colab-notebooks/tr/v8.0/r4/stt-train-cv-tr-v8.0-r4-s5.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"stt-train-cv-tr-v8.0-r4-s5.ipynb","provenance":[{"file_id":"1dJJtIwjmHnhrWEr55cX95mZJFMgURuVR","timestamp":1636935121112}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU"},"cells":[{"cell_type":"markdown","metadata":{"id":"7UH1HLTFJhIO"},"source":["# Train Turkish STT Model with Coqui & Common Voice Dataset v8.0\n","Ref: https://github.com/mozilla/CorporaCreator/issues/113\n","\n","Run #4: Experiment with CorporaCreator splits / multiple recordings per sentence\n","\n","*   CorporaCreator -s 5\n","*   Coqui v1.1.0\n","*   Batch size 128\n","*   Epocs = 300 (w. early stop at default values)\n","*   Learning Rate = 0.00001\n","*   Dropout Rate = 0.2\n","*   SpecAugment = ON\n","    - frequency_mask[p=0.8, n=2:4, size=2:4]\n","    - time_mask[p=0.8, n=2:4, size=10:50, domain=spectrogram]"]},{"cell_type":"code","metadata":{"id":"L6MGhhWLB56b","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1643535863429,"user_tz":-180,"elapsed":689,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}},"outputId":"c5f4ea1f-6464-4a2d-a72d-8964423dc58c"},"source":["# Switch back to v1 - See: https://colab.research.google.com/notebooks/tensorflow_version.ipynb#scrollTo=NeWVBhf1VxlH\n","%tensorflow_version 1.x"],"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["TensorFlow 1.x selected.\n"]}]},{"cell_type":"code","metadata":{"id":"0dTPn8ogxtZy","executionInfo":{"status":"ok","timestamp":1643535863429,"user_tz":-180,"elapsed":4,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}}},"source":["import shutil, datetime\n","boottime = datetime.datetime.now()"],"execution_count":2,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"fMRwVKFCJmtm"},"source":["## Mount Google Drive"]},{"cell_type":"code","metadata":{"id":"V4b9iJI7JZ6e","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1643535884784,"user_tz":-180,"elapsed":21358,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}},"outputId":"c3ad5ee4-1ba7-450f-a6d9-ffc7ce44fe29"},"source":["# mount your private google drive\n","from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"markdown","metadata":{"id":"NAMwVOvtJvZj"},"source":["## Basic Setup"]},{"cell_type":"code","metadata":{"id":"K4wZQKrCdkwf","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1643535885636,"user_tz":-180,"elapsed":855,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}},"outputId":"c3f65966-0748-49a4-fa4a-c23e49efb89e"},"source":["# Change softlink to CUDA version --> 10.0\n","!rm -rf /usr/local/cuda\n","!ln -s /usr/local/cuda-10.0 /usr/local/cuda\n","!nvcc --version"],"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["nvcc: NVIDIA (R) Cuda compiler driver\n","Copyright (c) 2005-2018 NVIDIA Corporation\n","Built on Sat_Aug_25_21:08:01_CDT_2018\n","Cuda compilation tools, release 10.0, V10.0.130\n"]}]},{"cell_type":"code","metadata":{"id":"8X0lKuXqJ1ZS","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1643535938019,"user_tz":-180,"elapsed":52387,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}},"outputId":"facb23c6-ae72-49f2-b4b5-d18236a64182"},"source":["# Install Coqui STT \n","!git clone --depth 1 --branch v1.1.0 https://github.com/coqui-ai/STT.git\n","!cd STT; pip install -U pip wheel setuptools; pip install ."],"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["Cloning into 'STT'...\n","remote: Enumerating objects: 2214, done.\u001b[K\n","remote: Counting objects: 100% (2214/2214), done.\u001b[K\n","remote: Compressing objects: 100% (1395/1395), done.\u001b[K\n","remote: Total 2214 (delta 856), reused 1647 (delta 721), pack-reused 0\u001b[K\n","Receiving objects: 100% (2214/2214), 12.38 MiB | 23.26 MiB/s, done.\n","Resolving deltas: 100% (856/856), done.\n","Note: checking out 'f3605e23cb01a7e86c4d46f09070098a506fac4e'.\n","\n","You are in 'detached HEAD' state. You can look around, make experimental\n","changes and commit them, and you can discard any commits you make in this\n","state without impacting any branches by performing another checkout.\n","\n","If you want to create a new branch to retain commits you create, you may\n","do so (now or later) by using -b with the checkout command again. Example:\n","\n","  git checkout -b <new-branch-name>\n","\n","Requirement already satisfied: pip in /usr/local/lib/python3.7/dist-packages (21.1.3)\n","Collecting pip\n","  Downloading pip-21.3.1-py3-none-any.whl (1.7 MB)\n","\u001b[K     |████████████████████████████████| 1.7 MB 14.0 MB/s \n","\u001b[?25hRequirement already satisfied: wheel in /usr/local/lib/python3.7/dist-packages (0.37.1)\n","Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (57.4.0)\n","Collecting setuptools\n","  Downloading setuptools-60.5.0-py3-none-any.whl (958 kB)\n","\u001b[K     |████████████████████████████████| 958 kB 59.1 MB/s \n","\u001b[?25hInstalling collected packages: setuptools, pip\n","  Attempting uninstall: setuptools\n","    Found existing installation: setuptools 57.4.0\n","    Uninstalling setuptools-57.4.0:\n","      Successfully uninstalled setuptools-57.4.0\n","  Attempting uninstall: pip\n","    Found existing installation: pip 21.1.3\n","    Uninstalling pip-21.1.3:\n","      Successfully uninstalled pip-21.1.3\n","\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n","kapre 0.3.7 requires tensorflow>=2.0.0, but you have tensorflow 1.15.2 which is incompatible.\n","datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\u001b[0m\n","Successfully installed pip-21.3.1 setuptools-60.5.0\n","Processing /content/STT\n","  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n","Collecting attrdict\n","  Downloading attrdict-2.0.1-py2.py3-none-any.whl (9.9 kB)\n","Requirement already satisfied: bs4 in /usr/local/lib/python3.7/dist-packages (from coqui-stt-training==1.1.0) (0.0.1)\n","Collecting coqpit\n","  Downloading coqpit-0.0.14-py3-none-any.whl (13 kB)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from coqui-stt-training==1.1.0) (1.19.5)\n","Collecting optuna\n","  Downloading optuna-2.10.0-py3-none-any.whl (308 kB)\n","     |████████████████████████████████| 308 kB 14.7 MB/s            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/root/.cache/pip/wheels/21/7f/02/420f32a803f7d0967b48dd823da3f558c5166991bfd204eef3\n","  Building wheel for pyogg (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for pyogg: filename=PyOgg-0.6.14a1-py2.py3-none-any.whl size=35330 sha256=1aba99d986620b62d31d80eb1ae8e209e9788d05151a5451d9b392c6aaf77226\n","  Stored in directory: /root/.cache/pip/wheels/45/aa/6f/5fb54a0a14846e4202945a65937c7f3eb245af5031a141147a\n","  Building wheel for pyperclip (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for pyperclip: filename=pyperclip-1.8.2-py3-none-any.whl size=11137 sha256=d1fb547f8937499ec054ce65d4aaee52b87d7ea65a7ac138aa728bc9886192d8\n","  Stored in directory: /root/.cache/pip/wheels/9f/18/84/8f69f8b08169c7bae2dde6bd7daf0c19fca8c8e500ee620a28\n","Successfully built coqui-stt-training opuslib gast pyogg pyperclip\n","Installing collected packages: pyperclip, pbr, numpy, stevedore, Mako, cmd2, autopage, gast, colorlog, cmaes, cliff, alembic, tensorflow, sox, pyxdg, pyogg, opuslib, optuna, coqui-stt-ctcdecoder, coqpit, attrdict, coqui-stt-training\n","  Attempting uninstall: numpy\n","    Found existing installation: numpy 1.19.5\n","    Uninstalling numpy-1.19.5:\n","      Successfully uninstalled numpy-1.19.5\n","  Attempting uninstall: gast\n","    Found existing installation: gast 0.4.0\n","    Uninstalling gast-0.4.0:\n","      Successfully uninstalled gast-0.4.0\n","  Attempting uninstall: tensorflow\n","    Found existing installation: tensorflow 1.15.2\n","    Uninstalling tensorflow-1.15.2:\n","      Successfully uninstalled tensorflow-1.15.2\n","\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n","lucid 0.3.10 requires umap-learn, which is not installed.