{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Unsupervised streaming clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/unsupervised-streaming-clustering](https://github.com/huseinzol05/malaya-speech/tree/master/example/unsupervised-streaming-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": [ "### Why streaming?\n", "\n", "Common speaker diarization, the diarization process only able to happened after processed entire audio.\n", "\n", "Audio -> chunks -> each chunks convert into embedding / features -> clustering.\n", "\n", "This is fine when you have a short medium length audio, but when come to long audio, we have to consider streaming algorithm." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pros streaming clustering\n", "\n", "1. Speaker name able to determine in real time manner instead need to process entire audio.\n", "2. Memory save, not required to store entire embedding / features to cluster." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cons streaming clustering\n", "\n", "1. size cluster determine by threshold value, and this can be vary for each audio sample.\n", "2. size cluster not accurate as process the entire audio." ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "os.environ['CUDA_VISIBLE_DEVICES'] = ''" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [], "source": [ "filename = 'Toodia Podcast EP #3: "Macam mana nak manage MASA dan WORK LIFE BALANCE ?" (Part 2) [_FXlFtCIFYk].mp3'\n", "url = 'https://www.youtube.com/watch?v=_FXlFtCIFYk&ab_channel=ScorpiusEntertainment'\n", "\n", "if not os.path.exists(filename):\n", " import yt_dlp as youtube_dl\n", "\n", " ydl_opts = {\n", " 'format': 'bestaudio/best',\n", " 'postprocessors': [{\n", " 'key': 'FFmpegExtractAudio',\n", " 'preferredcodec': 'mp3',\n", " 'preferredquality': '192',\n", " }],\n", " 'no-check-certificate': True\n", " }\n", " \n", " with youtube_dl.YoutubeDL(ydl_opts) as ydl:\n", " ydl.download([url])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Streaming speaker similarity\n", "\n", "```python\n", "class StreamingSpeakerSimilarity:\n", " def __init__(self, similarity_threshold=0.8, agg_function: Callable = np.mean):\n", " \"\"\"\n", " Parameters\n", " ----------\n", " similarity_threshold: float, optional (default=0.8)\n", " if current voice activity sample similar at least 0.8, we assumed it is from the same speaker.\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "import malaya_speech\n", "from malaya_speech import Pipeline\n", "from malaya_speech.utils.astype import float_to_int\n", "import numpy as np\n", "from tqdm import tqdm\n", "import matplotlib.pyplot as plt\n", "from malaya_speech.model.clustering import StreamingSpeakerSimilarity" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data = np.random.rand(3000, 2)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████| 3000/3000 [00:00<00:00, 12056.72it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "streaming_model = StreamingSpeakerSimilarity(similarity_threshold = 0.8)\n", "labels = [malaya_speech.diarization.streaming(d, streaming_model, add_speaker_prefix = False) for d in tqdm(data)]\n", "plt.scatter(data[:,0], data[:,1], c=labels)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████| 3000/3000 [00:00<00:00, 11154.73it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "streaming_model = StreamingSpeakerSimilarity(similarity_threshold = 0.85)\n", "labels = [malaya_speech.diarization.streaming(d, streaming_model, add_speaker_prefix = False) for d in tqdm(data)]\n", "plt.scatter(data[:,0], data[:,1], c=labels)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████| 3000/3000 [00:00<00:00, 11394.11it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "streaming_model = StreamingSpeakerSimilarity(similarity_threshold = 0.9)\n", "labels = [malaya_speech.diarization.streaming(d, streaming_model, add_speaker_prefix = False) for d in tqdm(data)]\n", "plt.scatter(data[:,0], data[:,1], c=labels)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████| 3000/3000 [00:00<00:00, 10503.29it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "streaming_model = StreamingSpeakerSimilarity(similarity_threshold = 0.95)\n", "labels = [malaya_speech.diarization.streaming(d, streaming_model, add_speaker_prefix = False) for d in tqdm(data)]\n", "plt.scatter(data[:,0], data[:,1], c=labels)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████| 3000/3000 [00:00<00:00, 10676.31it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "streaming_model = StreamingSpeakerSimilarity(similarity_threshold = 0.99)\n", "labels = [malaya_speech.diarization.streaming(d, streaming_model, add_speaker_prefix = False) for d in tqdm(data)]\n", "plt.scatter(data[:,0], data[:,1], c=labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Streaming Kmeans\n", "\n", "https://dl.acm.org/doi/fullHtml/10.1145/3178876.3186124 with removing `max_clusters` parameter.