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wehub-resource-sync a203934033
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chore: import upstream snapshot with attribution
2026-07-13 13:34:58 +08:00

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CUDA_VISIBLE_DEVICES=2 \
swift rollout \
--model Qwen/Qwen2.5-1.5B-Instruct
# 2 GPUS for sequence parallel
NPROC_PER_NODE=2 \
CUDA_VISIBLE_DEVICES=0,1 \
swift rlhf \
--rlhf_type grpo \
--model Qwen/Qwen2.5-1.5B-Instruct \
--dataset 'AI-MO/NuminaMath-TIR' \
--reward_funcs accuracy \
--use_vllm true \
--vllm_mode server \
--vllm_server_host 127.0.0.1 \
--vllm_server_port 8000 \
--tuner_type full \
--torch_dtype bfloat16 \
--load_from_cache_file true \
--max_completion_length 4096 \
--num_train_epochs 1 \
--per_device_train_batch_size 8 \
--learning_rate 1e-6 \
--gradient_accumulation_steps 2 \
--save_total_limit 3 \
--save_steps 500 \
--logging_steps 1 \
--warmup_ratio 0.05 \
--dataloader_num_workers 8 \
--num_generations 8 \
--temperature 1.0 \
--system """You are a helpful math assistant. Solve the problem step by step and put your final answer within \\boxed{}.""" \
--log_completions true \
--num_iterations 3 \
--padding_free true \
--sequence_parallel_size 2 \
--attn_impl flash_attn \
--beta 0 \
--dynamic_sample true \
--loss_type fipo \
--delta 10.0 \
--epsilon_high 0.28 \
--fipo_decay_rate 32 \
--fipo_clip_range 0.2 \
--fipo_clip_high_only false \
--fipo_safety_threshold 3.0