Add files using upload-large-folder tool

.gitattributes

@@ -401,3 +401,20 @@ wandb/latest-run/run-1fkf5bo1.wandb filter=lfs diff=lfs merge=lfs -text
 wandb/offline-run-20251216_100052-vp4li00f/run-vp4li00f.wandb filter=lfs diff=lfs merge=lfs -text
 wandb/offline-run-20251216_142423-iypt06ne/run-iypt06ne.wandb filter=lfs diff=lfs merge=lfs -text
 wandb/offline-run-20251216_185932-u0k07wxi/run-u0k07wxi.wandb filter=lfs diff=lfs merge=lfs -text
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wandb/offline-run-20251216_195251-cn8ewrq4/files/requirements.txt

@@ -0,0 +1,317 @@
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wandb/offline-run-20251216_195937-9e9yghbl/files/requirements.txt

@@ -0,0 +1,317 @@
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+          nsys:
+            _target_: verl.utils.profiler.config.NsightToolConfig
+            discrete: false
+          npu:
+            _target_: verl.utils.profiler.config.NPUToolConfig
+            contents: []
+            level: level1
+            analysis: true
+            discrete: false
+          torch:
+            _target_: verl.utils.profiler.config.TorchProfilerToolConfig
+            step_start: 0
+            step_end: null
+          torch_memory:
+            _target_: verl.utils.profiler.config.TorchMemoryToolConfig
+            trace_alloc_max_entries: 100000
+            stack_depth: 32
+      grad_clip: 1.0
+      ulysses_sequence_parallel_size: 1
+      entropy_from_logits_with_chunking: false
+      entropy_checkpointing: false
+      use_remove_padding: false
+      use_ref: true
+      grpo_advantage_length_weight: false
+    ref:
+      strategy: fsdp
+      use_torch_compile: true
+      log_prob_micro_batch_size: null
+      log_prob_micro_batch_size_per_gpu: 1
+      log_prob_use_dynamic_bsz: false
+      log_prob_max_token_len_per_gpu: 16384
+      profiler:
+        _target_: verl.utils.profiler.ProfilerConfig
+        tool: null
+        enable: false
+        all_ranks: false
+        ranks: []
+        save_path: outputs/profile
+        tool_config:
+          nsys:
+            _target_: verl.utils.profiler.config.NsightToolConfig
+            discrete: false
+          npu:
+            _target_: verl.utils.profiler.config.NPUToolConfig
+            contents: []
+            level: level1
+            analysis: true
+            discrete: false
+          torch:
+            _target_: verl.utils.profiler.config.TorchProfilerToolConfig
+            step_start: 0
+            step_end: null
+          torch_memory:
+            _target_: verl.utils.profiler.config.TorchMemoryToolConfig
+            trace_alloc_max_entries: 100000
+            stack_depth: 32
+      fsdp_config:
+        _target_: verl.workers.config.FSDPEngineConfig
+        wrap_policy:
+          min_num_params: 0
+        param_offload: false
+        optimizer_offload: false
+        offload_policy: false
+        reshard_after_forward: true
+        fsdp_size: -1
+        forward_prefetch: false
+        model_dtype: fp32
+        use_orig_params: false
+        ulysses_sequence_parallel_size: 1
+        entropy_from_logits_with_chunking: false
+        use_torch_compile: true
+        entropy_checkpointing: false
+        forward_only: false
+        strategy: fsdp
+      model: null
+      ulysses_sequence_parallel_size: 1
+      entropy_from_logits_with_chunking: false
+      entropy_checkpointing: false
+    rollout:
+      _target_: verl.workers.config.RolloutConfig
+      name: vllm
+      mode: sync
+      temperature: 1
+      top_k: -1
+      top_p: 1
+      prompt_length: 1
+      response_length: 256
