{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"2022-01-03-asr.ipynb","provenance":[{"file_id":"https://github.com/recohut/nbs/blob/main/raw/3e4f7482-f98c-4da9-9881-d672d3593be9.ipynb","timestamp":1644426823870}],"collapsed_sections":[],"toc_visible":true,"authorship_tag":"ABX9TyPC88O3N7FLUeOQERyzB3KK"},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"markdown","source":["# Automatic Speech Recognition"],"metadata":{"id":"XYagIcaoeUGQ"}},{"cell_type":"markdown","metadata":{"id":"qniRUjlo7GOi"},"source":["### Loading Libraries"]},{"cell_type":"code","metadata":{"id":"FMeQoLFi32xL"},"source":["import os\n","import sys\n","from os.path import exists, join, basename, splitext\n","from IPython.display import YouTubeVideo"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"eNlh7bZJ-3BY"},"source":["!pip install -q youtube-dl librosa python_speech_features sentencepiece\n","!pip install jiwer\n","import jiwer"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"2a2EdR8z86JQ"},"source":["### Loading Data"]},{"cell_type":"code","metadata":{"id":"xUNTuB-U4nfT","outputId":"a826573e-a53d-437a-dd1a-eec1d0fead65","executionInfo":{"status":"ok","timestamp":1587648176572,"user_tz":-330,"elapsed":20969,"user":{"displayName":"Sparsh Agarwal","photoUrl":"","userId":"13037694610922482904"}},"colab":{"base_uri":"https://localhost:8080/","height":321}},"source":["# Get the YouTube Video\n","YOUTUBE_ID = 'mi8N5gDVpeg'\n","YouTubeVideo(YOUTUBE_ID)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["\n"," \n"," 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\n"},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"id":"IBRMsz3m5L6G","outputId":"429dc338-4b0c-40de-da41-1cee821d2ec2","executionInfo":{"status":"ok","timestamp":1587648193981,"user_tz":-330,"elapsed":38355,"user":{"displayName":"Sparsh Agarwal","photoUrl":"","userId":"13037694610922482904"}},"colab":{"base_uri":"https://localhost:8080/","height":102}},"source":["# Download, extract audio and convert to wav\n","!rm -rf *.wav\n","!youtube-dl --extract-audio --audio-format wav --output \"test.%(ext)s\" https://www.youtube.com/watch\\?v\\={YOUTUBE_ID}"],"execution_count":null,"outputs":[{"output_type":"stream","text":["[youtube] mi8N5gDVpeg: Downloading webpage\n","[download] Destination: test.webm\n","\u001b[K[download] 100% of 4.68MiB in 00:00\n","[ffmpeg] Destination: test.wav\n","Deleting original file test.webm (pass -k to keep)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"SGBqamRPD5GT","outputId":"f9cf9c84-4bbd-4007-b08d-dea6c1285730","executionInfo":{"status":"ok","timestamp":1587648198667,"user_tz":-330,"elapsed":43008,"user":{"displayName":"Sparsh Agarwal","photoUrl":"","userId":"13037694610922482904"}},"colab":{"base_uri":"https://localhost:8080/","height":496}},"source":["!ffmpeg -i test.wav -ss 00:00:11 -to 00:01:11 -c copy test2.wav"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ffmpeg version 3.4.6-0ubuntu0.18.04.1 Copyright (c) 2000-2019 the FFmpeg developers\n"," built with gcc 7 (Ubuntu 7.3.0-16ubuntu3)\n"," configuration: --prefix=/usr --extra-version=0ubuntu0.18.04.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --enable-gpl --disable-stripping --enable-avresample --enable-avisynth --enable-gnutls --enable-ladspa --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librubberband --enable-librsvg --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvorbis --enable-libvpx --enable-libwavpack --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzmq --enable-libzvbi --enable-omx --enable-openal --enable-opengl --enable-sdl2 --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libopencv --enable-libx264 --enable-shared\n"," libavutil 55. 78.100 / 55. 78.100\n"," libavcodec 57.107.100 / 57.107.100\n"," libavformat 57. 83.100 / 57. 83.100\n"," libavdevice 57. 10.100 / 57. 10.100\n"," libavfilter 6.107.100 / 6.107.100\n"," libavresample 3. 7. 0 / 3. 7. 0\n"," libswscale 4. 8.100 / 4. 8.100\n"," libswresample 2. 9.100 / 2. 9.100\n"," libpostproc 54. 7.100 / 54. 7.100\n","\u001b[0;33mGuessed Channel Layout for Input Stream #0.0 : stereo\n","\u001b[0mInput #0, wav, from 'test.wav':\n"," Metadata:\n"," encoder : Lavf57.83.100\n"," Duration: 00:05:03.03, bitrate: 1536 kb/s\n"," Stream #0:0: Audio: pcm_s16le ([1][0][0][0] / 0x0001), 48000 Hz, stereo, s16, 1536 kb/s\n","Output #0, wav, to 'test2.wav':\n"," Metadata:\n"," ISFT : Lavf57.83.100\n"," Stream #0:0: Audio: pcm_s16le ([1][0][0][0] / 0x0001), 48000 Hz, stereo, s16, 1536 kb/s\n","Stream mapping:\n"," Stream #0:0 -> #0:0 (copy)\n","Press [q] to stop, [?] for help\n","size= 11252kB time=00:00:59.99 bitrate=1536.4kbits/s speed=2.84e+03x \n","video:0kB audio:11252kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.000677%\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"X4btkrmIEKRx","colab":{"base_uri":"https://localhost:8080/","height":75},"outputId":"041875c2-b397-4b78-8776-ce74eae330cf","executionInfo":{"status":"ok","timestamp":1587648254305,"user_tz":-330,"elapsed":98629,"user":{"displayName":"Sparsh Agarwal","photoUrl":"","userId":"13037694610922482904"}}},"source":["import IPython\n","IPython.display.Audio(\"test2.wav\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["\n","