updates

err2020/conformer_ctc3/asr_datamodule.py

@@ -31,9 +31,10 @@ from lhotse.dataset import (  # noqa F401 for PrecomputedFeatures
     DynamicBucketingSampler,
     K2SpeechRecognitionDataset,
     PrecomputedFeatures,
-    SingleCutSampler,
+    SimpleCutSampler,
     SpecAugment,
 )
+
 from lhotse.dataset.input_strategies import (  # noqa F401 For AudioSamples
     AudioSamples,
     OnTheFlyFeatures,
@@ -307,7 +308,7 @@ class LibriSpeechAsrDataModule:
             )
         else:
             logging.info("Using SingleCutSampler.")
-            train_sampler = SingleCutSampler(
+            train_sampler = SimpleCutSampler(
                 cuts_train,
                 max_duration=self.args.max_duration,
                 shuffle=self.args.shuffle,

err2020/conformer_ctc3_usage.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 1,
    "id": "b6b6ded1-0a58-43cb-9065-4f4fae02a01b",
    "metadata": {
     "pycharm": {
@@ -62,7 +62,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 2,
    "id": "3d69d771-b421-417f-a6ff-e1d1c64ba934",
    "metadata": {
     "pycharm": {
@@ -141,7 +141,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 3,
    "id": "48306369-fb68-4abe-be62-0806d00059f8",
    "metadata": {
     "pycharm": {
@@ -420,7 +420,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 4,
    "id": "50ab7c8e-39b6-4783-8342-e79e91d2417e",
    "metadata": {
     "pycharm": {
@@ -438,7 +438,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 11,
    "id": "8020f371-7584-4f6c-990b-f2c023e24060",
    "metadata": {
     "pycharm": {
@@ -450,8 +450,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 4.83 s, sys: 210 ms, total: 5.04 s\n",
-      "Wall time: 4.13 s\n"
+      "CPU times: user 7.06 s, sys: 655 ms, total: 7.71 s\n",
+      "Wall time: 9.01 s\n"
      ]
     },
     {
@@ -473,7 +473,7 @@
        "  {'word': 'panna', 'start': 10.16, 'end': 10.4}]}"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -483,6 +483,296 @@
     "%time transcriber.transcribe_file('audio/emt16k.wav')"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "dc56ed92-9e9c-4316-bc81-a736a0d560a4",
+   "metadata": {
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ffprobe version 4.2.7-0ubuntu0.1 Copyright (c) 2007-2022 the FFmpeg developers\n",
+      "  built with gcc 9 (Ubuntu 9.4.0-1ubuntu1~20.04.1)\n",
+      "  configuration: --prefix=/usr --extra-version=0ubuntu0.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-avresample --disable-filter=resample --enable-avisynth --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librsvg --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwavpack --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-nvenc --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared\n",
+      "  libavutil      56. 31.100 / 56. 31.100\n",
+      "  libavcodec     58. 54.100 / 58. 54.100\n",
+      "  libavformat    58. 29.100 / 58. 29.100\n",
+      "  libavdevice    58.  8.100 / 58.  8.100\n",
+      "  libavfilter     7. 57.100 /  7. 57.100\n",
+      "  libavresample   4.  0.  0 /  4.  0.  0\n",
+      "  libswscale      5.  5.100 /  5.  5.100\n",
+      "  libswresample   3.  5.100 /  3.  5.100\n",
+      "  libpostproc    55.  5.100 / 55.  5.100\n",
+      "Input #0, wav, from 'audio/emt16k.wav':\n",
+      "  Duration: 00:00:12.74, bitrate: 256 kb/s\n",
