [00:00<00:00, 50.83it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch8_TRAIN:  85%|████████████████▏  | 17/20 [00:00<00:00, 50.63it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch8_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch8_TEST:  60%|█████████████▏        | 3/5 [00:00<00:00, 25.58it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  16%|████▏                     | 8/50 [00:10<00:51,  1.22s/it]\u001b[A\u001b[A\n","\n","\n","Epoch9_TRAIN:   0%|                            | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch9_TRAIN:  25%|█████               | 5/20 [00:00<00:00, 47.33it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch9_TRAIN:  55%|██████████▍        | 11/20 [00:00<00:00, 49.80it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch9_TRAIN:  80%|███████████████▏   | 16/20 [00:00<00:00, 48.98it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch9_TEST:   0%|                              | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch9_TEST:  40%|████████▊             | 2/5 [00:00<00:00, 17.60it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  18%|████▋                     | 9/50 [00:11<00:52,  1.27s/it]\u001b[A\u001b[A\n","\n","\n","Epoch10_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch10_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 48.89it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch10_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 50.76it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch10_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 49.32it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch10_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch10_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 33.60it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  20%|█████                    | 10/50 [00:12<00:49,  1.24s/it]\u001b[A\u001b[A\n","\n","\n","Epoch11_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.79it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 49.12it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TRAIN:  75%|█████████████▌    | 15/20 [00:00<00:00, 41.05it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TRAIN: 100%|██████████████████| 20/20 [00:00<00:00, 40.44it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 18.51it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch11_TEST: 100%|█████████████████████| 5/5 [00:00<00:00, 20.92it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  22%|█████▌                   | 11/50 [00:14<00:50,  1.29s/it]\u001b[A\u001b[A\n","\n","\n","Epoch12_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TRAIN:  20%|███▊               | 4/20 [00:00<00:00, 38.23it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TRAIN:  45%|████████▌          | 9/20 [00:00<00:00, 39.49it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TRAIN:  65%|███████████▋      | 13/20 [00:00<00:00, 38.08it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 36.97it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch12_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 27.00it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  24%|██████                   | 12/50 [00:15<00:50,  1.33s/it]\u001b[A\u001b[A\n","\n","\n","Epoch13_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch13_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.80it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch13_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 45.03it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch13_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 47.77it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch13_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch13_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 26.54it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  26%|██████▌                  | 13/50 [00:17<00:47,  1.29s/it]\u001b[A\u001b[A\n","\n","\n","Epoch14_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch14_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.35it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch14_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.71it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch14_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 50.64it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch14_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch14_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 19.10it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  28%|███████                  | 14/50 [00:18<00:45,  1.26s/it]\u001b[A\u001b[A\n","\n","\n","Epoch15_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch15_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.87it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch15_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.68it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch15_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 51.00it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch15_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch15_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 29.61it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  30%|███████▌                 | 15/50 [00:19<00:43,  1.23s/it]\u001b[A\u001b[A\n","\n","\n","Epoch16_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch16_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 52.70it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch16_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 53.03it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch16_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 50.59it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch16_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch16_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 27.79it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  32%|████████                 | 16/50 [00:20<00:41,  1.21s/it]\u001b[A\u001b[A\n","\n","\n","Epoch17_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.68it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 51.74it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 50.16it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch17_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 29.27it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  34%|████████▌                | 17/50 [00:21<00:39,  1.20s/it]\u001b[A\u001b[A\n","\n","\n","Epoch18_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch18_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 48.39it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch18_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 50.42it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch18_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.39it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch18_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch18_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 23.90it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  36%|█████████                | 18/50 [00:22<00:38,  1.20s/it]\u001b[A\u001b[A\n","\n","\n","Epoch19_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch19_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 