{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Super Resolution audio diffusion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/super-resolution-audio-diffusion](https://github.com/huseinzol05/malaya-speech/tree/master/example/super-resolution-audio-diffusion).\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": [ "
\n", "\n", "Required PyTorch >= 1.10.\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Purpose of this module to increase sample rate." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import malaya_speech\n", "import numpy as np\n", "from malaya_speech import Pipeline\n", "import IPython.display as ipd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import logging\n", "\n", "logging.basicConfig(level=logging.INFO)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available audio diffusion deep models" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:malaya_speech.super_resolution:Only calculate SDR, ISR, SAR on voice sample. Higher is better.\n" ] }, { "data": { "text/html": [ "
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Size (MB)
nuwave220.9
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" ], "text/plain": [ " Size (MB)\n", "nuwave2 20.9" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.super_resolution.available_audio_diffusion()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load audio diffusion deep model\n", "\n", "```python\n", "def audio_diffusion(model: str = 'nuwave2', **kwargs):\n", " \"\"\"\n", " Load audio diffusion based Speech Resolution.\n", "\n", " Parameters\n", " ----------\n", " model : str, optional (default='nuwave2')\n", " Model architecture supported. Allowed values:\n", "\n", " * ``'nuwave2'`` - originally from https://github.com/mindslab-ai/nuwave2.\n", "\n", " Returns\n", " -------\n", " result : malaya_speech.torch_model.super_resolution.NuWave2\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:malaya_boilerplate.huggingface:downloading frozen huseinzol05/nuwave2/model.pth\n" ] } ], "source": [ "model = malaya_speech.super_resolution.audio_diffusion(model = 'nuwave2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Important factor\n", "\n", "1. Currently audio diffusion only able to upsample up to 48000 sampling rate." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict\n", "\n", "```python\n", "def predict(self, input, sr: int, steps: int = 8):\n", " \"\"\"\n", " Parameters\n", " ----------\n", " input: np.array\n", " np.array or malaya_speech.model.frame.Frame,\n", " prefer 8000, 12000, 16000 or 22050 or 44000 sampling rate.\n", " sr: int\n", " sampling rate, prefer 8000, 12000, 16000 or 22050 or 44000 sampling rate.\n", " steps: int, optional (default=8)\n", " diffusion steps.\n", "\n", " Returns\n", " -------\n", " result: np.array with 48k sampling rate\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import librosa\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "sampling_rate = 44100\n", "fft_size = 2048\n", "hop_size = 256\n", "win_length = None\n", "window = 'hann'\n", "num_mels = 128\n", "fmin = 0\n", "fmax = None\n", "\n", "mel_basis = librosa.filters.mel(\n", " sr=sampling_rate,\n", " n_fft=fft_size,\n", " n_mels=num_mels,\n", " fmin=fmin,\n", " fmax=fmax,\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8000" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y, sr_ = malaya_speech.load('speech/call-centre/1.wav', sr = None)\n", "y = y[sr_ * 5 :sr_ * 7]\n", "sr_" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(y, rate = sr_)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/huseinzolkepli/Documents/malaya-speech/malaya_speech/train/model/nuwave2_torch/model.py:108: UserWarning: istft will require a complex-valued input tensor in a future PyTorch release. Matching the output from stft with return_complex=True. (Triggered internally at /Users/runner/work/pytorch/pytorch/pytorch/aten/src/ATen/native/SpectralOps.cpp:979.)\n", " center=True, normalized=True, onesided=True)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 2min 21s, sys: 34.5 s, total: 2min 56s\n", "Wall time: 46.1 s\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "output = model(y, sr = sr_)\n", "ipd.Audio(output, rate = 48000)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "D = librosa.stft(\n", " output,\n", " n_fft=fft_size,\n", " hop_length=hop_size,\n", " win_length=win_length,\n", " window=window,\n", " pad_mode='reflect',\n", ")\n", "S, _ = librosa.magphase(D)\n", "mel = np.log10(np.maximum(np.dot(mel_basis, S), 1e-10)).T\n", "fig = plt.figure(figsize=(10, 8))\n", "ax1 = fig.add_subplot(311)\n", "ax1.set_title('output Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(mel), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "D = librosa.stft(\n", " malaya_speech.resample(y, sr_, 48000),\n", " n_fft=fft_size,\n", " hop_length=hop_size,\n", " win_length=win_length,\n", " window=window,\n", " pad_mode='reflect',\n", ")\n", "S, _ = librosa.magphase(D)\n", "mel = np.log10(np.maximum(np.dot(mel_basis, S), 1e-10)).T\n", "fig = plt.figure(figsize=(10, 8))\n", "ax1 = fig.add_subplot(311)\n", "ax1.set_title('interpolate Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(mel), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use Pipeline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Incase your audio is too long and you do not want to burden your machine. So, you can use malaya-speech Pipeline to split the audio splitted to 1 second, predict one-by-one and combine after that." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = Pipeline()\n", "pipeline = (\n", " p.map(malaya_speech.load, sr = sr_)\n", " .map(lambda x: x[0])\n", " .map(lambda x: x[sr_ * 5: sr_ * 10], name = 'cut')\n", " .map(malaya_speech.generator.frames, frame_duration_ms = 1200, sample_rate = sr_, append_ending_trail = False)\n", " .foreach_map(model.predict, sr = sr_)\n", " .map(np.concatenate)\n", ")\n", "p.visualize()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6min 16s, sys: 1min 34s, total: 7min 50s\n", "Wall time: 2min 6s\n" ] } ], "source": [ "%%time\n", "\n", "results = p('speech/call-centre/1.wav')" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(results['concatenate'], rate = 48000)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "resampled = malaya_speech.resample(results['cut'], sr_, 48000)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(resampled, rate = 48000)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "D = librosa.stft(\n", " results['concatenate'],\n", " n_fft=fft_size,\n", " hop_length=hop_size,\n", " win_length=win_length,\n", " window=window,\n", " pad_mode='reflect',\n", ")\n", "S, _ = librosa.magphase(D)\n", "mel = np.log10(np.maximum(np.dot(mel_basis, S), 1e-10)).T\n", "fig = plt.figure(figsize=(10, 8))\n", "ax1 = fig.add_subplot(311)\n", "ax1.set_title('output Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(mel), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "D = librosa.stft(\n", " resampled,\n", " n_fft=fft_size,\n", " hop_length=hop_size,\n", " win_length=win_length,\n", " window=window,\n", " pad_mode='reflect',\n", ")\n", "S, _ = librosa.magphase(D)\n", "mel = np.log10(np.maximum(np.dot(mel_basis, S), 1e-10)).T\n", "fig = plt.figure(figsize=(10, 8))\n", "ax1 = fig.add_subplot(311)\n", "ax1.set_title('interpolate Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(mel), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.10" }, "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 }