+      "    Stream #0:0: Audio: pcm_s16le ([1][0][0][0] / 0x0001), 16000 Hz, 1 channels, s16, 256 kb/s\n"
+     ]
+    }
+   ],
+   "source": [
+    "!ffprobe -i audio/emt16k.wav"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "e7251753-89a4-4625-8f47-71b28f73ee3d",
+   "metadata": {
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ffprobe version 4.2.7-0ubuntu0.1 Copyright (c) 2007-2022 the FFmpeg developers\n",
+      "  built with gcc 9 (Ubuntu 9.4.0-1ubuntu1~20.04.1)\n",
+      "  configuration: --prefix=/usr --extra-version=0ubuntu0.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-avresample --disable-filter=resample --enable-avisynth --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librsvg --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwavpack --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-nvenc --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared\n",
+      "  libavutil      56. 31.100 / 56. 31.100\n",
+      "  libavcodec     58. 54.100 / 58. 54.100\n",
+      "  libavformat    58. 29.100 / 58. 29.100\n",
+      "  libavdevice    58.  8.100 / 58.  8.100\n",
+      "  libavfilter     7. 57.100 /  7. 57.100\n",
+      "  libavresample   4.  0.  0 /  4.  0.  0\n",
+      "  libswscale      5.  5.100 /  5.  5.100\n",
+      "  libswresample   3.  5.100 /  3.  5.100\n",
+      "  libpostproc    55.  5.100 / 55.  5.100\n",
+      "Input #0, wav, from 'unejutt_wav/New Recording 13.wav':\n",
+      "  Metadata:\n",
+      "    title           : New Recording 13\n",
+      "    encoder         : Lavf58.29.100\n",
+      "  Duration: 00:07:40.65, bitrate: 256 kb/s\n",
+      "    Stream #0:0: Audio: pcm_s16le ([1][0][0][0] / 0x0001), 16000 Hz, 1 channels, s16, 256 kb/s\n"
+     ]
+    }
+   ],
+   "source": [
+    "!ffprobe -i 'unejutt_wav/New Recording 13.wav'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cc66b296-6307-4ba3-93d4-a2b87cca32bf",
+   "metadata": {
+    "pycharm": {
+     "name": "#%% md\n"
+    }
+   },
+   "source": [
+    "## convert m4a to wav"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "489ed4d2-58af-44d8-9031-72c98c8c0798",
+   "metadata": {
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 31 s, sys: 1.94 s, total: 33 s\n",
+      "Wall time: 32.7 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "#transribe audiofile (NB! model assumes sample rate of 16000)\n",
+    "%time trs=transcriber.transcribe_file('unejutt_wav/sub.wav')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "11962120-708f-462d-97ac-7ef36ace464d",
+   "metadata": {
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'text': 'see muttikas oli ju seal sees kinni koju ei saanud ikkagi sellega minna aga ei olnud midagi altperevellu oli ka val mees tema käed oli kultsed hakkas mõtlema et kuidas kuidas ta nüüd ikkagi õhtul koju saab siis ta hommikul tuli selle muttikaga sinna sõitis sisse kiiveri peas jäi terveks ei juhtunud midagi kuidas sa nüüd õhtul koju lähed kui see muttikas on juba seal kuivati sisse sõidetud ja käite plevaatorit saa elevaatrika seisma panna kuivati põlemad vilja kõikuvad teise põ kuivati maha seal küla nälga ja ja noh see oli sügaval nõukaal siis partei poolt pandud need plaanid ja normid jäävad täitmata ja siis noh ontitsa nagu pekkis kohahest et seal tulevad seal meil mingid sõdurid ja värgid ka peale et hakka seda jama seal tegema siis ta juba tükk aega mõtles et et ega see see kiiravitsmootor see on ju niisugune et uimass võimas moootor sellegaetakse tankegi siin minema põllu peaelt mõeldud',\n",
