{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Application Pipeline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/application-pipeline](https://github.com/huseinzol05/malaya-speech/tree/master/example/application-pipeline).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use case\n", "\n", "1. Read wav file.\n", "2. Apply noise reduction.\n", "3. Generate smaller frames for VAD. Read more about VAD at [malaya-speech/example/vad](https://github.com/huseinzol05/malaya-speech/tree/master/example/vad).\n", "4. Detect VAD for each smaller frames.\n", "5. Visualize VAD.\n", "6. Group by VAD." ] }, { "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" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(200160, 16000)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y, sr = malaya_speech.load('speech/podcast/example.wav')\n", "len(y), sr" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "vad = malaya_speech.vad.webrtc(sample_rate = sr, minimum_amplitude = int(np.quantile(np.abs(y), 0.2)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualization pipeline" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = Pipeline()\n", "frame = (\n", " p.map(malaya_speech.noise_reduction.reduce_noise_power)\n", " .map(malaya_speech.utils.astype.float_to_int)\n", " .map(malaya_speech.utils.generator.frames)\n", ")\n", "vad_map = frame.foreach_map(vad)\n", "foreach = frame.foreach_zip(vad_map)\n", "p.visualize()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['reduce_noise_power', 'float_to_int', 'frames', 'vad', 'foreach_zip'])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = p(y)\n", "result.keys()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "malaya_speech.extra.visualization.visualize_vad(y, result['foreach_zip'], sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Groupby pipeline" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "foreach.map(malaya_speech.group.group_frames)\n", "p.visualize()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "result = p(y)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, True),\n", " (, False),\n", " (, True),\n", " (, False),\n", " (, True),\n", " (, False),\n", " (, True),\n", " (, False),\n", " (, True),\n", " (, False),\n", " (, True),\n", " (, False),\n", " (, True),\n", " (, False),\n", " (, True),\n", " (, False),\n", " (, True),\n", " (, False),\n", " (, True),\n", " (, False)]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result['group_frames']" ] }, { "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" } }, "nbformat": 4, "nbformat_minor": 4 }