{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Force Alignment using CTC 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-ctc-huggingface](https://github.com/huseinzol05/malaya-speech/tree/master/example/force-alignment-ctc-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": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`pyaudio` is not available, `malaya_speech.streaming.pyaudio` is not able to use.\n" ] } ], "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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Size (MB)malay-malayamalay-fleur102singlishLanguage
mesolitica/wav2vec2-xls-r-300m-mixed1180{'WER': 0.194655128, 'CER': 0.04775798, 'WER-L...{'WER': 0.2373861259, 'CER': 0.07055478, 'WER-...{'WER': 0.127588595, 'CER': 0.0494924979, 'WER...[malay, singlish]
mesolitica/wav2vec2-xls-r-300m-mixed-v21180{'WER': 0.154782923, 'CER': 0.035164031, 'WER-...{'WER': 0.2013994374, 'CER': 0.0518170369, 'WE...{'WER': 0.2258822139, 'CER': 0.082982312, 'WER...[malay, singlish]
mesolitica/wav2vec2-xls-r-300m-12layers-ms657{'WER': 0.1494983789, 'CER': 0.0342059992, 'WE...{'WER': 0.217107489, 'CER': 0.0546614199, 'WER...NaN[malay]
mesolitica/wav2vec2-xls-r-300m-6layers-ms339{'WER': 0.22481538553, 'CER': 0.0484392694, 'W...{'WER': 0.38642364985, 'CER': 0.0928960677, 'W...NaN[malay]
\n", "
" ], "text/plain": [ " Size (MB) \\\n", "mesolitica/wav2vec2-xls-r-300m-mixed 1180 \n", "mesolitica/wav2vec2-xls-r-300m-mixed-v2 1180 \n", "mesolitica/wav2vec2-xls-r-300m-12layers-ms 657 \n", "mesolitica/wav2vec2-xls-r-300m-6layers-ms 339 \n", "\n", " malay-malaya \\\n", "mesolitica/wav2vec2-xls-r-300m-mixed {'WER': 0.194655128, 'CER': 0.04775798, 'WER-L... \n", "mesolitica/wav2vec2-xls-r-300m-mixed-v2 {'WER': 0.154782923, 'CER': 0.035164031, 'WER-... \n", "mesolitica/wav2vec2-xls-r-300m-12layers-ms {'WER': 0.1494983789, 'CER': 0.0342059992, 'WE... \n", "mesolitica/wav2vec2-xls-r-300m-6layers-ms {'WER': 0.22481538553, 'CER': 0.0484392694, 'W... \n", "\n", " malay-fleur102 \\\n", "mesolitica/wav2vec2-xls-r-300m-mixed {'WER': 0.2373861259, 'CER': 0.07055478, 'WER-... \n", "mesolitica/wav2vec2-xls-r-300m-mixed-v2 {'WER': 0.2013994374, 'CER': 0.0518170369, 'WE... \n", "mesolitica/wav2vec2-xls-r-300m-12layers-ms {'WER': 0.217107489, 'CER': 0.0546614199, 'WER... \n", "mesolitica/wav2vec2-xls-r-300m-6layers-ms {'WER': 0.38642364985, 'CER': 0.0928960677, 'W... \n", "\n", " singlish \\\n", "mesolitica/wav2vec2-xls-r-300m-mixed {'WER': 0.127588595, 'CER': 0.0494924979, 'WER... \n", "mesolitica/wav2vec2-xls-r-300m-mixed-v2 {'WER': 0.2258822139, 'CER': 0.082982312, 'WER... \n", "mesolitica/wav2vec2-xls-r-300m-12layers-ms NaN \n", "mesolitica/wav2vec2-xls-r-300m-6layers-ms NaN \n", "\n", " Language \n", "mesolitica/wav2vec2-xls-r-300m-mixed [malay, singlish] \n", "mesolitica/wav2vec2-xls-r-300m-mixed-v2 [malay, singlish] \n", "mesolitica/wav2vec2-xls-r-300m-12layers-ms [malay] \n", "mesolitica/wav2vec2-xls-r-300m-6layers-ms [malay] " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.force_alignment.ctc.available_huggingface()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load HuggingFace model\n", "\n", "```python\n", "def huggingface(\n", " model: str = 'mesolitica/wav2vec2-xls-r-300m-mixed',\n", " force_check: bool = True,\n", " **kwargs\n", "):\n", " \"\"\"\n", " Load Finetuned models from HuggingFace.\n", "\n", " Parameters\n", " ----------\n", " model : str, optional (default='mesolitica/wav2vec2-xls-r-300m-mixed')\n", " Check available models at `malaya_speech.force_alignment.ctc.available_huggingface()`.\n", " force_check: bool, optional (default=True)\n", " Force check model one of malaya model.\n", " Set to False if you have your own huggingface model.