{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Force Alignment using HuggingFace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finetuned hyperlocal languages on pretrained HuggingFace models, https://huggingface.co/mesolitica" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/force-alignment-huggingface](https://github.com/huseinzol05/malaya-speech/tree/master/example/force-alignment-huggingface).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This module is not language independent, so it not save to use on different languages. Pretrained models trained on hyperlocal languages.\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This is an application of malaya-speech Pipeline, read more about malaya-speech Pipeline at [malaya-speech/example/pipeline](https://github.com/huseinzol05/malaya-speech/tree/master/example/pipeline).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Required Tensorflow >= 2.0 due to group convolution is not available for Tensorflow 1.\n", " \n", "
" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import malaya_speech\n", "import numpy as np\n", "from malaya_speech import Pipeline\n", "import IPython.display as ipd\n", "import matplotlib.pyplot as plt\n", "from malaya_speech.utils.aligner import plot_alignments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available HuggingFace model" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CERCER-LMLanguageSize (MB)WERWER-LM
mesolitica/wav2vec2-xls-r-300m-mixed0.0481050.041196[malay, singlish, mandarin]11800.132220.098802
\n", "
" ], "text/plain": [ " CER CER-LM \\\n", "mesolitica/wav2vec2-xls-r-300m-mixed 0.048105 0.041196 \n", "\n", " Language Size (MB) \\\n", "mesolitica/wav2vec2-xls-r-300m-mixed [malay, singlish, mandarin] 1180 \n", "\n", " WER WER-LM \n", "mesolitica/wav2vec2-xls-r-300m-mixed 0.13222 0.098802 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.force_alignment.available_huggingface()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load HuggingFace model\n", "\n", "```python\n", "def huggingface(model: str = 'mesolitica/wav2vec2-xls-r-300m-mixed', **kwargs):\n", " \"\"\"\n", " Load Finetuned models from HuggingFace. Required Tensorflow >= 2.0.\n", "\n", " Parameters\n", " ----------\n", " model : str, optional (default='mesolitica/wav2vec2-xls-r-300m-mixed')\n", " Model architecture supported. Allowed values:\n", "\n", " * ``'mesolitica/wav2vec2-xls-r-300m-mixed'`` - wav2vec2 XLS-R 300M finetuned on (Malay + Singlish + Mandarin) languages.\n", "\n", " Returns\n", " -------\n", " result : malaya_speech.model.huggingface.CTC class\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "model = malaya_speech.force_alignment.huggingface(model = 'mesolitica/wav2vec2-xls-r-300m-mixed')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load sample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Malay samples" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "malay1, sr = malaya_speech.load('speech/example-speaker/shafiqah-idayu.wav')\n", "malay2, sr = malaya_speech.load('speech/example-speaker/haqkiem.wav')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "texts = ['nama saya shafiqah idayu',\n", " 'sebagai pembangkang yang matang dan sejahtera pas akan menghadapi pilihan raya umum dan tidak menumbang kerajaan dari pintu belakang']" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(malay2, rate = sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Singlish samples" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'221931702.WAV': 'wantan mee is a traditional local cuisine',\n", " '221931818.WAV': 'ahmad khan adelene wee chin suan and robert ibbetson',\n", " '221931727.WAV': 'saravanan gopinathan george yeo yong boon and tay kheng soon'}" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import json\n", "import os\n", "from glob import glob\n", "\n", "with open('speech/imda/output.json') as fopen:\n", " data = json.load(fopen)\n", " \n", "data" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['speech/imda/221931727.WAV',\n", " 'speech/imda/221931818.WAV',\n", " 'speech/imda/221931702.WAV']" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wavs = glob('speech/imda/*.WAV')\n", "wavs" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "y, sr = malaya_speech.load(wavs[0])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(y, rate = sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict\n", "\n", "```python\n", "def predict(self, input, transcription: str, sample_rate: int = 16000):\n", " \"\"\"\n", " Transcribe input, will return a string.\n", "\n", " Parameters\n", " ----------\n", " input: np.array\n", " np.array or malaya_speech.model.frame.Frame.\n", " transcription: str\n", " transcription of input audio.\n", " sample_rate: int, optional (default=16000)\n", " sample rate for `input`.