tutorials/2.speech_to_text_with_language_model.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install jiwer pyctcdecode --upgrade -qq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import sys\n",
    "# sys.path.append(\"../\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sk import SK\n",
    "from pathlib import Path\n",
    "import jiwer\n",
    "import pandas as pd\n",
    "from fastcore.basics import partialler\n",
    "from IPython.display import Audio\n",
    "pd.set_option('max_colwidth', 400)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SK class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Unigrams not provided and cannot be automatically determined from LM file (only arpa format). Decoding accuracy might be reduced.\n",
      "No known unigrams provided, decoding results might be a lot worse.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loaded model: /home/ubuntu/.sk/models/conformer_small.onnx ['CPUExecutionProvider']\n",
      "loaded lm: v1\n"
     ]
    }
   ],
   "source": [
    "asr = SK(model=\"conformer_small\",decoder=\"v1\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predict single or multiple file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total input path: 1\n",
      "Total audio found(.wav): 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00,  4.20it/s]\n"
     ]
    }
   ],
   "source": [
    "fn = \"/content/test-bahasa/-home-husein-speech-bahasa-haqkiem-LJ087-000005.wav\" # fn=[\"/content/test/abc.wav\",\"/content/random_test/abc.wav\"]\n",
    "out = asr.transcribe_file(fn=fn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'bilakah orang inggeris meminta maaf atas penindasan mereka terhadap orang iraq'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Path(fn).with_suffix(\".txt\").read_text()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'texts': ['bilakah orang inggeris meminta maaf atas penindasan mereka terhadap orang era'],\n",
       " 'filenames': ['/content/test-bahasa/-home-husein-speech-bahasa-haqkiem-LJ087-000005.wav'],\n",
       " 'entropy': [[0.5173527002334595,\n",
       "   0.671403706073761,\n",
       "   1.337220549583435,\n",
       "   1.9809788465499878,\n",
       "   1.470432996749878,\n",
       "   0.22879044711589813,\n",
       "   1.468695044517517,\n",
       "   1.2725319862365723,\n",
       "   1.9320794343948364,\n",
       "   0.4545842409133911,\n",
       "   1.2927184104919434]],\n",
       " 'timestamps': [[('bilakah', 0.01, 0.03),\n",
       "   ('orang', 0.04, 0.05),\n",
       "   ('inggeris', 1.0, 1.03),\n",
       "   ('meminta', 1.04, 2.0),\n",
       "   ('maaf', 2.01, 2.02),\n",
       "   ('atas', 2.03, 2.05),\n",
       "   ('penindasan', 2.05, 3.03),\n",
       "   ('mereka', 3.04, 4.0),\n",
       "   ('terhadap', 4.01, 4.04),\n",
       "   ('orang', 4.05, 4.06),\n",
       "   ('era', 5.01, 5.02)]],\n",
       " 'speakers': [['not enabled']],\n",
       " 'all_logits': []}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method BeamSearchDecoderCTC.decode_beams of <pyctcdecode.decoder.BeamSearchDecoderCTC object at 0x7ff4247434c0>>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "asr.decoder.decode_beams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# since the model not trained on word containing iraq,can make the model bias toward iraq or can create lm with iraq in the corpus\n",
    "asr.decoder.decode_beams = partialler(asr.decoder.decode_beams,hotwords=[\"iraq\"],hotword_weight=1e2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total input path: 1\n",
      "Total audio found(.wav): 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00,  5.12it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'texts': ['bilakah orang inggeris meminta maaf atas penindasan mereka terhadap orang ira'],\n",
       " 'filenames': ['/content/test-bahasa/-home-husein-speech-bahasa-haqkiem-LJ087-000005.wav'],\n",
       " 'entropy': [[0.5173527002334595,\n",
       "   0.671403706073761,\n",
       "   1.337220549583435,\n",
       "   1.9809788465499878,\n",
       "   1.470432996749878,\n",
       "   0.22879044711589813,\n",
       "   1.468695044517517,\n",
       "   1.2725319862365723,\n",
       "   1.9320794343948364,\n",
       "   0.4545842409133911,\n",
       "   1.2927184104919434]],\n",
       " 'timestamps': [[('bilakah', 0.01, 0.03),\n",
       "   ('orang', 0.04, 0.05),\n",