\n", "\n", " Returns\n", " -------\n", " result : malaya_speech.model.huggingface.Aligner class\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "model = malaya_speech.force_alignment.ctc.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": 8, "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": 9, "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": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(malay2, rate = sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Singlish samples" ] }, { "cell_type": "code", "execution_count": 11, "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": 11, "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": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['speech/imda/221931727.WAV',\n", " 'speech/imda/221931818.WAV',\n", " 'speech/imda/221931702.WAV']" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wavs = glob('speech/imda/*.WAV')\n", "wavs" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "y, sr = malaya_speech.load(wavs[0])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 14, "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": 15, "metadata": {}, "outputs": [], "source": [ "results = model.predict(malay2, texts[1])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['chars_alignment', 'words_alignment', 'alignment'])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.keys()" ] }, { "cell_type": "code", "execution_count": 17, "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': 0.3155402164710425},\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': 0.3079770104638471},\n", " {'text': 'pas',\n", " 'start': 2.8439516423357665,\n", " 'end': 3.084285583941606,\n", " 'start_t': 142,\n", " 'end_t': 154,\n", " 'score': 0.2448273152115185},\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': 0.26627070903778116},\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': 0.42670088154929364},\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": 17, "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": 18, "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': 0.20384642409138573},\n", " {'text': 'gopinathan',\n", " 'start': 1.822286432160804,\n", " 'end': 2.783492462311558,\n", " 'start_t': 91,\n", " 'end_t': 139,\n", " 'score': 0.18884460441868942},\n", " {'text': 'george',\n", " 'start': 3.384246231155779,\n", " 'end': 3.6846231155778897,\n", " 'start_t': 169,\n", " 'end_t': 184,\n", " 'score': 0.39843229452776235},\n", " {'text': 'yeo',\n", " 'start': 3.8247989949748744,\n", " 'end': 4.125175879396985,\n", " 'start_t': 191,\n", " 'end_t': 206,\n", " 'score': 0.19766118923832002},\n", " {'text': 'yong',\n", " 'start': 4.225301507537688,\n", " 'end': 4.465603015075377,\n", " 'start_t': 211,\n", " 'end_t': 223,\n", " 'score': 0.31750804185869463},\n", " {'text': 'boon',\n", " 'start': 4.745954773869347,\n", " 'end': 5.046331658291457,\n", " 'start_t': 237,\n", " 'end_t': 252,\n", " 'score': 0.2619178016980702},\n", " {'text': 'and',\n", " 'start': 5.747211055276382,\n", " 'end': 5.907412060301508,\n", " 'start_t': 287,\n", " 'end_t': 295,\n", " 'score': 0.37494328618058853},\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': 0.4098080234094169},\n", " {'text': 'soon',\n", " 'start': 6.608291457286432,\n", " 'end': 6.82856783919598,\n", " 'start_t': 330,\n", " 'end_t': 341,\n", " 'score': 0.3609583919698551}]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results['words_alignment']" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ 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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 (ipykernel)", "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": "3.8.10" }, "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 }