\n", " Returns\n", " -------\n", " result: Dict[chars_alignment, words_alignment, alignment]\n", " \"\"\"\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Predict Malay\n", "\n", "Our original text is: 'sebagai pembangkang yang matang dan sejahtera pas akan menghadapi pilihan raya umum dan tidak menumbang kerajaan dari pintu belakang'" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "results = model.predict(malay2, texts[1])" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['chars_alignment', 'words_alignment', 'alignment'])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.keys()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'text': 'sebagai',\n", " 'start': 0.06008348540145986,\n", " 'end': 0.48066788321167886,\n", " 'start_t': 3,\n", " 'end_t': 24,\n", " 'score': 0.33321882429577904},\n", " {'text': 'pembangkang',\n", " 'start': 0.560779197080292,\n", " 'end': 1.1015305656934307,\n", " 'start_t': 28,\n", " 'end_t': 55,\n", " 'score': 0.4062712302914377},\n", " {'text': 'yang',\n", " 'start': 1.1616140510948907,\n", " 'end': 1.321836678832117,\n", " 'start_t': 58,\n", " 'end_t': 66,\n", " 'score': 0.4999573007225997},\n", " {'text': 'matang',\n", " 'start': 1.3819201642335768,\n", " 'end': 1.7624489051094892,\n", " 'start_t': 69,\n", " 'end_t': 88,\n", " 'score': 0.31554021333395593},\n", " {'text': 'dan',\n", " 'start': 1.8425602189781023,\n", " 'end': 1.9827550182481752,\n", " 'start_t': 92,\n", " 'end_t': 99,\n", " 'score': 0.4285128627504628},\n", " {'text': 'sejahtera',\n", " 'start': 2.0628663321167884,\n", " 'end': 2.643673357664234,\n", " 'start_t': 103,\n", " 'end_t': 132,\n", " 'score': 0.3079770515704987},\n", " {'text': 'pas',\n", " 'start': 2.8439516423357665,\n", " 'end': 3.084285583941606,\n", " 'start_t': 142,\n", " 'end_t': 154,\n", " 'score': 0.24482731024446477},\n", " {'text': 'akan',\n", " 'start': 3.164396897810219,\n", " 'end': 3.364675182481752,\n", " 'start_t': 158,\n", " 'end_t': 168,\n", " 'score': 0.3999038577079774},\n", " {'text': 'menghadapi',\n", " 'start': 3.424758667883212,\n", " 'end': 3.945482208029197,\n", " 'start_t': 171,\n", " 'end_t': 197,\n", " 'score': 0.38456097932962396},\n", " {'text': 'pilihan',\n", " 'start': 4.065649178832117,\n", " 'end': 4.486233576642336,\n", " 'start_t': 203,\n", " 'end_t': 224,\n", " 'score': 0.3332554669607255},\n", " {'text': 'raya',\n", " 'start': 4.586372718978103,\n", " 'end': 4.826706660583942,\n", " 'start_t': 229,\n", " 'end_t': 241,\n", " 'score': 0.3331461350123278},\n", " {'text': 'umum',\n", " 'start': 4.926845802919709,\n", " 'end': 5.227263229927008,\n", " 'start_t': 246,\n", " 'end_t': 261,\n", " 'score': 0.26627071698506716},\n", " {'text': 'dan',\n", " 'start': 5.327402372262774,\n", " 'end': 5.487625,\n", " 'start_t': 266,\n", " 'end_t': 274,\n", " 'score': 0.37489531934261544},\n", " {'text': 'tidak',\n", " 'start': 5.54770848540146,\n", " 'end': 5.7880424270073,\n", " 'start_t': 277,\n", " 'end_t': 289,\n", " 'score': 0.4166095902522405},\n", " {'text': 'menumbang',\n", " 'start': 5.84812591240876,\n", " 'end': 6.268710310218978,\n", " 'start_t': 292,\n", " 'end_t': 313,\n", " 'score': 0.4267008787109772},\n", " {'text': 'kerajaan',\n", " 'start': 6.328793795620438,\n", " 'end': 6.909600821167883,\n", " 'start_t': 316,\n", " 'end_t': 345,\n", " 'score': 0.275826780960479},\n", " {'text': 'dari',\n", " 'start': 7.029767791970803,\n", " 'end': 7.2701017335766425,\n", " 'start_t': 351,\n", " 'end_t': 363,\n", " 'score': 0.3333086719115578},\n", " {'text': 'pintu',\n", " 'start': 7.350213047445256,\n", " 'end': 7.650630474452555,\n", " 'start_t': 367,\n", " 'end_t': 382,\n", " 'score': 0.33326695760091263},\n", " {'text': 'belakang',\n", " 'start': 7.670658302919708,\n", " 'end': 8.071214872262773,\n", " 'start_t': 383,\n", " 'end_t': 403,\n", " 'score': 0.3998415201902393}]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results['words_alignment']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plot alignment\n", "\n", "```python\n", "def plot_alignments(\n", " alignment,\n", " subs_alignment,\n", " words_alignment,\n", " waveform,\n", " separator: str = ' ',\n", " sample_rate: int = 16000,\n", " figsize: tuple = (16, 9),\n", " plot_score_char: bool = False,\n", " plot_score_word: bool = True,\n", "):\n", " \"\"\"\n", " plot alignment.\n", "\n", " Parameters\n", " ----------\n", " alignment: np.array\n", " usually `alignment` output.\n", " subs_alignment: list\n", " usually `chars_alignment` or `subwords_alignment` output.\n", " words_alignment: list\n", " usually `words_alignment` output.\n", " waveform: np.array\n", " input audio.\n", " separator: str, optional (default=' ')\n", " separator between words, only useful if `subs_alignment` is character based.\n", " sample_rate: int, optional (default=16000)\n", " figsize: tuple, optional (default=(16, 9))\n", " figure size for matplotlib `figsize`.