training-model.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hugging Face ASR Competition \n",
    "### Read data (SPANISH)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "ImportError",
     "evalue": "cannot import name 'AutoProcessor' from 'transformers' (unknown location)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_302644/309265033.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mtransformers\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mAutoProcessor\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mAutoModelForCTC\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mprocessor\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mAutoProcessor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_pretrained\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"jhonparra18/wav2vec2-large-xls-r-300m-spanish-custom\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mAutoModelForCTC\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_pretrained\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"jhonparra18/wav2vec2-large-xls-r-300m-spanish-custom\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mImportError\u001b[0m: cannot import name 'AutoProcessor' from 'transformers' (unknown location)"
     ]
    }
   ],
   "source": [
    "from transformers import AutoProcessor, AutoModelForCTC\n",
    "\n",
    "processor = AutoProcessor.from_pretrained(\"jhonparra18/wav2vec2-large-xls-r-300m-spanish-custom\")\n",
    "\n",
    "model = AutoModelForCTC.from_pretrained(\"jhonparra18/wav2vec2-large-xls-r-300m-spanish-custom\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e3431e672e824bbeaf83e89d026d079f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HTML(value=\"<center>\\n<img src=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from huggingface_hub import notebook_login\n",
    "\n",
    "notebook_login()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "!pip3 install ipywidgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "!pip install torchaudio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/jhonparra/.local/lib/python3.8/site-packages/pkg_resources/__init__.py:116: PkgResourcesDeprecationWarning: 0.23ubuntu1 is an invalid version and will not be supported in a future release\n",
      "  warnings.warn(\n",
      "/home/jhonparra/.local/lib/python3.8/site-packages/pkg_resources/__init__.py:116: PkgResourcesDeprecationWarning: 0.1.36ubuntu1 is an invalid version and will not be supported in a future release\n",
      "  warnings.warn(\n",
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      "\u001b[?25hCollecting async-timeout<5.0,>=4.0.0a3\n",
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      "\u001b[?25hCollecting frozenlist>=1.1.1\n",
      "  Downloading frozenlist-1.3.0-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (158 kB)\n",
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      "\u001b[?25hCollecting aiosignal>=1.1.2\n",
      "  Downloading aiosignal-1.2.0-py3-none-any.whl (8.2 kB)\n",
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      "Installing collected packages: numpy, pyarrow, dill, pytz, pandas, tqdm, xxhash, multiprocess, charset-normalizer, multidict, async-timeout, yarl, frozenlist, aiosignal, aiohttp, fsspec, filelock, pyparsing, packaging, huggingface-hub, datasets\n",
      "\u001b[33m  WARNING: The scripts f2py, f2py3 and f2py3.8 are installed in '/home/jhonparra/.local/bin' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\n",
      "\u001b[33m  WARNING: The script plasma_store is installed in '/home/jhonparra/.local/bin' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\n",
      "\u001b[33m  WARNING: The script tqdm is installed in '/home/jhonparra/.local/bin' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\n",
      "\u001b[33m  WARNING: The script normalizer is installed in '/home/jhonparra/.local/bin' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\n",
      "\u001b[33m  WARNING: The script huggingface-cli is installed in '/home/jhonparra/.local/bin' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\n",
      "\u001b[33m  WARNING: The script datasets-cli is installed in '/home/jhonparra/.local/bin' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\n",
      "Successfully installed aiohttp-3.8.1 aiosignal-1.2.0 async-timeout-4.0.2 charset-normalizer-2.0.10 datasets-1.13.3 dill-0.3.4 filelock-3.4.2 frozenlist-1.3.0 fsspec-2022.1.0 huggingface-hub-0.0.19 multidict-6.0.2 multiprocess-0.70.12.2 numpy-1.22.1 packaging-21.3 pandas-1.4.0 pyarrow-6.0.1 pyparsing-3.0.7 pytz-2021.3 tqdm-4.62.3 xxhash-2.0.2 yarl-1.7.2\n",
      "/home/jhonparra/.local/lib/python3.8/site-packages/pkg_resources/__init__.py:116: PkgResourcesDeprecationWarning: 0.23ubuntu1 is an invalid version and will not be supported in a future release\n",
      "  warnings.warn(\n",
      "/home/jhonparra/.local/lib/python3.8/site-packages/pkg_resources/__init__.py:116: PkgResourcesDeprecationWarning: 0.1.36ubuntu1 is an invalid version and will not be supported in a future release\n",
      "  warnings.warn(\n",
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      "  Downloading regex-2022.1.18-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (764 kB)\n",
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      "  Downloading sacremoses-0.0.47-py2.py3-none-any.whl (895 kB)\n",
      "\u001b[K     |████████████████████████████████| 895 kB 95 kB/s eta 0:00:011\n",
      "\u001b[?25hCollecting tokenizers<0.11,>=0.10.1\n",
      "  Downloading tokenizers-0.10.3-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (3.3 MB)\n",
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      "Collecting joblib\n",
      "  Downloading joblib-1.1.0-py2.py3-none-any.whl (306 kB)\n",
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      "\u001b[?25hInstalling collected packages: regex, joblib, sacremoses, tokenizers, transformers\n",
      "\u001b[33m  WARNING: The script sacremoses is installed in '/home/jhonparra/.local/bin' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\n",
      "\u001b[33m  WARNING: The script transformers-cli is installed in '/home/jhonparra/.local/bin' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\n",
      "Successfully installed joblib-1.1.0 regex-2022.1.18 sacremoses-0.0.47 tokenizers-0.10.3 transformers-4.11.3\n",
      "Collecting huggingface_hub==0.1\n",
      "  Downloading huggingface_hub-0.1.0-py3-none-any.whl (59 kB)\n",
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      "\u001b[31mERROR: datasets 1.13.3 has requirement huggingface-hub<0.1.0,>=0.0.19, but you'll have huggingface-hub 0.1.0 which is incompatible.\u001b[0m\n",
      "Installing collected packages: huggingface-hub\n",
      "  Attempting uninstall: huggingface-hub\n",
      "    Found existing installation: huggingface-hub 0.0.19\n",
      "    Uninstalling huggingface-hub-0.0.19:\n",
      "      Successfully uninstalled huggingface-hub-0.0.19\n",
      "\u001b[33m  WARNING: The script huggingface-cli is installed in '/home/jhonparra/.local/bin' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\n",
      "Successfully installed huggingface-hub-0.1.0\n",
      "/home/jhonparra/.local/lib/python3.8/site-packages/pkg_resources/__init__.py:116: PkgResourcesDeprecationWarning: 0.23ubuntu1 is an invalid version and will not be supported in a future release\n",
      "  warnings.warn(\n",
      "/home/jhonparra/.local/lib/python3.8/site-packages/pkg_resources/__init__.py:116: PkgResourcesDeprecationWarning: 0.1.36ubuntu1 is an invalid version and will not be supported in a future release\n",
      "  warnings.warn(\n",
      "Collecting jiwer\n",
      "  Downloading jiwer-2.3.0-py3-none-any.whl (15 kB)\n",
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      "  Downloading python-Levenshtein-0.12.2.tar.gz (50 kB)\n",
      "\u001b[K     |████████████████████████████████| 50 kB 1.8 MB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: setuptools in /home/jhonparra/.local/lib/python3.8/site-packages (from python-Levenshtein==0.12.2->jiwer) (60.5.0)\n",
      "Building wheels for collected packages: python-Levenshtein\n",
      "  Building wheel for python-Levenshtein (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for python-Levenshtein: filename=python_Levenshtein-0.12.2-cp38-cp38-linux_x86_64.whl size=166110 sha256=86ca7fe4d910f1948a21fae1f3cd9c33129a488acbe95d6a5047047628d28e95\n",
