rristo commited on
Commit
04c27c9
1 Parent(s): 749b31e

update example

Browse files
Files changed (1) hide show
  1. example_usage.ipynb +115 -135
example_usage.ipynb CHANGED
@@ -2,12 +2,21 @@
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  "cells": [
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  {
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  "cell_type": "code",
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- "execution_count": 80,
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  "id": "5920c653-448e-43b3-93eb-12d7073ad352",
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  "metadata": {
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  "tags": []
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  },
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- "outputs": [],
 
 
 
 
 
 
 
 
 
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  "source": [
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  "from espnet2.bin.asr_inference import Speech2Text\n",
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  "from espnet2.bin.asr_align import CTCSegmentation\n",
@@ -17,7 +26,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 81,
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  "id": "83058587-1a8a-4b01-92ff-e9125fbe55a3",
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  "metadata": {
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  "tags": []
@@ -38,14 +47,14 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 82,
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  "id": "5e4670d6-0949-48cf-b6b1-d9cc4cf3ad65",
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  "metadata": {
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  "tags": []
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  },
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  "outputs": [],
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  "source": [
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- "speech2text = Speech2Text(\"exp/config.yaml\", \"exp/valid.acc.ave_10best.pth\")"
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  ]
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  },
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  {
@@ -60,7 +69,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 92,
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  "id": "e8120e8e-3718-4a1a-ab7a-46ef98a6bc11",
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  "metadata": {
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  "tags": []
@@ -73,7 +82,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 93,
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  "id": "eec8d4b2-c27a-4780-aeed-8aa7538f70e5",
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  "metadata": {
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  "tags": []
@@ -83,8 +92,8 @@
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  "name": "stdout",
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  "output_type": "stream",
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  "text": [
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- "CPU times: user 3.67 s, sys: 191 ms, total: 3.87 s\n",
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- "Wall time: 3.86 s\n"
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  ]
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  }
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  ],
@@ -94,7 +103,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 94,
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  "id": "39f41a8b-94c3-42d6-a989-6c7183a6f94d",
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  "metadata": {
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  "tags": []
@@ -104,7 +113,7 @@
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  "name": "stdout",
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  "output_type": "stream",
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  "text": [
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- "mina tahaksin homme täna ja homme kui saanud on kui krampsumas ise veiki panna\n"
108
  ]
109
  }
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  ],
@@ -114,7 +123,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 116,
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  "id": "812060a6-90de-4134-8d1f-9f3d98853bc2",
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  "metadata": {
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  "tags": []
@@ -151,7 +160,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 95,
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  "id": "e6b7331c-52f1-4162-b564-2e6a08b325b0",
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  "metadata": {
