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train_whisper_italian.sh
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train_whisper_italian.sh
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# Modern version, based on Torchrun
# max_steps="800"
# warmup_steps="200"
LOCAL_RANK=0,1 CUDA_VISIBLE_DEVICES=0,1 \
torchrun \
--nproc_per_node 2 \
run_speech_recognition_seq2seq.py \
--model_name_or_path="openai/whisper-small" \
--dataset_name="mozilla-foundation/common_voice_11_0" \
--dataset_config_name="it"\
--language="it" \
--train_split_name="validation" \
--eval_split_name="test" \
--max_steps="1000" \
--output_dir="/mnt/output" \
--per_device_train_batch_size="4" \
--per_device_eval_batch_size="32" \
--logging_steps="25" \
--learning_rate="1e-5" \
--warmup_steps="200" \
--evaluation_strategy="steps" \
--eval_steps="50" \
--save_strategy="steps" \
--save_steps="50" \
--generation_max_length="225" \
--length_column_name="input_length" \
--max_duration_in_seconds="30" \
--text_column_name="sentence" \
--freeze_feature_encoder="False" \
--gradient_checkpointing \
--gradient_accumulation_steps=4 \
--fp16 \
--overwrite_output_dir \
--do_train \
--do_eval \
--predict_with_generate \
--use_auth_token\