+       " 'words': [{'word': 'see', 'start': 0.48, 'end': 0.52},\n",
+       "  {'word': 'muttikas', 'start': 0.6, 'end': 1.0},\n",
+       "  {'word': 'oli', 'start': 1.08, 'end': 1.12},\n",
+       "  {'word': 'ju', 'start': 1.2, 'end': 1.24},\n",
+       "  {'word': 'seal', 'start': 1.32, 'end': 1.36},\n",
+       "  {'word': 'sees', 'start': 1.48, 'end': 1.64},\n",
+       "  {'word': 'kinni', 'start': 1.68, 'end': 1.72},\n",
+       "  {'word': 'koju', 'start': 3.36, 'end': 3.48},\n",
+       "  {'word': 'ei', 'start': 3.56, 'end': 3.64},\n",
+       "  {'word': 'saanud', 'start': 3.64, 'end': 3.8},\n",
+       "  {'word': 'ikkagi', 'start': 3.96, 'end': 4.0},\n",
+       "  {'word': 'sellega', 'start': 4.16, 'end': 4.36},\n",
+       "  {'word': 'minna', 'start': 4.56, 'end': 4.6},\n",
+       "  {'word': 'aga', 'start': 6.72, 'end': 6.76},\n",
+       "  {'word': 'ei', 'start': 6.88, 'end': 6.96},\n",
+       "  {'word': 'olnud', 'start': 7.04, 'end': 7.08},\n",
+       "  {'word': 'midagi', 'start': 7.28, 'end': 7.32},\n",
+       "  {'word': 'altperevellu', 'start': 8.6, 'end': 9.24},\n",
+       "  {'word': 'oli', 'start': 9.72, 'end': 9.76},\n",
+       "  {'word': 'ka', 'start': 9.8, 'end': 9.84},\n",
+       "  {'word': 'val', 'start': 9.88, 'end': 10.0},\n",
+       "  {'word': 'mees', 'start': 10.04, 'end': 10.28},\n",
+       "  {'word': 'tema', 'start': 11.12, 'end': 11.24},\n",
+       "  {'word': 'käed', 'start': 11.56, 'end': 11.8},\n",
+       "  {'word': 'oli', 'start': 11.84, 'end': 11.88},\n",
+       "  {'word': 'kultsed', 'start': 11.92, 'end': 12.2},\n",
+       "  {'word': 'hakkas', 'start': 13.48, 'end': 13.6},\n",
+       "  {'word': 'mõtlema', 'start': 13.64, 'end': 13.92},\n",
+       "  {'word': 'et', 'start': 13.96, 'end': 14.0},\n",
+       "  {'word': 'kuidas', 'start': 14.08, 'end': 14.12},\n",
+       "  {'word': 'kuidas', 'start': 15.28, 'end': 15.32},\n",
+       "  {'word': 'ta', 'start': 15.52, 'end': 15.56},\n",
+       "  {'word': 'nüüd', 'start': 15.64, 'end': 15.68},\n",
+       "  {'word': 'ikkagi', 'start': 15.84, 'end': 15.88},\n",
+       "  {'word': 'õhtul', 'start': 16.0, 'end': 16.24},\n",
+       "  {'word': 'koju', 'start': 16.24, 'end': 16.4},\n",
+       "  {'word': 'saab', 'start': 16.44, 'end': 16.48},\n",
+       "  {'word': 'siis', 'start': 16.68, 'end': 16.72},\n",
+       "  {'word': 'ta', 'start': 16.84, 'end': 16.88},\n",
+       "  {'word': 'hommikul', 'start': 17.0, 'end': 17.36},\n",
+       "  {'word': 'tuli', 'start': 17.44, 'end': 17.6},\n",
+       "  {'word': 'selle', 'start': 17.64, 'end': 17.68},\n",
+       "  {'word': 'muttikaga', 'start': 18.28, 'end': 18.68},\n",
+       "  {'word': 'sinna', 'start': 18.72, 'end': 18.76},\n",
+       "  {'word': 'sõitis', 'start': 18.96, 'end': 19.24},\n",
+       "  {'word': 'sisse', 'start': 19.28, 'end': 19.32},\n",
+       "  {'word': 'kiiveri', 'start': 20.52, 'end': 20.8},\n",
+       "  {'word': 'peas', 'start': 20.88, 'end': 21.12},\n",
+       "  {'word': 'jäi', 'start': 21.16, 'end': 21.36},\n",
+       "  {'word': 'terveks', 'start': 21.36, 'end': 21.72},\n",
+       "  {'word': 'ei', 'start': 21.76, 'end': 21.8},\n",
