process_real_data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "282b1906-1d98-4781-a335-d8a9ecd9bcc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from audiomentations import AddBackgroundNoise, PolarityInversion\n",
    "from imutils import paths\n",
    "import soundfile as sf\n",
    "import numpy as np\n",
    "import librosa\n",
    "import random\n",
    "import shutil\n",
    "import json\n",
    "import os "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cd650299-9446-458c-9e90-d0833195fc8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# path to the Kazakh Speech Corpus Dataset (KSCD)\n",
    "dataset_path = \"data/\"\n",
    "# path to save the processed dataset\n",
    "new_dataset_path = \"Keyword-MLP/data_kk/\"\n",
    "# path to the background noise dataset\n",
    "bn_dataset_path = \"ESC-50-master/audio\" \n",
    "\n",
    "n = 40 # number of randomly selected subjects\n",
    "    \n",
    "commands = [\"backward\", \"forward\", \"right\", \"left\", \"down\", \"up\", \"go\", \"stop\", \"on\", \"off\", \"yes\", \"no\", \n",
    "            \"learn\", \"follow\", \"zero\", \"one\", \"two\", \"three\", \"four\", \"five\", \"six\", \"seven\", \"eight\", \n",
    "            \"nine\", \"bed\", \"bird\", \"cat\", \"dog\", \"happy\", \"house\", \"read\", \"write\", \"tree\", \"visual\", \"wow\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "77a42b4c-13f8-4f70-acb3-0f5d60de515e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# create new directories\n",
    "for command in commands:\n",
    "    command_path = os.path.join(new_dataset_path, command)\n",
    "    if not os.path.exists(command_path):\n",
    "        os.makedirs(command_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e55c8939-8c93-454b-83cc-5ad29383dc17",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3623\n"
     ]
    }
   ],
   "source": [
    "# check the num of speech commands in KSCD\n",
    "wavPaths = list(paths.list_files(dataset_path, validExts=\"wav\"))\n",
    "print(len(wavPaths))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2c1a2ce0-b360-46bd-830b-d077ed7371e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a dictionary\n",
    "# key: subject ID\n",
    "# value: num of samples \n",
    "dic = {}\n",
    "\n",
    "for wavPath in wavPaths:\n",
    "    wav_name = wavPath.split('/')[-1]\n",
    "    sub_id = wav_name.split('.')[0]\n",
    "    if sub_id in dic:\n",
    "        dic[sub_id] += 1\n",
    "    else:\n",
    "        dic[sub_id] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "72ef8b18-62d8-4240-9bec-8eae12f68f03",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# training subjects: 69\n",
      "# validation subjects: 10\n",
      "# testing subjects: 40\n"
     ]
    }
   ],
   "source": [
    "# split the subjects into\n",
    "# training, validation, and test set\n",
    "train_subjects = []\n",
    "test_subjects = []\n",
    "val_subjects = []\n",
    "\n",
    "for key, val in dic.items():\n",
    "    if val == 35:\n",
    "        test_subjects.append(key)\n",
    "    else:\n",
    "        train_subjects.append(key)\n",
    "\n",
    "val_subjects = test_subjects[n:]\n",
    "test_subjects = test_subjects[:n]\n",
    "\n",
    "print(\"# training subjects:\", len(train_subjects))\n",
    "print(\"# validation subjects:\", len(val_subjects))\n",
    "print(\"# testing subjects:\", len(test_subjects))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6abfc1d3-2d9a-4c18-b927-7999b32ee29a",
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_rate = 16000 # sampling rate in kHz\n",
    "duration = 1 # audio length in seconds\n",
    "speeds = [0.8, 1, 1.2] # time stretch rates\n",
    "pitches = [-2, 0, 2] # pitch scales\n",
    "gain_min_factor, gain_max_factor  = 0.8, 1.2 # min-max gain factors\n",
    "noise_percentage_factor = 0.05 # white gaussian noise \n",
    "num_background_noise = 1 # number of background noises "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "432a69ad-2b2f-4d52-ab77-41d477e04ecb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://github.com/musikalkemist/audioDataAugmentationTutorial/blob/main/3/dataaugmentation.py\n",
    "def add_white_noise(signal, noise_percentage_factor):\n",
    "    noise = np.random.normal(0, signal.std(), signal.size)\n",
    "    augmented_signal = signal + noise * noise_percentage_factor\n",
    "    return augmented_signal\n",
    "\n",
    "\n",
    "def time_stretch(signal, time_stretch_rate):\n",
    "    return librosa.effects.time_stretch(y=signal, rate=time_stretch_rate)\n",
