598 lines
204 KiB
Plaintext
598 lines
204 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "7bd11665",
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"metadata": {},
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"source": [
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"## Getting Started with Mayavoz\n",
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"\n",
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"#### Contents:\n",
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"- [How to do inference using pretrained model](#inference)\n",
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"- [How to train your custom model](#basictrain)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "d3c589bb",
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"metadata": {},
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"source": [
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"### Install Mayavoz"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "5b68e053",
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"metadata": {},
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"outputs": [],
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"source": [
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"! pip install -q mayavoz "
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]
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},
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{
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"cell_type": "markdown",
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"id": "87ee497f",
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"metadata": {},
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"source": [
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"<div id=\"inference\"></div>\n",
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"\n",
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"### Pretrained Model\n",
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"\n",
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"To start using pretrained model,select any of the available recipes from [here](). \n",
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"For this exercice I am selecting [mayavoz/waveunet]()\n",
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"\n",
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"- Mayavoz supports multiple input and output format. Input for inference can be in any of the below format\n",
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" - audio file path\n",
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" - numpy audio data\n",
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" - torch tensor audio data\n",
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" \n",
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"It auto-detects the input format and does inference for you.\n",
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" \n",
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"At the moment mayavoz only accepts single audio input"
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]
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},
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{
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"cell_type": "markdown",
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"id": "bd514ff4",
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"metadata": {},
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"source": [
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"**Load model**"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "67698871",
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"metadata": {},
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"outputs": [],
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"source": [
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"\n",
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"from mayavoz.models import Mayamodel\n",
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"model = Mayamodel.from_pretrained(\"shahules786/mayavoz-dccrn-valentini-28spk\")\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "c7fd4cbe",
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"metadata": {},
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"source": [
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"**Inference using file path**"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "d7996c16",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"torch.Size([1, 1, 36414])"
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]
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},
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"audio = model.enhance(\"my_voice.wav\")\n",
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"audio.shape"
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]
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},
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{
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"cell_type": "markdown",
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"id": "8ee20a83",
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"metadata": {},
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"source": [
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"**Inference using numpy ndarray**\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "e1a1c718",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"(36414,)"
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]
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},
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"execution_count": 8,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import torch\n",
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"from librosa import load\n",
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"my_voice,sr = load(\"my_voice.wav\",sr=16000)\n",
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"my_voice.shape"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"id": "0cbef6c0",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"(1, 1, 36414)"
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]
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},
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"execution_count": 9,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"audio = model.enhance(my_voice,sampling_rate=sr)\n",
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"audio.shape"
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]
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},
