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willcai/
wav2vec2_common_voice_accents_indian

Name: wav2vec2_common_voice_accents_indian
Rating: 2.5 (8 reviews)

transformers

pytorch

wav2vec2

automatic-speech-recognition

generated_from_trainer

common_voice

apache-2.0

endpoints_compatible

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wav2vec2_common_voice_accents_indian

This model is a fine-tuned version of facebook/wav2vec2-xls-r-300m on the common_voice dataset. It achieves the following results on the evaluation set:

Loss: 0.2692

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 0.0003
train_batch_size: 48
eval_batch_size: 4
seed: 42
distributed_type: multi-GPU
num_devices: 8
total_train_batch_size: 384
total_eval_batch_size: 32
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 500
num_epochs: 30
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss
4.5186	1.28	400	0.6937
0.3485	2.56	800	0.2323
0.2229	3.83	1200	0.2195
0.1877	5.11	1600	0.2147
0.1618	6.39	2000	0.2058
0.1434	7.67	2400	0.2077
0.132	8.95	2800	0.1995
0.1223	10.22	3200	0.2146
0.1153	11.5	3600	0.2117
0.1061	12.78	4000	0.2071
0.1003	14.06	4400	0.2219
0.0949	15.34	4800	0.2204
0.0889	16.61	5200	0.2162
0.0824	17.89	5600	0.2243
0.0784	19.17	6000	0.2323
0.0702	20.45	6400	0.2325
0.0665	21.73	6800	0.2334
0.0626	23.0	7200	0.2411
0.058	24.28	7600	0.2473
0.054	25.56	8000	0.2591
0.0506	26.84	8400	0.2577
0.0484	28.12	8800	0.2633
0.0453	29.39	9200	0.2692

Framework versions

Transformers 4.17.0
Pytorch 1.10.2+cu102
Datasets 1.18.4
Tokenizers 0.11.6

willcai/wav2vec2_common_voice_accents_indian

wav2vec2_common_voice_accents_indian

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

willcai/
wav2vec2_common_voice_accents_indian