{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Diarization timestamp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/diarization-timestamp](https://github.com/huseinzol05/malaya-speech/tree/master/example/diarization-timestamp).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This module is language independent, so it save to use on different languages. Pretrained models trained on multilanguages.\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": [], "source": [ "from malaya_speech import Pipeline\n", "import malaya_speech\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### load Speaker Vector\n", "\n", "So to know speakers similarity, we can use speaker vector, just load using `malaya_speech.speaker_vector.deep_model`. Read more about malaya-speech Speaker Vector at https://malaya-speech.readthedocs.io/en/latest/load-speaker-vector.html\n", "\n", "We are going to compare `conformer-base` and `vggvox-v2`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [], "source": [ "model_conformer = malaya_speech.speaker_vector.deep_model('conformer-base')\n", "model_vggvox2 = malaya_speech.speaker_vector.deep_model('vggvox-v2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load audio sample" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1634237, 16000)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y, sr = malaya_speech.load('speech/video/The-Singaporean-White-Boy.wav')\n", "len(y), sr" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# just going to take 60 seconds\n", "y = y[:sr * 60]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This audio extracted from https://www.youtube.com/watch?v=HylaY5e1awo&t=2s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load VAD\n", "\n", "We need to use VAD module to know which parts of the audio sample are speaker activities, read more about VAD at https://malaya-speech.readthedocs.io/en/latest/load-vad.html" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "vad = malaya_speech.vad.deep_model(model = 'vggvox-v2')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "frames = list(malaya_speech.utils.generator.frames(y, 30, sr))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = Pipeline()\n", "pipeline = (\n", " p.batching(5)\n", " .foreach_map(vad.predict)\n", " .flatten()\n", ")\n", "p.visualize()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/librosa/core/spectrum.py:224: UserWarning: n_fft=512 is too small for input signal of length=480\n", " n_fft, y.shape[-1]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1min 2s, sys: 37.5 s, total: 1min 39s\n", "Wall time: 21.2 s\n" ] }, { "data": { "text/plain": [ "dict_keys(['batching', 'predict', 'flatten'])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "result = p(frames)\n", "result.keys()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "frames_vad = [(frame, result['flatten'][no]) for no, frame in enumerate(frames)]\n", "grouped_vad = malaya_speech.utils.group.group_frames(frames_vad)\n", "grouped_vad = malaya_speech.utils.group.group_frames_threshold(grouped_vad, threshold_to_stop = 0.3)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, figsize = (15, 3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Spectral Clustering" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from spectralcluster import SpectralClusterer\n", "\n", "clusterer = SpectralClusterer(\n", " min_clusters=3,\n", " max_clusters=100,\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 0'),\n", " (, 'speaker 0'),\n", " (, 'speaker 0')]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_sc_conformer = malaya_speech.diarization.clustering(\n", " vad_results = grouped_vad, \n", " speaker_vector = model_conformer,\n", " model = clusterer,\n", ")\n", "result_diarization_sc_conformer[:5]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 2\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_sc_conformer, \n", " 'diarization using spectral clustering', ax = ax[1],\n", " x_text = 0.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How to get timestamp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Group multiple frames based on label, this can achieve using `malaya_speech.group.group_frames`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grouped = malaya_speech.group.group_frames(result_diarization_sc_conformer)\n", "\n", "nrows = 2\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(grouped, \n", " 'diarization using spectral clustering', \n", " ax = ax[1],\n", " x_text = 0.01, y_text = 0.5)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. Inspect grouped variable." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(, 'not a speaker')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grouped[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`malaya_speech.model.frame.Frame` stores `timestamp` and `duration` attributes." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 10.95000000000002, 'not a speaker')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grouped[0][0].timestamp, grouped[0][0].duration, grouped[0][1]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(10.949999999999958, 5.400000000000001, 'speaker 0')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grouped[1][0].timestamp, grouped[1][0].duration, grouped[1][1]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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 }