| hydra:
|
| searchpath:
|
| - pkg://verl.trainer.config
|
|
|
| defaults:
|
| - ppo_trainer
|
| - _self_
|
|
|
| actor_rollout_ref:
|
| model:
|
| path: Qwen/Qwen3-4B-Instruct-2507
|
| use_remove_padding: true
|
| enable_gradient_checkpointing: true
|
|
|
| actor:
|
| strategy: fsdp
|
| optim:
|
| lr: 1e-6
|
| loss_agg_mode: seq-mean-token-mean
|
| use_dynamic_bsz: true
|
| ppo_max_token_len_per_gpu: 32768
|
| ppo_mini_batch_size: 2
|
| use_kl_loss: false
|
| kl_loss_coef: 0.001
|
| kl_loss_type: low_var_kl
|
| entropy_coeff: 0.0
|
| clip_ratio_low: 0.2
|
| clip_ratio_high: 0.28
|
| ulysses_sequence_parallel_size: 1
|
| fsdp_config:
|
| param_offload: true
|
| optimizer_offload: true
|
|
|
| rollout:
|
| tensor_model_parallel_size: 1
|
| name: vllm
|
| mode: async
|
| enforce_eager: false
|
| temperature: 1.0
|
| top_p: 1.0
|
| gpu_memory_utilization: 0.7
|
| n: 4
|
| agent:
|
| num_workers: 0
|
| val_kwargs:
|
| n: 1
|
| temperature: 1.0
|
| top_p: 1.0
|
| do_sample: true
|
|
|
| ref:
|
| fsdp_config:
|
| param_offload: true
|
|
|
| data:
|
| train_batch_size: 4
|
| max_prompt_length: 2048
|
| max_response_length: 1024
|
| gen_batch_size: ${mul:${data.train_batch_size},${rllm.rejection_sample.multiplier}}
|
|
|
| algorithm:
|
| adv_estimator: grpo
|
|
|
| rllm:
|
| agent:
|
| name: math_agent
|
| max_steps: 20
|
| trajectory_timeout: null
|
| overlong_filter: False
|
| agent_args: {}
|
| engine_args: {}
|
| env:
|
| name: custom
|
| env_args: {}
|
| workflow:
|
| use_workflow: False
|
| name: single_turn_workflow
|
| workflow_args:
|
| agent_cls: null
|
| agent_args: {}
|
| env_cls: null
|
| env_args: {}
|
| timeout: 1e6
|
| gamma: 0.0
|
| reward_bonus_coeff: 0.0
|
| n_parallel_tasks: 16
|
| retry_limit: 3
|
| disable_thinking: False
|
| accumulate_reasoning: False
|
| mask_truncated_samples: False
|
| filter_token_mismatch: True
|
| stepwise_advantage:
|
| enable: true
|
| mode: per_step
|
| normalize_by_steps: False
|
| compact_filtering:
|
| enable: False
|
| mask_max_prompt_length_exceeded: True
|
| mask_max_response_length_exceeded: True
|
| mask_env_done: False
|
| mask_max_turns_exceeded: false
|
| mask_timeout: True
|
| mask_unknown: False
|
| mask_error: True
|
| rejection_sample:
|
| enable: False
|
| multiplier: 1.0
|
| sdk:
|
| store:
|
| path: /tmp/rllm_demo.db
|
| processing:
|
| groupby_key: null
|
| traj_name_key: null
|
| proxy:
|
| host: 127.0.0.1
|
| port: 4000
|
| mode: external
|
| admin_token: my-shared-secret
|
|
|
| fireworks:
|
| deployment_id: null
|
| model_id_prefix: test-model
|
| concurrency: 32
|
|
|
| trainer:
|
| critic_warmup: 0
|
| logger: ['console']
|
| project_name: solver-judge-workflow
|
| experiment_name: sdk-solver-judge
|
| val_before_train: false
|
| n_gpus_per_node: 1
|
| nnodes: 1
|
| save_freq: 200
|
| test_freq: 10
|
| total_epochs: 1
|
| log_episodes: false
|
| episode_log_dir: logs/${trainer.project_name}/${trainer.experiment_name} |