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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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NPROC_PER_NODE=4 \
PYTORCH_CUDA_ALLOC_CONF='expandable_segments:True' \
CUDA_VISIBLE_DEVICES=0,1,2,3 \
swift rlhf \
--rlhf_type gkd \
--model Qwen/Qwen3.5-2B \
--teacher_model Qwen/Qwen3.5-9B \
--tuner_type lora \
--dataset 'AI-ModelScope/NuminaMath-TIR#5000' \
--lmbda 1 \
--beta 0.5 \
--temperature 1.0 \
--torch_dtype bfloat16 \
--max_steps 200 \
--per_device_train_batch_size 4 \
--learning_rate 5e-6 \
--gradient_accumulation_steps 1 \
--save_steps 200 \
--save_total_limit 1 \
--logging_steps 5 \
--max_length 4096 \
--max_completion_length 2048 \
--output_dir output \
--warmup_ratio 0.05 \
--save_only_model true \
--dataloader_num_workers 4 \
--dataset_num_proc 4 \
--deepspeed zero3 \
--attn_impl flash_attn \
--teacher_deepspeed zero3_offload \
--use_vllm true \
--vllm_mode colocate \
--vllm_gpu_memory_utilization 0.3 \
--vllm_max_model_len 8192 \
--sleep_level 1 \
--enable_thinking false \
--loss_scale last_round \
--multi_turn_scheduler math_tip_trick \
--max_turns 2 \
--truncation_strategy delete \
--log_completions true