+      dtype: bfloat16
+      gpu_memory_utilization: 0.7
+      ignore_eos: false
+      enforce_eager: true
+      cudagraph_capture_sizes: null
+      free_cache_engine: true
+      tensor_model_parallel_size: 1
+      data_parallel_size: 1
+      expert_parallel_size: 1
+      max_num_batched_tokens: 8192
+      max_model_len: 8192
+      max_num_seqs: 1024
+      enable_chunked_prefill: true
+      enable_prefix_caching: true
+      load_format: dummy
+      log_prob_micro_batch_size: null
+      log_prob_micro_batch_size_per_gpu: 1
+      log_prob_use_dynamic_bsz: false
+      log_prob_max_token_len_per_gpu: 16384
+      disable_log_stats: true
+      do_sample: true
+      n: 1
+      over_sample_rate: 0
+      multi_stage_wake_up: false
+      engine_kwargs:
+        vllm: {}
+        sglang: {}
+      val_kwargs:
+        _target_: verl.workers.config.SamplingConfig
+        top_k: -1
+        top_p: 1.0
+        temperature: 0.5
+        n: 1
+        do_sample: true
+      multi_turn:
+        _target_: verl.workers.config.MultiTurnConfig
+        enable: false
+        max_assistant_turns: null
+        tool_config_path: null
+        max_user_turns: null
+        max_parallel_calls: 1
+        max_tool_response_length: 256
+        tool_response_truncate_side: middle
+        interaction_config_path: null
+        use_inference_chat_template: false
+        tokenization_sanity_check_mode: strict
+        format: hermes
+        num_repeat_rollouts: null
+      calculate_log_probs: false
+      agent:
+        _target_: verl.workers.config.AgentLoopConfig
+        num_workers: 8
+        agent_loop_config_path: null
+        custom_async_server:
+          _target_: verl.workers.config.CustomAsyncServerConfig
+          path: null
+          name: null
+      update_weights_bucket_megabytes: 512
+      trace:
+        _target_: verl.workers.config.TraceConfig
+        backend: null
+        token2text: false
+      skip_rollout: false
+      skip_dump_dir: /tmp/rollout_dump
+      skip_tokenizer_init: true
+      profiler:
+        _target_: verl.utils.profiler.ProfilerConfig
+        tool: null
+        enable: false
+        all_ranks: false
+        ranks: []
+        save_path: outputs/profile
+        tool_config:
+          nsys:
+            _target_: verl.utils.profiler.config.NsightToolConfig
+            discrete: false
+          npu:
+            _target_: verl.utils.profiler.config.NPUToolConfig
+            contents: []
+            level: level1
+            analysis: true
+            discrete: false
+          torch:
+            _target_: verl.utils.profiler.config.TorchProfilerToolConfig
+            step_start: 0
+            step_end: null
+          torch_memory:
+            _target_: verl.utils.profiler.config.TorchMemoryToolConfig
+            trace_alloc_max_entries: 100000
+            stack_depth: 32
+      layered_summon: false
+      rollout_filter_ratio: 0.25
+      rollout_filter_type: largest
+      rollout_filter_metric: reward_variance
+    model:
+      _target_: verl.workers.config.HFModelConfig
+      path: /mnt/general/wanghy/LLaMA-Factory/saves/qwen3/full/sft/qwen2.5_3B_it_2048_windows5_7000scores/checkpoint-3648
+      hf_config_path: null
+      tokenizer_path: null
+      use_shm: false
+      trust_remote_code: false
+      custom_chat_template: null
+      external_lib: null
+      override_config: {}
+      enable_gradient_checkpointing: true
+      enable_activation_offload: false
+      use_remove_padding: false
+      lora_rank: 0
+      lora_alpha: 16
+      target_modules: all-linear
+      exclude_modules: null
+      use_liger: false
