{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Speaker Similarity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/diarization-speaker-similarity](https://github.com/huseinzol05/malaya-speech/tree/master/example/diarization-speaker-similarity).\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": 6, "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": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# import IPython.display as ipd\n", "\n", "# ipd.Audio(y, rate = sr)" ] }, { "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": 26, "metadata": {}, "outputs": [], "source": [ "vad = malaya_speech.vad.deep_model(model = 'vggvox-v2')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "frames = list(malaya_speech.utils.generator.frames(y, 30, sr))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 20, "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": 21, "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 1s, sys: 39.6 s, total: 1min 41s\n", "Wall time: 21.9 s\n" ] }, { "data": { "text/plain": [ "dict_keys(['batching', 'predict', 'flatten'])" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "result = p(frames)\n", "result.keys()" ] }, { "cell_type": "code", "execution_count": 24, "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": 25, "metadata": { "scrolled": true }, "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": [ "### Speaker Similarity\n", "\n", "Simplest technique, calculate similarity,\n", "\n", "```python\n", "def speaker_similarity(\n", " vad_results,\n", " speaker_vector,\n", " similarity_threshold: float = 0.8,\n", " norm_function: Callable = None,\n", " return_embedding: bool = False,\n", "):\n", " \"\"\"\n", " Speaker diarization using L2-Norm similarity.\n", "\n", " Parameters\n", " ----------\n", " vad_results: List[Tuple[Frame, label]]\n", " results from VAD.\n", " speaker_vector: callable\n", " speaker vector object.\n", " speaker_change_results: List[Tuple[FRAME, float]], optional (default=None)\n", " results from speaker change module, must in float result.\n", " similarity_threshold: float, optional (default=0.8)\n", " if current voice activity sample similar at least 80%, we assumed it is from the same speaker.\n", " norm_function: Callable, optional(default=None)\n", " normalize function for speaker vectors.\n", " speaker_change_threshold: float, optional (default=0.5)\n", " in one voice activity sample can be more than one speaker, split it using this threshold.\n", "\n", " Returns\n", " -------\n", " result : List[Tuple[Frame, label]]\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 0'),\n", " (, 'speaker 1'),\n", " (, 'speaker 2')]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_conformer = malaya_speech.diarization.speaker_similarity(grouped_vad, model_conformer)\n", "result_diarization_conformer[:5]" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a speaker'),\n", " (, 'not a speaker'),\n", " (, 'speaker 0'),\n", " (, 'speaker 1'),\n", " (, 'speaker 1')]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_diarization_vggvox2 = malaya_speech.diarization.speaker_similarity(grouped_vad, model_vggvox2)\n", "result_diarization_vggvox2[:5]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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_conformer, \n", " 'diarization using speaker similarity', ax = ax[1],\n", " x_text = 0.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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_vggvox2, \n", " 'diarization using speaker similarity', ax = ax[1],\n", " x_text = 0.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Problem with speaker similarity, speaker vector models are not really consistent, definition of similarity is ambigious among models, 90% similarity from model A might not be same as model B." ] } ], "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 }