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deepspeed fastchat/train/train_lora.py \ | |
--model_name_or_path lmsys/vicuna-7b-v1.5 \ | |
--lora_r 8 \ | |
--lora_alpha 16 \ | |
--lora_dropout 0.05 \ | |
--data_path $DATA_PATH \ | |
--output_dir ./checkpoints \ | |
--num_train_epochs 150 \ | |
--fp16 True \ | |
--per_device_train_batch_size 2 \ | |
--per_device_eval_batch_size 2 \ | |
--gradient_accumulation_steps 1 \ | |
--evaluation_strategy "steps" \ | |
--eval_steps 100 \ | |
--save_strategy "steps" \ | |
--save_steps 200 \ | |
--save_total_limit 2 \ | |
--learning_rate 2e-5 \ | |
--weight_decay 0. \ | |
--warmup_ratio 0.03 \ | |
--lr_scheduler_type "cosine" \ | |
--logging_strategy "steps" \ | |
--logging_steps 1 \ | |
--tf32 True \ | |
--model_max_length 2048 \ | |
--q_lora False \ | |
--deepspeed $PATH_TO_DEEPSPEED_CONFIG \ | |
--gradient_checkpointing True \ | |
--flash_attn False | |