mel-spectrogram-extractor.ipynb

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    {
     "data": {
      "text/plain": "True"
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     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import librosa\n",
    "import librosa.display\n",
    "import numpy as np\n",
    "import os\n",
    "\n",
    "def mel_to_png(path):\n",
    "\n",
    "    file_name = os.path.splitext(os.path.basename(path))[0]\n",
    "    dir_name = os.path.dirname(path)\n",
    "    file_name = file_name+'.png'\n",
    "\n",
    "    y, sr = librosa.load(path)\n",
    "    librosa.feature.melspectrogram(y=y, sr=sr)\n",
    "    # array([[  2.891e-07,   2.548e-03, ...,   8.116e-09,   5.633e-09],\n",
    "    # [  1.986e-07,   1.162e-02, ...,   9.332e-08,   6.716e-09],\n",
    "    # ...,\n",
    "    # [  3.668e-09,   2.029e-08, ...,   3.208e-09,   2.864e-09],\n",
    "    # [  2.561e-10,   2.096e-09, ...,   7.543e-10,   6.101e-10]])\n",
    "\n",
    "    # Using a pre-computed power spectrogram would give the same result:\n",
    "\n",
    "    D = np.abs(librosa.stft(y))**2\n",
    "    S = librosa.feature.melspectrogram(S=D, sr=sr)\n",
    "\n",
    "    # Display of mel-frequency spectrogram coefficients, with custom\n",
    "    # arguments for mel filterbank construction (default is fmax=sr/2):\n",
    "\n",
    "    # Passing through arguments to the Mel filters\n",
    "    S = librosa.feature.melspectrogram(y=y, sr=sr, n_mels=128, fmax=8000)\n",
    "\n",
    "\n",
    "    plt.figure(figsize=(10, 10))\n",
    "    S_dB = librosa.power_to_db(S, ref=np.max)\n",
    "    librosa.display.specshow(S_dB, sr=sr, fmax=8000)\n",
    "    plt.tight_layout(pad=0)\n",
    "    plt.axis('off')\n",
    "    plt.savefig(dir_name+'\\\\'+file_name, bbox_inches='tight', transparent=True, pad_inches=0.0)\n",
    "    plt.show()\n",
    "\n",
    "    return True\n",
    "\n",
    "def dir_to_mels(dir=None):\n",
    "    for root, dirs, files in os.walk(dir, topdown=True):\n",
    "        for name in files:\n",
    "            mel_to_png(os.path.join(root, name))\n",
    "\n",
    "    return True\n",
    "\n",
    "dir_name = 'ravdess-emotional-song-audio'\n",
    "dir_to_mels(dir_name)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  }
 ]
}