+      use_fused_kernels: false
+      fused_kernel_options:
+        impl_backend: torch
+    hybrid_engine: true
+    nccl_timeout: 600
+data:
+  desc: null
+  value:
+    tokenizer: null
+    use_shm: false
+    train_files: ~/data/rlhf/gsm8k/train.parquet
+    val_files: ~/data/rlhf/gsm8k/test.parquet
+    prompt_key: prompt
+    reward_fn_key: data_source
+    max_prompt_length: null
+    max_response_length: null
+    train_batch_size: 128
+    val_batch_size: null
+    return_raw_input_ids: false
+    return_raw_chat: false
+    return_full_prompt: false
+    shuffle: true
+    dataloader_num_workers: 8
+    validation_shuffle: false
+    filter_overlong_prompts: false
+    filter_overlong_prompts_workers: 1
+    truncation: error
+    image_key: images
+    video_key: videos
+    trust_remote_code: false
+    custom_cls:
+      path: null
+      name: null
+    return_multi_modal_inputs: true
+    sampler:
+      class_path: null
+      class_name: null
+    datagen:
+      path: null
+      name: null
+    apply_chat_template_kwargs: {}
+critic:
+  desc: null
+  value:
+    optim:
+      _target_: verl.workers.config.FSDPOptimizerConfig
+      lr: 1.0e-05
+      lr_warmup_steps_ratio: 0.0
+      total_training_steps: 200
+      weight_decay: 0.01
+      lr_warmup_steps: -1
+      betas:
+      - 0.9
+      - 0.999
+      clip_grad: 1.0
+      min_lr_ratio: 0.0
+      num_cycles: 0.5
+      warmup_style: constant
+    model:
+      fsdp_config:
+        _target_: verl.workers.config.FSDPEngineConfig
+        wrap_policy:
+          min_num_params: 0
+        param_offload: false
+        optimizer_offload: false
+        offload_policy: false
+        reshard_after_forward: true
+        fsdp_size: -1
+        forward_prefetch: false
+        model_dtype: fp32
+        use_orig_params: false
+        ulysses_sequence_parallel_size: 1
+        entropy_from_logits_with_chunking: false
+        use_torch_compile: true
+        entropy_checkpointing: false
+        forward_only: false
+        strategy: fsdp
+      path: /mnt/general/wanghy/LLaMA-Factory/saves/qwen3/full/sft/qwen2.5_3B_it_2048_windows5_7000scores/checkpoint-3648
+      tokenizer_path: /mnt/general/wanghy/LLaMA-Factory/saves/qwen3/full/sft/qwen2.5_3B_it_2048_windows5_7000scores/checkpoint-3648
+      override_config: {}
+      external_lib: null
+      trust_remote_code: false
+      _target_: verl.workers.config.FSDPCriticModelCfg
+      use_shm: false
+      enable_gradient_checkpointing: true
+      enable_activation_offload: false
+      use_remove_padding: false
+      lora_rank: 0
+      lora_alpha: 16
+      target_modules: all-linear
+    _target_: verl.workers.config.FSDPCriticConfig
+    rollout_n: 1
+    strategy: fsdp
+    enable: null
+    ppo_mini_batch_size: 32
+    ppo_micro_batch_size: null
+    ppo_micro_batch_size_per_gpu: 1
+    use_dynamic_bsz: false
+    ppo_max_token_len_per_gpu: 32768
+    forward_max_token_len_per_gpu: 32768
+    ppo_epochs: 1
+    shuffle: false
+    cliprange_value: 0.5
+    loss_agg_mode: token-mean
+    checkpoint:
+      _target_: verl.trainer.config.CheckpointConfig
+      save_contents:
+      - model
+      - optimizer
+      - extra
+      load_contents:
+      - model
+      - optimizer
+      - extra
+      async_save: false
+    profiler:
+      _target_: verl.utils.profiler.ProfilerConfig
+      tool: null
+      enable: false
+      all_ranks: false
+      ranks: []
+      save_path: outputs/profile
+      tool_config:
+        nsys:
+          _target_: verl.utils.profiler.config.NsightToolConfig
+          discrete: false
+        npu:
+          _target_: verl.utils.profiler.config.NPUToolConfig