      "  Stored in directory: /home/jhonparra/.cache/pip/wheels/d7/0c/76/042b46eb0df65c3ccd0338f791210c55ab79d209bcc269e2c7\n",
      "Successfully built python-Levenshtein\n",
      "Installing collected packages: python-Levenshtein, jiwer\n",
      "Successfully installed jiwer-2.3.0 python-Levenshtein-0.12.2\n"
     ]
    }
   ],
   "source": [
    "##dependencies\n",
    "!pip install ipywidgets\n",
    "\n",
    "pip install datasets==1.13.3\n",
    "pip install transformers\n",
    "pip install huggingface_hub\n",
    "!pip install jiwer\n",
    "!pip install torchaudio -f https://download.pytorch.org/whl/torch_stable.html\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reusing dataset common_voice (/home/jhonparra/.cache/huggingface/datasets/common_voice/es/6.1.0/f7a9d973839b7706e9e281c19b7e512f31badf3c0fdbd21c671f3c4bf9acf3b9)\n",
      "Reusing dataset common_voice (/home/jhonparra/.cache/huggingface/datasets/common_voice/es/6.1.0/f7a9d973839b7706e9e281c19b7e512f31badf3c0fdbd21c671f3c4bf9acf3b9)\n"
     ]
    }
   ],
   "source": [
    "from datasets import load_dataset, load_metric, Audio\n",
    "\n",
    "common_voice_train = load_dataset(\"common_voice\", \"es\", split=\"train+validation\")\n",
    "common_voice_test = load_dataset(\"common_voice\", \"es\", split=\"test\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exploring Dataset\n",
    "\n",
    "Explore dataset and feature variability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/jhonparra/.local/lib/python3.8/site-packages/pkg_resources/__init__.py:116: PkgResourcesDeprecationWarning: 0.23ubuntu1 is an invalid version and will not be supported in a future release\n",
      "  warnings.warn(\n",
      "/home/jhonparra/.local/lib/python3.8/site-packages/pkg_resources/__init__.py:116: PkgResourcesDeprecationWarning: 0.1.36ubuntu1 is an invalid version and will not be supported in a future release\n",
      "  warnings.warn(\n",
      "Collecting seaborn\n",
      "  Downloading seaborn-0.11.2-py3-none-any.whl (292 kB)\n",
      "\u001b[K     |████████████████████████████████| 292 kB 378 kB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: numpy>=1.15 in /home/jhonparra/.local/lib/python3.8/site-packages (from seaborn) (1.22.1)\n",
      "Collecting scipy>=1.0\n",
      "  Downloading scipy-1.7.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (39.3 MB)\n",
      "\u001b[K     |████████████████████████████████| 39.3 MB 90 kB/s  eta 0:00:01\n",
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      "Collecting matplotlib>=2.2\n",
      "  Downloading matplotlib-3.5.1-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.whl (11.3 MB)\n",
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      "Collecting cycler>=0.10\n",
      "  Downloading cycler-0.11.0-py3-none-any.whl (6.4 kB)\n",
      "Collecting fonttools>=4.22.0\n",
      "  Downloading fonttools-4.29.0-py3-none-any.whl (895 kB)\n",
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      "\u001b[?25hCollecting kiwisolver>=1.0.1\n",
      "  Downloading kiwisolver-1.3.2-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.whl (1.2 MB)\n",
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      "Installing collected packages: scipy, cycler, fonttools, kiwisolver, matplotlib, seaborn\n",
      "\u001b[33m  WARNING: The scripts fonttools, pyftmerge, pyftsubset and ttx are installed in '/home/jhonparra/.local/bin' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\n",
      "Successfully installed cycler-0.11.0 fonttools-4.29.0 kiwisolver-1.3.2 matplotlib-3.5.1 scipy-1.7.3 seaborn-0.11.2\n"
     ]
    }
   ],
   "source": [
    "!pip install seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig=plt.figure(figsize=(25,8))\n",
    "columns_explore=[\"accent\", \"gender\", \"locale\", \"segment\"]\n",
    "for i in range(len(columns_explore)):\n",
    "    datac=common_voice_train[columns_explore[i]]\n",
    "    ax=fig.add_subplot(1,4,i+1)\n",
    "    sns.countplot(x=datac,color=\"darkblue\",ax=ax)\n",
    "    ax.set_ylabel(\"% records\")\n",
    "    ax.set_xlabel(\"Values\")\n",
