{
"cells": [
{
"cell_type": "markdown",
"id": "0fd939b0",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"id": "ed80a605",
"metadata": {},
"source": [
"## Model trained on 30,000 samples used in music\n",
"(Source [WhoSampled](https://whosampled.com) and [YouTube](https://youtube.com))"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "6c7800a6",
"metadata": {},
"outputs": [],
"source": [
"try:\n",
" # are we running on Google Colab?\n",
" import google.colab\n",
" !git clone -q https://github.com/teticio/audio-diffusion.git\n",
" %cd audio-diffusion\n",
" !pip install -q -r requirements.txt\n",
"except:\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "b447e2c4",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import sys\n",
"sys.path.insert(0, os.path.dirname(os.path.abspath(\"\")))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c2fc0e7a",
"metadata": {},
"outputs": [],
"source": [
"import random\n",
"from datasets import load_dataset\n",
"from IPython.display import Audio\n",
"from audiodiffusion.mel import Mel\n",
"from audiodiffusion import AudioDiffusion"
]
},
{
"cell_type": "markdown",
"id": "011fb5a1",
"metadata": {},
"source": [
"### Run model inference to generate mel spectrogram, audios and loops"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a3d45c36",
"metadata": {},
"outputs": [],
"source": [
"audio_diffusion = AudioDiffusion(model_id=\"teticio/audio-diffusion-breaks-256\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b809fed5",
"metadata": {},
"outputs": [],
"source": [
"while True:\n",
" image, (sample_rate, audio) = audio_diffusion.generate_spectrogram_and_audio()\n",
" display(image)\n",
" display(Audio(audio, rate=sample_rate))\n",
" loop = AudioDiffusion.loop_it(audio, sample_rate)\n",
" if loop is not None:\n",
" display(Audio(loop, rate=sample_rate))\n",
" else:\n",
" print(\"Unable to determine loop points\")"
]
},
{
"cell_type": "markdown",
"id": "ef54cef3",
"metadata": {},
"source": [
"### Compare results with random sample from training set"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "f028a3c8",
"metadata": {},
"outputs": [],
"source": [
"mel = Mel(x_res=256, y_res=256)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "269ee816",
"metadata": {},
"outputs": [],
"source": [
"ds = load_dataset('teticio/audio-diffusion-breaks-256')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "b9023846",
"metadata": {},
"outputs": [
{
"data": {
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",
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