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  "tags": []
@@ -172,7 +181,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 96,
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  "id": "e6d18b5f-3d2a-4fcf-bf4e-00480e58094a",
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  "metadata": {
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  "tags": []
@@ -189,13 +198,12 @@
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  "utt_0004 utt 3.24 3.76 -0.0037 ja\n",
190
  "utt_0005 utt 3.76 4.28 -0.0000 homme\n",
191
  "utt_0006 utt 5.61 6.13 -0.0001 kui\n",
192
- "utt_0007 utt 6.17 6.69 -0.0009 saanud\n",
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- "utt_0008 utt 6.81 7.33 -0.0018 on\n",
194
- "utt_0009 utt 7.98 8.50 -0.0862 kui\n",
195
- "utt_0010 utt 8.50 9.34 -0.1062 krampsumas\n",
196
- "utt_0011 utt 9.34 9.54 -0.1183 ise\n",
197
- "utt_0012 utt 9.54 10.07 -0.2033 veiki\n",
198
- "utt_0013 utt 10.07 10.31 -0.1041 panna\n",
199
  "\n"
200
  ]
201
  }
@@ -216,7 +224,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 97,
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  "id": "ae9f7e3f-b75d-4bcb-98d1-ae2f037fb4af",
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  "metadata": {
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  "tags": []
@@ -236,19 +244,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 128,
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- "id": "93aa6281-3b73-47b7-93ca-e90fedd8d398",
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- "metadata": {
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- "tags": []
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- },
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- "outputs": [],
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- "source": [
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- "torch.set_num_threads(5)"
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- ]
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- },
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- {
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- "cell_type": "code",
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- "execution_count": 131,
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  "id": "0215d312-1896-43f1-9782-c92aced787b7",
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  "metadata": {
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  "tags": []
@@ -258,8 +254,8 @@
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  "name": "stdout",
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  "output_type": "stream",
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  "text": [
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- "CPU times: user 14.4 s, sys: 89.6 ms, total: 14.5 s\n",
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- "Wall time: 2.9 s\n"
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  ]
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  }
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  ],
@@ -272,7 +268,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 132,
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  "id": "d31d6840-3a80-411a-969c-05f4a5e3e9a1",
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  "metadata": {
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  "tags": []
@@ -301,7 +297,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 108,
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  "id": "53f3b63f-9b40-432b-b58c-f5b7223252ed",
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  "metadata": {
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  "tags": []
@@ -311,8 +307,8 @@
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  "name": "stdout",
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  "output_type": "stream",
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  "text": [
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- "CPU times: user 474 ms, sys: 30.2 ms, total: 504 ms\n",
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- "Wall time: 501 ms\n"
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  ]
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  }
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  ],
@@ -322,7 +318,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 109,
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  "id": "1b4dd747-4be2-4ace-a301-6207f7dd9a71",
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  "metadata": {
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  "tags": []
@@ -358,173 +354,149 @@
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  " <tbody>\n",
359
  " <tr>\n",
360
  " <th>0</th>\n",
361
- " <td>0.260154</td>\n",
362
- " <td>0.661184</td>\n",
363
- " <td>-0.107317</td>\n",
364
  " <td>klikid</td>\n",
365
  " </tr>\n",
366
  " <tr>\n",
367
  " <th>1</th>\n",
368
- " <td>0.661184</td>\n",
369
- " <td>0.821596</td>\n",
370
- " <td>-0.001331</td>\n",
371
  " <td>neid</td>\n",
372
  " </tr>\n",
373
  " <tr>\n",
374
  " <th>2</th>\n",
375
- " <td>0.822883</td>\n",
376
- " <td>1.784067</td>\n",
377
- " <td>-0.002136</td>\n",
378
  " <td>allserva</td>\n",
379
  " </tr>\n",
380
  " <tr>\n",
381
  " <th>3</th>\n",
382
- " <td>1.784067</td>\n",
383
- " <td>1.984582</td>\n",
384
- " <td>-0.041078</td>\n",
385
  " <td>tekivad</td>\n",
386
  " </tr>\n",
387
  " <tr>\n",
388
  " <th>4</th>\n",
389
- " <td>2.547310</td>\n",
390
- " <td>3.067362</td>\n",
391
- " <td>-0.008251</td>\n",
392
  " <td>need</td>\n",
393
  " </tr>\n",
394
  " <tr>\n",
395
  " <th>5</th>\n",
396
- " <td>3.067362</td>\n",
397
- " <td>4.029833</td>\n",
398
- " <td>-0.007814</td>\n",
399
  " <td>lubaküpsiseid</td>\n",
400
  " </tr>\n",
401
  " <tr>\n",
402
  " <th>6</th>\n",
403
- " <td>4.752973</td>\n",
404
- " <td>5.273025</td>\n",
405
- " <td>-0.000333</td>\n",
406
  " <td>mis</td>\n",
407
  " </tr>\n",
408
  " <tr>\n",
409
  " <th>7</th>\n",
410
- " <td>5.273025</td>\n",
411
- " <td>5.413385</td>\n",
412
- " <td>-0.063720</td>\n",
413
  " <td>on</td>\n",
414
  " </tr>\n",
415
  " <tr>\n",
416
  " <th>8</th>\n",
417
- " <td>5.413385</td>\n",
418
- " <td>5.553745</td>\n",
419
- " <td>-0.000231</td>\n",
420
  " <td>nagu</td>\n",
421
  " </tr>\n",
422
  " <tr>\n",
423
  " <th>9</th>\n",
424
- " <td>5.553745</td>\n",
425
- " <td>5.834466</td>\n",
426
- " <td>-0.000573</td>\n",
427
  " <td>ilusti</td>\n",
428
  " </tr>\n",
429
  " <tr>\n",
430
  " <th>10</th>\n",
431
- " <td>5.834466</td>\n",
432
- " <td>6.115187</td>\n",
433
- " <td>-0.001930</td>\n",
434
  " <td>kohati</td>\n",
435
  " </tr>\n",
436
  " <tr>\n",
437
  " <th>11</th>\n",
438
- " <td>6.236783</td>\n",
439
- " <td>7.037555</td>\n",
440
- " <td>-0.004937</td>\n",
441
  " <td>tõlgitud</td>\n",
442
  " </tr>\n",
443
  " <tr>\n",
444
  " <th>12</th>\n",
445
- " <td>7.037555</td>\n",
446
- " <td>7.238070</td>\n",
447
- " <td>-0.001092</td>\n",
448
  " <td>eesti</td>\n",
449
  " </tr>\n",
450
  " <tr>\n",
451
  " <th>13</th>\n",
452
- " <td>7.238070</td>\n",
453
- " <td>7.679202</td>\n",
454
- " <td>-0.003088</td>\n",
455
  " <td>keelde</td>\n",
456
  " </tr>\n",
457
  " <tr>\n",
458
  " <th>14</th>\n",
459
- " <td>7.800798</td>\n",
460
- " <td>8.320850</td>\n",
461
- " <td>-0.001126</td>\n",
462
  " <td>see</td>\n",
463
  " </tr>\n",
464
  " <tr>\n",
465
  " <th>15</th>\n",
466
- " <td>8.320850</td>\n",
467
- " <td>8.601571</td>\n",
468
- " <td>-0.033408</td>\n",
469
  " <td>idee</td>\n",
470
  " </tr>\n",
471
  " <tr>\n",
472
  " <th>16</th>\n",
473
- " <td>8.601571</td>\n",
474
- " <td>9.363527</td>\n",
475
- " <td>-0.032846</td>\n",
476
  " <td>arusaadavamaks</td>\n",
477
  " </tr>\n",
478
- " <tr>\n",
479
- " <th>17</th>\n",
480
- " <td>9.363527</td>\n",
481
- " <td>9.584093</td>\n",
482
- " <td>-0.390966</td>\n",
483
- " <td>ma</td>\n",
484
- " </tr>\n",
485
- " <tr>\n",
486
- " <th>18</th>\n",
487
- " <td>9.584093</td>\n",
488
- " <td>9.764557</td>\n",
489
- " <td>-0.053868</td>\n",
490
- " <td>tean</td>\n",
491
- " </tr>\n",
492
- " <tr>\n",
493
- " <th>19</th>\n",
494
- " <td>9.764557</td>\n",
495
- " <td>9.924968</td>\n",
496
- " <td>-0.000163</td>\n",
497
- " <td>et</td>\n",
498
- " </tr>\n",
499
  " </tbody>\n",
500
  "</table>\n",
501
  "</div>"
502
  ],
503
  "text/plain": [
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  " start end confidence words\n",
505
- "0 0.260154 0.661184 -0.107317 klikid\n",
506
- "1 0.661184 0.821596 -0.001331 neid\n",
507
- "2 0.822883 1.784067 -0.002136 allserva\n",
508
- "3 1.784067 1.984582 -0.041078 tekivad\n",
509
- "4 2.547310 3.067362 -0.008251 need\n",
510
- "5 3.067362 4.029833 -0.007814 lubaküpsiseid\n",
511
- "6 4.752973 5.273025 -0.000333 mis\n",
512
- "7 5.273025 5.413385 -0.063720 on\n",
513
- "8 5.413385 5.553745 -0.000231 nagu\n",
514
- "9 5.553745 5.834466 -0.000573 ilusti\n",
515
- "10 5.834466 6.115187 -0.001930 kohati\n",
516
- "11 6.236783 7.037555 -0.004937 tõlgitud\n",
517
- "12 7.037555 7.238070 -0.001092 eesti\n",
518
- "13 7.238070 7.679202 -0.003088 keelde\n",
519
- "14 7.800798 8.320850 -0.001126 see\n",
520
- "15 8.320850 8.601571 -0.033408 idee\n",
521
- "16 8.601571 9.363527 -0.032846 arusaadavamaks\n",
522
- "17 9.363527 9.584093 -0.390966 ma\n",
523
- "18 9.584093 9.764557 -0.053868 tean\n",
524
- "19 9.764557 9.924968 -0.000163 et"
525
  ]
526
  },
527
- "execution_count": 109,
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  "metadata": {},
529
  "output_type": "execute_result"
530
  }
@@ -540,6 +512,14 @@
540
  "metadata": {},
541
  "outputs": [],
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  "source": []
 