    "    ax.set_title(columns_explore[i])\n",
    "    plt.xticks(rotation=90);\n",
    "fig.suptitle(\"Distribution of Features\",size=14);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "common_voice_train = common_voice_train.remove_columns([\"accent\", \"age\", \"client_id\", \"down_votes\", \"gender\", \"locale\", \"segment\", \"up_votes\"])\n",
    "common_voice_test = common_voice_test.remove_columns([\"accent\", \"age\", \"client_id\", \"down_votes\", \"gender\", \"locale\", \"segment\", \"up_votes\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "### cleaning text auxiliar functions\n",
    "import re\n",
    "def clean_batch(batch):\n",
    "    batch[\"sentence\"] = re.sub(\"([^A-Za-zÀ-ú ])\", '', batch[\"sentence\"]).lower()\n",
    "    batch[\"sentence\"]= re.sub(\"([ß|þ|ð|æ])\",'',batch['sentence'])\n",
    "    return batch\n",
    "\n",
    "def homologate_accents(batch):\n",
    "    batch[\"sentence\"]=re.sub(\"([â|ã|ä|å|à])\",\"a\",batch[\"sentence\"])\n",
    "    batch[\"sentence\"]=re.sub(\"([é|ê|ë])\",\"e\",batch[\"sentence\"])\n",
    "    batch[\"sentence\"]=re.sub(\"([ì|î|ï])\",\"i\",batch[\"sentence\"])\n",
    "    batch[\"sentence\"]=re.sub(\"([ö|õ|ô|ò|ø])\",\"o\",batch[\"sentence\"])\n",
    "    batch[\"sentence\"]=re.sub(\"ù\",\"u\",batch[\"sentence\"])\n",
    "    batch[\"sentence\"]=re.sub(\"ç\",\"c\",batch[\"sentence\"])\n",
    "    \n",
    "    return batch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ec37b8e62bed4de79004ffa996b17493",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/176902 [00:00<?, ?ex/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7d4fa3f0002d4b98a43c4e6971f50d04",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/176902 [00:00<?, ?ex/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading cached processed dataset at /home/jhonparra/.cache/huggingface/datasets/common_voice/es/6.1.0/f7a9d973839b7706e9e281c19b7e512f31badf3c0fdbd21c671f3c4bf9acf3b9/cache-e016e149bb70efac.arrow\n",
      "Loading cached processed dataset at /home/jhonparra/.cache/huggingface/datasets/common_voice/es/6.1.0/f7a9d973839b7706e9e281c19b7e512f31badf3c0fdbd21c671f3c4bf9acf3b9/cache-3995c6dd43698d78.arrow\n"
     ]
    }
   ],
   "source": [
    "##apply it for every audio\n",
    "\n",
    "common_voice_train = common_voice_train.map(clean_batch)\n",
    "common_voice_train = common_voice_train.map(homologate_accents)\n",
    "common_voice_test = common_voice_test.map(clean_batch)\n",
    "common_voice_test = common_voice_test.map(homologate_accents)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate Vocabulary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_all_chars(batch):\n",
    "  all_text = \" \".join(batch[\"sentence\"])\n",
    "  vocab = list(set(all_text))\n",
    "  return {\"vocab\": [vocab], \"all_text\": [all_text]}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "44f094e36b1743a7a5afc1d3ee42291b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1 [00:00<?, ?ba/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fe5aa99eef3541eabb1136969b758875",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1 [00:00<?, ?ba/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vocab_train = common_voice_train.map(extract_all_chars, batched=True, batch_size=-1, keep_in_memory=True, remove_columns=common_voice_train.column_names)\n",
    "vocab_test = common_voice_test.map(extract_all_chars, batched=True, batch_size=-1, keep_in_memory=True, remove_columns=common_voice_test.column_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{' ': 0, 'a': 1, 'b': 2, 'c': 3, 'd': 4, 'e': 5, 'f': 6, 'g': 7, 'h': 8, 'i': 9, 'j': 10, 'k': 11, 'l': 12, 'm': 13, 'n': 14, 'o': 15, 'p': 16, 'q': 17, 'r': 18, 's': 19, 't': 20, 'u': 21, 'v': 22, 'w': 23, 'x': 24, 'y': 25, 'z': 26, 'á': 27, 'í': 28, 'ñ': 29, 'ó': 30, 'ú': 31}\n"
     ]
    }
   ],
   "source": [
    "vocab_list = list(set(vocab_train[\"vocab\"][0]) | set(vocab_test[\"vocab\"][0]))\n",
    "vocab_dict = {v: k for k, v in enumerate(sorted(vocab_list))}\n",
    "print(vocab_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "## add a special character for empty value\n",
    "vocab_dict[\"|\"] = vocab_dict[\" \"]\n",
