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{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3de63898",
   "metadata": {},
   "source": [
    "<a href=\"https://colab.research.google.com/github/teticio/audio-diffusion/blob/master/notebooks/test_mel.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "81fbd495",
   "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": null,
   "id": "218fcdf1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from datasets import load_dataset\n",
    "from IPython.display import Audio\n",
    "from diffusers import Mel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5e4f8ee5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# These are the default parameters. If you change any of them, you may have to adjust the others.\n",
    "mel = Mel(x_res=256,\n",
    "          y_res=256,\n",
    "          hop_length=512,\n",
    "          sample_rate=22050,\n",
    "          n_fft=2048,\n",
    "          n_iter=32)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2178c3f",
   "metadata": {},
   "source": [
    "### Transform slice of audio to mel spectrogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f32bb35e",
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    # are we running on Google Colab?\n",
    "    from google.colab import files\n",
    "    audio_file = list(files.upload().keys())[0]\n",
    "except:\n",
    "    audio_file = \"/home/teticio/Music/Music/A Tribe Called Quest/The Anthology/08 Can I Kick It_.mp3\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "61dbcd2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "mel.load_audio(audio_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ccadcc0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "image = mel.audio_slice_to_image(15)\n",
    "image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8cec79c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "image.width, image.height"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe112fef",
   "metadata": {},
   "source": [
    "### Transform mel spectrogram back to audio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0b268a54",
   "metadata": {},
   "outputs": [],
   "source": [
    "audio = mel.image_to_audio(image)\n",
    "Audio(data=audio, rate=mel.get_sample_rate())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f1f2006",
   "metadata": {},
   "source": [
    "### Select a random image from the training set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1f29f025",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = load_dataset('teticio/audio-diffusion-256')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e002482d",
   "metadata": {},
   "outputs": [],
   "source": [
    "image = ds['train'].shuffle().select(range(1))['image'][0]\n",
    "image"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a801fc5",
   "metadata": {},
   "source": [
    "### Convert to audio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2421827",
   "metadata": {},
   "outputs": [],
   "source": [
    "audio = mel.image_to_audio(image)\n",
    "Audio(data=audio, rate=mel.get_sample_rate())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2281fb55",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "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": "3.10.6"
  },
  "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
}