       "   ('inggeris', 1.0, 1.03),\n",
       "   ('meminta', 1.04, 2.0),\n",
       "   ('maaf', 2.01, 2.02),\n",
       "   ('atas', 2.03, 2.05),\n",
       "   ('penindasan', 2.05, 3.03),\n",
       "   ('mereka', 3.04, 4.0),\n",
       "   ('terhadap', 4.01, 4.04),\n",
       "   ('orang', 4.05, 4.06),\n",
       "   ('ira', 5.01, 5.02)]],\n",
       " 'speakers': [['not enabled']],\n",
       " 'all_logits': []}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out = asr.transcribe_file(fn=fn)\n",
    "out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Audio(fn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "asr.decoder.decode_beams = partialler(asr.decoder.decode_beams,hotwords=None,hotword_weight=10.) # reset hotwords"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predict from single or multiple folder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total input path: 1\n",
      "Total audio found(.wav): 780\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 780/780 [02:21<00:00,  5.51it/s]\n"
     ]
    }
   ],
   "source": [
    "fn = \"/content/test-bahasa/\" # or fn = [\"/content/test/\",\"/content/random_test/\"]\n",
    "out = asr.transcribe_file(fn=fn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "preds,files,entropy,timestamps = out[\"texts\"],out[\"filenames\"],out[\"entropy\"],out[\"timestamps\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = []\n",
    "for i,j in zip(preds,files):\n",
    "    label = j.with_suffix('.txt').read_text()\n",
    "    char_label = [char for char in label]\n",
    "    char_i = [char for char in i]\n",
    "    data.append([j,label,i,jiwer.compute_measures(label,i)['wer'],jiwer.compute_measures(char_label,char_i)['wer']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>path</th>\n",
       "      <th>label</th>\n",
       "      <th>pred</th>\n",
       "      <th>wer</th>\n",
       "      <th>cer</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>/content/test-bahasa/wattpad-audio-wattpad-64.wav</td>\n",
       "      <td>mengingatkan yasmin</td>\n",
       "      <td>mengingatkan yang min</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>/content/test-bahasa/wattpad-audio-wattpad-637.wav</td>\n",
       "      <td>berbalik kearah libra</td>\n",
       "      <td>berbalik ke ada libera</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.157895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>/content/test-bahasa/-home-husein-speech-bahasa-sebut-perkataan-man-ampe.wav</td>\n",
       "      <td>sebut perkataan ampe</td>\n",
       "      <td>sebuk pakatan ampa</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.277778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>/content/test-bahasa/wattpad-audio-wattpad-646.wav</td>\n",
       "      <td>who are you</td>\n",
       "      <td>ayu</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>/content/test-bahasa/wattpad-audio-wattpad-88.wav</td>\n",
       "      <td>udah ga cape kita caw yuk</td>\n",
       "      <td>udagacapir kita cayok</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>/content/test-bahasa/-home-husein-speech-bahasa-streaming-meter nanometer per laksa.wav</td>\n",
       "      <td>mat meter nanometer per laksa</td>\n",
       "      <td>meter nana meter pelaksa</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>/content/test-bahasa/-home-husein-speech-bahasa-streaming-iaitu paus odontoceti paus.wav</td>\n",
       "      <td>iaitu paus odontoceti paus</td>\n",
       "      <td>iaitu power orden tercetipawes</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.434783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>629</th>\n",
       "      <td>/content/test-bahasa/wattpad-audio-wattpad-549.wav</td>\n",
       "      <td>haha gak deh mungkin aku terlalu hiperbola tapi bener kalian harus coba</td>\n",
       "      <td>hahagadik mungkin aku terlalu haipebolatapi benda keliha cuba</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.233333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>/content/test-bahasa/wattpad-audio-wattpad-89.wav</td>\n",
       "      <td>libra dan gisel saling bertatapan kemudian mengangguk tanda mengiyakan ajakan</td>\n",
       "      <td>dibaranangisa saling bertetapan kemudia mengangguk tanda mengiakan ajarkan</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.132353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>/content/test-bahasa/-home-husein-speech-bahasa-sebut-perkataan-man-amangkurat.wav</td>\n",
