**# 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

WER (Word Error Rate)

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