huseinzol05 commited on
Commit
9f384b9
·
verified ·
1 Parent(s): d34b347

Upload parse-to-whisper.ipynb with huggingface_hub

Browse files
Files changed (1) hide show
  1. parse-to-whisper.ipynb +326 -0
parse-to-whisper.ipynb ADDED
@@ -0,0 +1,326 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "code",
5
+ "execution_count": 46,
6
+ "id": "18e8d8ed",
7
+ "metadata": {},
8
+ "outputs": [],
9
+ "source": [
10
+ "import textgrid\n",
11
+ "import re\n",
12
+ "import soundfile as sf\n",
13
+ "from glob import glob\n",
14
+ "from transformers import AutoTokenizer\n",
15
+ "\n",
16
+ "tokenizer = AutoTokenizer.from_pretrained('openai/whisper-large-v3')"
17
+ ]
18
+ },
19
+ {
20
+ "cell_type": "code",
21
+ "execution_count": 22,
22
+ "id": "ebf7bbf7",
23
+ "metadata": {},
24
+ "outputs": [],
25
+ "source": [
26
+ "timestamps = [i * 0.02 for i in range(1500 + 1)]"
27
+ ]
28
+ },
29
+ {
30
+ "cell_type": "code",
31
+ "execution_count": 16,
32
+ "id": "93085eb5",
33
+ "metadata": {},
34
+ "outputs": [
35
+ {
36
+ "data": {
37
+ "text/plain": [
38
+ "37"
39
+ ]
40
+ },
41
+ "execution_count": 16,
42
+ "metadata": {},
43
+ "output_type": "execute_result"
44
+ }
45
+ ],
46
+ "source": [
47
+ "files = glob('TextGrid/*.TextGrid')\n",
48
+ "len(files)"
49
+ ]
50
+ },
51
+ {
52
+ "cell_type": "code",
53
+ "execution_count": 127,
54
+ "id": "4e6a5405",
55
+ "metadata": {},
56
+ "outputs": [
57
+ {
58
+ "name": "stderr",
59
+ "output_type": "stream",
60
+ "text": [
61
+ "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
62
+ "To disable this warning, you can either:\n",
63
+ "\t- Avoid using `tokenizers` before the fork if possible\n",
64
+ "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n",
65
+ "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
66
+ "To disable this warning, you can either:\n",
67
+ "\t- Avoid using `tokenizers` before the fork if possible\n",
68
+ "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n"
69
+ ]
70
+ }
71
+ ],
72
+ "source": [
73
+ "!rm -rf audio\n",
74
+ "!mkdir audio"
75
+ ]
76
+ },
77
+ {
78
+ "cell_type": "code",
79
+ "execution_count": 128,
80
+ "id": "a6eb80d6",
81
+ "metadata": {},
82
+ "outputs": [],
83
+ "source": [
84
+ "import textgrid\n",
85
+ "\n",
86
+ "alls = []\n",
87
+ "for f in files:\n",
88
+ " wav_file = f.replace('TextGrid/', 'wav/').replace('.TextGrid', '.wav')\n",
89
+ " y, sr = sf.read(wav_file)\n",
90
+ " tg = textgrid.TextGrid.fromFile(f)\n",
91
+ " \n",
92
+ " grids = []\n",
93
+ " for tg_ in tg[:2]:\n",
94
+ " for s in tg_:\n",
95
+ " grids.append(s)\n",
96
+ " grids = sorted(grids, key = lambda x: x.minTime)\n",
97
+ " \n",
98
+ " segments, temp = [], []\n",
99
+ " temp_length = 0\n",
100
+ " for s in grids:\n",
101