+       "  {'word': 'juhtunud', 'start': 21.96, 'end': 22.08},\n",
+       "  {'word': 'midagi', 'start': 22.2, 'end': 22.24},\n",
+       "  {'word': 'kuidas', 'start': 23.04, 'end': 23.08},\n",
+       "  {'word': 'sa', 'start': 23.28, 'end': 23.32},\n",
+       "  {'word': 'nüüd', 'start': 23.36, 'end': 23.4},\n",
+       "  {'word': 'õhtul', 'start': 23.48, 'end': 23.72},\n",
+       "  {'word': 'koju', 'start': 23.72, 'end': 23.84},\n",
+       "  {'word': 'lähed', 'start': 23.92, 'end': 24.12},\n",
+       "  {'word': 'kui', 'start': 24.16, 'end': 24.2},\n",
+       "  {'word': 'see', 'start': 24.24, 'end': 24.28},\n",
+       "  {'word': 'muttikas', 'start': 24.4, 'end': 24.76},\n",
+       "  {'word': 'on', 'start': 24.8, 'end': 24.88},\n",
+       "  {'word': 'juba', 'start': 24.96, 'end': 25.0},\n",
+       "  {'word': 'seal', 'start': 25.08, 'end': 25.12},\n",
+       "  {'word': 'kuivati', 'start': 25.52, 'end': 25.8},\n",
+       "  {'word': 'sisse', 'start': 25.84, 'end': 25.88},\n",
+       "  {'word': 'sõidetud', 'start': 26.12, 'end': 26.4},\n",
+       "  {'word': 'ja', 'start': 26.52, 'end': 26.56},\n",
+       "  {'word': 'käite', 'start': 27.56, 'end': 27.8},\n",
+       "  {'word': 'plevaatorit', 'start': 27.84, 'end': 28.44},\n",
+       "  {'word': 'saa', 'start': 28.8, 'end': 28.84},\n",
+       "  {'word': 'elevaatrika', 'start': 29.0, 'end': 29.52},\n",
+       "  {'word': 'seisma', 'start': 29.56, 'end': 29.8},\n",
+       "  {'word': 'panna', 'start': 29.84, 'end': 30.04},\n",
+       "  {'word': 'kuivati', 'start': 30.44, 'end': 30.72},\n",
+       "  {'word': 'põlemad', 'start': 30.76, 'end': 31.12},\n",
+       "  {'word': 'vilja', 'start': 31.36, 'end': 31.6},\n",
+       "  {'word': 'kõikuvad', 'start': 31.64, 'end': 31.92},\n",
+       "  {'word': 'teise', 'start': 32.2, 'end': 32.24},\n",
+       "  {'word': 'põ', 'start': 33.04, 'end': 33.08},\n",
+       "  {'word': 'kuivati', 'start': 33.28, 'end': 33.56},\n",
+       "  {'word': 'maha', 'start': 33.6, 'end': 33.76},\n",
+       "  {'word': 'seal', 'start': 33.88, 'end': 33.92},\n",
+       "  {'word': 'küla', 'start': 34.2, 'end': 34.32},\n",
+       "  {'word': 'nälga', 'start': 34.44, 'end': 34.68},\n",
+       "  {'word': 'ja', 'start': 34.76, 'end': 34.8},\n",
+       "  {'word': 'ja', 'start': 35.88, 'end': 35.92},\n",
+       "  {'word': 'noh', 'start': 35.96, 'end': 36.0},\n",
+       "  {'word': 'see', 'start': 36.24, 'end': 36.28},\n",
+       "  {'word': 'oli', 'start': 36.36, 'end': 36.4},\n",
+       "  {'word': 'sügaval', 'start': 36.92, 'end': 37.24},\n",
+       "  {'word': 'nõukaal', 'start': 37.28, 'end': 37.64},\n",
+       "  {'word': 'siis', 'start': 37.72, 'end': 37.76},\n",
+       "  {'word': 'partei', 'start': 39.12, 'end': 39.52},\n",
+       "  {'word': 'poolt', 'start': 39.52, 'end': 39.76},\n",
+       "  {'word': 'pandud', 'start': 39.8, 'end': 40.12},\n",
+       "  {'word': 'need', 'start': 40.16, 'end': 40.2},\n",
+       "  {'word': 'plaanid', 'start': 40.56, 'end': 40.88},\n",
+       "  {'word': 'ja', 'start': 40.88, 'end': 40.96},\n",
+       "  {'word': 'normid', 'start': 40.96, 'end': 41.24},\n",
+       "  {'word': 'jäävad', 'start': 41.24, 'end': 41.32},\n",
+       "  {'word': 'täitmata', 'start': 41.4, 'end': 41.8},\n",
+       "  {'word': 'ja', 'start': 41.84, 'end': 41.88},\n",
+       "  {'word': 'siis', 'start': 41.92, 'end': 41.96},\n",