45.89it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch19_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.94it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch19_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 47.71it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch19_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch19_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 25.18it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  38%|█████████▌               | 19/50 [00:24<00:37,  1.19s/it]\u001b[A\u001b[A\n","\n","\n","Epoch20_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch20_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 47.53it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch20_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 47.23it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch20_TRAIN:  75%|█████████████▌    | 15/20 [00:00<00:00, 47.62it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch20_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch20_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 26.75it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  40%|██████████               | 20/50 [00:25<00:36,  1.20s/it]\u001b[A\u001b[A\n","\n","\n","Epoch21_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch21_TRAIN:  20%|███▊               | 4/20 [00:00<00:00, 34.55it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch21_TRAIN:  40%|███████▌           | 8/20 [00:00<00:00, 35.48it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch21_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 25.14it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch21_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 30.46it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch21_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch21_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 15.36it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch21_TEST: 100%|█████████████████████| 5/5 [00:00<00:00, 17.83it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  42%|██████████▌              | 21/50 [00:26<00:38,  1.32s/it]\u001b[A\u001b[A\n","\n","\n","Epoch22_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch22_TRAIN:  20%|███▊               | 4/20 [00:00<00:00, 35.28it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch22_TRAIN:  40%|███████▌           | 8/20 [00:00<00:00, 37.75it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch22_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 35.26it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch22_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 35.79it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch22_TRAIN: 100%|██████████████████| 20/20 [00:00<00:00, 32.01it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch22_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch22_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 18.29it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch22_TEST: 100%|█████████████████████| 5/5 [00:00<00:00, 24.22it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  44%|███████████              | 22/50 [00:28<00:37,  1.35s/it]\u001b[A\u001b[A\n","\n","\n","Epoch23_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch23_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 45.19it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch23_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 45.14it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch23_TRAIN:  75%|█████████████▌    | 15/20 [00:00<00:00, 47.03it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch23_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch23_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 24.23it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  46%|███████████▌             | 23/50 [00:29<00:35,  1.31s/it]\u001b[A\u001b[A\n","\n","\n","Epoch24_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch24_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.36it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch24_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.74it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch24_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 49.86it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch24_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch24_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 17.65it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  48%|████████████             | 24/50 [00:30<00:33,  1.27s/it]\u001b[A\u001b[A\n","\n","\n","Epoch25_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch25_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 47.71it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch25_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 48.95it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch25_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 49.79it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch25_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch25_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 19.25it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  50%|████████████▌            | 25/50 [00:31<00:31,  1.25s/it]\u001b[A\u001b[A\n","\n","\n","Epoch26_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch26_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.64it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch26_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.99it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch26_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 50.24it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch26_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch26_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 25.82it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  52%|█████████████            | 26/50 [00:33<00:29,  1.23s/it]\u001b[A\u001b[A\n","\n","\n","Epoch27_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch27_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 50.15it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch27_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 49.42it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch27_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.98it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch27_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch27_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 24.32it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  54%|█████████████▌           | 27/50 [00:34<00:27,  1.21s/it]\u001b[A\u001b[A\n","\n","\n","Epoch28_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch28_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 47.38it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch28_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.69it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch28_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 51.35it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch28_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch28_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 17.89it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  56%|██████████████           | 28/50 [00:35<00:26,  1.21s/it]\u001b[A\u001b[A\n","\n","\n","Epoch29_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch29_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.21it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch29_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 54.15it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch29_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 50.00it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch29_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch29_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 17.43it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      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18.26it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  60%|███████████████          | 30/50 [00:37<00:24,  1.24s/it]\u001b[A\u001b[A\n","\n","\n","Epoch31_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch31_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 42.99it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch31_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 43.12it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch31_TRAIN:  75%|█████████████▌    | 15/20 [00:00<00:00, 42.28it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch31_TRAIN: 100%|██████████████████| 20/20 [00:00<00:00, 41.71it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch31_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch31_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 17.68it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch31_TEST: 100%|█████████████████████| 5/5 [00:00<00:00, 19.13it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  62%|███████████████▌         | 31/50 [00:39<00:24,  1.30s/it]\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:  20%|███▊               | 4/20 [00:00<00:00, 34.01it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:  40%|███████▌           | 8/20 [00:00<00:00, 35.63it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 36.13it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 40.04it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch32_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 19.22it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  64%|████████████████         | 32/50 [00:40<00:23,  1.30s/it]\u001b[A\u001b[A\n","\n","\n","Epoch33_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 49.64it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 51.01it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 46.28it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch33_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 19.79it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  66%|████████████████▌        | 33/50 [00:41<00:21,  1.27s/it]\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 43.21it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 48.63it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 48.61it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch34_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 17.93it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  68%|█████████████████        | 34/50 [00:43<00:20,  1.26s/it]\u001b[A\u001b[A\n","\n","\n","Epoch35_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.61it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 49.47it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 48.89it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch35_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 34.25it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  70%|█████████████████▌       | 35/50 [00:44<00:18,  1.24s/it]\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.31it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 49.69it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 50.58it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch36_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 28.29it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  72%|██████████████████       | 36/50 [00:45<00:17,  1.23s/it]\u001b[A\u001b[A\n","\n","\n","Epoch37_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TRAIN:  30%|█████▋             | 6/20 [00:00<00:00, 50.32it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TRAIN:  60%|██████████▊       | 12/20 [00:00<00:00, 51.86it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TRAIN:  90%|████████████████▏ | 18/20 [00:00<00:00, 51.41it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch37_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 24.00it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  74%|██████████████████▌      | 37/50 [00:46<00:15,  1.21s/it]\u001b[A\u001b[A\n","\n","\n","Epoch38_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 46.63it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.77it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 50.45it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch38_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 19.53it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  76%|███████████████████      | 38/50 [00:47<00:14,  1.20s/it]\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 47.52it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.95it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 47.14it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch39_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 26.93it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  78%|███████████████████▌     | 39/50 [00:49<00:13,  1.20s/it]\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 46.84it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 46.88it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TRAIN:  80%|██████████████▍   | 16/20 [00:00<00:00, 48.84it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 17.90it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch40_TEST: 100%|█████████████████████| 5/5 [00:00<00:00, 17.54it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  80%|████████████████████     | 40/50 [00:50<00:12,  1.24s/it]\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 42.46it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 42.19it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN:  75%|█████████████▌    | 15/20 [00:00<00:00, 42.49it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TRAIN: 100%|██████████████████| 20/20 [00:00<00:00, 43.79it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 16.45it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch41_TEST: 100%|█████████████████████| 5/5 [00:00<00:00, 18.27it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  82%|████████████████████▌    | 41/50 [00:51<00:11,  1.30s/it]\u001b[A\u001b[A\n","\n","\n","Epoch42_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TRAIN:  20%|███▊               | 4/20 [00:00<00:00, 32.21it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TRAIN:  50%|█████████         | 10/20 [00:00<00:00, 43.97it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TRAIN:  75%|█████████████▌    | 15/20 [00:00<00:00, 44.82it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch42_TEST:  60%|████████████▌        | 3/5 [00:00<00:00, 25.18it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  84%|█████████████████████    | 42/50 [00:53<00:10,  1.29s/it]\u001b[A\u001b[A\n","\n","\n","Epoch43_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 48.50it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 50.55it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 49.07it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch43_TEST:  80%|████████████████▊    | 4/5 [00:00<00:00, 34.54it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  86%|█████████████████████▌   | 43/50 [00:54<00:08,  1.26s/it]\u001b[A\u001b[A\n","\n","\n","Epoch44_TRAIN:   0%|                           | 0/20 [00:00<?, 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?