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" \ | |
--overwrite_output_dir \ | |
--num_train_epochs="30" \ | |
--per_device_train_batch_size="8" \ | |
--per_device_eval_batch_size="8" \ | |
--gradient_accumulation_steps="4" \ | |
--learning_rate="1e-4" \ | |
--warmup_steps="2000" \ | |
--length_column_name="input_length" \ | |
--evaluation_strategy="steps" \ | |
--text_column_name="sentence" \ | |
--save_steps="500" \ | |
--eval_steps="500" \ | |
--logging_steps="100" \ | |
--layerdrop="0.0" \ | |
--activation_dropout="0.1" \ | |
--save_total_limit="3" \ | |
--freeze_feature_encoder \ | |
--feat_proj_dropout="0.0" \ | |
--mask_time_prob="0.75" \ | |
--mask_time_length="10" \ | |
--mask_feature_prob="0.25" \ | |
--mask_feature_length="64" \ | |
--gradient_checkpointing \ | |
--use_auth_token \ | |
--fp16 \ | |
--group_by_length \ | |
--do_train --do_eval \ | |
--push_to_hub | |
# --chars_to_ignore \ # default to all punct | |