Upload rl_code/examples/ocrvqa_config_train_vit_coldstart_llm.yaml with huggingface_hub
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rl_code/examples/ocrvqa_config_train_vit_coldstart_llm.yaml
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data:
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train_files: /mnt/moonfs/kimiv-ksyun/xulin/datasets/OCR-VQA/ocr_vqa_clean_dataset@train
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val_files: /mnt/moonfs/kimiv-ksyun/xulin/datasets/OCR-VQA/ocr_vqa_clean_dataset/validation/sample_data.arrow
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prompt_key: problem
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answer_key: answer
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image_key: images
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video_key: videos
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image_dir: null
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video_fps: 2.0
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max_prompt_length: 4096
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max_response_length: 2048
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rollout_batch_size: 512 # equivalent to verl's data.train_batch_size
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mini_rollout_batch_size: null # equivalent to verl's data.gen_batch_size
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val_batch_size: 1024
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format_prompt: ./examples/format_prompt/ocr_vqa.jinja
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override_chat_template: null
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shuffle: true
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seed: 1
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min_pixels: 1000
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max_pixels: 1048576
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filter_overlong_prompts: false
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algorithm:
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adv_estimator: grpo
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disable_kl: false
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use_kl_loss: true
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kl_penalty: low_var_kl
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kl_coef: 1.0e-2
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online_filtering: false # dapo filter groups
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filter_key: overall
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filter_low: 0.01
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filter_high: 0.99
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worker:
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actor:
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global_batch_size: 128 # equivalent to verl's actor.ppo_mini_batch_size
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micro_batch_size_per_device_for_update: 4 # equivalent to verl's actor.ppo_micro_batch_size_per_gpu
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micro_batch_size_per_device_for_experience: 16 # equivalent to verl's rollout.log_prob_micro_batch_size_per_gpu
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max_grad_norm: 1.0
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padding_free: true
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dynamic_batching: true
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ulysses_size: 1
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model:
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model_path: /mnt/moonfs/kimiv-ksyun/gaohongcheng/LLaMA-Factory/saves/qwen2_5vl-7b/full/ocrvqa_coldstart_train_llm_only/
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enable_gradient_checkpointing: true
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trust_remote_code: false
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freeze_vision_tower: false
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freeze_language_backbone: true
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optim:
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lr: 1.0e-6
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weight_decay: 1.0e-2
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strategy: adamw # {adamw, adamw_bf16}
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lr_warmup_ratio: 0.0
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fsdp:
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enable_full_shard: true
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enable_cpu_offload: false
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enable_rank0_init: true
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offload:
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offload_params: true # true: more CPU memory; false: more GPU memory
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offload_optimizer: true # true: more CPU memory; false: more GPU memory
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rollout:
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n: 5
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temperature: 1.0
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top_p: 1.0
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limit_images: 2
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gpu_memory_utilization: 0.4 # 减少GPU内存使用
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enforce_eager: true # 启用eager模式,避免内存碎片
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enable_chunked_prefill: false
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tensor_parallel_size: 2
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disable_tqdm: false
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val_override_config:
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temperature: 0.6
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top_p: 0.95
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n: 1
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ref:
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fsdp:
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enable_full_shard: true
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enable_cpu_offload: true # true: more CPU memory; false: more GPU memory
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enable_rank0_init: true
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offload:
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offload_params: false
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reward:
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reward_type: batch
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reward_function: ./examples/reward_function/ocr_vqa.py:compute_score
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trainer:
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total_epochs: 1
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max_steps: 350
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project_name: ABS
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experiment_name: ocr_vqa_grpo_vit_coldstart_llm
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logger: ["console", "wandb"]
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nnodes: 1
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n_gpus_per_node: 8
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max_try_make_batch: 20 # -1 means no limit
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val_freq: 20 # -1 to disable
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val_before_train: true
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val_only: false
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val_generations_to_log: 3
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save_freq: 50 # -1 to disable
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save_limit: 12 # -1 to disable
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save_model_only: false
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save_checkpoint_path: null
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load_checkpoint_path: null
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find_last_checkpoint: true
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