python run_speech_recognition_ctc.py \ --dataset_name="/workspace/data/hy/noizy_student_2/" \ --train_split_name train \ --model_name_or_path="facebook/wav2vec2-xls-r-1b" \ --output_dir="./" \ --overwrite_output_dir \ --max_steps 1600 \ --per_device_train_batch_size="16" \ --per_device_eval_batch_size="64" \ --gradient_accumulation_steps="8" \ --dataloader_num_workers 8 \ --learning_rate="8e-5" \ --lr_scheduler_type cosine \ --adam_beta2 0.98 \ --warmup_ratio 0.1 \ --evaluation_strategy="steps" \ --text_column_name="sentence" \ --chars_to_ignore \, \? \. \! \- \; \: \" \“ \% \‘ \” \� \' « » \( \) ։ ՝ ՞ ՛ ՚ \ --save_steps="100" \ --eval_steps="100" \ --logging_steps="100" \ --save_total_limit="4" \ --freeze_feature_encoder \ --layerdrop="0.1" \ --activation_dropout="0.1" \ --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 \ --load_best_model_at_end \ --report_to all \ --run_name="xlsr-hy-ns-1b-2" \ --wandb_project="xlsr-hy" \ --seed 842 \ --bnb --tristage_sched