LR=1e-5 MASTER_PORT=$(shuf -n 1 -i 10000-65535) HIP_VISIBLE_DEVICES=0,1,2,3 deepspeed --num_gpus=4 --master_port $MASTER_PORT main.py \ --deepspeed deepspeed.json \ --do_train \ --train_file The-Lord-of-the-Rings-1.json \ --prompt_column prompt \ --response_column response \ --overwrite_cache \ --model_name_or_path THUDM/chatglm-6b \ --output_dir ./output/pretrain \ --overwrite_output_dir \ --max_source_length 8 \ --max_target_length 128 \ --per_device_train_batch_size 16 \ --per_device_eval_batch_size 4 \ --gradient_accumulation_steps 4 \ --predict_with_generate \ --max_steps 2000 \ --logging_steps 5 \ --save_steps 1000 \ --learning_rate $LR \ --fp16