{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Voice Activity Detection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/vad](https://github.com/huseinzol05/malaya-speech/tree/master/example/vad).\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": [ "### Dataset\n", "\n", "Trained on MUSAN and selected Youtube videos gathered at https://github.com/huseinzol05/malaya-speech/tree/master/data/noise" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import malaya_speech\n", "import numpy as np\n", "from malaya_speech import Pipeline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(391520, 16000)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y, sr = malaya_speech.load('speech/7021-79759-0004.wav')\n", "len(y), sr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load WebRTC\n", "\n", "```python\n", "def webrtc(\n", " aggressiveness: int = 3,\n", " sample_rate: int = 16000,\n", " minimum_amplitude: int = 100,\n", "):\n", " \"\"\"\n", " Load WebRTC VAD model.\n", "\n", " Parameters\n", " ----------\n", " aggressiveness: int, optional (default=3)\n", " an integer between 0 and 3.\n", " 0 is the least aggressive about filtering out non-speech, 3 is the most aggressive.\n", " sample_rate: int, optional (default=16000)\n", " sample rate for samples.\n", " minimum_amplitude: int, optional (default=100)\n", " abs(minimum_amplitude) to assume a sample is a voice activity. Else, automatically False.\n", "\n", " Returns\n", " -------\n", " result : malaya_speech.model.webrtc.WEBRTC class\n", " \"\"\"\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "WebRTC developed by Google, reportedly one of the best available, being fast, modern and free. Read more about pywebrtc at https://github.com/wiseman/py-webrtcvad.\n", "\n", "**For WebRTC, we need to pass integer signal**.\n", "\n", "Install `webrtcvad` by simply using PIP,\n", "\n", "```bash\n", "pip3 install webrtcvad\n", "```" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "y_int = malaya_speech.astype.float_to_int(y)\n", "vad = malaya_speech.vad.webrtc(minimum_amplitude = int(np.quantile(np.abs(y_int), 0.2)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available deep model" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Size (MB)Quantized Size (MB)Accuracy
vggvox-v170.80017.7000.809844
vggvox-v231.1007.9200.819688
speakernet20.3005.1800.734062
marblenet-factor10.5260.2320.849187
marblenet-factor33.2100.9340.838556
marblenet-factor58.3802.2100.843541
\n", "
" ], "text/plain": [ " Size (MB) Quantized Size (MB) Accuracy\n", "vggvox-v1 70.800 17.700 0.809844\n", "vggvox-v2 31.100 7.920 0.819688\n", "speakernet 20.300 5.180 0.734062\n", "marblenet-factor1 0.526 0.232 0.849187\n", "marblenet-factor3 3.210 0.934 0.838556\n", "marblenet-factor5 8.380 2.210 0.843541" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.vad.available_model()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load deep model\n", "\n", "Deep model trained on different noises, augmented noises, procedural noises, overlapped noises and actual voices.\n", "\n", "```python\n", "def deep_model(model: str = 'marblenet-factor1', quantized: bool = False, **kwargs):\n", " \"\"\"\n", " Load VAD model.\n", "\n", " Parameters\n", " ----------\n", " model : str, optional (default='vggvox-v2')\n", " Model architecture supported. Allowed values:\n", "\n", " * ``'vggvox-v1'`` - finetuned VGGVox V1.\n", " * ``'vggvox-v2'`` - finetuned VGGVox V2.\n", " * ``'speakernet'`` - finetuned SpeakerNet.\n", " * ``'marblenet-factor1'`` - Pretrained MarbleNet * factor 1.\n", " * ``'marblenet-factor3'`` - Pretrained MarbleNet * factor 3.\n", " * ``'marblenet-factor5'`` - Pretrained MarbleNet * factor 5.\n", "\n", " quantized : bool, optional (default=False)\n", " if True, will load 8-bit quantized model.\n", " Quantized model not necessary faster, totally depends on the machine.\n", "\n", " Returns\n", " -------\n", " result : malaya_speech.supervised.classification.load function\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "model_factor1 = malaya_speech.vad.deep_model(model = 'marblenet-factor1')\n", "model_factor3 = malaya_speech.vad.deep_model(model = 'marblenet-factor3')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How to detect Voice Activity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to use available Malaya-Speech VAD models, we need to split our audio sample into really small chunks. \n", "\n", "For Google WebRTC, we need to split by every 10, 20 or 30 ms. \n", "\n", "For deep learning,\n", "\n", "- `vggvox-v1`, `vggvox-v2` and `speakernet`, we trained on 30 ms, 90 ms.\n", "- `marblenet`, we trained on 50 ms.\n", "\n", "To split an audio sample by giving time split, use, [malaya_speech.utils.generator.frames](https://github.com/huseinzol05/malaya-speech/blob/master/malaya_speech/utils/generator.py#L7)\n", "\n", "```python\n", "def frames(\n", " audio,\n", " frame_duration_ms: int = 30,\n", " sample_rate: int = 16000,\n", " append_ending_trail: bool = True,\n", "):\n", " \"\"\"\n", " Generates audio frames from PCM audio data.\n", " Takes the desired frame duration in milliseconds, the PCM data, and the sample rate.\n", "\n", " Parameters\n", " ----------\n", "\n", " audio: np.array / list\n", " frame_duration_ms: int, optional (default=30)\n", " sample_rate: int, optional (default=16000)\n", " append_ending_trail: bool, optional (default=True)\n", " if True, will append last trail and this last trail might not same length as `frame_duration_ms`.