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# Add parent directory to python path to access lightning_base.py | |
export PYTHONPATH="../":"${PYTHONPATH}" | |
# A sample finetuning run, you need to specify data_dir, output_dir and model_name_or_path | |
# run ./examples/rag/finetune_rag.sh --help to see all the possible options | |
python examples/rag/finetune_rag.py \ | |
--data_dir $DATA_DIR \ | |
--output_dir $OUTPUT_DIR \ | |
--model_name_or_path $MODEL_NAME_OR_PATH \ | |
--model_type rag_sequence \ | |
--fp16 \ | |
--gpus 8 \ | |
--profile \ | |
--do_train \ | |
--do_predict \ | |
--n_val -1 \ | |
--train_batch_size 8 \ | |
--eval_batch_size 1 \ | |
--max_source_length 128 \ | |
--max_target_length 25 \ | |
--val_max_target_length 25 \ | |
--test_max_target_length 25 \ | |
--label_smoothing 0.1 \ | |
--dropout 0.1 \ | |
--attention_dropout 0.1 \ | |
--weight_decay 0.001 \ | |
--adam_epsilon 1e-08 \ | |
--max_grad_norm 0.1 \ | |
--lr_scheduler polynomial \ | |
--learning_rate 3e-05 \ | |
--num_train_epochs 100 \ | |
--warmup_steps 500 \ | |
--gradient_accumulation_steps 1 \ | |