**# whisper_example
Scratches for a quick launch of whisper
Real time use CPU (AMD Ryzen 5 5600X)
Длительность ролика, сек
Whisper Tiny
Vosk Small
Vosk 0.42
Wav2Vec2 (Large Data)
Wav2Vec2 (Small Data)
1
0.374
0.223
0.233
0.239
0.245
3
0.472
0.356
0.487
0.668
0.645
5
0.572
0.451
0.782
1.098
1.012
10
1.318
0.723
1.671
2.421
2.273
30
2.280
1.434
4.216
8.062
8.166
60
4.974
2.324
7.854
20.447
20.706
600
53.600
24.116
117.635
Memory error
Memory error
Kernel time use CPU (AMD Ryzen 5 5600X)
Длительность ролика, сек
Whisper Tiny
Vosk Small
Vosk 0.42
Wav2Vec2 (Large Data)
Wav2Vec2 (Small Data)
1
2.007
0.227
0.232
1.451
1.416
3
2.554
0.358
0.487
3.874
3.873
5
3.019
0.452
0.782
5.857
6.200
10
7.413
0.712
1.669
13.833
13.350
30
12.562
1.407
4.212
47.352
47.145
60
26.853
2.243
7.846
116.512
117.32
600
282.045
24.091
117.516
Memory error
Memory error
Real time use CUDA (Nvidia 3050 8GB)
Длительность ролика, сек
Whisper Tiny
Whisper Small
Faster Whisper Tiny
Vosk Small (batch 8 sec)
Vosk 0.42 (batch 8 sec)
Wav2Vec2
Nvidia NeMo
1
0.064
0.200
0.068
0.206
0.306
0.028
0.029
3
0.111
0.266
0.087
0.235
0.451
0.054
0.027
5
0.131
0.603
0.111
0.267
0.837
0.073
0.028
10
0.348
0.851
0.154
0.462
1.472
0.165
0.035
30
0.691
1.831
0.289
1.136
4.176
0.535
0.069
60
1.304
3.351
0.512
1.984
7.932
1.352
0.104
600
17.676
32.216
10.584
18.155
78.541
Mem error
0.684
clip
Whisper Tiny
Whisper Base
Whisper Small
Faster Whisper Tiny
Faster Whisper Small
Vosk Small
Vosk 0.22
Vosk 0.42
Wav2Vec2
Nvidia NeMo (Sber)
simple
51.3
24.02
9.27
44.79
13.23
24.68
20.14
15.51
39.94
39.61
ivrclip
35.55
22.91
17.31
34.37
15.44
19.39
18.47
16.39
30.67
24.49
Time parallel use all resources GPU (Nvidia 3050 8GB)
clip count dur=5
Whisper Tiny
Whisper Base
Whisper Small
Faster Whisper Tiny
Faster Whisper Small
Vosk Small
Vosk 0.22
Vosk 0.42
Wav2Vec2
Nvidia NeMo (Sber)
1000
94.48
177.07
401.97
66.61
155.24
78.67
70.52
762.28
90.118
11.59