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CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 megatron rlhf --use_ray --config frozen_lake_colocate.yaml
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# Ray + Megatron GRPO on FrozenLake (multi-turn, colocate mode).
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# Parameters aligned with examples/megatron/grpo/multi_turn/frozen_lake.sh
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rlhf_type: grpo
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model: Qwen/Qwen3.5-2B
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dataset: 'examples/megatron/grpo/multi_turn/frozen_lake.jsonl#1024'
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external_plugins: examples/megatron/grpo/multi_turn/frozen_lake_plugin.py
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load_from_cache_file: false
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split_dataset_ratio: 0
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dataset_num_proc: 4
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dataloader_num_workers: 4
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# Multi-turn frozen_lake env
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multi_turn_scheduler: gym_scheduler
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gym_env: frozen_lake
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use_gym_env: true
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max_turns: 10
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# Batch config
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micro_batch_size: 1
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global_batch_size: 64
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num_generations: 8
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steps_per_generation: 4
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train_iters: 120
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logging_steps: 1
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seed: 42
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# Length params
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max_length: 6120
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max_completion_length: 512
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vllm_max_model_len: 6632
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enable_thinking: false
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# Training config
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padding_free: true
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cross_entropy_loss_fusion: true
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gradient_accumulation_fusion: false
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attention_backend: flash
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recompute_granularity: selective
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# Optimizer
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lr: 5e-5
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bf16: true
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# Generation config
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temperature: 1.0
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top_p: 1.0
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top_k: 80
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# GRPO params
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beta: 0.001
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epsilon: 0.2
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epsilon_high: 0.2
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loss_type: grpo
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advantage_estimator: grpo
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importance_sampling_level: token
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dynamic_sample: false
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overlong_filter: true
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log_completions: true
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log_rollout_offpolicy_metrics: true
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# vLLM + colocate
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use_vllm: true
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colocate_groups: [[train, rollout]]
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offload_model: true
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offload_optimizer: true
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sleep_level: 1
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# Checkpointing
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eval_steps: 1000
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save_steps: 1000
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no_save_optim: true
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no_save_rng: true
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# Reporting
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report_to: swanlab
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train:
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gpus: 8
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tuner_type: lora
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lora_rank: 8
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lora_alpha: 32
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tensor_model_parallel_size: 1
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pipeline_model_parallel_size: 1
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context_parallel_size: 1
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output_dir: megatron_output/ray_grpo_frozen_lake_colocate
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rollout:
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gpus: 8
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vllm_tensor_parallel_size: 1
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vllm_gpu_memory_utilization: 0.5
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