{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Unsupervised clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/diarization-clustering](https://github.com/huseinzol05/malaya-speech/tree/master/example/diarization-clustering).\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": "markdown", "metadata": {}, "source": [ "### What is Speaker Diarization\n", "\n", "In one audio sample, we want to know the timestamp for multiple speakers." ] }, { "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: 38.4 s, total: 1min 40s\n", "Wall time: 21 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, figsize = (15, 3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use any clustering model\n", "\n", "```python\n", "def clustering(\n", " vad_results,\n", " speaker_vector,\n", " model,\n", " norm_function: Callable = l2_normalize,\n", " log_distance_metric: str = None,\n", " return_embedding: bool = False,\n", "):\n", " \"\"\"\n", " Speaker diarization using any clustering model.\n", "\n", " Parameters\n", " ----------\n", " vad_results: List[Tuple[Frame, label]]\n", " results from VAD.\n", " speaker_vector: callable\n", " speaker vector object.\n", " model: callable\n", " Any unsupervised clustering model.\n", " Required `fit_predict` or `apply` or `predict` method.\n", " norm_function: Callable, optional(default=malaya_speech.utils.dist.l2_normalize)\n", " normalize function for speaker vectors.\n", " log_distance_metric: str, optional (default=None)\n", " post distance norm in log scale metrics.\n", " this parameter is necessary for model that required square array input.\n", " Common value is one of ['cosine', 'angular'].\n", "\n", " Returns\n", " -------\n", " result : List[Tuple[Frame, label]]\n", " \"\"\"\n", "```\n", "\n", "So you can use something like `sklearn.cluster.AffinityPropagation` or https://github.com/wq2012/SpectralCluster" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Affinity Propagation\n", "\n", "We can use `sklearn.cluster.AffinityPropagation`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from sklearn.cluster import AffinityPropagation\n", "\n", "ap = AffinityPropagation(\n", " damping=0.8,\n", " max_iter=100,\n", " convergence_iter=15,\n", " preference=None,\n", " affinity='precomputed',\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/cluster/_affinity_propagation.py:152: FutureWarning: 'random_state' has been introduced in 0.23. It will be set to None starting from 0.25 which means that results will differ at every function call. Set 'random_state' to None to silence this warning, or to 0 to keep the behavior of versions <0.23.\n", " FutureWarning)\n" ] }, { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 0'),\n", " (, 'speaker 5'),\n", " (, 'speaker 5')]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_ap_conformer = malaya_speech.diarization.clustering(\n", " vad_results = grouped_vad, \n", " speaker_vector = model_conformer,\n", " model = ap,\n", " log_distance_metric = 'cosine',\n", ")\n", "result_diarization_ap_conformer[:5]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/cluster/_affinity_propagation.py:152: FutureWarning: 'random_state' has been introduced in 0.23. It will be set to None starting from 0.25 which means that results will differ at every function call. Set 'random_state' to None to silence this warning, or to 0 to keep the behavior of versions <0.23.\n", " FutureWarning)\n" ] }, { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 2'),\n", " (, 'speaker 2'),\n", " (, 'speaker 4')]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_ap_vggvox2 = malaya_speech.diarization.clustering(\n", " vad_results = grouped_vad, \n", " speaker_vector = model_vggvox2,\n", " model = ap,\n", " log_distance_metric = 'cosine',\n", ")\n", "result_diarization_ap_vggvox2[:5]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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"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_ap_conformer, \n", " 'diarization using speaker similarity', ax = ax[1],\n", " x_text = 0.01)\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_ap_vggvox2, \n", " 'diarization using affinity propagation', ax = ax[2],\n", " x_text = 0.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spectral Clustering\n", "\n", "This is a Python re-implementation of the spectral clustering algorithm in the paper [Speaker Diarization with LSTM](https://google.github.io/speaker-id/publications/LstmDiarization/).\n", "\n", "So, make sure you already install [spectralcluster](https://pypi.org/project/spectralcluster/),\n", "\n", "```bash\n", "pip install spectralcluster\n", "```" ] }, { "cell_type": "code", "execution_count": 24, "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": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 0'),\n", " (, 'speaker 0'),\n", " (, 'speaker 0')]" ] }, "execution_count": 25, "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": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 2'),\n", " (, 'speaker 2'),\n", " (, 'speaker 2')]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_sc_vggvox2 = malaya_speech.diarization.clustering(\n", " vad_results = grouped_vad, \n", " speaker_vector = model_vggvox2,\n", " model = clusterer,\n", ")\n", "result_diarization_sc_vggvox2[:5]" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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" ] }, "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_ap_conformer, \n", " 'diarization using affinity propagation', ax = ax[1],\n", " x_text = 0.01)\n", "malaya_speech.extra.visualization.plot_classification(result_diarization_sc_conformer, \n", " 'diarization using spectral cluster', ax = ax[2],\n", " x_text = 0.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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