5 - Predicting music genre live.ipynb

{
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   "cell_type": "markdown",
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   "source": [
    "**Predicting music genre through microphone**\n",
    "\n",
    "In this notebook, the CNN model created in the previous notebook will be used to predict the genre of music being played into a microphone. At the end of the previous notebook, the model was used to predict several songs from the test set as well as for other audio samples downloaded separately. \n",
    "Here, PyAudio is used to get data from the microphone. It records sound for 3 seconds, creates a .wav file, and uses the model to predict the genre based on the sound during that 3 second interval. This is repeated and the barplot is updated every time a new classification is made.\n",
    "\n",
    "Check out the genre_classify_mic.py file to run this code with a matplotlib plot of all the genre scores that updates as classifications are made."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import cm\n",
    "import seaborn as sns\n",
    "import math, random, pickle, os, operator\n",
    "from tempfile import TemporaryFile\n",
    "\n",
    "from scipy.io import wavfile\n",
    "from python_speech_features import mfcc\n",
    "import librosa\n",
    "import librosa.display\n",
    "import IPython.display as ipd\n",
    "import pyaudio\n",
    "import time\n",
    "import wave\n",
    "\n",
    "from IPython import display\n",
    "import pylab as pl\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "#load model\n",
    "model = tf.keras.models.load_model(\"model80.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
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OhilJkqQO/x90hAwpl3dkuwAAAABJRU5ErkJggg==\n"
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
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2qrqoTX9qkt9jeK2/juV/SnbF8siUJElSh5V+AbokSdJMGaYkSZI6GKYkSZI6GKYkSZI6GKYkSZI6GKYkSZI6/H/u1Dvc5KyC5AAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
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    {
     "output_type": "display_data",
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\n"
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    {
     "output_type": "display_data",
     "data": {
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      "needs_background": "light"
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    {
     "output_type": "display_data",
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    {
     "output_type": "display_data",
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      "needs_background": "light"
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    {
     "output_type": "display_data",
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    },
    {
     "output_type": "display_data",
     "data": {
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OhilJkqQO/x90hAwpl3dkuwAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "FORMAT = pyaudio.paInt16\n",
    "CHANNELS = 2\n",
    "RATE = 44100\n",
    "CHUNK = 1024\n",
    "RECORD_SECONDS = 3\n",
    "WAVE_OUTPUT_FILENAME = \"file.wav\"\n",
    " \n",
    "audio = pyaudio.PyAudio()\n",
    " \n",
    "# start Recording\n",
    "stream = audio.open(format=FORMAT, channels=CHANNELS,\n",
    "                rate=RATE, input=True,\n",
    "                frames_per_buffer=CHUNK)\n",
    "\n",
    "\n",
    "#loop for recording 3 second samples from microphone and classifying genre\n",
    "for _ in range(10):\n",
    "    # print(\"recording...\")\n",
    "    frames = []\n",
    "    \n",
    "    for i in range(0, int(RATE / CHUNK * RECORD_SECONDS)):\n",
    "        data = stream.read(CHUNK)\n",
    "        frames.append(data)\n",
    "    # print(\"finished recording\")\n",
    "\n",
    "    # classify frames\n",
    "    waveFile = wave.open(WAVE_OUTPUT_FILENAME, 'wb')\n",
    "    waveFile.setnchannels(CHANNELS)\n",
    "    waveFile.setsampwidth(audio.get_sample_size(FORMAT))\n",
    "    waveFile.setframerate(RATE)\n",
    "    waveFile.writeframes(b''.join(frames))\n",
    "    waveFile.close()\n",
    "\n",
    "    t, rate = librosa.load(\"./file.wav\", duration=3) # returns sample rate and data (sig)\n",
    "    audio_spect = librosa.feature.melspectrogram(t, rate) # convert to melspectogram\n",
    "\n",
    "    genres = 'blues classical country disco hiphop jazz metal pop reggae rock'\n",
    "    genres = genres.split()\n",
    "\n",
    "    spect = audio_spect.reshape(1,128,130,1) / 255.0\n",
    "    plt.figure(figsize=(10,5))\n",
    "    sns.barplot(x=genres,y=model.predict(spect)[0])\n",
    "    plt.title(\"Model Prediction\");\n",
    "    display.clear_output(wait=True)\n",
    "    display.display(pl.gcf())\n",
    "\n",
    " \n",
    " \n",
    "# stop Recording\n",
    "stream.stop_stream()\n",
    "stream.close()\n",
    "audio.terminate()\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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