    "del vocab_dict[\" \"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "34"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##add unknown and padding tokens\n",
    "vocab_dict[\"[UNK]\"] = len(vocab_dict)\n",
    "vocab_dict[\"[PAD]\"] = len(vocab_dict)\n",
    "len(vocab_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: transformers in /home/jhon.parra/miniconda3/envs/ml/lib/python3.8/site-packages (4.15.0)\n",
      "Requirement already satisfied: numpy>=1.17 in /home/jhon.parra/.local/lib/python3.8/site-packages (from transformers) (1.19.5)\n",
      "Requirement already satisfied: pyyaml>=5.1 in /home/jhon.parra/miniconda3/envs/ml/lib/python3.8/site-packages (from transformers) (5.3.1)\n",
      "Requirement already satisfied: tokenizers<0.11,>=0.10.1 in /home/jhon.parra/.local/lib/python3.8/site-packages (from transformers) (0.10.3)\n",
      "Requirement already satisfied: regex!=2019.12.17 in /home/jhon.parra/.local/lib/python3.8/site-packages (from transformers) (2021.8.28)\n",
      "Requirement already satisfied: requests in /home/jhon.parra/.local/lib/python3.8/site-packages (from transformers) (2.26.0)\n",
      "Requirement already satisfied: packaging>=20.0 in /home/jhon.parra/.local/lib/python3.8/site-packages (from transformers) (21.0)\n",
      "Requirement already satisfied: filelock in /home/jhon.parra/.local/lib/python3.8/site-packages (from transformers) (3.0.12)\n",
      "Requirement already satisfied: sacremoses in /home/jhon.parra/.local/lib/python3.8/site-packages (from transformers) (0.0.45)\n",
      "Requirement already satisfied: tqdm>=4.27 in /home/jhon.parra/.local/lib/python3.8/site-packages (from transformers) (4.62.2)\n",
      "Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in /home/jhon.parra/.local/lib/python3.8/site-packages (from transformers) (0.4.0)\n",
      "Requirement already satisfied: idna<4,>=2.5; python_version >= \"3\" in /home/jhon.parra/miniconda3/envs/ml/lib/python3.8/site-packages (from requests->transformers) (2.10)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /home/jhon.parra/miniconda3/envs/ml/lib/python3.8/site-packages (from requests->transformers) (2020.6.20)\n",
      "Requirement already satisfied: charset-normalizer~=2.0.0; python_version >= \"3\" in /home/jhon.parra/.local/lib/python3.8/site-packages (from requests->transformers) (2.0.6)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /home/jhon.parra/.local/lib/python3.8/site-packages (from requests->transformers) (1.26.7)\n",
      "Requirement already satisfied: pyparsing>=2.0.2 in /home/jhon.parra/.local/lib/python3.8/site-packages (from packaging>=20.0->transformers) (2.4.7)\n",
      "Requirement already satisfied: click in /home/jhon.parra/.local/lib/python3.8/site-packages (from sacremoses->transformers) (7.1.2)\n",
      "Requirement already satisfied: six in /home/jhon.parra/.local/lib/python3.8/site-packages (from sacremoses->transformers) (1.15.0)\n",
      "Requirement already satisfied: joblib in /home/jhon.parra/.local/lib/python3.8/site-packages (from sacremoses->transformers) (1.0.1)\n",
      "Requirement already satisfied: typing-extensions>=3.7.4.3 in /home/jhon.parra/.local/lib/python3.8/site-packages (from huggingface-hub<1.0,>=0.1.0->transformers) (3.7.4.3)\n"
     ]
    }
   ],
   "source": [
    "!pip3 install transformers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "with open('vocab.json', 'w') as vocab_file:\n",
    "    json.dump(vocab_dict, vocab_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'transformers.models'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_302644/4164407740.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mtransformers\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mWav2Vec2CTCTokenizer\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mtokenizer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mWav2Vec2CTCTokenizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_pretrained\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"./\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0munk_token\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"[UNK]\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpad_token\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"[PAD]\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mword_delimiter_token\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"|\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/transformers/__init__.