+ " start = s.minTime\n",
102
+ " end = s.maxTime\n",
103
+ " text = s.mark\n",
104
+ " duration = end - start\n",
105
+ " if duration + temp_length >= 30:\n",
106
+ " segments.append(temp)\n",
107
+ " temp = []\n",
108
+ " temp_length = 0\n",
109
+ " else:\n",
110
+ " temp.append(s)\n",
111
+ " temp_length += duration\n",
112
+ " \n",
113
+ " if len(temp):\n",
114
+ " segments.append(temp)\n",
115
+ " \n",
116
+ " for no, s in enumerate(segments):\n",
117
+ " accept = 0\n",
118
+ " for s_ in s:\n",
119
+ " text = s_.mark\n",
120
+ " if len(text) > 2:\n",
121
+ " accept += 1\n",
122
+ "\n",
123
+ " if accept < 1:\n",
124
+ " continue\n",
125
+ "\n",
126
+ " start_at = s[0].minTime\n",
127
+ " filtered = []\n",
128
+ " for s_ in s:\n",
129
+ " start = s_.minTime - start_at\n",
130
+ " end = s_.maxTime - start_at\n",
131
+ " text = s_.mark\n",
132
+ " if len(text) < 2:\n",
133
+ " continue\n",
134
+ "\n",
135
+ " start = min(timestamps, key=lambda t: abs(t - start))\n",
136
+ " end = min(timestamps, key=lambda t: abs(t - end))\n",
137
+ "\n",
138
+ " filtered.append(f\"<|{start:.2f}|> {text}<|{end:.2f}|>\")\n",
139
+ "\n",
140
+ " y_ = y[int(s[0].minTime * sr): int(s[-1].maxTime * sr)]\n",
141
+ " new_f = f.replace('TextGrid/', 'audio/').replace('.TextGrid', '') + f'-{no}.mp3'\n",
142
+ " sf.write(new_f, y_, sr)\n",
143
+ " filtered = ''.join(filtered)\n",
144
+ " text = f\"<|startoftranscript|><|ms|><|transcribe|>{filtered}<|endoftext|>\"\n",
145
+ " \n",
146
+ " alls.append({\n",
147
+ " 'audio_filename': new_f,\n",
148
+ " 'text': text\n",
149
+ " })"
150
+ ]
151
+ },
152
+ {
153
+ "cell_type": "code",
154
+ "execution_count": 129,
155
+ "id": "7e88af44",
156
+ "metadata": {},
157
+ "outputs": [
158
+ {
159
+ "data": {
160
+ "text/plain": [
161
+ "['<|startoftranscript|>',\n",
162
+ " '<|ms|>',\n",
163
+ " '<|transcribe|>',\n",
164
+ " '<|0.46|>',\n",
165
+ " 'ĠAss',\n",
166
+ " 'al',\n",
167
+ " 'amm',\n",
168
+ " 'ual',\n",
169
+ " 'a',\n",
170
+ " 'ikum',\n",
171
+ " ',',\n",
172
+ " 'Ġpak',\n",
173
+ " 'Ġc',\n",
174
+ " 'ik',\n",
175
+ " '<|2.24|>',\n",
176
+ " '<|2.24|>',\n",
177
+ " 'ĠWa',\n",
178
+ " 'ala',\n",
179
+ " 'ikum',\n",
180
+ " 'm',\n",
181
+ " 'uss',\n",
182
+ " 'alam',\n",
183
+ " 'Ġw',\n",
184
+ " 'bt',\n",
185
+ " '<|5.44|>',\n",
186
+ " '<|5.76|>',\n",
187
+ " 'ĠBa',\n",
188
+ " 'ik',\n",
189
+ " 'lah',\n",
190
+ " ',',\n",
191
+ " 'Ġso',\n",
192
+ " 'alan',\n",
193
+ " 'Ġpertama',\n",
194
+ " 'Ġyang',\n",
195
+ " 'Ġing',\n",
196
+ " 'in',\n",
197
+ " 'Ġsaya',\n",
198
+ " 'Ġt',\n",
199
+ " 'anya',\n",
200
+ " 'Ġap',\n",
201
+ " 'akah',\n",
202
+ " 'Ġsatu',\n",
203
+ " 'Ġcer',\n",
204
+ " 'ita',\n",
205
+ " 'Ġtrad',\n",
206
+ " 'is',\n",
207
+ " 'ional',\n",
208