+          contents: []
+          level: level1
+          analysis: true
+          discrete: false
+        torch:
+          _target_: verl.utils.profiler.config.TorchProfilerToolConfig
+          step_start: 0
+          step_end: null
+        torch_memory:
+          _target_: verl.utils.profiler.config.TorchMemoryToolConfig
+          trace_alloc_max_entries: 100000
+          stack_depth: 32
+    forward_micro_batch_size: null
+    forward_micro_batch_size_per_gpu: 1
+    ulysses_sequence_parallel_size: 1
+    grad_clip: 1.0
+reward_model:
+  desc: null
+  value:
+    enable: false
+    enable_resource_pool: false
+    n_gpus_per_node: 0
+    nnodes: 0
+    strategy: fsdp
+    model:
+      input_tokenizer: /mnt/general/wanghy/LLaMA-Factory/saves/qwen3/full/sft/qwen2.5_3B_it_2048_windows5_7000scores/checkpoint-3648
+      path: ~/models/FsfairX-LLaMA3-RM-v0.1
+      external_lib: null
+      trust_remote_code: false
+      use_shm: false
+      use_remove_padding: false
+      use_fused_kernels: false
+      fsdp_config:
+        _target_: verl.workers.config.FSDPEngineConfig
+        wrap_policy:
+          min_num_params: 0
+        param_offload: false
+        reshard_after_forward: true
+        fsdp_size: -1
+        forward_prefetch: false
+    micro_batch_size: null
+    micro_batch_size_per_gpu: null
+    max_length: null
+    use_dynamic_bsz: false
+    forward_max_token_len_per_gpu: 32768
+    reward_manager: naive
+    launch_reward_fn_async: false
+    sandbox_fusion:
+      url: null
+      max_concurrent: 64
+      memory_limit_mb: 1024
+    profiler:
+      _target_: verl.utils.profiler.ProfilerConfig
+      tool: null
+      enable: false
+      all_ranks: false
+      ranks: []
+      save_path: outputs/profile
+      tool_config:
+        nsys:
+          _target_: verl.utils.profiler.config.NsightToolConfig
+          discrete: false
+        npu:
+          _target_: verl.utils.profiler.config.NPUToolConfig
+          contents: []
+          level: level1
+          analysis: true
+          discrete: false
+        torch:
+          _target_: verl.utils.profiler.config.TorchProfilerToolConfig
+          step_start: 0
+          step_end: null
+        torch_memory:
+          _target_: verl.utils.profiler.config.TorchMemoryToolConfig
+          trace_alloc_max_entries: 100000
+          stack_depth: 32
+    ulysses_sequence_parallel_size: 1
+custom_reward_function:
+  desc: null
+  value:
+    path: null
+    name: compute_score
+algorithm:
+  desc: null
+  value:
+    _target_: verl.trainer.config.AlgoConfig
+    gamma: 1.0
+    lam: 1.0
+    adv_estimator: gae
+    norm_adv_by_std_in_grpo: true
+    use_kl_in_reward: false
+    kl_penalty: kl
+    kl_ctrl:
+      _target_: verl.trainer.config.KLControlConfig
+      type: fixed
+      kl_coef: 0.0
+      horizon: 10000
+      target_kl: 0.1
+    use_pf_ppo: false
+    pf_ppo:
+      reweight_method: pow
+      weight_pow: 2.0
+    high_level_gamma: 0.95
+    bi_level_gae: false
+trainer:
+  desc: null
+  value:
+    balance_batch: true
+    total_epochs: 30
+    total_training_steps: 200
+    project_name: ragen_latest_qwen_25_3b_it
+    experiment_name: game_2048-frommlp-windows5-7000score
+    logger:
+    - console
+    - wandb
+    log_val_generations: 0
+    rollout_data_dir: null
+    validation_data_dir: null
+    nnodes: 1
+    n_gpus_per_node: 8
+    save_freq: -1
+    esi_redundant_time: 0
+    resume_mode: auto
+    resume_from_path: null
+    val_before_train: true
+    val_only: false
+    test_freq: 10
+    critic_warmup: 0
+    default_hdfs_dir: null
+    del_local_ckpt_after_load: false