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/transformers/file_utils.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/transformers/__init__.py\u001b[0m in \u001b[0;36m_get_module\u001b[0;34m(self, module_name)\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/envs/ml/lib/python3.8/importlib/__init__.py\u001b[0m in \u001b[0;36mimport_module\u001b[0;34m(name, package)\u001b[0m\n\u001b[1;32m    125\u001b[0m                 \u001b[0;32mbreak\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    126\u001b[0m             \u001b[0mlevel\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 127\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0m_bootstrap\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_gcd_import\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mlevel\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpackage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    128\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    129\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'transformers.models'"
     ]
    }
   ],
   "source": [
    "from transformers import Wav2Vec2CTCTokenizer\n",
    "tokenizer = Wav2Vec2CTCTokenizer.from_pretrained(\"./\", unk_token=\"[UNK]\", pad_token=\"[PAD]\", word_delimiter_token=\"|\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Upload Tokenizer to Repo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "repo_name = \"wav2vec2-large-xls-r-300m-spanish-small\"\n",
    "tokenizer.push_to_hub(repo_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model Definition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from transformers import Wav2Vec2FeatureExtractor\n",
    "feature_extractor = Wav2Vec2FeatureExtractor(feature_size=1, sampling_rate=16000, padding_value=0.0, do_normalize=True, return_attention_mask=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from transformers import Wav2Vec2Processor\n",
    "processor = Wav2Vec2Processor(feature_extractor=feature_extractor, tokenizer=tokenizer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "##convert to 16000 hz\n",
    "common_voice_train = common_voice_train.cast_column(\"audio\", Audio(sampling_rate=16000))\n",
    "common_voice_test = common_voice_test.cast_column(\"audio\", Audio(sampling_rate=16000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "teotihuacán es una ciudadtemplo sin murallas\n"
     ]
    },
    {
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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##listen to random audio and its text\n",
    "import IPython.display as ipd\n",
    "import numpy as np\n",
    "import random\n",
    "\n",
    "rand_int = random.randint(0, len(common_voice_train)-1)\n",
    "\n",
    "print(common_voice_train[rand_int][\"sentence\"])\n",
    "ipd.Audio(data=common_voice_train[rand_int][\"audio\"][\"array\"], autoplay=True, rate=16000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Target text: se dedicó a la narrativa desde su juventud\n",
      "Input array shape: (62208,)\n",
      "Sampling rate: 16000\n"
     ]
    }
   ],
   "source": [
    "rand_int = random.randint(0, len(common_voice_train)-1)\n",
    "\n",
    "print(\"Target text:\", common_voice_train[rand_int][\"sentence\"])\n",
    "print(\"Input array shape:\", common_voice_train[rand_int][\"audio\"][\"array\"].shape)\n",
    "print(\"Sampling rate:\", common_voice_train[rand_int][\"audio\"][\"sampling_rate\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def prepare_dataset(batch):\n",
    "    audio = batch[\"audio\"]\n",
    "\n",
    "    # batched output is \"un-batched\"\n",
    "    batch[\"input_values\"] = processor(audio[\"array\"], sampling_rate=16000).input_values[0]\n",
    "    batch[\"input_length\"] = len(batch[\"input_values\"])\n",
    "    \n",
    "    with processor.as_target_processor():\n",
    "        batch[\"labels\"] = processor(batch[\"sentence\"]).input_ids\n",
