\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",
"
\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": {
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\n",
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