    "\n",
    "\n",
    "def pitch_scale(signal, sample_rate, num_semitones):\n",
    "    return librosa.effects.pitch_shift(y=signal, sr=sample_rate, n_steps=num_semitones)\n",
    "\n",
    "\n",
    "def random_gain(signal, min_factor, max_factor):\n",
    "    gain_rate = random.uniform(min_factor, max_factor)\n",
    "    augmented_signal = signal * gain_rate\n",
    "    return augmented_signal\n",
    "\n",
    "\n",
    "def invert_polarity(signal):\n",
    "    return signal * -1\n",
    "\n",
    "\n",
    "add_background_noise = AddBackgroundNoise(sounds_path=bn_dataset_path,\n",
    "                                          min_snr_in_db=5.0,\n",
    "                                          max_snr_in_db=30.0,\n",
    "                                          noise_transform=PolarityInversion(),\n",
    "                                          p=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "41857822-235a-4718-b36b-61e099a0b4b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert lists to sets for fast searching\n",
    "train_subjects = set(train_subjects)\n",
    "test_subjects = set(test_subjects)\n",
    "val_subjects = set(val_subjects)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "862e4f76-1ae9-4455-9001-611d3362cfd4",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    }
   ],
   "source": [
    "# create training, validation, and test lists\n",
    "train_list = []\n",
    "val_list = []\n",
    "test_list = []\n",
    "\n",
    "# loop over the speech commands\n",
    "for i, wavPath in enumerate(wavPaths, 1):\n",
    "    print(\"[INFO] Processing file: {}/{}\".format(i, len(wavPaths)))\n",
    "    \n",
    "    # extract the command name, wav file name, and subject ID\n",
    "    command, wav_file = wavPath.split('/')[-2:]\n",
    "    subject = wav_file.split('.')[0]\n",
    "    \n",
    "    # load the raw audio signal\n",
    "    raw_signal, _ = librosa.load(wavPath, sr=sample_rate)\n",
    "    \n",
    "    # define a path for saving the augmented command\n",
    "    save_path = os.path.join(new_dataset_path, command)\n",
    "    \n",
    "    if subject in train_subjects or subject in val_subjects:\n",
    "        # loop over the time stretch rates\n",
    "        for speed in speeds:\n",
    "            # apply time stretch augmentation \n",
    "            ts_signal = time_stretch(raw_signal, speed)     \n",
    "\n",
    "            # loop over the pitch scales\n",
    "            for pitch in pitches:\n",
    "                # apply pitch scale augmentation\n",
    "                ps_signal = pitch_scale(ts_signal, sample_rate, pitch)\n",
    "                \n",
    "                # apply gain scale augmentation\n",
    "                gs_signal = random_gain(ps_signal, gain_min_factor, gain_max_factor)\n",
    "                wav_file_name = \"{}-{}-{}-0.wav\".format(subject, speed, pitch)\n",
    "                sf.write(os.path.join(save_path, wav_file_name), gs_signal, sample_rate)\n",
    "                \n",
    "                if subject in train_subjects:\n",
    "                    train_list.append('./data_kk/' + command + '/' + wav_file_name)\n",
    "                else:\n",
    "                    val_list.append('./data_kk/' + command + '/' + wav_file_name)\n",
    "                \n",
    "                # add white gaussian noise \n",
    "                gn_signal = add_white_noise(gs_signal, noise_percentage_factor)\n",
    "                gn_wav_file_name = \"{}-{}-{}-1.wav\".format(subject, speed, pitch)\n",
    "                sf.write(os.path.join(save_path, gn_wav_file_name), gn_signal, sample_rate)\n",
    "                \n",
    "                if subject in train_subjects:\n",
    "                    train_list.append('./data_kk/' + command + '/' + gn_wav_file_name)\n",
    "                else:\n",
    "                    val_list.append('./data_kk/' + command + '/' + gn_wav_file_name)\n",
    "                    \n",
    "                # add random background noise\n",
    "                for i in range(num_background_noise):\n",
    "                    bn_signal = add_background_noise(gs_signal, sample_rate=sample_rate)\n",
    "                    bn_wav_file_name = \"{}-{}-{}-{}.wav\".format(subject, speed, pitch, i+2)\n",
    "                    sf.write(os.path.join(save_path, bn_wav_file_name), bn_signal, sample_rate)\n",
    "                    \n",
    "                    if subject in train_subjects:\n",