\n","kapre 0.3.7 requires tensorflow>=2.0.0, but you have tensorflow 1.15.4 which is incompatible.\n","datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\n","albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.\u001b[0m\n","Successfully installed Mako-1.1.6 alembic-1.7.5 attrdict-2.0.1 autopage-0.5.0 cliff-3.10.0 cmaes-0.8.2 cmd2-2.3.3 colorlog-6.6.0 coqpit-0.0.14 coqui-stt-ctcdecoder-1.1.0 coqui-stt-training-1.1.0 gast-0.2.2 numpy-1.18.5 optuna-2.10.0 opuslib-2.0.0 pbr-5.8.0 pyogg-0.6.14a1 pyperclip-1.8.2 pyxdg-0.27 sox-1.4.1 stevedore-3.5.0 tensorflow-2.7.0\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\n"]}]},{"cell_type":"code","metadata":{"id":"MoOV19yumMtm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1643535981789,"user_tz":-180,"elapsed":43780,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}},"outputId":"92c3b295-2df7-4dd7-812e-4265b356860a"},"source":["# Tensorflow GPU\n","!pip install tensorflow-gpu==1.15.4"],"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting tensorflow-gpu==1.15.4\n","  Downloading tensorflow_gpu-1.15.4-cp37-cp37m-manylinux2010_x86_64.whl (411.0 MB)\n","     |████████████████████████████████| 411.0 MB 25 kB/s               \n","\u001b[?25hRequirement already satisfied: tensorflow-estimator==1.15.1 in /tensorflow-1.15.2/python3.7 (from tensorflow-gpu==1.15.4) (1.15.1)\n","Requirement already satisfied: wrapt>=1.11.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow-gpu==1.15.4) (1.13.3)\n","Requirement already satisfied: grpcio>=1.8.6 in /usr/local/lib/python3.7/dist-packages (from tensorflow-gpu==1.15.4) (1.43.0)\n","Requirement already satisfied: keras-preprocessing>=1.0.5 in /usr/local/lib/python3.7/dist-packages (from tensorflow-gpu==1.15.4) (1.1.2)\n","Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.7/dist-packages (from tensorflow-gpu==1.15.4) (0.37.1)\n","Requirement already satisfied: astor>=0.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow-gpu==1.15.4) (0.8.1)\n","Requirement already satisfied: gast==0.2.2 in /usr/local/lib/python3.7/dist-packages (from tensorflow-gpu==1.15.4) (0.2.2)\n","Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.7/dist-packages (from tensorflow-gpu==1.15.4) (3.3.0)\n","Requirement already satisfied: google-pasta>=0.1.6 in /usr/local/lib/python3.7/dist-packages (from tensorflow-gpu==1.15.4) (0.2.0)\n","Requirement already satisfied: numpy<1.19.0,>=1.16.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow-gpu==1.15.4) (1.18.5)\n","Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow-gpu==1.15.4) (1.1.0)\n","Requirement already satisfied: tensorboard<1.16.0,>=1.15.0 in /tensorflow-1.15.2/python3.7 (from tensorflow-gpu==1.15.4) (1.15.0)\n","Requirement already satisfied: protobuf>=3.6.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow-gpu==1.15.4) (3.17.3)\n","Requirement already satisfied: keras-applications>=1.0.8 in /tensorflow-1.15.2/python3.7 (from tensorflow-gpu==1.15.4) (1.0.8)\n","Requirement already satisfied: six>=1.10.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow-gpu==1.15.4) (1.15.0)\n","Requirement already satisfied: absl-py>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow-gpu==1.15.4) (1.0.0)\n","Requirement already satisfied: h5py in /usr/local/lib/python3.7/dist-packages (from keras-applications>=1.0.8->tensorflow-gpu==1.15.4) (3.1.0)\n","Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tensorboard<1.16.0,>=1.15.0->tensorflow-gpu==1.15.4) (3.3.6)\n","Requirement already satisfied: setuptools>=41.0.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard<1.16.0,>=1.15.0->tensorflow-gpu==1.15.4) (60.5.0)\n","Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.7/dist-packages (from tensorboard<1.16.0,>=1.15.0->tensorflow-gpu==1.15.4) (1.0.1)\n","Requirement already satisfied: importlib-metadata>=4.4 in /usr/local/lib/python3.7/dist-packages (from markdown>=2.6.8->tensorboard<1.16.0,>=1.15.0->tensorflow-gpu==1.15.4) (4.10.1)\n","Requirement already satisfied: cached-property in /usr/local/lib/python3.7/dist-packages (from h5py->keras-applications>=1.0.8->tensorflow-gpu==1.15.4) (1.5.2)\n","Requirement already satisfied: typing-extensions>=3.6.4 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard<1.16.0,>=1.15.0->tensorflow-gpu==1.15.4) (3.10.0.2)\n","Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard<1.16.0,>=1.15.0->tensorflow-gpu==1.15.4) (3.7.0)\n","Installing collected packages: tensorflow-gpu\n","Successfully installed tensorflow-gpu-1.15.4\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\n"]}]},{"cell_type":"code","metadata":{"id":"bSZgWayZg3Fv","executionInfo":{"status":"ok","timestamp":1643535982372,"user_tz":-180,"elapsed":593,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}}},"source":["import os\n","# use maximum one GPU\n","os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"0\""],"execution_count":7,"outputs":[]},{"cell_type":"code","metadata":{"id":"ku8iFpJuFUJk","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1643535984334,"user_tz":-180,"elapsed":1963,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}},"outputId":"42ddf985-6e02-443d-bc5b-8fcacab4a59b"},"source":["import tensorflow as tf\n","print([tf.__version__, tf.test.is_gpu_available()])"],"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["['1.15.4', True]\n"]}]},{"cell_type":"code","metadata":{"id":"hXHIn8ZiFVyO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1643535984760,"user_tz":-180,"elapsed":4,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}},"outputId":"f786c72e-c2d6-4ccd-dc4b-bd171d4af2c3"},"source":["from tensorflow.python.client import device_lib\n","device_lib.list_local_devices()"],"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[name: \"/device:CPU:0\"\n"," device_type: \"CPU\"\n"," memory_limit: 268435456\n"," locality {\n"," }\n"," incarnation: 5191234760957890419, name: \"/device:XLA_CPU:0\"\n"," device_type: \"XLA_CPU\"\n"," memory_limit: 17179869184\n"," locality {\n"," }\n"," incarnation: 14776407845145235096\n"," physical_device_desc: \"device: XLA_CPU device\", name: \"/device:XLA_GPU:0\"\n"," device_type: \"XLA_GPU\"\n"," memory_limit: 17179869184\n"," locality {\n"," }\n"," incarnation: 11874443887650202986\n"," physical_device_desc: \"device: XLA_GPU device\", name: \"/device:GPU:0\"\n"," device_type: \"GPU\"\n"," memory_limit: 15964005991\n"," locality {\n","   bus_id: 1\n","   links {\n","   }\n"," }\n"," incarnation: 3332183432234094331\n"," physical_device_desc: \"device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:04.0, compute capability: 6.0\"]"]},"metadata":{},"execution_count":9}]},{"cell_type":"markdown","metadata":{"id":"Ebt1wBvnK_ju"},"source":["## RESTORE CONVERTED DATASET FROM BACKUP"]},{"cell_type":"code","metadata":{"id":"aJBokUT-LEBJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1643536115909,"user_tz":-180,"elapsed":131152,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}},"outputId":"353df5ec-5b87-42ec-f9cd-133e5c8caf07"},"source":["!tar -xzvf \"/content/drive/MyDrive/cv-datasets/tr/v8.0/converted-tr-corpus-v8.0-s5.tar.gz\" -C \"/\""],"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1;30;43mStreaming output truncated to the last 5000 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-al /content/data/tr"],"metadata":{"id":"md62H9MbD2j2","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1643536116494,"user_tz":-180,"elapsed":589,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}},"outputId":"1b9b3634-62d4-4dc9-81c7-7a389b0d6699"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["total 12\n","drwxr-xr-x 3 root root 4096 Jan 30 09:46 .