    "    return batch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "787a6e36ee7a4f4cb81f5281acca79a8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/176902 [00:00<?, ?ex/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "38b04db38ef94618b160533d2bb7e112",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/15089 [00:00<?, ?ex/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "common_voice_train = common_voice_train.map(prepare_dataset, remove_columns=common_voice_train.column_names)\n",
    "common_voice_test = common_voice_test.map(prepare_dataset, remove_columns=common_voice_test.column_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "\n",
    "from dataclasses import dataclass, field\n",
    "from typing import Any, Dict, List, Optional, Union\n",
    "\n",
    "@dataclass\n",
    "class DataCollatorCTCWithPadding:\n",
    "    \"\"\"\n",
    "    Data collator that will dynamically pad the inputs received.\n",
    "    Args:\n",
    "        processor (:class:`~transformers.Wav2Vec2Processor`)\n",
    "            The processor used for proccessing the data.\n",
    "        padding (:obj:`bool`, :obj:`str` or :class:`~transformers.tokenization_utils_base.PaddingStrategy`, `optional`, defaults to :obj:`True`):\n",
    "            Select a strategy to pad the returned sequences (according to the model's padding side and padding index)\n",
    "            among:\n",
    "            * :obj:`True` or :obj:`'longest'`: Pad to the longest sequence in the batch (or no padding if only a single\n",
    "              sequence if provided).\n",
    "            * :obj:`'max_length'`: Pad to a maximum length specified with the argument :obj:`max_length` or to the\n",
    "              maximum acceptable input length for the model if that argument is not provided.\n",
    "            * :obj:`False` or :obj:`'do_not_pad'` (default): No padding (i.e., can output a batch with sequences of\n",
    "              different lengths).\n",
    "    \"\"\"\n",
    "\n",
    "    processor: Wav2Vec2Processor\n",
    "    padding: Union[bool, str] = True\n",
    "\n",
    "    def __call__(self, features: List[Dict[str, Union[List[int], torch.Tensor]]]) -> Dict[str, torch.Tensor]:\n",
    "        # split inputs and labels since they have to be of different lenghts and need\n",
    "        # different padding methods\n",
    "        input_features = [{\"input_values\": feature[\"input_values\"]} for feature in features]\n",
    "        label_features = [{\"input_ids\": feature[\"labels\"]} for feature in features]\n",
    "\n",
    "        batch = self.processor.pad(\n",
    "            input_features,\n",
    "            padding=self.padding,\n",
    "            return_tensors=\"pt\",\n",
    "        )\n",
    "        with self.processor.as_target_processor():\n",
    "            labels_batch = self.processor.pad(\n",
    "                label_features,\n",
    "                padding=self.padding,\n",
    "                return_tensors=\"pt\",\n",
    "            )\n",
    "\n",
    "        # replace padding with -100 to ignore loss correctly\n",
    "        labels = labels_batch[\"input_ids\"].masked_fill(labels_batch.attention_mask.ne(1), -100)\n",
    "\n",
    "        batch[\"labels\"] = labels\n",
    "\n",
    "        return batch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4304c95e906045cb9948cd46ffd76824",
       "version_major": 2,
       "version_minor": 0
      },
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     },
     "metadata": {},
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    }
   ],
   "source": [
    "wer_metric = load_metric(\"wer\")\n",
    "data_collator = DataCollatorCTCWithPadding(processor=processor, padding=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b3694511385749c98d89ac2fbf1e1e11",
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     "metadata": {},
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    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3e694f0e38854cfc8d3d311619c5427d",
       "version_major": 2,