    "                        train_list.append('./data_kk/' + command + '/' + bn_wav_file_name)\n",
    "                    else:\n",
    "                        val_list.append('./data_kk/' + command + '/' + bn_wav_file_name)\n",
    "    else:\n",
    "        sf.write(os.path.join(save_path, wav_file), raw_signal, sample_rate)\n",
    "        test_list.append('./data_kk/' + command + '/' + wav_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "44a4adff-d1f8-44c2-8f5b-2aec84cc2d6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "label_list = [label for label in sorted(os.listdir(new_dataset_path)) if os.path.isdir(os.path.join(new_dataset_path, label)) and label[0] != \"_\"]\n",
    "label_map = {idx: label for idx, label in enumerate(label_list)}\n",
    "\n",
    "with open(os.path.join(new_dataset_path, \"training_list.txt\"), \"w+\") as f:\n",
    "    f.write(\"\\n\".join(train_list))\n",
    "\n",
    "with open(os.path.join(new_dataset_path, \"validation_list.txt\"), \"w+\") as f:\n",
    "    f.write(\"\\n\".join(val_list))\n",
    "\n",
    "with open(os.path.join(new_dataset_path, \"testing_list.txt\"), \"w+\") as f:\n",
    "    f.write(\"\\n\".join(test_list))\n",
    "\n",
    "with open(os.path.join(new_dataset_path, \"label_map.json\"), \"w+\") as f:\n",
    "    json.dump(label_map, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "50f3f7e4-e5d3-4155-9906-73c970eea8d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train samples: 50571\n",
      "Val samples: 9450\n",
      "Test samples: 1400\n"
     ]
    }
   ],
   "source": [
    "print(\"Train samples:\", len(train_list))\n",
    "print(\"Val samples:\", len(val_list))\n",
    "print(\"Test samples:\", len(test_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "814659ba-27bd-4949-8cd8-b9eb23c8d691",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. Command: backward, samples: 2011\n",
      "2. Command: forward, samples: 1984\n",
      "3. Command: right, samples: 1822\n",
      "4. Command: left, samples: 1768\n",
      "5. Command: down, samples: 1714\n",
      "6. Command: up, samples: 1768\n",
      "7. Command: go, samples: 1687\n",
      "8. Command: stop, samples: 1849\n",
      "9. Command: on, samples: 1687\n",
      "10. Command: off, samples: 1795\n",
      "11. Command: yes, samples: 1930\n",
      "12. Command: no, samples: 1849\n",
      "13. Command: learn, samples: 1876\n",
      "14. Command: follow, samples: 1768\n",
      "15. Command: zero, samples: 1795\n",
      "16. Command: one, samples: 1849\n",
      "17. Command: two, samples: 1633\n",
      "18. Command: three, samples: 1849\n",
      "19. Command: four, samples: 1579\n",
      "20. Command: five, samples: 1768\n",
      "21. Command: six, samples: 1687\n",
      "22. Command: seven, samples: 1741\n",
      "23. Command: eight, samples: 1741\n",
      "24. Command: nine, samples: 1660\n",
      "25. Command: bed, samples: 1579\n",
      "26. Command: bird, samples: 1552\n",
      "27. Command: cat, samples: 1579\n",
      "28. Command: dog, samples: 1714\n",
      "29. Command: happy, samples: 1687\n",
      "30. Command: house, samples: 1849\n",
      "31. Command: read, samples: 1795\n",
      "32. Command: write, samples: 1795\n",
      "33. Command: tree, samples: 1768\n",
      "34. Command: visual, samples: 1660\n",
      "35. Command: wow, samples: 1633\n"
     ]
    }
   ],
   "source": [
    "for i, command in enumerate(commands,1):\n",
    "    wavPaths = list(paths.list_files(os.path.join(new_dataset_path, command), validExts=\"wav\"))\n",
    "    print(\"{}. Command: {}, samples: {}\".format(i, command, len(wavPaths)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "cf4a8b8d-bd7e-4f91-be88-00b28803f19d",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_dataset_path = 'Keyword-MLP/test_data_kk'\n",
    "\n",
    "for command in commands:\n",
    "    command_path = os.path.join(test_dataset_path, command)\n",
    "    \n",
    "    if not os.path.exists(command_path):\n",
    "        os.makedirs(command_path)\n",
    "        \n",
    "for test_path in test_list:\n",
    "    command, wav_file = test_path.split('/')[-2:]\n",
    "    source_path = os.path.join(new_dataset_path, command, wav_file)\n",
    "    destination_path = os.path.join(test_dataset_path, command, wav_file)\n",
    "    shutil.copy(source_path, destination_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2a2c0edb-8329-4cdd-815b-4a65ec7dfcde",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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