\n", " plot_score_char: bool, optional (default=False)\n", " plot score on top of character plots.\n", " plot_score_word: bool, optional (default=True)\n", " plot score on top of word plots.\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_alignments(alignment = results['alignment'],\n", " subs_alignment = results['chars_alignment'],\n", " words_alignment = results['words_alignment'],\n", " waveform = malay2,\n", " separator = ' ',\n", " sample_rate = 16000,\n", " figsize = (16, 9))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Predict Singlish\n", "\n", "Our original text is: 'saravanan gopinathan george yeo yong boon and tay kheng soon'" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "results = model.predict(y, data[os.path.split(wavs[0])[1]])" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['chars_alignment', 'words_alignment', 'alignment'])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.keys()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'text': 'saravanan',\n", " 'start': 0.9011306532663317,\n", " 'end': 1.7221608040201006,\n", " 'start_t': 45,\n", " 'end_t': 86,\n", " 'score': 0.20384637175560008},\n", " {'text': 'gopinathan',\n", " 'start': 1.822286432160804,\n", " 'end': 2.783492462311558,\n", " 'start_t': 91,\n", " 'end_t': 139,\n", " 'score': 0.18884456840754985},\n", " {'text': 'george',\n", " 'start': 3.384246231155779,\n", " 'end': 3.6846231155778897,\n", " 'start_t': 169,\n", " 'end_t': 184,\n", " 'score': 0.3984322985014053},\n", " {'text': 'yeo',\n", " 'start': 3.8247989949748744,\n", " 'end': 4.125175879396985,\n", " 'start_t': 191,\n", " 'end_t': 206,\n", " 'score': 0.19766120513289195},\n", " {'text': 'yong',\n", " 'start': 4.225301507537688,\n", " 'end': 4.465603015075377,\n", " 'start_t': 211,\n", " 'end_t': 223,\n", " 'score': 0.3175081213315543},\n", " {'text': 'boon',\n", " 'start': 4.745954773869347,\n", " 'end': 5.046331658291457,\n", " 'start_t': 237,\n", " 'end_t': 252,\n", " 'score': 0.26191766659420873},\n", " {'text': 'and',\n", " 'start': 5.747211055276382,\n", " 'end': 5.907412060301508,\n", " 'start_t': 287,\n", " 'end_t': 295,\n", " 'score': 0.3749432861805885},\n", " {'text': 'tay',\n", " 'start': 6.027562814070352,\n", " 'end': 6.227814070351759,\n", " 'start_t': 301,\n", " 'end_t': 311,\n", " 'score': 0.29917768239975223},\n", " {'text': 'kheng',\n", " 'start': 6.287889447236181,\n", " 'end': 6.508165829145729,\n", " 'start_t': 314,\n", " 'end_t': 325,\n", " 'score': 0.40980807217685356},\n", " {'text': 'soon',\n", " 'start': 6.608291457286432,\n", " 'end': 6.82856783919598,\n", " 'start_t': 330,\n", " 'end_t': 341,\n", " 'score': 0.3609584190628754}]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results['words_alignment']" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'text': 's',\n", " 'start': 0.9011306532663317,\n", " 'end': 0.9612060301507538,\n", " 'start_t': 45,\n", " 'end_t': 48,\n", " 'score': 0.32403753201189517},\n", " {'text': 'a',\n", " 'start': 0.9612060301507538,\n", " 'end': 1.0613316582914574,\n", " 'start_t': 48,\n", " 'end_t': 53,\n", " 'score': 0.1617213726046411},\n", " {'text': 'r',\n", " 'start': 1.0613316582914574,\n", " 'end': 1.1214070351758794,\n", " 'start_t': 53,\n", " 'end_t': 56,\n", " 'score': 0.32714577515921056},\n", " {'text': 'a',\n", " 'start': 1.1214070351758794,\n", " 'end': 1.2615829145728643,\n", " 'start_t': 56,\n", " 'end_t': 63,\n", " 'score': 0.13863982473116593},\n", " {'text': 'v',\n", " 'start': 1.2615829145728643,\n", " 'end': 1.3216582914572865,\n", " 'start_t': 63,\n", " 'end_t': 66,\n", " 'score': 0.31008976697925844},\n", " {'text': 'a',\n", " 'start': 1.3216582914572865,\n", " 'end': 1.481859296482412,\n", " 'start_t': 66,\n", " 'end_t': 74,\n", " 'score': 0.12218087166559971},\n", " {'text': 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"output_type": "execute_result" } ], "source": [ "results['chars_alignment']" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_alignments(alignment = results['alignment'],\n", " subs_alignment = results['chars_alignment'],\n", " words_alignment = results['words_alignment'],\n", " waveform = y,\n", " separator = ' ',\n", " sample_rate = 16000,\n", " figsize = (16, 9))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What if we give wrong transcription?" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "results = model.predict(y, 'husein sangat comel')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_alignments(alignment = results['alignment'],\n", " subs_alignment = results['chars_alignment'],\n", " words_alignment = results['words_alignment'],\n", " waveform = y,\n", " separator = ' ',\n", " sample_rate = 16000,\n", " figsize = (16, 9))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**The text output not able to align, and returned scores very low**." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }