{
"cells": [
{
"cell_type": "markdown",
"id": "62c5865f",
"metadata": {},
"source": [
""
]
},
{
"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": "7fd945bb",
"metadata": {},
"source": [
"### Select model"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "97f24046",
"metadata": {},
"outputs": [],
"source": [
"#@markdown teticio/audio-diffusion-256 - trained on my Spotify \"liked\" playlist\n",
"\n",
"#@markdown teticio/audio-diffusion-256-breaks - trained on samples used in music\n",
"\n",
"model_id = \"teticio/audio-diffusion-256\" #@param [\"teticio/audio-diffusion-256\", \"teticio/audio-diffusion-256-breaks\"]"
]
},
{
"cell_type": "markdown",
"id": "011fb5a1",
"metadata": {},
"source": [
"### Run model inference to generate mel spectrogram, audios and loops"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "a3d45c36",
"metadata": {},
"outputs": [],
"source": [
"audio_diffusion = AudioDiffusion(model_id=model_id)"
]
},
{
"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": 12,
"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(model_id)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "b9023846",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"image = random.choice(ds['train'])['image']\n",
"image"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "492e2334",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"audio = mel.image_to_audio(image)\n",
"Audio(data=audio, rate=mel.get_sample_rate())"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8c8261a0",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"provenance": []
},
"gpuClass": "standard",
"kernelspec": {
"display_name": "huggingface",
"language": "python",
"name": "huggingface"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.4"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 5
}