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{
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"cell_type": "markdown",
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"id": "a22fc10f",
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"metadata": {},
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"source": [
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"**Inference using torch tensor**\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"id": "a884a935",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"torch.Size([1, 1, 36414])"
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]
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},
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"execution_count": 10,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"my_voice = torch.from_numpy(my_voice)\n",
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"audio = model.enhance(my_voice,sampling_rate=sr)\n",
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"audio.shape"
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]
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},
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{
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"cell_type": "markdown",
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"id": "2ac27920",
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"metadata": {},
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"source": [
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"- if you want to save the output, just pass `save_output=True`"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"id": "9e0313f7",
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"metadata": {},
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"outputs": [],
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"source": [
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"audio = model.enhance(\"my_voice.wav\",save_output=True)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"id": "25077720",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"\n",
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" <audio controls=\"controls\" >\n",
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type=\"audio/x-wav\" />\n",
|
|
" Your browser does not support the audio element.\n",
|
|
" </audio>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"<IPython.lib.display.Audio object>"
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"from IPython.display import Audio\n",
|
|
"SAMPLING_RATE = 16000\n",
|
|
"Audio(\"cleaned_my_voice.wav\",rate=SAMPLING_RATE)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "3170bb0b",
|
|
"metadata": {},
|
|
"source": [
|
|
"<div id=\"basictrain\"></div>\n",
|
|
"\n",
|
|
"\n",
|
|
"## Training your own custom Model\n",
|
|
"\n",
|
|
"There are two ways of doing this\n",
|
|
"\n",
|
|
"* [Using mayavoz framework ](#code)\n",
|
|
"* [Using mayavoz command line tool ](#cli)\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a44fc314",
|
|
"metadata": {},
|
|
"source": [
|
|
"<div id=\"code\"></div>\n",
|
|
"\n",
|
|
"**Using Mayavoz framwork** [Basic]\n",
|
|
"- Prepapare dataloader\n",
|
|
"- import preferred model\n",
|
|
"- Train"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "dbc14b36",
|
|
"metadata": {},
|
|
"source": [
|
|
"Files is dataclass that helps your to organise your train/test file paths"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "2c8c2b12",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from mayavoz.utils import Files\n",
|
|
"\n",
|
|
"name = \"valentini\"\n",
|
|
"root_dir = \"/Users/shahules/Myprojects/enhancer/datasets/vctk\"\n",
|
|
"files = Files(train_clean=\"clean_testset_wav\",\n",
|
|
" train_noisy=\"clean_testset_wav\",\n",
|
|
" test_clean=\"noisy_testset_wav\",\n",
|
|
" test_noisy=\"noisy_testset_wav\")\n",
|
|
"duration = 4.0 \n",
|
|
"stride = None\n",
|
|
"sampling_rate = 16000"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "07ef8721",
|
|
"metadata": {},
|
|
"source": [
|
|
"Now there are two types of `matching_function`\n",
|
|
"- `one_to_one` : In this one clean file will only have one corresponding noisy file. For example Valentini datasets\n",
|
|
"- `one_to_many` : In this one clean file will only have one corresponding noisy file. For example MS-SNSD dataset."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "4b0fdc62",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"mapping_function = \"one_to_one\"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "ff0cfe60",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from mayavoz.data import MayaDataset\n",
|
|
"dataset = MayaDataset(\n",
|
|
" name=name,\n",
|
|
" root_dir=root_dir,\n",
|
|
" files=files,\n",
|
|
" duration=duration,\n",
|
|
" stride=stride,\n",
|
|
" sampling_rate=sampling_rate,\n",
|
|
" min_valid_minutes = 5.0,\n",
|
|
" )\n"
|
|
]
|
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},
|
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{
|
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"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "acfdc655",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from mayavoz.models import Demucs\n",
|
|
"model = Demucs(dataset=dataset, loss=\"mae\")\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "4fabe46d",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import pytorch_lightning as pl"
|
|
]
|
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},
|
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{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
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"id": "20d98ed0",
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"metadata": {},
|
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"outputs": [
|
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{
|
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"name": "stderr",
|
|
"output_type": "stream",
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"text": [
|
|
"GPU available: False, used: False\n",
|
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"TPU available: False, using: 0 TPU cores\n",
|
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"IPU available: False, using: 0 IPUs\n",
|
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"HPU available: False, using: 0 HPUs\n"
|
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]
|
|
},
|
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{
|
|
"name": "stdout",
|
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"output_type": "stream",
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"text": [