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of the model checkpoint at facebook/wav2vec2-xls-r-300m were not used when initializing Wav2Vec2ForCTC: ['quantizer.codevectors', 'quantizer.weight_proj.weight', 'quantizer.weight_proj.bias', 'project_hid.weight', 'project_q.bias', 'project_q.weight', 'project_hid.bias']\n",
      "- This IS expected if you are initializing Wav2Vec2ForCTC from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
      "- This IS NOT expected if you are initializing Wav2Vec2ForCTC from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n",
      "Some weights of Wav2Vec2ForCTC were not initialized from the model checkpoint at facebook/wav2vec2-xls-r-300m and are newly initialized: ['lm_head.bias', 'lm_head.weight']\n",
      "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
     ]
    }
   ],
   "source": [
    "def compute_metrics(pred):\n",
    "    pred_logits = pred.predictions\n",
    "    pred_ids = np.argmax(pred_logits, axis=-1)\n",
    "\n",
    "    pred.label_ids[pred.label_ids == -100] = processor.tokenizer.pad_token_id\n",
    "\n",
    "    pred_str = processor.batch_decode(pred_ids)\n",
    "    # we do not want to group tokens when computing the metrics\n",
    "    label_str = processor.batch_decode(pred.label_ids, group_tokens=False)\n",
    "\n",
    "    wer = wer_metric.compute(predictions=pred_str, references=label_str)\n",
    "\n",
    "    return {\"wer\": wer}\n",
    "\n",
    "from transformers import Wav2Vec2ForCTC\n",
    "\n",
    "model = Wav2Vec2ForCTC.from_pretrained(\n",
    "    \"jhonparra18/wav2vec2-large-xls-r-300m-spanish-custom\", \n",
    "    attention_dropout=0.0,\n",
    "     hidden_dropout=0.0,\n",
    "    feat_proj_dropout=0.0,\n",
    "    mask_time_prob=0.05,\n",
    "    layerdrop=0.0,\n",
    "    ctc_loss_reduction=\"mean\", \n",
    "    pad_token_id=processor.tokenizer.pad_token_id,\n",
    "    vocab_size=len(processor.tokenizer),\n",
    ")\n",
    "\n",
    "model.freeze_feature_extractor()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "PyTorch: setting up devices\n",
      "The default value for the training argument `--report_to` will change in v5 (from all installed integrations to none). In v5, you will need to use `--report_to all` to get the same behavior as now. You should start updating your code and make this info disappear :-).\n",
      "/home/jhonparra/.local/lib/python3.8/site-packages/huggingface_hub/hf_api.py:715: FutureWarning: `create_repo` now takes `token` as an optional positional argument. Be sure to adapt your code!\n",
      "  warnings.warn(\n",
      "Cloning https://huggingface.co/jhonparra18/wav2vec2-large-xls-r-300m-spanish-custom into local empty directory.\n",
      "Using amp fp16 backend\n"
     ]
    }
   ],
   "source": [
    "from transformers import TrainingArguments\n",
    "from transformers import Trainer\n",
    "\n",
    "training_args = TrainingArguments(\n",
    "  output_dir=repo_name,\n",
    "  group_by_length=True,\n",
    "  per_device_train_batch_size=8,\n",
    "  gradient_accumulation_steps=2,\n",
    "  evaluation_strategy=\"steps\",\n",
    "  num_train_epochs=30,\n",
    "  gradient_checkpointing=True,\n",
    "  fp16=True,\n",
    "  save_steps=400,\n",
    "  eval_steps=400,\n",
    "  logging_steps=400,\n",
    "  learning_rate=3e-4,\n",
    "  warmup_steps=500,\n",
    "  save_total_limit=2,\n",
    "  push_to_hub=True,\n",
    ")\n",
    "\n",
    "trainer = Trainer(\n",
    "    model=model,\n",
    "    data_collator=data_collator,\n",
    "    args=training_args,\n",
    "    compute_metrics=compute_metrics,\n",
    "    train_dataset=common_voice_train,\n",
    "    eval_dataset=common_voice_test,\n",
    "    tokenizer=processor.feature_extractor,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The following columns in the training set  don't have a corresponding argument in `Wav2Vec2ForCTC.forward` and have been ignored: input_length.\n"
     ]
    }
   ],
   "source": [
    "trainer.train()\n",
    "trainer.push_to_hub()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusions\n",
    "\n",
    "- Preprocessing steps for audio take about 30 minutes to complete\n",
    "- Training time  "
   ]
  }
 ],
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