 
 
 
 
 
 
 
543
  }
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  ],
545
  "metadata": {
 
2
  "cells": [
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  {
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  "cell_type": "code",
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+ "execution_count": 1,
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  "id": "5920c653-448e-43b3-93eb-12d7073ad352",
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  "metadata": {
8
  "tags": []
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  },
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+ "outputs": [
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+ {
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+ "name": "stderr",
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+ "output_type": "stream",
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+ "text": [
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+ "/opt/espnet/tools/anaconda/envs/espnet/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
16
+ " from .autonotebook import tqdm as notebook_tqdm\n"
17
+ ]
18
+ }
19
+ ],
20
  "source": [
21
  "from espnet2.bin.asr_inference import Speech2Text\n",
22
  "from espnet2.bin.asr_align import CTCSegmentation\n",
 
26
  },
27
  {
28
  "cell_type": "code",
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+ "execution_count": 2,
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  "id": "83058587-1a8a-4b01-92ff-e9125fbe55a3",
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  "metadata": {
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  "tags": []
 
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  },
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  {
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  "cell_type": "code",
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+ "execution_count": 3,
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  "id": "5e4670d6-0949-48cf-b6b1-d9cc4cf3ad65",
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  "metadata": {
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  "tags": []
54
  },
55
  "outputs": [],
56
  "source": [
57
+ "speech2text = Speech2Text(\"exp/config.yaml\", \"exp/valid.acc.ave_10best.pth\", quantize_asr_model=True, quantize_lm=True)"
58
  ]
59
  },
60
  {
 
69
  },
70
  {
71
  "cell_type": "code",
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+ "execution_count": 4,
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  "id": "e8120e8e-3718-4a1a-ab7a-46ef98a6bc11",
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  "metadata": {
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  "tags": []
 
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  },
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  {
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  "cell_type": "code",
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+ "execution_count": 5,
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  "id": "eec8d4b2-c27a-4780-aeed-8aa7538f70e5",
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  "metadata": {
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  "tags": []
 
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  "name": "stdout",
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  "output_type": "stream",
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  "text": [
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+ "CPU times: user 2.64 s, sys: 6.23 ms, total: 2.65 s\n",
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+ "Wall time: 2.66 s\n"
97
  ]
98
  }
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  ],
 
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  },
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  {
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  "cell_type": "code",
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+ "execution_count": 6,
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  "id": "39f41a8b-94c3-42d6-a989-6c7183a6f94d",
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  "metadata": {
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  "tags": []
 
113
  "name": "stdout",
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  "output_type": "stream",
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  "text": [
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+ "mina tahaksin homme täna ja homme kui saan kolm krampsumas ise müüki panna\n"
117
  ]
118
  }
119
  ],
 
123
  },
124
  {
125
  "cell_type": "code",
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+ "execution_count": 7,
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  "id": "812060a6-90de-4134-8d1f-9f3d98853bc2",
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  "metadata": {
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  "tags": []
 
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  },
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  {
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  "cell_type": "code",
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+ "execution_count": 8,
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  "id": "e6b7331c-52f1-4162-b564-2e6a08b325b0",
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  "metadata": {
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  "tags": []
 
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  },
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  {
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  "cell_type": "code",
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+ "execution_count": 9,
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  "id": "e6d18b5f-3d2a-4fcf-bf4e-00480e58094a",
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  "metadata": {
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  "tags": []
 
198
  "utt_0004 utt 3.24 3.76 -0.0037 ja\n",
199
  "utt_0005 utt 3.76 4.28 -0.0000 homme\n",
200
  "utt_0006 utt 5.61 6.13 -0.0001 kui\n",
201
+ "utt_0007 utt 6.17 6.69 -0.0009 saan\n",
202
+ "utt_0008 utt 7.98 8.50 -0.2285 kolm\n",
203
+ "utt_0009 utt 8.50 9.34 -0.1062 krampsumas\n",
204
+ "utt_0010 utt 9.34 9.54 -0.1183 ise\n",
205
+ "utt_0011 utt 9.54 10.07 -0.2588 müüki\n",
206
+ "utt_0012 utt 10.07 10.31 -0.1041 panna\n",
 
