create_voxforge_manifest.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import librosa\n",
    "from os import listdir\n",
    "from os.path import isfile, join\n",
    "import json"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load wav and txt files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "text_path = \"./Voxforge/voxforge_dataset/txt\"\n",
    "txtfiles = [f for f in listdir(text_path) if isfile(join(text_path, f))]\n",
    "audio_path = \"./Voxforge/voxforge_dataset/wav\"\n",
    "wavfiles = [f for f in listdir(audio_path) if isfile(join(audio_path, f))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1717, 1717)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(wavfiles), len(txtfiles)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create manifest.jsonl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1717 files processed\n",
      "done!\n"
     ]
    }
   ],
   "source": [
    "output_file = \"voxforge_tr_dataset_manifest.jsonl\"\n",
    "total = 0\n",
    "with open(output_file, 'w', encoding=\"utf-8\") as file:\n",
    "\n",
    "        \n",
    "    for txtfile in txtfiles:\n",
    "        if txtfile.split(\".txt\", 1)[0] + \".wav\"  in wavfiles:\n",
    "            \n",
    "            wavfile = txtfile.split(\".txt\", 1)[0] + \".wav\"\n",
    "            \n",
    "            wav_path = audio_path + \"/\" + wavfile\n",
    "            duration = librosa.core.get_duration(filename=wav_path)\n",
    "\n",
    "            textfile_path = text_path + \"/\" + txtfile\n",
    "            with open(textfile_path, 'r', encoding=\"utf-8\") as f:  \n",
    "                for text_cap in f:\n",
    "                    text = text_cap.lower()\n",
    "\n",
    "            file.write(json.dumps({\n",
    "                'audio_filepath': wav_path,\n",
    "                \"duration\": duration,\n",
    "                'text': text},  ensure_ascii=False) + '\\n')\n",
    "            \n",
    "        else:\n",
    "            print(\"Some files not processed!\")\n",
    "            \n",
    "        total+= 1\n",
    "print(\"{} files processed\".format(total))    \n",
    "print(\"done!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Play audios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import IPython.display as ipd\n",
    "\n",
    "from nemo.collections.asr.parts import perturb, segment\n",
    "# NeMo has its own support class for loading wav files\n",
    "def load_audio(filepath) -> segment.AudioSegment:\n",
    "    sample_segment = segment.AudioSegment.from_file(filepath, target_sr=16000)\n",
    "    return sample_segment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\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": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filepath = \"./Voxforge/voxforge_dataset/wav/5Forward-20140616-bpk_tr-0007.wav\"\n",
    "sample_segment = load_audio(filepath)\n",
    "ipd.Audio(sample_segment.samples, rate=16000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TR Voxforge hour: 2.980771944444445\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "voxforge_duration = 0\n",
    "manifest_path = 'voxforge_tr_dataset_manifest.jsonl'\n",
    "with open(manifest_path, 'r', encoding=\"utf-8\") as f:  \n",
    "    for line in f:\n",
    "        original_file_json = json.loads(line)\n",
    "        voxforge_duration += original_file_json[\"duration\"]\n",
    "\n",
    "print(\"TR Voxforge hour:\",voxforge_duration/3600)"
   ]
  }
 ],
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