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BudgetThinker_backup

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BudgetThinker_backup
File size: 2,159 Bytes 
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data:
  train_files: ./datasets/train_RL.parquet
  val_files: ./datasets/math500_RL.parquet
  prompt_key: problem
  answer_key: answer
  image_key: images
  max_prompt_length: 1024
  max_response_length: 10000
  rollout_batch_size: 256
  val_batch_size: -1
  shuffle: true
  seed: 1
  max_pixels: 4194304
  min_pixels: 262144

algorithm:
  adv_estimator: grpo
  disable_kl: false
  use_kl_loss: true
  kl_penalty: low_var_kl
  kl_coef: 1.0e-2

worker:
  actor:
    global_batch_size: 128
    micro_batch_size_per_device_for_update: 4
    micro_batch_size_per_device_for_experience: 16
    max_grad_norm: 1.0
    padding_free: true
    ulysses_sequence_parallel_size: 1
    model:
      model_path: /path/to/your/model
      enable_gradient_checkpointing: true
      trust_remote_code: false
      freeze_vision_tower: false
    optim:
      lr: 1.0e-6
      weight_decay: 1.0e-2
      strategy: adamw  # {adamw, adamw_bf16}
      lr_warmup_ratio: 0.0
    fsdp:
      enable_full_shard: true
      enable_cpu_offload: false
      enable_rank0_init: true
    offload:
      offload_params: true  # true: more CPU memory; false: more GPU memory
      offload_optimizer: true  # true: more CPU memory; false: more GPU memory

  rollout:
    temperature: 1.0
    n: 5
    gpu_memory_utilization: 0.8
    enforce_eager: false
    enable_chunked_prefill: false
    tensor_parallel_size: 2
    limit_images: 0
    val_override_config:
      temperature: 0.0
      n: 1

  ref:
    fsdp:
      enable_full_shard: true
      enable_cpu_offload: true  # true: more CPU memory; false: more GPU memory
      enable_rank0_init: true
    offload:
      offload_params: true

  reward:
    reward_type: function
    # score_function: math
    score_function: reason_with_in_limit

trainer:
  total_episodes: 8
  logger: ["console", "tensorboard"]
  project_name: 8ratio_v1
  experiment_name: 8ratio_v1
  n_gpus_per_node: 4
  nnodes: 1
  val_freq: -1  # -1 to disable
  val_before_train: false
  val_only: false
  val_generations_to_log: 1
  save_freq: 1  # -1 to disable
  save_limit: 2  # -1 to disable
  save_checkpoint_path: training/8ratio_v1
  load_checkpoint_path: null