+       "  {'word': 'noh', 'start': 42.24, 'end': 42.28},\n",
+       "  {'word': 'ontitsa', 'start': 42.6, 'end': 43.0},\n",
+       "  {'word': 'nagu', 'start': 43.12, 'end': 43.2},\n",
+       "  {'word': 'pekkis', 'start': 43.28, 'end': 43.56},\n",
+       "  {'word': 'kohahest', 'start': 43.64, 'end': 43.88},\n",
+       "  {'word': 'et', 'start': 43.96, 'end': 44.0},\n",
+       "  {'word': 'seal', 'start': 44.08, 'end': 44.12},\n",
+       "  {'word': 'tulevad', 'start': 45.16, 'end': 45.44},\n",
+       "  {'word': 'seal', 'start': 45.56, 'end': 45.6},\n",
+       "  {'word': 'meil', 'start': 45.72, 'end': 45.76},\n",
+       "  {'word': 'mingid', 'start': 45.96, 'end': 46.08},\n",
+       "  {'word': 'sõdurid', 'start': 46.12, 'end': 46.44},\n",
+       "  {'word': 'ja', 'start': 46.44, 'end': 46.48},\n",
+       "  {'word': 'värgid', 'start': 46.48, 'end': 46.76},\n",
+       "  {'word': 'ka', 'start': 46.76, 'end': 46.8},\n",
+       "  {'word': 'peale', 'start': 46.88, 'end': 46.92},\n",
+       "  {'word': 'et', 'start': 47.16, 'end': 47.2},\n",
+       "  {'word': 'hakka', 'start': 47.4, 'end': 47.44},\n",
+       "  {'word': 'seda', 'start': 47.52, 'end': 47.56},\n",
+       "  {'word': 'jama', 'start': 47.72, 'end': 47.84},\n",
+       "  {'word': 'seal', 'start': 47.92, 'end': 47.96},\n",
+       "  {'word': 'tegema', 'start': 48.16, 'end': 48.2},\n",
+       "  {'word': 'siis', 'start': 50.28, 'end': 50.32},\n",
+       "  {'word': 'ta', 'start': 50.36, 'end': 50.4},\n",
+       "  {'word': 'juba', 'start': 50.56, 'end': 50.6},\n",
+       "  {'word': 'tükk', 'start': 50.68, 'end': 50.92},\n",
+       "  {'word': 'aega', 'start': 50.92, 'end': 51.04},\n",
+       "  {'word': 'mõtles', 'start': 51.08, 'end': 51.4},\n",
+       "  {'word': 'et', 'start': 51.44, 'end': 51.48},\n",
+       "  {'word': 'et', 'start': 52.72, 'end': 52.76},\n",
+       "  {'word': 'ega', 'start': 52.84, 'end': 52.96},\n",
+       "  {'word': 'see', 'start': 53.04, 'end': 53.08},\n",
+       "  {'word': 'see', 'start': 53.64, 'end': 53.68},\n",
+       "  {'word': 'kiiravitsmootor', 'start': 53.8, 'end': 54.6},\n",
+       "  {'word': 'see', 'start': 54.6, 'end': 54.64},\n",
+       "  {'word': 'on', 'start': 54.76, 'end': 54.8},\n",
+       "  {'word': 'ju', 'start': 54.84, 'end': 54.88},\n",
+       "  {'word': 'niisugune', 'start': 54.96, 'end': 55.0},\n",
+       "  {'word': 'et', 'start': 55.64, 'end': 55.68},\n",
+       "  {'word': 'uimass', 'start': 55.84, 'end': 56.24},\n",
+       "  {'word': 'võimas', 'start': 56.32, 'end': 56.56},\n",
+       "  {'word': 'moootor', 'start': 56.6, 'end': 56.92},\n",
+       "  {'word': 'sellegaetakse', 'start': 57.76, 'end': 58.88},\n",
+       "  {'word': 'tankegi', 'start': 59.04, 'end': 59.44},\n",
+       "  {'word': 'siin', 'start': 59.48, 'end': 59.52},\n",
+       "  {'word': 'minema', 'start': 59.64, 'end': 59.88},\n",
+       "  {'word': 'põllu', 'start': 59.96, 'end': 60.2},\n",
+       "  {'word': 'peaelt', 'start': 60.2, 'end': 60.36},\n",
+       "  {'word': 'mõeldud', 'start': 63.28, 'end': 63.6}]}"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "trs"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 9,
@@ -789,7 +1079,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.16"
+   "version": "3.9.18"
   }
  },
  "nbformat": 4,