\n","drwxr-xr-x 3 root root 4096 Jan 30 09:46 ..\n","drwxr-xr-x 3 root root 4096 Jan 29 09:12 v8.0-s5\n"]}]},{"cell_type":"markdown","metadata":{"id":"pOCXwGZbLWwR"},"source":["-------------------------------\n","# COQUI TRAINING (SEPARATE TRAIN AND TEST)\n","-------------------------------\n"]},{"cell_type":"code","metadata":{"id":"AhlyVuUIuvN5","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1643536116812,"user_tz":-180,"elapsed":319,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}},"outputId":"7db17e72-a26f-46f5-b692-43c015f13605"},"source":["# Create directory structure\n","!rm -rf /content/drive/MyDrive/cv-datasets/tr/v8.0/v8.0-r4-s5\n","!rm -rf /content/data/tr/v8.0-r4-s5\n","!mkdir -p /content/data/tr/v8.0-r4-s5/checkpoints\n","!mkdir -p /content/data/tr/v8.0-r4-s5/exports/model\n","!mkdir -p /content/data/tr/v8.0-r4-s5/summary\n","!mkdir -p /content/data/tr/v8.0-r4-s5/test_output\n","print(str(datetime.datetime.now() - boottime))"],"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["0:04:13.723034\n"]}]},{"cell_type":"code","metadata":{"id":"9Ceq3yIhYHzj","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1643574644888,"user_tz":-180,"elapsed":38518912,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}},"outputId":"65494b55-8c3a-4afd-b51f-6ea7f16a7968"},"source":["# TRAIN\n","!python -m coqui_stt_training.train \\\n","  --show_progressbar true \\\n","  --train_cudnn true \\\n","  --force_initialize_learning_rate true \\\n","  --epochs 300 \\\n","  --early_stop true \\\n","  --learning_rate 0.00001 \\\n","  --dropout_rate 0.2 \\\n","  --max_to_keep 1 \\\n","  --drop_source_layers 2 \\\n","  --train_batch_size 128 \\\n","  --dev_batch_size 128 \\\n","  --augment \"frequency_mask[p=0.8,n=2:4,size=2:4]\" \"time_mask[p=0.8,domain=spectrogram,n=2:4,size=10:50]\" \\\n","  --alphabet_config_path /content/drive/MyDrive/cv-datasets/tr/alphabet.txt \\\n","  --load_checkpoint_dir /content/drive/MyDrive/cv-datasets/en/coqui-stt-1.0.0-checkpoint \\\n","  --save_checkpoint_dir /content/data/tr/v8.0-r4-s5/checkpoints \\\n","  --summary_dir /content/data/tr/v8.0-r4-s5/summary \\\n","  --train_files /content/data/tr/v8.0-s5/clips/train.csv \\\n","  --dev_files /content/data/tr/v8.0-s5/clips/dev.csv"],"execution_count":13,"outputs":[{"output_type":"stream","name":"stdout","text":["Parsed augmentations: [FrequencyMask(p=0.8, n=ValueRange(start=2, end=4, r=0), size=ValueRange(start=2, end=4, r=0)), TimeMask(p=0.8, domain='spectrogram', n=ValueRange(start=2, end=4, r=0), size=ValueRange(start=10.0, end=50.0, r=0.0))]\n","I Loading best validating checkpoint from /content/drive/MyDrive/cv-datasets/en/coqui-stt-1.0.0-checkpoint/best_dev-3663881\n","I Loading variable from checkpoint: beta1_power\n","I Loading variable from checkpoint: beta2_power\n","I Loading variable from checkpoint: cudnn_lstm/opaque_kernel\n","I Loading variable from checkpoint: cudnn_lstm/opaque_kernel/Adam\n","I Loading variable from checkpoint: cudnn_lstm/opaque_kernel/Adam_1\n","I Loading variable from checkpoint: global_step\n","I Loading variable from checkpoint: layer_1/bias\n","I Loading variable from checkpoint: layer_1/bias/Adam\n","I Loading variable from checkpoint: layer_1/bias/Adam_1\n","I Loading variable from checkpoint: layer_1/weights\n","I Loading variable from checkpoint: layer_1/weights/Adam\n","I Loading variable from checkpoint: layer_1/weights/Adam_1\n","I Loading variable from checkpoint: layer_2/bias\n","I Loading variable from checkpoint: layer_2/bias/Adam\n","I Loading variable from checkpoint: layer_2/bias/Adam_1\n","I Loading variable from checkpoint: layer_2/weights\n","I Loading variable from checkpoint: layer_2/weights/Adam\n","I Loading variable from checkpoint: layer_2/weights/Adam_1\n","I Loading variable from checkpoint: layer_3/bias\n","I Loading variable from checkpoint: layer_3/bias/Adam\n","I Loading variable from checkpoint: layer_3/bias/Adam_1\n","I Loading variable from checkpoint: layer_3/weights\n","I Loading variable from checkpoint: layer_3/weights/Adam\n","I Loading variable from checkpoint: layer_3/weights/Adam_1\n","I Initializing variable: layer_5/bias\n","I Initializing variable: layer_5/bias/Adam\n","I Initializing variable: layer_5/bias/Adam_1\n","I Initializing variable: layer_5/weights\n","I Initializing variable: layer_5/weights/Adam\n","I Initializing variable: layer_5/weights/Adam_1\n","I Initializing variable: layer_6/bias\n","I Initializing variable: layer_6/bias/Adam\n","I Initializing variable: layer_6/bias/Adam_1\n","I Initializing variable: layer_6/weights\n","I Initializing variable: layer_6/weights/Adam\n","I Initializing variable: layer_6/weights/Adam_1\n","I Initializing variable: learning_rate\n","I STARTING Optimization\n","Epoch 0 |   Training | Elapsed Time: 0:05:24 | Steps: 292 | Loss: 75.338761     \n","Epoch 0 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 58.136961 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 58.136961 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3664173\n","--------------------------------------------------------------------------------\n","Epoch 1 |   Training | Elapsed Time: 0:05:20 | Steps: 292 | Loss: 42.348907     \n","Epoch 1 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 46.557314 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 46.557314 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3664465\n","--------------------------------------------------------------------------------\n","Epoch 2 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 35.990395     \n","Epoch 2 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 42.180109 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 42.180109 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3664757\n","--------------------------------------------------------------------------------\n","Epoch 3 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 32.721644     \n","Epoch 3 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 39.533382 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 39.533382 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3665049\n","--------------------------------------------------------------------------------\n","Epoch 4 |   Training | Elapsed Time: 0:05:20 | Steps: 292 | Loss: 30.493636     \n","Epoch 4 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 37.711532 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 37.711532 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3665341\n","--------------------------------------------------------------------------------\n","Epoch 5 |   Training | Elapsed Time: 0:05:20 | Steps: 292 | Loss: 28.715360     \n","Epoch 5 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 36.276264 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 36.276264 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3665633\n","--------------------------------------------------------------------------------\n","Epoch 6 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 27.236419     \n","Epoch 6 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 35.099516 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 35.099516 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3665925\n","--------------------------------------------------------------------------------\n","Epoch 7 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 26.015994     \n","Epoch 