\n", "\n", "```python\n", "class StreamingKMeans:\n", " def __init__(self, threshold=0.1):\n", " \"\"\"\n", " Streaming KMeans with no maximum cluster size.\n", "\n", " Parameters\n", " ----------\n", " threshold: float, optional (default=0.1)\n", " Minimum threshold to consider new cluster.\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "from malaya_speech.model.clustering import StreamingKMeans" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████| 3000/3000 [00:00<00:00, 21447.33it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "streaming_model = StreamingKMeans(threshold = 0.3)\n", "labels = [malaya_speech.diarization.streaming(d, streaming_model, add_speaker_prefix = False) for d in tqdm(data)]\n", "plt.scatter(data[:,0], data[:,1], c=labels)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████| 3000/3000 [00:00<00:00, 37209.39it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "streaming_model = StreamingKMeans(threshold = 0.5)\n", "labels = [malaya_speech.diarization.streaming(d, streaming_model, add_speaker_prefix = False) for d in tqdm(data)]\n", "plt.scatter(data[:,0], data[:,1], c=labels)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████| 3000/3000 [00:00<00:00, 3635.40it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "streaming_model = StreamingKMeans(threshold = 0.1)\n", "labels = [malaya_speech.diarization.streaming(d, streaming_model, add_speaker_prefix = False) for d in tqdm(data)]\n", "plt.scatter(data[:,0], data[:,1], c=labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Streaming Kmeans with maximum cluster size\n", "\n", "Based on https://dl.acm.org/doi/fullHtml/10.1145/3178876.3186124\n", "\n", "```python\n", "class StreamingKMeansMaxCluster:\n", " def __init__(self, threshold, max_clusters=5):\n", " \"\"\"\n", " Streaming KMeans with maximum cluster size.\n", "\n", " Parameters\n", " ----------\n", " threshold: float, optional (default=0.1)\n", " Minimum threshold to consider new cluster.\n", " max_clusters: int, optional (default=5)\n", " max cluster size.\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "from malaya_speech.model.clustering import StreamingKMeansMaxCluster" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████| 3000/3000 [00:00<00:00, 37500.04it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "streaming_model = StreamingKMeansMaxCluster(threshold = 0.4, max_clusters = 5)\n", "labels = [malaya_speech.diarization.streaming(d, streaming_model, add_speaker_prefix = False) for d in tqdm(data)]\n", "plt.scatter(data[:,0], data[:,1], c=labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load VAD model\n", "\n", "We are going to use WebRTC VAD model, read more about VAD at https://malaya-speech.readthedocs.io/en/latest/load-vad.html" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vad_model = malaya_speech.vad.webrtc()\n", "p_vad = Pipeline()\n", "pipeline = (\n", " p_vad.map(lambda x: float_to_int(x, divide_max_abs=False))\n", " .map(vad_model)\n", ")\n", "p_vad.visualize()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Diarization Pipeline" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "speaker_v = malaya_speech.speaker_vector.nemo(model = 'huseinzol05/nemo-titanet_large')\n", "_ = speaker_v.eval()" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [], "source": [ "streaming_model = StreamingSpeakerSimilarity(similarity_threshold = 0.7)" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 167, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_classification = Pipeline()\n", "to_float = p_classification\n", "to_float.map(lambda x: speaker_v([x])[0]) \\\n", ".map(lambda x: malaya_speech.diarization.streaming(x, streaming_model), name = 'classification')\n", "\n", "p_classification.visualize()" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 1) (speaker 1) (speaker 0) (speaker 1) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 1) (speaker 0) (speaker 1) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 1) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 1) (speaker 0) (speaker 0) (speaker 1) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 1) (speaker 1) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 1) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 0) (speaker 1) (speaker 0) (speaker 0) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 1) (speaker 0) (speaker 0) (speaker 2) (speaker 0) (speaker 0) (speaker 0) (speaker 1) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 1) (speaker 0) (speaker 0) (speaker 0) (speaker 0) (speaker 3) (speaker 3) " ] } ], "source": [ "samples = malaya_speech.streaming.torchaudio.stream(filename,\n", " vad_model = p_vad,\n", " classification_model = p_classification,\n", " segment_length = 320,\n", " realtime_print = True,\n", " min_length = 2.0,\n", " hard_utterence = False)" ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "205" ] }, "execution_count": 169, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(samples)" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 170, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import IPython.display as ipd\n", "\n", "ipd.Audio(samples[0]['wav_data'], rate = 16000)" ] }, { "cell_type": "code", "execution_count": 171, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 171, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(samples[3]['wav_data'], rate = 16000)" ] }, { "cell_type": "code", "execution_count": 176, "metadata": {}, "outputs": [], "source": [ "vectors = [speaker_v([s['wav_data']])[0] for s in samples]" ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(205, 192)" ] }, "execution_count": 178, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.array(vectors).shape" ] }, { "cell_type": "code", "execution_count": 173, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0, 0, 0, 0, 0]" ] }, "execution_count": 173, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels = [int(s['classification_model'].split('speaker ')[1]) for s in samples]\n", "labels[:5]" ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/husein/.local/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:800: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n", " warnings.warn(\n", "/home/husein/.local/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:810: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n", " warnings.warn(\n" ] } ], "source": [ "from sklearn.manifold import TSNE\n", "x = TSNE().fit_transform(np.array(vectors))" ] }, { "cell_type": "code", "execution_count": 187, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 187, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "execution_count": 194, "metadata": {}, "output_type": "execute_result" } ], "source": [ "streaming_model = StreamingKMeans(threshold = 0.25)\n", "p_classification = Pipeline()\n", "to_float = p_classification\n", "to_float.map(lambda x: speaker_v([x])[0]) \\\n", ".map(lambda x: malaya_speech.diarization.streaming(x, streaming_model), name = 'classification')\n", "\n", "p_classification.visualize()" ] }, { "cell_type": "code", "execution_count": 195, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(speaker 0) (speaker 0) (speaker 0) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 2) (speaker 1) (speaker 1) (speaker 1) (speaker 3) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 4) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 5) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 6) (speaker 1) (speaker 7) (speaker 8) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 9) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 10) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 6) (speaker 6) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 11) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 6) (speaker 6) (speaker 6) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 6) (speaker 6) (speaker 6) (speaker 6) (speaker 6) (speaker 6) (speaker 6) (speaker 6) (speaker 6) (speaker 6) (speaker 6) (speaker 6) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 12) (speaker 1) (speaker 1) (speaker 1) (speaker 6) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 6) (speaker 1) (speaker 1) (speaker 1) (speaker 1) (speaker 13) (speaker 13) " ] } ], "source": [ "samples = malaya_speech.streaming.torchaudio.stream(filename,\n", " vad_model = p_vad,\n", " classification_model = p_classification,\n", " segment_length = 320,\n", " realtime_print = True,\n", " min_length = 2.0,\n", " hard_utterence = False)" ] }, { "cell_type": "code", "execution_count": 196, "metadata": {}, "outputs": [], "source": [ "vectors = [speaker_v([s['wav_data']])[0] for s in samples]" ] }, { "cell_type": "code", "execution_count": 197, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 197, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import IPython.display as ipd\n", "\n", "ipd.Audio(samples[0]['wav_data'], rate = 16000)" ] }, { "cell_type": "code", "execution_count": 198, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0, 0, 0, 1, 1]" ] }, "execution_count": 198, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels = [int(s['classification_model'].split('speaker ')[1]) for s in samples]\n", "labels[:5]" ] }, { "cell_type": "code", "execution_count": 199, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/husein/.local/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:800: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n", " warnings.warn(\n", "/home/husein/.local/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:810: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n", " warnings.warn(\n" ] } ], "source": [ "x = TSNE().fit_transform(np.array(vectors))" ] }, { "cell_type": "code", "execution_count": 200, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 200, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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