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deepspeed run_speech_recognition_seq2seq.py \
--deepspeed="ds_config.json" \
--model_name_or_path="openai/whisper-large-v3" \
--dataset_name="mozilla-foundation/common_voice_13_0" \
--dataset_config_name="cs" \
--language="czech" \
--train_split_name="train+validation" \
--eval_split_name="test" \
--max_steps="5000" \
--output_dir="./" \
--per_device_train_batch_size="62" \
--per_device_eval_batch_size="16" \
--gradient_accumulation_steps="1" \
--logging_steps="25" \
--learning_rate="1e-5" \
--warmup_steps="500" \
--evaluation_strategy="steps" \
--eval_steps="1000" \
--save_strategy="steps" \
--save_steps="1000" \
--do_lower_case="False" \
--generation_max_length="225" \
--preprocessing_num_workers="16" \
--length_column_name="input_length" \
--max_duration_in_seconds="30" \
--text_column_name="sentence" \
--freeze_feature_encoder="False" \
--report_to="tensorboard" \
--metric_for_best_model="wer" \
--greater_is_better="False" \
--load_best_model_at_end \
--gradient_checkpointing \
--group_by_length \
--fp16 \
--overwrite_output_dir \
--do_train \
--do_eval \
--predict_with_generate \
--use_auth_token \
--push_to_hub
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