{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Unsupervised clustering using Agglomerative" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/diarization-clustering-agglomerative](https://github.com/huseinzol05/malaya-speech/tree/master/example/diarization-clustering-agglomerative).\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": { "scrolled": true }, "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 1s, sys: 37.2 s, total: 1min 38s\n", "Wall time: 21.7 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 Agglomerative clustering model\n", "\n", "```python\n", "class AgglomerativeClustering:\n", " def __init__(\n", " self,\n", " min_clusters: int,\n", " max_clusters: int,\n", " metric: str = 'cosine',\n", " threshold: float = 0.25,\n", " method: str = 'centroid',\n", " ):\n", " \"\"\"\n", " Load malaya-speech AgglomerativeClustering, originallly from pyannote, https://github.com/pyannote/pyannote-audio/blob/develop/pyannote/audio/pipelines/clustering.py\n", "\n", " Parameters\n", " ----------\n", " min_clusters: int\n", " minimum cluster size, must bigger than 0\n", " max_clusters: int\n", " maximum cluster size, must equal or bigger than `min_clusters`.\n", " if equal to `min_clusters`, will directly fit into HMM without calculating the best cluster size.\n", " metric: str, optional (default='cosine')\n", " Only support `cosine` and `euclidean`.\n", " threshold: float, optional (default=0.35)\n", " minimum threshold to assume current iteration of cluster is the best fit.\n", " method: str, optional (default='centroid')\n", " All available methods at https://docs.scipy.org/doc/scipy/reference/generated/scipy.cluster.hierarchy.linkage.html\n", " \"\"\"\n", "```\n", "\n", "To get better results using HMM, set `norm_function=None` and `log_distance_metric=None`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from malaya_speech.model.clustering import AgglomerativeClustering" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "agg_model = AgglomerativeClustering(min_clusters = 1, max_clusters = 10)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 6'),\n", " (, 'speaker 0'),\n", " (, 'speaker 0')]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_agg_conformer = malaya_speech.diarization.clustering(\n", " vad_results = grouped_vad, \n", " speaker_vector = model_conformer,\n", " model = agg_model,\n", " norm_function = None,\n", ")\n", "result_diarization_agg_conformer[:5]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 4'),\n", " (, 'speaker 0'),\n", " (, 'speaker 0')]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_agg_vggvox2 = malaya_speech.diarization.clustering(\n", " vad_results = grouped_vad, \n", " speaker_vector = model_vggvox2,\n", " model = agg_model,\n", " norm_function = None,\n", ")\n", "result_diarization_agg_vggvox2[:5]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 3\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_agg_conformer, \n", " 'conformer + agglomerative', ax = ax[1],\n", " x_text = 0.01)\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_agg_vggvox2, \n", " 'vggvox2 + agglomerative', ax = ax[2],\n", " x_text = 0.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "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 }