7 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 34.105508 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 34.105508 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3666217\n","--------------------------------------------------------------------------------\n","Epoch 8 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 24.891971     \n","Epoch 8 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 33.141426 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 33.141426 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3666509\n","--------------------------------------------------------------------------------\n","Epoch 9 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 23.915897     \n","Epoch 9 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 32.292287 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 32.292287 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3666801\n","--------------------------------------------------------------------------------\n","Epoch 10 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 22.997050    \n","Epoch 10 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 31.660085 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 31.660085 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3667093\n","--------------------------------------------------------------------------------\n","Epoch 11 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 22.210440    \n","Epoch 11 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 31.050003 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 31.050003 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3667385\n","--------------------------------------------------------------------------------\n","Epoch 12 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 21.414905    \n","Epoch 12 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 30.494493 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 30.494493 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3667677\n","--------------------------------------------------------------------------------\n","Epoch 13 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 20.727980    \n","Epoch 13 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 30.035688 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 30.035688 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3667969\n","--------------------------------------------------------------------------------\n","Epoch 14 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 20.078069    \n","Epoch 14 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 29.513856 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 29.513856 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3668261\n","--------------------------------------------------------------------------------\n","Epoch 15 |   Training | Elapsed Time: 0:05:20 | Steps: 292 | Loss: 19.468718    \n","Epoch 15 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 28.990124 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 28.990124 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3668553\n","--------------------------------------------------------------------------------\n","Epoch 16 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 18.906026    \n","Epoch 16 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 28.537395 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 28.537395 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3668845\n","--------------------------------------------------------------------------------\n","Epoch 17 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 18.364211    \n","Epoch 17 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 28.251413 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 28.251413 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3669137\n","--------------------------------------------------------------------------------\n","Epoch 18 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 17.869971    \n","Epoch 18 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 27.982432 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 27.982432 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3669429\n","--------------------------------------------------------------------------------\n","Epoch 19 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 17.390436    \n","Epoch 19 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 27.649734 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 27.649734 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3669721\n","--------------------------------------------------------------------------------\n","Epoch 20 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 16.918983    \n","Epoch 20 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 27.398270 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 27.398270 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3670013\n","--------------------------------------------------------------------------------\n","Epoch 21 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 16.512186    \n","Epoch 21 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 27.124701 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 27.124701 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3670305\n","--------------------------------------------------------------------------------\n","Epoch 22 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 16.144406    \n","Epoch 22 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 26.824379 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 26.824379 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3670597\n","--------------------------------------------------------------------------------\n","Epoch 23 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 15.732953    \n","Epoch 23 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 26.666899 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 26.666899 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3670889\n","--------------------------------------------------------------------------------\n","Epoch 24 |   Training | Elapsed Time: 0:05:20 | Steps: 292 | Loss: 15.402144    \n","Epoch 24 | Validation | Elapsed Time: 0:00:49 | Steps: 87 | Loss: 26.417702 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 26.417702 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3671181\n","--------------------------------------------------------------------------------\n","Epoch 25 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 15.005919    \n","Epoch 25 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 26.221333 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 26.221333 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3671473\n","--------------------------------------------------------------------------------\n","Epoch 26 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 14.666392    \n","Epoch 26 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 26.114872 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 26.114872 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3671765\n","--------------------------------------------------------------------------------\n","Epoch 27 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 14.349245    \n","Epoch 27 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 25.937555 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 25.937555 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3672057\n","--------------------------------------------------------------------------------\n","Epoch 28 |   