+ " 'Ġyang',\n",
209
+ " 'Ġanda',\n",
210
+ " 'Ġing',\n",
211
+ " 'ati',\n",
212
+ " '?',\n",
213
+ " '<|11.98|>',\n",
214
+ " '<|11.98|>',\n",
215
+ " 'ĠM',\n",
216
+ " 'akan',\n",
217
+ " 'Ġsec',\n",
218
+ " 'ara',\n",
219
+ " 'Ġseper',\n",
220
+ " 'ah',\n",
221
+ " '<|13.34|>',\n",
222
+ " '<|endoftext|>']"
223
+ ]
224
+ },
225
+ "execution_count": 129,
226
+ "metadata": {},
227
+ "output_type": "execute_result"
228
+ }
229
+ ],
230
+ "source": [
231
+ "tokenizer.tokenize(alls[4]['text'])"
232
+ ]
233
+ },
234
+ {
235
+ "cell_type": "code",
236
+ "execution_count": 130,
237
+ "id": "f3cec209",
238
+ "metadata": {},
239
+ "outputs": [
240
+ {
241
+ "data": {
242
+ "text/html": [
243
+ "\n",
244
+ " <audio controls=\"controls\" >\n",
245
+ " <source src=\"data:audio/mpeg;base64,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\" type=\"audio/mpeg\" />\n",
246
+ " Your browser does not support the audio element.\n",
247
+ " </audio>\n",
248
+ " "
249
+ ],
250
+ "text/plain": [
251
+ "<IPython.lib.display.Audio object>"
252
+ ]
253
+ },
254
+ "execution_count": 130,
255
+ "metadata": {},
256
+ "output_type": "execute_result"
257
+ }
258
+ ],
259
+ "source": [
260
+ "import IPython.display as ipd\n",
261
+ "ipd.Audio(alls[4]['audio_filename'])"
262
+ ]
263
+ },
264
+ {
265
+ "cell_type": "code",
266
+ "execution_count": 132,
267
+ "id": "a5ab573c",
268
+ "metadata": {},
269
+ "outputs": [],
270
+ "source": [
271
+ "# !zip -r sarawakmalay.zip audio"
272
+ ]
273
+ },
274
+ {
275
+ "cell_type": "code",
276
+ "execution_count": 134,
277
+ "id": "87d39947",
278
+ "metadata": {},
279
+ "outputs": [],
280
+ "source": [
281
+ "import json\n",
282
+ "\n",
283
+ "with open('dataset.json', 'w') as fopen:\n",
284
+ " json.dump(alls, fopen)"
285
+ ]
286
+ },
287
+ {
288
+ "cell_type": "code",
289
+ "execution_count": null,
290
+ "id": "4bc46f74",
291
+ "metadata": {},
292
+ "outputs": [],
293
+ "source": [
294
+ "from huggingface_hub import HfApi\n",
295
+ "api = HfApi()\n",
296
+ "api.upload_file(\n",
297
+ " path_or_fileobj=\"dataset.json\",\n",
298
+ " path_in_repo=\"README.md\",\n",
299
+ " repo_id=\"username/test-dataset\",\n",
300
+ " repo_type=\"dataset\",\n",
301
+ ")"
302
+ ]
303
+ }
304
+ ],
305
+ "metadata": {
306
+ "kernelspec": {
307
+ "display_name": "python3.10",
308
+ "language": "python",
309
+ "name": "python3.10"
310
+ },
311
+ "language_info": {
312
+ "codemirror_mode": {
313
+ "name": "ipython",
314
+ "version": 3
315
+ },
316
+ "file_extension": ".py",
317
+ "mimetype": "text/x-python",
318
+ "name": "python",
319
+ "nbconvert_exporter": "python",
320
+ "pygments_lexer": "ipython3",
321
+ "version": "3.10.14"
322
+ }
323
+ },
324
+ "nbformat": 4,
325
+ "nbformat_minor": 5
326
+ }