|
python ~/xls-r-uzbek-cv8/run_speech_recognition_ctc.py \ |
|
--dataset_name="mozilla-foundation/common_voice_8_0" \ |
|
--model_name_or_path="facebook/wav2vec2-xls-r-300m" \ |
|
--dataset_config_name="uz" \ |
|
--output_dir="~/xls-r-uzbek-cv8" \ |
|
--train_split_name="train[:50%]" \ |
|
--eval_split_name="validation[50%:]" \ |
|
--overwrite_output_dir \ |
|
--num_train_epochs="100" \ |
|
--per_device_train_batch_size="32" \ |
|
--per_device_eval_batch_size="8" \ |
|
--gradient_accumulation_steps="4" \ |
|
--learning_rate="3e-5" \ |
|
--warmup_steps="500" \ |
|
--length_column_name="input_length" \ |
|
--evaluation_strategy="steps" \ |
|
--text_column_name="sentence" \ |
|
--eval_metrics wer cer \ |
|
--save_steps="500" \ |
|
--eval_steps="500" \ |
|
--logging_steps="100" \ |
|
--min_duration_in_seconds="0.2" \ |
|
--layerdrop="0.01" \ |
|
--activation_dropout="0.1" \ |
|
--save_total_limit="3" \ |
|
--freeze_feature_encoder \ |
|
--feat_proj_dropout="0.05" \ |
|
--mask_time_prob="0.50" \ |
|
--mask_time_length="10" \ |
|
--mask_feature_prob="0.15" \ |
|
--mask_feature_length="64" \ |
|
--gradient_checkpointing \ |
|
--use_auth_token \ |
|
--fp16 \ |
|
--group_by_length \ |
|
--do_train --do_eval \ |
|
--push_to_hub |
|
|
|
|
