{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.insert(1, \"../\")\n",
    "from musicaiz import loaders, plotters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "file = \"H:\\\\INVESTIGACION\\\\Datasets\\\\JSB Chorales\\\\train\\\\2.mid\"\n",
    "midi = loaders.Musa(\n",
    "    file,\n",
    "    subdivision_note=\"sixteenth\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 6000x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = plotters.Pianoroll(midi)\n",
    "plot.plot_instruments(\n",
    "    program=0,\n",
    "    bar_start=0,\n",
    "    bar_end=midi.total_bars,\n",
    "    show=True\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "05376999f6b6ebd8e5c92faac18de336423a08ab6956e1612cb487a0ea9fe98f"
  },
  "kernelspec": {
   "display_name": "Python 3.8.11 64-bit ('composition-api': conda)",
   "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"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}