Training | Elapsed Time: 0:05:20 | Steps: 292 | Loss: 14.037189    \n","Epoch 28 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 25.779291 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 25.779291 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3672349\n","--------------------------------------------------------------------------------\n","Epoch 29 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 13.747908    \n","Epoch 29 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 25.623247 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 25.623247 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3672641\n","--------------------------------------------------------------------------------\n","Epoch 30 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 13.463409    \n","Epoch 30 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 25.540994 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 25.540994 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3672933\n","--------------------------------------------------------------------------------\n","Epoch 31 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 13.172216    \n","Epoch 31 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 25.243300 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 25.243300 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3673225\n","--------------------------------------------------------------------------------\n","Epoch 32 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 12.919923    \n","Epoch 32 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 25.262021 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 33 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 12.654290    \n","Epoch 33 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 25.348811 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 34 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 12.427748    \n","Epoch 34 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 25.066603 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 25.066603 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3674101\n","--------------------------------------------------------------------------------\n","Epoch 35 |   Training | Elapsed Time: 0:05:20 | Steps: 292 | Loss: 12.147868    \n","Epoch 35 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.853427 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 24.853427 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3674393\n","--------------------------------------------------------------------------------\n","Epoch 36 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 11.947021    \n","Epoch 36 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.833941 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 24.833941 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3674685\n","--------------------------------------------------------------------------------\n","Epoch 37 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 11.729445    \n","Epoch 37 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.816702 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 24.816702 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3674977\n","--------------------------------------------------------------------------------\n","Epoch 38 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 11.486365    \n","Epoch 38 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.650281 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 24.650281 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3675269\n","--------------------------------------------------------------------------------\n","Epoch 39 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 11.300089    \n","Epoch 39 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.533992 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 24.533992 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3675561\n","--------------------------------------------------------------------------------\n","Epoch 40 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 11.073193    \n","Epoch 40 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.454535 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 24.454535 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3675853\n","--------------------------------------------------------------------------------\n","Epoch 41 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 10.890657    \n","Epoch 41 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.521396 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 42 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 10.682435    \n","Epoch 42 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.432216 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 24.432216 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3676437\n","--------------------------------------------------------------------------------\n","Epoch 43 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 10.456078    \n","Epoch 43 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.469610 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 44 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 10.290948    \n","Epoch 44 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.455995 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 45 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 10.110665    \n","Epoch 45 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.287215 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 24.287215 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3677313\n","--------------------------------------------------------------------------------\n","Epoch 46 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 9.961597     \n","Epoch 46 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.227982 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 24.227982 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3677605\n","--------------------------------------------------------------------------------\n","Epoch 47 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 9.800089     \n","Epoch 47 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.310168 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 48 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 9.586509     \n","Epoch 48 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.390901 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 49 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 9.444103     \n","Epoch 49 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.398068 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 50 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 9.284775     \n","Epoch 50 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.309215 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 51 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 9.129850     \n","Epoch 51 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.296797 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 52 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 8.966752     \n","Epoch 52 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.305494 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 53 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 8.814650     \n","Epoch 53 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.238939 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 54 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 8.661574     \n","Epoch 54 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.320534 