207
  "\n"
208
  ]
209
  }
 
224
  },
225
  {
226
  "cell_type": "code",
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+ "execution_count": 10,
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  "id": "ae9f7e3f-b75d-4bcb-98d1-ae2f037fb4af",
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  "metadata": {
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  "tags": []
 
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  },
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  {
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  "cell_type": "code",
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+ "execution_count": 11,
 
 
 
 
 
 
 
 
 
 
 
 
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  "id": "0215d312-1896-43f1-9782-c92aced787b7",
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  "metadata": {
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  "tags": []
 
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  "name": "stdout",
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  "output_type": "stream",
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  "text": [
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+ "CPU times: user 2.96 s, sys: 19 ms, total: 2.98 s\n",
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+ "Wall time: 2.98 s\n"
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  ]
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  }
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  ],
 
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  },
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  {
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  "cell_type": "code",
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+ "execution_count": 12,
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  "id": "d31d6840-3a80-411a-969c-05f4a5e3e9a1",
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  "metadata": {
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  "tags": []
 
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  },
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  {
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  "cell_type": "code",
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+ "execution_count": 13,
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  "id": "53f3b63f-9b40-432b-b58c-f5b7223252ed",
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  "metadata": {
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  "tags": []
 
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  "name": "stdout",
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  "output_type": "stream",
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  "text": [
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+ "CPU times: user 309 ms, sys: 8.51 ms, total: 318 ms\n",
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+ "Wall time: 312 ms\n"
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  ]
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  }
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  ],
 
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  },
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  {
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  "cell_type": "code",
321
+ "execution_count": 14,
322
  "id": "1b4dd747-4be2-4ace-a301-6207f7dd9a71",
323
  "metadata": {
324
  "tags": []
 
