use_pydub.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pydub\n",
    "import librosa\n",
    "import mir_eval"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pydub import AudioSegment\n",
    "from scipy.io.wavfile import read"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "+ wjs0和TIMIT数据集的音频的文件头都是NIST，这种文件称为SPH文件，它们都不是正确格式的wav文件，因此借助开源的SPHFile库先转换为wav文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sphfile import SPHFile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "sph = SPHFile('./timit_examples/SI1418.WAV')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "+ 打印sph文件的格式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'sample_rate': 16000, 'sample_sig_bits': 16, 'sample_n_bytes': 2, 'sample_byte_format': '01', 'channel_count': 1, 'sample_coding': 'pcm'}\n"
     ]
    }
   ],
   "source": [
    "print(sph.format)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "+ 将sph文件转换为wav格式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'./timit_examples/SI1418.wav'"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sph.write_wav('./timit_examples/SI1418.wav')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "+ pydub的AudioSegment只能读取正确格式的wav文件，因此需要上述SPHFile库先预先转化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "audio = AudioSegment.from_wav('./timit_examples/SI1418.wav')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "+ 更加广泛的用法,from_file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16000, 1)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "audio_ = AudioSegment.from_file('./timit_examples/SI1418.wav', format='wav', frame_rate=16000, channels=1)\n",
    "audio_.frame_rate, audio_.channels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "+ sample_width只得是一个样本点占用了多少个位，1代表占用8位，2代表占用8位（CD格式的，采样频率为44100Hz，另外DVD为48000Hz），4代表占用32位，而frame_width是要考虑通道的，frame_width = sample_width * num_channels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 2\n"
     ]
    }
   ],
   "source": [
    "print(audio.frame_width, audio.sample_width)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "+ 以1000ms（1s）为单位切割出若干音频片段"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1000\n",
      "1000\n",
      "1000\n",
      "1000\n",
      "1000\n",
      "574\n",
      "5574\n"
     ]
    }
   ],
   "source": [
    "for segment in audio[::1000]:\n",
    "    print(len(segment))\n",
    "print(len(audio))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                    <audio controls>\n",
       "                        <source 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\" type=\"audio/mpeg\"/>\n",
       "                        Your browser does not support the audio element.\n",
       "                    </audio>\n",
       "                  "
      ],
      "text/plain": [
       "<pydub.audio_segment.AudioSegment at 0x7f01ecd258d0>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "audio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "+ dBFS (db relative to the maximum possible loudness)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-35.31427238781313 562\n"
     ]
    }
   ],
   "source": [
    "print(audio.dBFS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "+ 于duration以毫秒计算，5574ms就是5.5744375s(duration_seconds计算)，采样频率为16000Hz，也就是每秒采样16000个点(samples/frames，一般情况下mono音频的frame的数目等于sample的数目，双声道下frame=2\\*sample)，在做stft的时候，frame可能也会包含若干连续的sample，总之sample才是一个样本点)，那么frame的数目为5.5744375 \\* 16000 = 89191，参数ms指定计算x ms内有多少个frame <br>\n",
    "<img src='timit_examples/frame.png'>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "89191.0 1600.0 16000 5.5744375\n"
     ]
    }
   ],
   "source": [
    "print(audio.frame_count(), audio.frame_count(ms=100), audio.frame_rate, audio.duration_seconds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'./timit_examples/SI788.wav'"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sph = SPHFile('./timit_examples/SI788.WAV')\n",
    "sph.write_wav('./timit_examples/SI788.wav')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "audio2 = AudioSegment.from_wav('./timit_examples/SI788.wav')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                    <audio controls>\n",
       "                        <source 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\" type=\"audio/mpeg\"/>\n",
       "                        Your browser does not support the audio element.\n",
       "                    </audio>\n",
       "                  "
      ],
      "text/plain": [
       "<pydub.audio_segment.AudioSegment at 0x7f01ecd257b8>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "audio2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "+ ovelay的作用是叠加，也叫mix，确保了两个audio混在一起后能同步播放，如果audio的长度小于audio2的长度，那么audio2的长度会被截断，ovelay的作用与拼接append是不一样的，audio + audio2是指将两个audio的接到一起，按顺序播放，而不是同步，另外，audio +/- 6指的是提高或者下降loudness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined = audio.overlay(audio2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                    <audio controls>\n",
       "                        <source 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\" type=\"audio/mpeg\"/>\n",
       "                        Your browser does not support the audio element.\n",
       "                    </audio>\n",
       "                  "
      ],
      "text/plain": [
       "<pydub.audio_segment.AudioSegment at 0x7f01ecd2f518>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "+ 将mix后的audio写入一个wav文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<_io.BufferedRandom name='./timit_examples/combined.wav'>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.export('./timit_examples/combined.wav', format='wav')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_read = AudioSegment.from_wav('./timit_examples/combined.wav')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                    <audio controls>\n",
       "                        <source 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\" type=\"audio/mpeg\"/>\n",
       "                        Your browser does not support the audio element.\n",
       "                    </audio>\n",
       "                  "
      ],
      "text/plain": [
       "<pydub.audio_segment.AudioSegment at 0x7f01ecd881d0>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_read"
   ]
  },
  {
   "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": "3.5.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}