49 lines
1.3 KiB
Bash
49 lines
1.3 KiB
Bash
# REAL, https://arxiv.org/abs/2602.05630
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CUDA_VISIBLE_DEVICES=2 \
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swift rollout \
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--model Qwen/Qwen2.5-0.5B-Instruct
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CUDA_VISIBLE_DEVICES=0,1 \
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NPROC_PER_NODE=2 \
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MASTER_PORT=29600 \
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megatron rlhf \
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--rlhf_type grpo \
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--model Qwen/Qwen2.5-0.5B-Instruct \
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--save_safetensors true \
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--context_parallel_size 1 \
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--tensor_model_parallel_size 1 \
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--pipeline_model_parallel_size 1 \
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--dataset 'AI-MO/NuminaMath-TIR#4000' \
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--num_train_epochs 1 \
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--micro_batch_size 8 \
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--global_batch_size 128 \
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--num_generations 8 \
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--reward_funcs accuracy \
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--use_vllm true \
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--vllm_mode server \
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--vllm_server_host 127.0.0.1 \
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--vllm_server_port 8000 \
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--max_completion_length 2048 \
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--tuner_type full \
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--gradient_accumulation_fusion false \
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--lr 2e-6 \
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--bf16 true \
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--beta 0.001 \
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--dynamic_sample false \
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--loss_type real \
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--logging_steps 1 \
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--recompute_granularity selective \
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--finetune \
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--dataloader_num_workers 8 \
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--dataset_num_proc 8 \
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--padding_free true \
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--attention_backend flash \
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--no_save_optim \
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--no_save_rng \
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--temperature 0.6 \
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--system """You are a helpful math assistant. Solve the problem step by step and put your final answer within \\boxed{}.""" \
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--log_completions true \
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--eval_steps 100 \
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--save_steps 100
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