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tonyalves/
wav2vec2-large-xls-r-300m-pt-colab

Name: wav2vec2-large-xls-r-300m-pt-colab
Availability: InStock

transformers

pytorch

wav2vec2

automatic-speech-recognition

generated_from_trainer

common_voice

apache-2.0

endpoints_compatible

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wav2vec2-large-xls-r-300m-pt-colab

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: 0.3637
Wer: 0.2982

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: 16
eval_batch_size: 8
seed: 42
gradient_accumulation_steps: 2
total_train_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	Wer
4.591	1.15	400	0.9128	0.6517
0.5049	2.31	800	0.4596	0.4437
0.2871	3.46	1200	0.3964	0.3905
0.2077	4.61	1600	0.3958	0.3744
0.1695	5.76	2000	0.4040	0.3720
0.1478	6.92	2400	0.3866	0.3651
0.1282	8.07	2800	0.3987	0.3674
0.1134	9.22	3200	0.4128	0.3688
0.1048	10.37	3600	0.3928	0.3561
0.0938	11.53	4000	0.4048	0.3619
0.0848	12.68	4400	0.4229	0.3555
0.0798	13.83	4800	0.3974	0.3468
0.0688	14.98	5200	0.3870	0.3503
0.0658	16.14	5600	0.3875	0.3351
0.061	17.29	6000	0.4133	0.3417
0.0569	18.44	6400	0.3915	0.3414
0.0526	19.6	6800	0.3957	0.3231
0.0468	20.75	7200	0.4110	0.3301
0.0407	21.9	7600	0.3866	0.3186
0.0384	23.05	8000	0.3976	0.3193
0.0363	24.21	8400	0.3910	0.3177
0.0313	25.36	8800	0.3656	0.3109
0.0293	26.51	9200	0.3712	0.3092
0.0277	27.66	9600	0.3613	0.3054
0.0249	28.82	10000	0.3783	0.3015
0.0234	29.97	10400	0.3637	0.2982

Framework versions

Transformers 4.11.3
Pytorch 1.10.0+cu102
Datasets 1.13.3
Tokenizers 0.10.3

tonyalves/wav2vec2-large-xls-r-300m-pt-colab

wav2vec2-large-xls-r-300m-pt-colab

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

tonyalves/
wav2vec2-large-xls-r-300m-pt-colab