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deepspeed --master_port 29501 run_speech_recognition_seq2seq_streaming.py \
--deepspeed="ds_config.json" \
--model_name_or_path="openai/whisper-small" \
--dataset_name="NbAiLab/NCC_S3_NRK" \
--language="Norwegian" \
--train_split_name="train" \
--eval_split_name="validation" \
--model_index_name="Whisper Small Norwegian" \
--max_steps="100000" \
--output_dir="./" \
--per_device_train_batch_size="128" \
--per_device_eval_batch_size="32" \
--gradient_accumulation_steps="2" \
--logging_steps="25" \
--learning_rate="3e-6" \
--warmup_steps="1000" \
--evaluation_strategy="steps" \
--eval_steps="1000" \
--save_strategy="steps" \
--save_steps="1000" \
--generation_max_length="225" \
--length_column_name="duration" \
--max_duration_in_seconds="30" \
--text_column_name="text" \
--freeze_feature_encoder="False" \
--report_to="tensorboard" \
--metric_for_best_model="wer" \
--greater_is_better="False" \
--load_best_model_at_end \
--gradient_checkpointing \
--fp16 \
--overwrite_output_dir \
--do_train \
--do_eval \
--predict_with_generate \
--do_normalize_eval \
--use_auth_token \
--push_to_hub \
--hub_model_id="NbAiLab/whisper-small-nob"
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