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 55 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 8.521444     \n","Epoch 55 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.174904 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 24.174904 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3680233\n","--------------------------------------------------------------------------------\n","Epoch 56 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 8.365940     \n","Epoch 56 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.266235 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 57 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 8.258347     \n","Epoch 57 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.200965 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 58 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 8.110903     \n","Epoch 58 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.256487 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 59 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 7.954325     \n","Epoch 59 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.251464 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 60 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 7.865476     \n","Epoch 60 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.224246 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 61 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 7.747382     \n","Epoch 61 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.316911 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 62 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 7.627041     \n","Epoch 62 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.171050 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 24.171050 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3682277\n","--------------------------------------------------------------------------------\n","Epoch 63 |   Training | Elapsed Time: 0:05:16 | Steps: 292 | Loss: 7.477739     \n","Epoch 63 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.168966 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 24.168966 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3682569\n","--------------------------------------------------------------------------------\n","Epoch 64 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 7.342342     \n","Epoch 64 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.344118 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 65 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 7.224783     \n","Epoch 65 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.223081 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 66 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 7.134633     \n","Epoch 66 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.279520 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 67 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 7.011755     \n","Epoch 67 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.407971 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 68 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 6.913844     \n","Epoch 68 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.628135 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 69 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 6.795122     \n","Epoch 69 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.460600 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 70 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 6.732544     \n","Epoch 70 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.429321 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 71 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 6.578000     \n","Epoch 71 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.561247 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 72 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 6.458074     \n","Epoch 72 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.548634 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 73 |   Training | Elapsed Time: 0:05:16 | Steps: 292 | Loss: 6.365950     \n","Epoch 73 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.643511 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 74 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 6.315638     \n","Epoch 74 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.790697 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 75 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 7.601451     \n","Epoch 75 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.264518 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 76 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 7.433702     \n","Epoch 76 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.151523 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 24.151523 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3686365\n","--------------------------------------------------------------------------------\n","Epoch 77 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 7.289846     \n","Epoch 77 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 23.905141 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 23.905141 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3686657\n","--------------------------------------------------------------------------------\n","Epoch 78 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 7.240206     \n","Epoch 78 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 23.852451 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Saved new best validating model with loss 23.852451 to: /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3686949\n","--------------------------------------------------------------------------------\n","Epoch 79 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 7.099076     \n","Epoch 79 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 23.943834 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 80 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 7.000325     \n","Epoch 80 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 23.991947 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 81 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 6.974611     \n","Epoch 81 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.045235 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 82 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 6.834843     \n","Epoch 82 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.247650 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 83 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 6.765173     \n","Epoch 83 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.297109 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 84 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 6.640788     \n","Epoch 84 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.271672 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 85 |   Training | Elapsed Time: 0:05:19 | Steps: 292 | Loss: 6.581099     \n","Epoch 85 | Validation | Elapsed Time: 0:00:49 | Steps: 87 | Loss: 24.441309 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 86 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 6.523533     \n","Epoch 86 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 23.975321 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 87 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 6.425950     \n","Epoch 87 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.277364 