|
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"Selected fp257 for valid\n"
|
|
]
|
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},
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{
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"name": "stderr",
|
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"output_type": "stream",
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"text": [
|
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"\n",
|
|
" | Name | Type | Params\n",
|
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"----------------------------------------\n",
|
|
"0 | _loss | LossWrapper | 0 \n",
|
|
"1 | encoder | ModuleList | 4.7 M \n",
|
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"2 | decoder | ModuleList | 4.7 M \n",
|
|
"3 | de_lstm | DemucsLSTM | 24.8 M\n",
|
|
"----------------------------------------\n",
|
|
"34.2 M Trainable params\n",
|
|
"0 Non-trainable params\n",
|
|
"34.2 M Total params\n",
|
|
"136.866 Total estimated model params size (MB)\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Total train duration 27.4 minutes\n",
|
|
"Total validation duration 29.733333333333334 minutes\n",
|
|
"Total test duration 57.2 minutes\n",
|
|
"Epoch 0: 48%|▍| 13/27 [15:18<16:29, 70.66s/it, loss=0.0265, v_num=2, train_loss\n",
|
|
"Validation: 0it [00:00, ?it/s]\u001b[A\n",
|
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"Validation: 0%| | 0/14 [00:00<?, ?it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 0%| | 0/14 [00:00<?, ?it/s]\u001b[A\n",
|
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"Epoch 0: 52%|▌| 14/27 [19:55<18:29, 85.37s/it, loss=0.0265, v_num=2, train_loss\u001b[A\n",
|
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"Epoch 0: 56%|▌| 15/27 [42:05<33:40, 168.34s/it, loss=0.0265, v_num=2, train_los\u001b[A\n",
|
|
"Epoch 0: 59%|▌| 16/27 [1:14:42<51:21, 280.16s/it, loss=0.0265, v_num=2, train_l\u001b[A\n",
|
|
"Epoch 0: 63%|▋| 17/27 [1:28:59<52:20, 314.08s/it, loss=0.0265, v_num=2, train_l\u001b[A\n",
|
|
"Epoch 0: 67%|▋| 18/27 [1:29:11<44:35, 297.31s/it, loss=0.0265, v_num=2, train_l\u001b[A\n",
|
|
"Epoch 0: 70%|▋| 19/27 [1:44:31<44:00, 330.08s/it, loss=0.0265, v_num=2, train_l\u001b[A\n",
|
|
"Epoch 0: 74%|▋| 20/27 [1:53:03<39:34, 339.17s/it, loss=0.0265, v_num=2, train_l\u001b[A\n",
|
|
"Epoch 0: 78%|▊| 21/27 [2:11:07<37:27, 374.63s/it, loss=0.0265, v_num=2, train_l\u001b[A\n",
|
|
"Epoch 0: 81%|▊| 22/27 [2:30:21<34:10, 410.07s/it, loss=0.0265, v_num=2, train_l\u001b[A\n",
|
|
"Epoch 0: 85%|▊| 23/27 [2:30:33<26:11, 392.78s/it, loss=0.0265, v_num=2, train_l\u001b[A\n",
|
|
"Epoch 0: 89%|▉| 24/27 [2:30:46<18:50, 376.94s/it, loss=0.0265, v_num=2, train_l\u001b[A\n",
|
|
"Epoch 0: 93%|▉| 25/27 [2:30:58<12:04, 362.34s/it, loss=0.0265, v_num=2, train_l\u001b[A\n",
|
|
"Epoch 0: 96%|▉| 26/27 [2:31:10<05:48, 348.85s/it, loss=0.0265, v_num=2, train_l\u001b[A\n",
|
|
"Epoch 0: 100%|█| 27/27 [2:31:21<00:00, 336.34s/it, loss=0.0265, v_num=2, train_l\u001b[A\n",
|
|
"Epoch 0: 100%|█| 27/27 [2:31:21<00:00, 336.34s/it, loss=0.0265, v_num=2, train_l\u001b[A"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"`Trainer.fit` stopped: `max_epochs=1` reached.\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Epoch 0: 100%|█| 27/27 [2:31:21<00:00, 336.37s/it, loss=0.0265, v_num=2, train_l\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"trainer = pl.Trainer(max_epochs=1)\n",
|
|
"trainer.fit(model)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "28bc697b",
|
|
"metadata": {},
|
|
"source": [
|
|
"**mayavoz model and dataset are highly customazibale**, see [here]() for advanced usage"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "df01aa1e",
|
|
"metadata": {},
|
|
"source": [
|
|
"<div id=\"cli\"></div>\n",
|
|
"\n",
|
|
"\n",
|
|
"## Mayavoz CLI"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "2bbf2747",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"! pip install mayavoz[cli]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4447dd07",
|
|
"metadata": {},
|
|
"source": [
|
|
"### TL;DR\n",
|
|
"Calling the following command would train mayavoz Demucs model on MS-SNSD dataset.\n",
|
|
"\n",
|
|
"```bash\n",
|
|
"mayavoz-train \\\n",
|
|
" model=Demucs \\\n",
|
|
" Demucs.sampling_rate=16000 \\\n",
|
|
" dataset=VCTK dataset.root_dir = \"your_root_directory\" \\\n",
|
|
" trainer=fastrun_dev\n",
|
|
"\n",
|
|
"```\n",
|
|
"\n",
|
|
"This is more or less equaivalent to below code"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "9278742a",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from mayavoz.data import MayaDataset\n",
|
|
"from mayavoz.models import Demucs\n",
|
|
"\n",
|
|
"dataset = MayaDataset(\n",
|
|
" name='vctk'\n",
|
|
" root_dir=\"your_root_directory\",\n",
|
|
" )\n",
|
|
"model = Demucs(dataset=dataset, sampling_rate=16000)\n",
|
|
"trainer = Trainer()\n",
|
|
"trainer.fit(model)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "15737128",
|
|
"metadata": {},
|
|
"source": [
|
|
"For example, if you want to add/change `stride` of dataset\n",
|
|
"\n",
|
|
"```bash\n",
|
|
"mayavoz-train \\\n",
|
|
" model=Demucs \\\n",
|
|
" Demucs.sampling_rate=16000 \\\n",
|
|
" dataset=VCTK dataset.root_dir = \"your_root_directory\" dataset.stride=1\\\n",
|
|
"\n",
|
|
"```"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "eb26692c",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Hydra-based configuration\n",
|
|
"mayavoz-train relies on Hydra to configure the training process. Adding --cfg job option to the previous command will let you know about the actual configuration used for training:\n",
|
|
"\n",
|
|
"```bash\n",
|
|
"mayavoz-train --cfg job \\\n",
|
|
" model=Demucs \\\n",
|
|
" Demucs.sampling_rate=16000 \\\n",
|
|
" dataset=MS-SNSD\n",
|
|
"\n",
|
|
"```\n",
|
|
"\n",
|
|
"```yaml\n",
|
|
"_target_: mayavoz.models.demucs.Demucs\n",
|
|
"num_channels: 1\n",
|
|
"resample: 4\n",
|
|
"sampling_rate : 16000\n",
|
|
"\n",
|
|
"encoder_decoder:\n",
|
|
" depth: 4\n",
|
|
" initial_output_channels: 64\n",
|
|
" \n",
|
|
"[...]\n",
|
|
"```\n",
|
|
"\n",
|
|
"To change the sampling_rate, you can \n",
|
|
"\n",
|
|
"```bash\n",
|
|
"mayavoz-train \\\n",
|
|
" model=Demucs model.sampling_rate=16000 \\\n",
|
|
" dataset=MS-SNSD\n",
|
|
"\n",
|
|
"```"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3.8.13 ('enhancer')",
|
|
"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": "3.8.13"
|
|
},
|
|
"vscode": {
|
|
"interpreter": {
|
|
"hash": "aa065deb7c1aa0a1a524e1ebced87b297febfedb61bf47eab2415d34995331a2"
|
|
}
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|