       "      <td>sebut perkataan amangkurat</td>\n",
       "      <td>sebut perkataan aman kurat</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.041667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                         path  \\\n",
       "356                                         /content/test-bahasa/wattpad-audio-wattpad-64.wav   \n",
       "720                                        /content/test-bahasa/wattpad-audio-wattpad-637.wav   \n",
       "722              /content/test-bahasa/-home-husein-speech-bahasa-sebut-perkataan-man-ampe.wav   \n",
       "137                                        /content/test-bahasa/wattpad-audio-wattpad-646.wav   \n",
       "503                                         /content/test-bahasa/wattpad-audio-wattpad-88.wav   \n",
       "397   /content/test-bahasa/-home-husein-speech-bahasa-streaming-meter nanometer per laksa.wav   \n",
       "85   /content/test-bahasa/-home-husein-speech-bahasa-streaming-iaitu paus odontoceti paus.wav   \n",
       "629                                        /content/test-bahasa/wattpad-audio-wattpad-549.wav   \n",
       "237                                         /content/test-bahasa/wattpad-audio-wattpad-89.wav   \n",
       "745        /content/test-bahasa/-home-husein-speech-bahasa-sebut-perkataan-man-amangkurat.wav   \n",
       "\n",
       "                                                                             label  \\\n",
       "356                                                            mengingatkan yasmin   \n",
       "720                                                          berbalik kearah libra   \n",
       "722                                                           sebut perkataan ampe   \n",
       "137                                                                    who are you   \n",
       "503                                                      udah ga cape kita caw yuk   \n",
       "397                                                  mat meter nanometer per laksa   \n",
       "85                                                      iaitu paus odontoceti paus   \n",
       "629        haha gak deh mungkin aku terlalu hiperbola tapi bener kalian harus coba   \n",
       "237  libra dan gisel saling bertatapan kemudian mengangguk tanda mengiyakan ajakan   \n",
       "745                                                     sebut perkataan amangkurat   \n",
       "\n",
       "                                                                           pred  \\\n",
       "356                                                       mengingatkan yang min   \n",
       "720                                                      berbalik ke ada libera   \n",
       "722                                                          sebuk pakatan ampa   \n",
       "137                                                                         ayu   \n",
       "503                                                       udagacapir kita cayok   \n",
       "397                                                    meter nana meter pelaksa   \n",
       "85                                               iaitu power orden tercetipawes   \n",
       "629               hahagadik mungkin aku terlalu haipebolatapi benda keliha cuba   \n",
       "237  dibaranangisa saling bertetapan kemudia mengangguk tanda mengiakan ajarkan   \n",
       "745                                                  sebut perkataan aman kurat   \n",
       "\n",
       "          wer       cer  \n",
       "356  1.000000  0.111111  \n",
       "720  1.000000  0.157895  \n",
       "722  1.000000  0.277778  \n",
       "137  1.000000  0.666667  \n",
       "503  0.833333  0.250000  \n",
       "397  0.800000  0.200000  \n",
       "85   0.750000  0.434783  \n",
       "629  0.750000  0.233333  \n",
       "237  0.700000  0.132353  \n",
       "745  0.666667  0.041667  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(data)\n",
    "df.columns = [\"path\",\"label\",\"pred\",\"wer\",\"cer\"]\n",
    "df = df.sort_values(\"wer\",ascending=False)\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.1305165536402763, 0.03635852850835042)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"wer\"].mean(),df[\"cer\"].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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