\n", "\n", " Returns\n", " -------\n", " result: List[malaya_speech.model.frame.FRAME]\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.1 ms, sys: 145 µs, total: 3.25 ms\n", "Wall time: 3.4 ms\n" ] } ], "source": [ "%%time\n", "\n", "frames_int = list(malaya_speech.utils.generator.frames(y_int, 30, sr))\n", "frames = list(malaya_speech.utils.generator.frames(y, 30, sr))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 22.6 ms, sys: 1.41 ms, total: 24 ms\n", "Wall time: 23.5 ms\n" ] } ], "source": [ "%%time\n", "\n", "frames_webrtc = [(frame, vad(frame)) for frame in frames_int]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 752 ms, sys: 53.5 ms, total: 806 ms\n", "Wall time: 598 ms\n" ] } ], "source": [ "%%time\n", "\n", "frames = list(malaya_speech.utils.generator.frames(y, 50, sr))\n", "frames_deep_factor1 = [(frame, model_factor1(frame)) for frame in frames]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 848 ms, sys: 57.5 ms, total: 906 ms\n", "Wall time: 667 ms\n" ] } ], "source": [ "%%time\n", "\n", "frames_deep_factor3 = [(frame, model_factor3(frame)) for frame in frames]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**To speedup, you can do pipeline batching to utilize parallel processing or use GPU or both**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Batching pipeline" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = Pipeline()\n", "pipeline = (\n", " p.batching(5)\n", " .foreach_map(model_factor1.predict)\n", " .flatten()\n", ")\n", "p.visualize()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 433 ms, sys: 46.4 ms, total: 479 ms\n", "Wall time: 227 ms\n" ] }, { "data": { "text/plain": [ "dict_keys(['batching', 'predict', 'flatten'])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "result = p.emit(frames)\n", "result.keys()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "frames_deep_factor1_batch = [(frame, result['flatten'][no]) for no, frame in enumerate(frames)]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(frames_deep_factor1) == len(frames_deep_factor1_batch)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### get probability\n", "\n", "Deep learning model able to calculate probability, simply use `model.predict_proba`, and make sure the input is an array or a list," ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 735 ms, sys: 51.1 ms, total: 786 ms\n", "Wall time: 603 ms\n" ] }, { "data": { "text/plain": [ "[(,\n", " array([[0.4536493, 0.5463507]], dtype=float32)),\n", " (,\n", " array([[0.99563223, 0.00436788]], dtype=float32)),\n", " (,\n", " array([[9.9996042e-01, 3.9535582e-05]], dtype=float32)),\n", " (,\n", " array([[0.89770913, 0.10229082]], dtype=float32)),\n", " (,\n", " array([[0.48591104, 0.514089 ]], dtype=float32))]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "probs = [(frame, model_factor1.predict_proba([frame])) for frame in frames]\n", "probs[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### VAD Visualization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize our audio sample to annotate which parts are active speech or not." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "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, frames_webrtc, sr)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "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, frames_deep_factor1, sr)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "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, frames_deep_factor3, sr)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "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, frames_deep_factor1_batch, sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Groupby VAD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To group small samples into larger samples, use `malaya_speech.utils.group.group_frames`,\n", "\n", "```python\n", "def group_frames(frames):\n", " \"\"\"\n", " Group multiple frames based on label.\n", "\n", " Parameters\n", " ----------\n", " frames: List[Tuple[Frame, label]]\n", "\n", " Returns\n", " -------\n", " result : List[Tuple[Frame, label]]\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "grouped_vad = malaya_speech.utils.group.group_frames(frames_webrtc)\n", "grouped_deep = malaya_speech.utils.group.group_frames(frames_deep_factor1)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(490, 52, 36)" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(frames), len(grouped_vad), len(grouped_deep)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Harder example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the real world, not all samples recorded in clean cut studio, full with background noises, music and etc. So those are not the real voice activities. Lets take noise sound," ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(64000, 16000)" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y, sr = malaya_speech.load('speech/noise/n98.wav')\n", "len(y), sr" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.63 ms, sys: 961 µs, total: 2.59 ms\n", "Wall time: 1.55 ms\n" ] } ], "source": [ "%%time\n", "\n", "y_int = malaya_speech.astype.float_to_int(y)\n", "frames_int = list(malaya_speech.utils.generator.frames(y_int, 30, sr))" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6.78 ms, sys: 1.87 ms, total: 8.66 ms\n", "Wall time: 6.86 ms\n" ] } ], "source": [ "%%time\n", "\n", "vad = malaya_speech.vad.webrtc(minimum_amplitude = int(np.quantile(np.abs(y_int), 0.2)))\n", "frames_webrtc = [(frame, vad(frame)) for frame in