| python ~/xls-r-kyrgiz-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="ky" \ | |
| --train_split_name="train+validation[:50%]" \ | |
| --eval_split_name="validation[50%:]" \ | |
| --output_dir="./xls-r-kyrgiz-cv8" \ | |
| --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="1e-4" \ | |
| --warmup_steps="250" \ | |
| --length_column_name="input_length" \ | |
| --evaluation_strategy="steps" \ | |
| --text_column_name="sentence" \ | |
| --chars_to_ignore , ? . ! \- \; \: \\ _ \| ‒ ☺ ♂ © « ¬ » \" „ “ % ” � — ’ ، ؛ ؟ ‹ › − … – \ | |
| --eval_metrics="wer" \ | |
| --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="0.01" \ | |
| --mask_time_prob="0.50" \ | |
| --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 | |