Audio modulation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import librosa\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "import scipy\n",
    "import librosa.display\n",
    "from IPython.display import Audio\n",
    "import aubio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_audio_file(file_path):\n",
    "    input_length = 16000\n",
    "    data = librosa.core.load(file_path)[0] #, sr=16000\n",
    "    if len(data)>input_length:\n",
    "        data = data[:input_length]\n",
    "    else:\n",
    "        data = np.pad(data, (0, max(0, input_length - len(data))), \"constant\")\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = load_audio_file(\"../rosa31/Desktop/ROSA/deepvoice3_pytorch/output_dir/input.wav\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "audio = '../rosa31/Desktop/ROSA/deepvoice3_pytorch/output_dir/input.wav'\n",
    "samples, sample_rate = librosa.load(audio)\n",
    "plt.figure(figsize=(12, 4))\n",
    "librosa.display.waveplot(samples, sr=sample_rate)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X = librosa.stft(samples)\n",
    "Xdb = librosa.amplitude_to_db(X)\n",
    "plt.figure(figsize=(12, 5))\n",
    "librosa.display.specshow(Xdb, sr=sample_rate, x_axis='time', y_axis='hz')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "resample length_change =  0.8216542565353923\n"
     ]
    },
    {
     "data": {
      "text/html": [
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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pitch_speed = samples.copy()\n",
    "length_change = np.random.uniform(low=0.5,high=1.5)\n",
    "speed_fac = 1.0  / length_change\n",
    "print(\"resample length_change = \",length_change)\n",
    "tmp = np.interp(np.arange(0,len(y_pitch_speed),speed_fac),np.arange(0,len(y_pitch_speed)),y_pitch_speed)\n",
    "minlen = min(y_pitch_speed.shape[0], tmp.shape[0])\n",
    "y_pitch_speed *= 0\n",
    "y_pitch_speed[0:minlen] = tmp[0:minlen]\n",
    "Audio(y_pitch_speed, rate=sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pitch_change =  -4\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pitch = samples.copy()\n",
    "bins_per_octave = 24\n",
    "pitch_pm = 4\n",
    "\n",
    "pitch_change = -4\n",
    "print(\"pitch_change = \",pitch_change)\n",
    "y_pitch = librosa.effects.pitch_shift(y_pitch.astype('float64'), \n",
    "                                      sample_rate, n_steps=pitch_change, \n",
    "                                      bins_per_octave=bins_per_octave)\n",
    "Audio(y_pitch, rate=sample_rate)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pitch_change =  5\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pitch = samples.copy()\n",
    "bins_per_octave = 24\n",
    "pitch_pm = 4\n",
    "# pitch_change =  pitch_pm * 2*(np.random.uniform()-0.5)   \n",
    "pitch_change = 5\n",
    "\n",
    "print(\"pitch_change = \",pitch_change)\n",
    "y_pitch = librosa.effects.pitch_shift(y_pitch.astype('float64'), \n",
    "                                      sample_rate, n_steps=pitch_change, \n",
    "                                      bins_per_octave=bins_per_octave)\n",
    "Audio(y_pitch, rate=sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "timeshift_fac =  0.15132544193158673\n",
      "3215\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_shift = samples.copy()\n",
    "timeshift_fac = 0.2 *2*(np.random.uniform()-0.5)  # up to 20% of length\n",
    "print(\"timeshift_fac = \",timeshift_fac)\n",
    "start = int(y_shift.shape[0] * timeshift_fac)\n",
    "print(start)\n",
    "if (start > 0):\n",
    "    y_shift = np.pad(y_shift,(start,0),mode='constant')[0:y_shift.shape[0]]\n",
    "else:\n",
    "    y_shift = np.pad(y_shift,(0,-start),mode='constant')[0:y_shift.shape[0]]\n",
    "Audio(y_shift, rate=sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}