354
  " <tbody>\n",
355
  " <tr>\n",
356
  " <th>0</th>\n",
357
+ " <td>0.260173</td>\n",
358
+ " <td>0.661328</td>\n",
359
+ " <td>-0.049087</td>\n",
360
  " <td>klikid</td>\n",
361
  " </tr>\n",
362
  " <tr>\n",
363
  " <th>1</th>\n",
364
+ " <td>0.661328</td>\n",
365
+ " <td>0.821789</td>\n",
366
+ " <td>-0.003573</td>\n",
367
  " <td>neid</td>\n",
368
  " </tr>\n",
369
  " <tr>\n",
370
  " <th>2</th>\n",
371
+ " <td>0.823233</td>\n",
372
+ " <td>1.784560</td>\n",
373
+ " <td>-0.001952</td>\n",
374
  " <td>allserva</td>\n",
375
  " </tr>\n",
376
  " <tr>\n",
377
  " <th>3</th>\n",
378
+ " <td>1.784560</td>\n",
379
+ " <td>1.985137</td>\n",
380
+ " <td>-0.034099</td>\n",
381
  " <td>tekivad</td>\n",
382
  " </tr>\n",
383
  " <tr>\n",
384
  " <th>4</th>\n",
385
+ " <td>2.548197</td>\n",
386
+ " <td>3.068255</td>\n",
387
+ " <td>-0.000037</td>\n",
388
  " <td>need</td>\n",
389
  " </tr>\n",
390
  " <tr>\n",
391
  " <th>5</th>\n",
392
+ " <td>3.068255</td>\n",
393
+ " <td>4.031025</td>\n",
394
+ " <td>-0.008919</td>\n",
395
  " <td>lubaküpsiseid</td>\n",
396
  " </tr>\n",
397
  " <tr>\n",
398
  " <th>6</th>\n",
399
+ " <td>4.754546</td>\n",
400
+ " <td>5.274604</td>\n",
401
+ " <td>-0.000385</td>\n",
402
  " <td>mis</td>\n",
403
  " </tr>\n",
404
  " <tr>\n",
405
  " <th>7</th>\n",
406
+ " <td>5.274604</td>\n",
407
+ " <td>5.415008</td>\n",
408
+ " <td>-0.078755</td>\n",
409
  " <td>on</td>\n",
410
  " </tr>\n",
411
  " <tr>\n",
412
  " <th>8</th>\n",
413
+ " <td>5.415008</td>\n",
414
+ " <td>5.555412</td>\n",
415
+ " <td>-0.000224</td>\n",
416
  " <td>nagu</td>\n",
417
  " </tr>\n",
418
  " <tr>\n",
419
  " <th>9</th>\n",
420
+ " <td>5.555412</td>\n",
421
+ " <td>5.836220</td>\n",
422
+ " <td>-0.000488</td>\n",
423
  " <td>ilusti</td>\n",
424
  " </tr>\n",
425
  " <tr>\n",
426
  " <th>10</th>\n",
427
+ " <td>5.836220</td>\n",
428
+ " <td>6.117029</td>\n",
429
+ " <td>-0.002274</td>\n",
430
  " <td>kohati</td>\n",
431
  " </tr>\n",
432
  " <tr>\n",
433
  " <th>11</th>\n",
434
+ " <td>6.238818</td>\n",
435
+ " <td>7.039684</td>\n",
436
+ " <td>-0.013956</td>\n",
437
  " <td>tõlgitud</td>\n",
438
  " </tr>\n",
439
  " <tr>\n",
440
  " <th>12</th>\n",
441
+ " <td>7.039684</td>\n",
442
+ " <td>7.240261</td>\n",
443
+ " <td>-0.002010</td>\n",
444
  " <td>eesti</td>\n",
445
  " </tr>\n",
446
  " <tr>\n",
447
  " <th>13</th>\n",
448
+ " <td>7.240261</td>\n",
449
+ " <td>7.681531</td>\n",
450
+ " <td>-0.002761</td>\n",
451
  " <td>keelde</td>\n",
452
  " </tr>\n",
453
  " <tr>\n",
454
  " <th>14</th>\n",
455
+ " <td>7.803320</td>\n",
456
+ " <td>8.323378</td>\n",
457
+ " <td>-0.001533</td>\n",
458
  " <td>see</td>\n",
459
  " </tr>\n",
460
  " <tr>\n",
461
  " <th>15</th>\n",
462
+ " <td>8.323378</td>\n",
463
+ " <td>8.644302</td>\n",
464
+ " <td>-0.044506</td>\n",
465
  " <td>idee</td>\n",
466
  " </tr>\n",
467
  " <tr>\n",
468
  " <th>16</th>\n",
469
+ " <td>8.644302</td>\n",
470
+ " <td>9.326264</td>\n",
471
+ " <td>-0.215737</td>\n",
472
  " <td>arusaadavamaks</td>\n",
473
  " </tr>\n",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
474
  " </tbody>\n",
475
  "</table>\n",
476
  "</div>"
477
  ],
478
  "text/plain": [
479
  " start end confidence words\n",
480
+ "0 0.260173 0.661328 -0.049087 klikid\n",
481
+ "1 0.661328 0.821789 -0.003573 neid\n",
482
+ "2 0.823233 1.784560 -0.001952 allserva\n",
483
+ "3 1.784560 1.985137 -0.034099 tekivad\n",
484
+ "4 2.548197 3.068255 -0.000037 need\n",
485
+ "5 3.068255 4.031025 -0.008919 lubaküpsiseid\n",
486
+ "6 4.754546 5.274604 -0.000385 mis\n",
487
+ "7 5.274604 5.415008 -0.078755 on\n",
488
+ "8 5.415008 5.555412 -0.000224 nagu\n",
489
+ "9 5.555412 5.836220 -0.000488 ilusti\n",
490
+ "10 5.836220 6.117029 -0.002274 kohati\n",
491
+ "11 6.238818 7.039684 -0.013956 tõlgitud\n",
492
+ "12 7.039684 7.240261 -0.002010 eesti\n",
493
+ "13 7.240261 7.681531 -0.002761 keelde\n",
494
+ "14 7.803320 8.323378 -0.001533 see\n",
495
+ "15 8.323378 8.644302 -0.044506 idee\n",
496
+ "16 8.644302 9.326264 -0.215737 arusaadavamaks"
 
 
 
497
  ]
498
  },
499
+ "execution_count": 14,
500
  "metadata": {},
501
  "output_type": "execute_result"
502
  }
 
512
  "metadata": {},
513
  "outputs": [],
514
  "source": []
515
+ },
516
+ {
517
+ "cell_type": "code",
518
+ "execution_count": null,
519
+ "id": "1e9d45ad-c8fc-4bab-9285-b82ff3903702",
520
+ "metadata": {},
521
+ "outputs": [],
522
+ "source": []
523
  }
524
  ],
525
  "metadata": {