| deepspeed run_speech_recognition_seq2seq_streaming.py \ | |
| --deepspeed="ds_config.json" \ | |
| --model_name_or_path="openai/whisper-large-v3" \ | |
| --train_dataset_names "mozilla-foundation/common_voice_11_0" "mozilla-foundation/common_voice_11_0" "google/fleurs" "Finnish-NLP/css10_audio_processed" "Finnish-NLP/youtube_fi_110k_preprocessed" "Finnish-NLP/voxpopuli_fi_audio_processed" "Finnish-NLP/parliament_audio_processed" "Finnish-NLP/aalto_eduskunta_asr_audio_processed" "Finnish-NLP/fbc_dialog_audio_processed" "Finnish-NLP/fbc_monolog_audio_processed" \ | |
| --train_dataset_config_names "fi" "fi" "fi_fi" "" "" "" "" "" "" "" \ | |
| --train_dataset_split_name "train" "validation" "train" "train" "train" "train" "train" "train" "train" "train" \ | |
| --train_dataset_text_column_names "sentence" "sentence" "raw_transcription" "sentence" "texts" "sentence" "sentence" "sentence" "sentence" "sentence" \ | |
| --eval_dataset_name="mozilla-foundation/common_voice_11_0" \ | |
| --eval_dataset_config_name="fi" \ | |
| --eval_split_name="test" \ | |
| --language="finnish" \ | |
| --model_index_name="WhisperLargeV3Finnish" \ | |
| --max_steps="60000" \ | |
| --output_dir="./" \ | |
| --per_device_train_batch_size="8" \ | |
| --per_device_eval_batch_size="4" \ | |
| --gradient_accumulation_steps="2" \ | |
| --logging_steps="20" \ | |
| --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="input_length" \ | |
| --max_duration_in_seconds="30" \ | |
| --text_column_name="sentence" \ | |
| --freeze_feature_encoder="False" \ | |
| --report_to="wandb" \ | |
| --metric_for_best_model="wer" \ | |
| --greater_is_better="False" \ | |
| --load_best_model_at_end \ | |
| --gradient_checkpointing \ | |
| --fp16 \ | |
| --torch_compile \ | |
| --overwrite_output_dir \ | |
| --do_train \ | |
| --do_eval \ | |
| --predict_with_generate \ | |
| --do_normalize_eval \ | |
| --use_auth_token \ | |
| --push_to_hub \ | |
| --push_to_hub_model_id="WhisperLargeFinnishV3" \ | |
| --resume_from_checkpoint="./checkpoint-26000" |