49 lines
1.3 KiB
Bash
Executable File
49 lines
1.3 KiB
Bash
Executable File
# pip install math_verify # reward function
|
|
# GPU memory: 8 * 80GiB
|
|
|
|
MAX_PIXELS=602112 \
|
|
WANDB_API_KEY=xxx \
|
|
CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 \
|
|
NPROC_PER_NODE=8 \
|
|
swift rlhf \
|
|
--rlhf_type grpo \
|
|
--model Qwen/Qwen2.5-VL-72B-Instruct \
|
|
--tuner_type lora \
|
|
--use_vllm true \
|
|
--vllm_mode colocate \
|
|
--vllm_gpu_memory_utilization 0.5 \
|
|
--vllm_max_model_len 8192 \
|
|
--vllm_tensor_parallel_size 4 \
|
|
--dataset lmms-lab/multimodal-open-r1-8k-verified#1000 \
|
|
--load_from_cache_file true \
|
|
--external_plugins examples/train/grpo/plugin/plugin.py \
|
|
--reward_funcs external_r1v_acc format \
|
|
--reward_weights 1 0.1 \
|
|
--torch_dtype bfloat16 \
|
|
--attn_impl flash_attn \
|
|
--num_train_epochs 1 \
|
|
--max_length 8192 \
|
|
--per_device_train_batch_size 1 \
|
|
--per_device_eval_batch_size 1 \
|
|
--gradient_accumulation_steps 1 \
|
|
--eval_steps 500 \
|
|
--save_steps 500 \
|
|
--learning_rate 1e-6 \
|
|
--save_total_limit 2 \
|
|
--logging_steps 1 \
|
|
--warmup_ratio 0.05 \
|
|
--dataloader_num_workers 4 \
|
|
--max_completion_length 2048 \
|
|
--num_generations 8 \
|
|
--deepspeed zero3 \
|
|
--temperature 1.1 \
|
|
--top_p 1.0 \
|
|
--top_k 80 \
|
|
--log_completions true \
|
|
--offload_optimizer true \
|
|
--offload_model true \
|
|
--move_model_batches 40 \
|
|
--sleep_level 1 \
|
|
--report_to wandb \
|
|
--system examples/train/grpo/prompt.txt
|