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 88 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 6.360140     \n","Epoch 88 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.098829 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 89 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 6.283234     \n","Epoch 89 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.070821 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 90 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 6.187708     \n","Epoch 90 | Validation | Elapsed Time: 0:00:49 | Steps: 87 | Loss: 24.157905 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 91 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 6.140946     \n","Epoch 91 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.095925 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 92 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 6.086067     \n","Epoch 92 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.287143 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 93 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 6.008766     \n","Epoch 93 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.520878 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 94 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 5.902483     \n","Epoch 94 | Validation | Elapsed Time: 0:00:48 | Steps: 87 | Loss: 24.293969 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 95 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 5.850732     \n","Epoch 95 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.272608 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 96 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 5.778725     \n","Epoch 96 | Validation | Elapsed Time: 0:00:46 | Steps: 87 | Loss: 24.323484 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 97 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 5.690838     \n","Epoch 97 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.482400 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 98 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 5.674931     \n","Epoch 98 | Validation | Elapsed Time: 0:00:46 | Steps: 87 | Loss: 24.244511 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 99 |   Training | Elapsed Time: 0:05:16 | Steps: 292 | Loss: 5.633655     \n","Epoch 99 | Validation | Elapsed Time: 0:00:46 | Steps: 87 | Loss: 24.185524 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 100 |   Training | Elapsed Time: 0:05:16 | Steps: 292 | Loss: 5.549758    \n","Epoch 100 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.520688 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 101 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 5.497362    \n","Epoch 101 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.153318 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 102 |   Training | Elapsed Time: 0:05:18 | Steps: 292 | Loss: 5.430603    \n","Epoch 102 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.235609 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","--------------------------------------------------------------------------------\n","Epoch 103 |   Training | Elapsed Time: 0:05:17 | Steps: 292 | Loss: 5.386613    \n","Epoch 103 | Validation | Elapsed Time: 0:00:47 | Steps: 87 | Loss: 24.313408 | Dataset: /content/data/tr/v8.0-s5/clips/dev.csv\n","I Early stop triggered as the loss did not improve the last 25 epochs\n","I FINISHED optimization in 10:41:36.088663\n"]}]},{"cell_type":"code","metadata":{"id":"99ZXq4W3YZ3e","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1643574691369,"user_tz":-180,"elapsed":45281,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}},"outputId":"371bdf20-a49a-44ce-ef30-16581b00ee6d"},"source":["# SAVE RESULT\n","print(str(datetime.datetime.now() - boottime))\n","!rm -rf /content/drive/MyDrive/cv-datasets/tr/v8.0/v8.0-r4-s5\n","shutil.copytree(\"/content/data/tr/v8.0-r4-s5\", \"/content/drive/MyDrive/cv-datasets/tr/v8.0/v8.0-r4-s5\")\n","drive.flush_and_unmount()\n","drive.mount('/content/drive')\n","print(str(datetime.datetime.now() - boottime))"],"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["10:46:22.132628\n","Mounted at /content/drive\n","10:47:07.810785\n"]}]},{"cell_type":"code","metadata":{"id":"7OmeSjsNYZoC","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1643580350217,"user_tz":-180,"elapsed":5658856,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}},"outputId":"253f4108-df69-455b-91da-f803a27a6e3b"},"source":["# TEST\n","!python -m coqui_stt_training.evaluate \\\n","  --show_progressbar true \\\n","  --train_cudnn true \\\n","  --test_batch_size 128 \\\n","  --test_output_file /content/data/tr/v8.0-r4-s5/test_output/test_output \\\n","  --test_files /content/data/tr/v8.0-s5/clips/test.csv \\\n","  --checkpoint_dir /content/data/tr/v8.0-r4-s5/checkpoints"],"execution_count":15,"outputs":[{"output_type":"stream","name":"stdout","text":["I --alphabet_config_path not specified, but found an alphabet file alongside specified checkpoint (/content/data/tr/v8.0-r4-s5/checkpoints/alphabet.txt). Will use this alphabet file for this run.\n","I Loading best validating checkpoint from /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3686949\n","I Loading variable from checkpoint: cudnn_lstm/rnn/multi_rnn_cell/cell_0/cudnn_compatible_lstm_cell/bias\n","I Loading variable from checkpoint: cudnn_lstm/rnn/multi_rnn_cell/cell_0/cudnn_compatible_lstm_cell/kernel\n","I Loading variable from checkpoint: global_step\n","I Loading variable from checkpoint: layer_1/bias\n","I Loading variable from checkpoint: layer_1/weights\n","I Loading variable from checkpoint: layer_2/bias\n","I Loading variable from checkpoint: layer_2/weights\n","I Loading variable from checkpoint: layer_3/bias\n","I Loading variable from checkpoint: layer_3/weights\n","I Loading variable from checkpoint: layer_5/bias\n","I Loading variable from checkpoint: layer_5/weights\n","I Loading variable from checkpoint: layer_6/bias\n","I Loading variable from checkpoint: layer_6/weights\n","Testing model on /content/data/tr/v8.0-s5/clips/test.csv\n","Test epoch | Steps: 87 | Elapsed Time: 1:34:00                                  \n","Test on /content/data/tr/v8.0-s5/clips/test.csv - WER: 0.654327, CER: 0.186943, loss: 28.041620\n","--------------------------------------------------------------------------------\n","Best WER: \n","--------------------------------------------------------------------------------\n","WER: 0.000000, CER: 0.013889, loss: 5.689827\n"," - wav: file:///content/data/tr/v8.0-s5/clips/common_voice_tr_27372864.wav\n"," - src: \"fakat ne bir kelime ile kendi vaziyetinden ne de eski günlerden bahsetti\"\n"," - res: \"fakat ne bir kelime ile kendi vaziyetinden  ne de eski günlerden bahsetti\"\n","--------------------------------------------------------------------------------\n","WER: 0.000000, CER: 0.000000, loss: 3.841054\n"," - wav: file:///content/data/tr/v8.0-s5/clips/common_voice_tr_20749457.wav\n"," - src: \"bugüne kadar bunu sadece dokuz ülke yaptı\"\n"," - res: \"bugüne kadar bunu sadece dokuz ülke yaptı\"\n","--------------------------------------------------------------------------------\n","WER: 0.000000, CER: 0.000000, loss: 3.838384\n"," - wav: file:///content/data/tr/v8.0-s5/clips/common_voice_tr_18459588.wav\n"," - src: \"odun olmasa şimdiye dek ölmüştük\"\n"," - res: \"odun olmasa şimdiye dek ölmüştük\"\n","--------------------------------------------------------------------------------\n","WER: 0.000000, CER: 0.000000, loss: 3.747066\n"," - wav: file:///content/data/tr/v8.0-s5/clips/common_voice_tr_24971591.wav\n"," - src: \"bu rakam şimdiki değeri elli bir avro\"\n"," - res: \"bu rakam şimdiki değeri elli bir avro\"\n","--------------------------------------------------------------------------------\n","WER: 0.000000, CER: 0.000000, loss: 3.705034\n"," - wav: file:///content/data/tr/v8.0-s5/clips/common_voice_tr_19591269.wav\n"," - src: \"krizin etkileri döviz arzında da görülüyor\"\n"," - res: \"krizin etkileri döviz arzında da görülüyor\"\n","--------------------------------------------------------------------------------\n","Median WER: \n","--------------------------------------------------------------------------------\n","WER: 0.666667, CER: 0.304348, loss: 13.927736\n"," - wav: file:///content/data/tr/v8.0-s5/clips/common_voice_tr_25813004.wav\n"," - src: \"sizin arkanızdan geldim\"\n"," - res: \"inakınızan geldim\"\n","--------------------------------------------------------------------------------\n","WER: 0.666667, CER: 0.230769, loss: 13.842730\n"," - wav: file:///content/data/tr/v8.0-s5/clips/common_voice_tr_25509615.wav\n"," - src: \"onu şuraya at\"\n"," - res: \"olu şueya at\"\n","--------------------------------------------------------------------------------\n","WER: 0.666667, CER: 0.125000, loss: 13.815585\n"," - wav: file:///content/data/tr/v8.0-s5/clips/common_voice_tr_28891595.wav\n"," - src: \"doğruluk minarede kalmış\"\n"," - res: \"doğruluk münalede kalmş\"\n","--------------------------------------------------------------------------------\n","WER: 0.666667, CER: 0.368421, loss: 13.813177\n"," - wav: file:///content/data/tr/v8.0-s5/clips/common_voice_tr_28857424.wav\n"," - src: \"burası bizim evimiz\"\n"," - res: \"burası bizi mernys\"\n","--------------------------------------------------------------------------------\n","WER: 0.666667, CER: 0.108696, loss: 13.724463\n"," - wav: file:///content/data/tr/v8.0-s5/clips/common_voice_tr_17414132.wav\n"," - src: \"bu ikisi yarı finallerde yanlışlıkla elenmişti\"\n"," - res: \"bu ikisiyarıfinerlerde yalışlıkla elenmişti\"\n","--------------------------------------------------------------------------------\n","Worst WER: \n","--------------------------------------------------------------------------------\n","WER: 2.000000, CER: 0.166667, loss: 1.029196\n"," - wav: file:///content/data/tr/v8.0-s5/clips/common_voice_tr_30526776.wav\n"," - src: \"kimdir\"\n"," - res: \"kim dir\"\n","--------------------------------------------------------------------------------\n","WER: 2.000000, CER: 0.200000, loss: 0.972266\n"," - wav: file:///content/data/tr/v8.0-s5/clips/common_voice_tr_27574913.wav\n"," - src: \"sağol\"\n"," - res: \"sağ ol\"\n","--------------------------------------------------------------------------------\n","WER: 2.500000, CER: 0.312500, loss: 8.576486\n"," - wav: file:///content/data/tr/v8.0-s5/clips/common_voice_tr_18393439.wav\n"," - src: \"armagedon küsmüş\"\n"," - res: \"arma ge don kösç müş\"\n","--------------------------------------------------------------------------------\n","WER: 3.000000, CER: 0.500000, loss: 15.753363\n"," - wav: file:///content/data/tr/v8.0-s5/clips/common_voice_tr_28870465.wav\n"," - src: \"birazını\"\n"," - res: \"bir az dınlı\"\n","--------------------------------------------------------------------------------\n","WER: 3.000000, CER: 0.400000, loss: 14.716235\n"," - wav: file:///content/data/tr/v8.0-s5/clips/common_voice_tr_26844157.wav\n"," - src: \"altyazılar\"\n"," - res: \"alt yoz var\"\n","--------------------------------------------------------------------------------\n"]}]},{"cell_type":"code","metadata":{"id":"2g_NfGkswRYp","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1643580367730,"user_tz":-180,"elapsed":14130,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}},"outputId":"7cb28f8a-37d2-4d82-834d-197b84e0f4d6"},"source":["# SAVE RESULT\n","print(str(datetime.datetime.now() - boottime))\n","!cp -r /content/data/tr/v8.0-r4-s5/test_output /content/drive/MyDrive/cv-datasets/tr/v8.0/v8.0-r4-s5\n","drive.flush_and_unmount()\n","drive.mount('/content/drive')\n","print(str(datetime.datetime.now() - boottime))"],"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["12:21:29.098762\n","Mounted at /content/drive\n","12:21:44.094264\n"]}]},{"cell_type":"markdown","metadata":{"id":"qgnO6_b_L5Re"},"source":["## Export model or checkpoints to Drive"]},{"cell_type":"code","metadata":{"id":"ZqnXFRVyBnDz","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1643580385866,"user_tz":-180,"elapsed":18143,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}},"outputId":"313abd3b-8959-4464-c33c-f7df27d03891"},"source":["# Export model\n","!python3 -m coqui_stt_training.export \\\n","  --export_tflite true \\\n","  --export_author_id \"bozden\" \\\n","  --export_contact_info \"developer@harikalarkutusu.com\" \\\n","  --export_model_name \"cv_v8.0-r4-s5_tl-cq_0.00001_0.2_sa_300\" \\\n","  --export_model_version \"0.4.0\" \\\n","  --export_license \"CC0-1.0\" \\\n","  --export_language \"tr\" \\\n","  --export_min_stt_version \"1.1.0\" \\\n","  --export_description \"Common Voice Turkish Dataset v8.0 trained with Coqui 1.1.0 on Colab with batch size 128 for 300 epocs with early stopping. LR=0.00001, DR=0.2, SA as in https://arxiv.org/abs/2105.04674 .\" \\\n","  --checkpoint_dir /content/data/tr/v8.0-r4-s5/checkpoints \\\n","  --export_dir /content/data/tr/v8.0-r4-s5/exports/model"],"execution_count":17,"outputs":[{"output_type":"stream","name":"stdout","text":["I --alphabet_config_path not specified, but found an alphabet file alongside specified checkpoint (/content/data/tr/v8.0-r4-s5/checkpoints/alphabet.txt). Will use this alphabet file for this run.\n","I Exporting the model...\n","I Loading best validating checkpoint from /content/data/tr/v8.0-r4-s5/checkpoints/best_dev-3686949\n","I Loading variable from checkpoint: cudnn_lstm/rnn/multi_rnn_cell/cell_0/cudnn_compatible_lstm_cell/bias\n","I Loading variable from checkpoint: cudnn_lstm/rnn/multi_rnn_cell/cell_0/cudnn_compatible_lstm_cell/kernel\n","I Loading variable from checkpoint: layer_1/bias\n","I Loading variable from checkpoint: layer_1/weights\n","I Loading variable from checkpoint: layer_2/bias\n","I Loading variable from checkpoint: layer_2/weights\n","I Loading variable from checkpoint: layer_3/bias\n","I Loading variable from checkpoint: layer_3/weights\n","I Loading variable from checkpoint: layer_5/bias\n","I Loading variable from checkpoint: layer_5/weights\n","I Loading variable from checkpoint: layer_6/bias\n","I Loading variable from checkpoint: layer_6/weights\n","I Models exported at /content/data/tr/v8.0-r4-s5/exports/model\n","I Model metadata file saved to /content/data/tr/v8.0-r4-s5/exports/model/bozden_cv_v8.0-r4-s5_tl-cq_0.00001_0.2_sa_300_0.4.0.md. Before submitting the exported model for publishing make sure all information in the metadata file is correct, and complete the URL fields.\n"]}]},{"cell_type":"code","metadata":{"id":"k3OyXWRqChlf","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1643580399106,"user_tz":-180,"elapsed":13248,"user":{"displayName":"Bülent Özden","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhZM0Saw_BjK1Mi-tbJVLnq2axOof2Lszq9Z2F7UA=s64","userId":"05508198528846180761"}},"outputId":"1c3ee000-b7bb-4e32-b9e6-cdcf2408a429"},"source":["# SAVE RESULT\n","print(str(datetime.datetime.now() - boottime))\n","!cp -r /content/data/tr/v8.0-r4-s5/exports /content/drive/MyDrive/cv-datasets/tr/v8.0/v8.0-r4-s5\n","drive.flush_and_unmount()\n","print(str(datetime.datetime.now() - boottime))"],"execution_count":18,"outputs":[{"output_type":"stream","name":"stdout","text":["12:22:02.550129\n","12:22:15.482886\n"]}]}]}