| nproc_per_node=2 | |
| CUDA_VISIBLE_DEVICES=0,1 \ | |
| NPROC_PER_NODE=$nproc_per_node \ | |
| swift rlhf \ | |
| --rlhf_type orpo \ | |
| --model Qwen/Qwen2.5-7B-Instruct \ | |
| --train_type lora \ | |
| --dataset hjh0119/shareAI-Llama3-DPO-zh-en-emoji \ | |
| --torch_dtype bfloat16 \ | |
| --num_train_epochs 1 \ | |
| --per_device_train_batch_size 1 \ | |
| --per_device_eval_batch_size 1 \ | |
| --learning_rate 1e-4 \ | |
| --lora_rank 8 \ | |
| --lora_alpha 32 \ | |
| --target_modules all-linear \ | |
| --gradient_accumulation_steps $(expr 16 / $nproc_per_node) \ | |
| --eval_steps 100 \ | |
| --save_steps 100 \ | |
| --save_total_limit 2 \ | |
| --logging_steps 5 \ | |
| --max_length 2048 \ | |
| --output_dir output \ | |
| --warmup_ratio 0.05 \ | |
| --dataloader_num_workers 4 \ | |
| --deepspeed zero2 \ | |
| --dataset_num_proc 4 | |