frames_int]" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "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, frames_webrtc, sr)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 96.2 ms, sys: 10 ms, total: 106 ms\n", "Wall time: 52.9 ms\n" ] } ], "source": [ "%%time\n", "\n", "frames = list(malaya_speech.utils.generator.frames(y, 50, sr))\n", "result = p.emit(frames)\n", "frames_deep_batch = [(frame, result['flatten'][no]) for no, frame in enumerate(frames)]" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "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, frames_deep_batch, sr)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 206 ms, sys: 16.7 ms, total: 223 ms\n", "Wall time: 168 ms\n" ] } ], "source": [ "%%time\n", "\n", "frames_deep_factor3 = [(frame, model_factor3(frame)) for frame in frames]" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "malaya_speech.extra.visualization.visualize_vad(y, frames_deep_factor3, sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the deep model able to know this sample mostly noises!" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(160000, 16000)" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y, sr = malaya_speech.load('speech/podcast/2x5%20Ep%2010.wav')\n", "y = y[: sr * 10]\n", "len(y), sr" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "y_int = malaya_speech.utils.astype.float_to_int(y)\n", "\n", "frames = list(malaya_speech.utils.generator.frames(y, 30, sr))\n", "frames_int = list(malaya_speech.utils.generator.frames(y_int, 30, sr))" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 11.5 ms, sys: 1.7 ms, total: 13.2 ms\n", "Wall time: 11.5 ms\n" ] } ], "source": [ "%%time\n", "\n", "vad = malaya_speech.vad.webrtc(minimum_amplitude = int(np.quantile(np.abs(y_int), 0.2)))\n", "frames_webrtc = [(frame, vad(frame)) for frame in frames_int]" ] }, { "cell_type": "code", "execution_count": 49, "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, frames_webrtc, sr)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 224 ms, sys: 23.1 ms, total: 247 ms\n", "Wall time: 120 ms\n" ] } ], "source": [ "%%time\n", "\n", "frames = list(malaya_speech.utils.generator.frames(y, 50, sr))\n", "result = p.emit(frames)\n", "frames_deep_batch = [(frame, result['flatten'][no]) for no, frame in enumerate(frames)]" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "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, frames_deep_batch, sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Groupby based on time threshold\n", "\n", "Group multiple frames based on label and threshold to stop.\n", "\n", "```python\n", "def group_frames_threshold(frames, threshold_to_stop: float = 0.3):\n", " \"\"\"\n", " Group multiple frames based on label and threshold to stop.\n", "\n", " Parameters\n", " ----------\n", " frames: List[Tuple[Frame, label]]\n", " threshold_to_stop: float, optional (default = 0.3)\n", " If `threshold_to_stop` is 0.3, means that, length same label samples must at least 0.3 second.\n", "\n", " Returns\n", " -------\n", " result : List[Tuple[Frame, label]]\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 200 ms, sys: 21.7 ms, total: 222 ms\n", "Wall time: 110 ms\n" ] } ], "source": [ "%%time\n", "\n", "result = p.emit(frames)\n", "frames_deep_batch = [(frame, result['flatten'][no]) for no, frame in enumerate(frames)]" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "grouped_deep = malaya_speech.utils.group.group_frames(frames_deep_batch)\n", "grouped_deep_threshold = malaya_speech.utils.group.group_frames_threshold(grouped_deep, 0.05)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "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_deep_threshold, sr)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 514 ms, sys: 36.5 ms, total: 551 ms\n", "Wall time: 459 ms\n" ] } ], "source": [ "%%time\n", "\n", "frames_deep_factor3 = [(frame, model_factor3(frame)) for frame in frames]" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "grouped_deep = malaya_speech.utils.group.group_frames(frames_deep_batch)\n", "grouped_deep_threshold = malaya_speech.utils.group.group_frames_threshold(grouped_deep, 0.05)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "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_deep_threshold, sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Quantized deep model\n", "\n", "To load 8-bit quantized model, simply pass `quantized = True`, default is `False`.\n", "\n", "We can expect slightly accuracy drop from quantized model, and not necessary faster than normal 32-bit float model, totally depends on machine." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:Load quantized model will cause accuracy drop.\n", "1.00MB [00:00, 1.47MB/s] \n" ] } ], "source": [ "quantized_model = malaya_speech.vad.deep_model(model = 'marblenet-factor1', quantized = True)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 358 ms, sys: 26.2 ms, total: 384 ms\n", "Wall time: 299 ms\n" ] } ], "source": [ "%%time\n", "\n", "frames_deep_factor1 = [(frame, model_factor1(frame)) for frame in frames]" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 374 ms, sys: 28.3 ms, total: 403 ms\n", "Wall time: 298 ms\n" ] } ], "source": [ "%%time\n", "\n", "frames_deep_factor1_quantized = [(frame, quantized_model(frame)) for frame in frames]" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "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, frames_deep_factor1, sr)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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