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TRAIN:  25%|████▊              | 5/20 [00:00<00:00, 47.23it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TRAIN:  55%|█████████▉        | 11/20 [00:00<00:00, 51.00it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 51.77it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch48_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 15.97it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5:  96%|████████████████████████ | 48/50 [01:00<00:02,  1.21s/it]\u001b[A\u001b[A\n","\n","\n","Epoch49_TRAIN:   0%|                           | 0/20 [00:00<?, 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1.23s/it]\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:   0%|                           | 0/20 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:  20%|███▊               | 4/20 [00:00<00:00, 35.72it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:  45%|████████▌          | 9/20 [00:00<00:00, 38.47it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:  65%|███████████▋      | 13/20 [00:00<00:00, 36.18it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TRAIN:  85%|███████████████▎  | 17/20 [00:00<00:00, 36.31it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TEST:   0%|                             | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TEST:  40%|████████▍            | 2/5 [00:00<00:00, 15.85it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch50_TEST: 100%|█████████████████████| 5/5 [00:00<00:00, 17.47it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","Split5: 100%|█████████████████████████| 50/50 [01:03<00:00,  1.33s/it]\u001b[A\u001b[A\n","\n","                                                                      \u001b[A\u001b[A\n","SumMe: 100%|████████████████████████████| 5/5 [05:25<00:00, 64.59s/it]\u001b[A\n"," 50%|█████████████████                 | 1/2 [05:25<05:25, 325.93s/it]\n","TVSum:   0%|                                    | 0/5 [00:00<?, ?it/s]\u001b[A\n","\n","Split1:   0%|                                  | 0/50 [00:00<?, ?it/s]\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:   0%|                            | 0/40 [00:00<?, ?it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:   2%|▌                   | 1/40 [00:00<00:04,  8.88it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:   8%|█▌                  | 3/40 [00:00<00:03,  9.51it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  12%|██▌                 | 5/40 [00:00<00:03, 11.47it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  20%|████                | 8/40 [00:00<00:02, 14.44it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  25%|████▊              | 10/40 [00:00<00:02, 14.35it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  30%|█████▋             | 12/40 [00:00<00:01, 14.48it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  35%|██████▋            | 14/40 [00:01<00:01, 14.54it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  42%|████████           | 17/40 [00:01<00:01, 15.28it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  48%|█████████          | 19/40 [00:01<00:01, 14.95it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  55%|██████████▍        | 22/40 [00:01<00:01, 16.47it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  60%|███████████▍       | 24/40 [00:01<00:01, 14.06it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","Epoch1_TRAIN:  70%|█████████████▎     | 28/40 [00:01<00:00, 16.17it/s]\u001b[A\u001b[A\u001b[A\n","\n","\n","                                                                      \u001b[A\u001b[A\u001b[A\n","\n","                                                                      \u001b[A\u001b[A\n"," 50%|█████████████████                 | 1/2 [05:32<05:32, 332.22s/it]\n","Traceback (most recent call last):\n","  File \"train.py\", line 82, in <module>\n","    output = model(feature)\n","  File \"/usr/local/envs/newenv/lib/python3.8/site-packages/torch/nn/modules/module.py\", line 1511, in _wrapped_call_impl\n","    return self._call_impl(*args, **kwargs)\n","  File \"/usr/local/envs/newenv/lib/python3.8/site-packages/torch/nn/modules/module.py\", line 1520, in _call_impl\n","    return forward_call(*args, **kwargs)\n","  File \"/content/CSTA/models/GoogleNet.py\", line 309, in forward\n","    x_att = self.googlenet(key)\n","  File \"/usr/local/envs/newenv/lib/python3.8/site-packages/torch/nn/modules/module.py\", line 1511, in _wrapped_call_impl\n","    return self._call_impl(*args, **kwargs)\n","  File \"/usr/local/envs/newenv/lib/python3.8/site-packages/torch/nn/modules/module.py\", line 1520, in _call_impl\n","    return forward_call(*args, **kwargs)\n","  File \"/content/CSTA/models/GoogleNet.py\", line 89, in forward\n","    x = self._forward(x,n_frame)\n","  File \"/content/CSTA/models/GoogleNet.py\", line 58, in _forward\n","    x = self.conv3(x)\n","  File \"/usr/local/envs/newenv/lib/python3.8/site-packages/torch/nn/modules/module.py\", line 1511, in _wrapped_call_impl\n","    return self._call_impl(*args, **kwargs)\n","  File \"/usr/local/envs/newenv/lib/python3.8/site-packages/torch/nn/modules/module.py\", line 1520, in _call_impl\n","    return forward_call(*args, **kwargs)\n","  File \"/content/CSTA/models/GoogleNet.py\", line 143, in forward\n","    x = self.conv(x)\n","  File \"/usr/local/envs/newenv/lib/python3.8/site-packages/torch/nn/modules/module.py\", line 1511, in _wrapped_call_impl\n","    return self._call_impl(*args, **kwargs)\n","  File \"/usr/local/envs/newenv/lib/python3.8/site-packages/torch/nn/modules/module.py\", line 1520, in _call_impl\n","    return forward_call(*args, **kwargs)\n","  File \"/usr/local/envs/newenv/lib/python3.8/site-packages/torch/nn/modules/conv.py\", line 460, in forward\n","    return self._conv_forward(input, self.weight, self.bias)\n","  File \"/usr/local/envs/newenv/lib/python3.8/site-packages/torch/nn/modules/conv.py\", line 456, in _conv_forward\n","    return F.conv2d(input, weight, bias, self.stride,\n","torch.cuda.OutOfMemoryError: CUDA out of memory. Tried to allocate 20.00 MiB. GPU 0 has a total capacity of 14.74 GiB of which 6.12 MiB is free. Process 25174 has 14.73 GiB memory in use. Of the allocated memory 14.55 GiB is allocated by PyTorch, and 35.12 MiB is reserved by PyTorch but unallocated. If reserved but unallocated memory is large try setting PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True to avoid fragmentation.  See documentation for Memory Management  (https://pytorch.org/docs/stable/notes/cuda.html#environment-variables)\n"]}]}]}