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NbAiLabArchive/
scream_tertius_dropout_replicate_test7a

Name: scream_tertius_dropout_replicate_test7a
Availability: InStock

automatic-speech-recognition

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scream_tertius_dropout_replicate_test7a

This model is a fine-tuned version of openai/whisper-small on the NbAiLab/NCC_speech_all_v5 dataset. It achieves the following results on the evaluation set:

step: 19999
eval_loss: 1.1799
train_loss: 0.3145
eval_wer: 11.6626
eval_cer: 5.8907

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: 2e-05
lr_scheduler_type: linear
per_device_train_batch_size: 32
total_train_batch_size_per_node: 128
total_train_batch_size: 1024
total_optimization_steps: 20,000
starting_optimization_step: None
finishing_optimization_step: 20,000
num_train_dataset_workers: 32
num_hosts: 8
total_num_training_examples: 20,480,000
steps_per_epoch: 1314
num_beams: 5
dropout: True
dropout_probability: 0.1

Training results

step	eval_loss	train_loss	eval_wer	eval_cer
0	1.3582	7.9231	169.1230	127.5435
1000	0.9203	0.9748	24.0256	9.2618
2000	0.9951	0.6747	18.7576	7.4326
3000	1.1073	0.5495	16.7479	7.1000
4000	1.1093	0.4612	14.4336	6.4147
5000	1.1719	0.4326	14.1900	6.2837
6000	1.2627	0.3998	12.8197	5.9814
7000	1.2785	0.3765	12.7893	6.1476
8000	1.1395	0.3869	12.5152	6.0519
9000	1.2327	0.3616	12.7893	6.1829
10000	1.0855	0.3620	11.4495	5.6790
11000	1.1018	0.3453	11.7540	5.7848
12000	0.9953	0.3486	11.7235	5.7294
13000	1.1321	0.3365	12.0280	6.0015
14000	1.2654	0.3335	11.6322	5.8050
15000	1.2149	0.3061	11.8453	5.8503
16000	1.1539	0.3090	11.9367	5.8503
17000	1.2530	0.3103	11.7540	5.8251
18000	1.1925	0.3209	11.4799	5.6790
19000	1.2155	0.2931	11.7235	5.9562
19999	1.1799	0.3145	11.6626	5.8907

Framework versions

Transformers 4.29.0.dev0
Datasets 2.12.0
Tokenizers 0.13.3

NbAiLabArchive/scream_tertius_dropout_replicate_test7a

scream_tertius_dropout_replicate_test7a

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

NbAiLabArchive/
scream_tertius_dropout_replicate_test7a