+    default_local_dir: /mnt/general/wanghy/RAGEN/saves/
+    max_actor_ckpt_to_keep: 1
+    max_critic_ckpt_to_keep: 1
+    ray_wait_register_center_timeout: 300
+    device: cuda
+    use_legacy_worker_impl: auto
+    local_log_dir: results/
+    validation_steps: 1
+    generations_to_log_to_wandb:
+      train: 128
+      val: 20
+global_profiler:
+  desc: null
+  value:
+    _target_: verl.utils.profiler.ProfilerConfig
+    tool: null
+    steps: null
+    profile_continuous_steps: false
+    save_path: outputs/profile
+    global_tool_config:
+      nsys:
+        _target_: verl.utils.profiler.config.NsightToolConfig
+        discrete: false
+        controller_nsight_options:
+          trace: cuda,nvtx,cublas,ucx
+          cuda-memory-usage: 'true'
+          cuda-graph-trace: graph
+        worker_nsight_options:
+          trace: cuda,nvtx,cublas,ucx
+          cuda-memory-usage: 'true'
+          cuda-graph-trace: graph
+          capture-range: cudaProfilerApi
+          capture-range-end: null
+          kill: none
+      torch_memory:
+        trace_alloc_max_entries: 100000
+        stack_depth: 32
+        context: all
+        stacks: all
+        kw_args: {}
+ray_kwargs:
+  desc: null
+  value:
+    ray_init:
+      num_cpus: null
+    timeline_json_file: null
+custom_envs:
+  desc: null
+  value:
+    SimpleSokoban:
+      env_type: sokoban
+      max_actions_per_traj: 10
+      env_instruction: "You are solving the Sokoban puzzle. \nYou are the player and\
+        \ you need to push all boxes to targets. \nWhen you are right next to a box,\
+        \ you can push it by moving in the same direction. \nYou cannot push a box\
+        \ through a wall, and you cannot pull a box. \nThe answer should be a sequence\
+        \ of actions, like <answer>Right || Right || Up</answer>\n"
+      max_tokens: 100
+      env_config:
+        dim_x: 6
+        dim_y: 6
+        num_boxes: 2
+        max_steps: 100
+    LargerSokoban:
+      env_type: sokoban
+      max_actions_per_traj: 10
+      env_instruction: "You are solving the Sokoban puzzle. \nYou are the player and\
+        \ you need to push all boxes to targets. \nWhen you are right next to a box,\
+        \ you can push it by moving in the same direction. \nYou cannot push a box\
+        \ through a wall, and you cannot pull a box. \nThe answer should be a sequence\
+        \ of actions, like <answer>Right || Right || Up</answer>\n"
+      max_tokens: 100
+      env_config:
+        dim_x: 8
+        dim_y: 8
+        num_boxes: 2
+        max_steps: 100
+        search_depth: 10
+    SokobanDifferentGridVocab:
+      env_type: sokoban
+      max_actions_per_traj: 10
+      env_instruction: "You are solving the Sokoban puzzle. \nYou are the player and\
+        \ you need to push all boxes to targets. \nWhen you are right next to a box,\
+        \ you can push it by moving in the same direction. \nYou cannot push a box\
+        \ through a wall, and you cannot pull a box. \nThe answer should be a sequence\
+        \ of actions, like <answer>Right || Right || Up</answer>\n"
+      max_tokens: 100
+      env_config:
+        search_depth: 30
+        dim_x: 6
+        dim_y: 6
+        num_boxes: 1
+        max_steps: 100
+        grid_lookup:
+          '0': W
+          '1': .
+          '2': G
+          '3': C
+          '4': B
+          '5': A
+          '6': '@'
+        grid_vocab:
+          W: wall
+          .: empty
+          G: target
+          C: box on target
+          B: box
+          A: player
+          '@': player on target
+    CoordSokoban:
+      env_type: sokoban
+      max_actions_per_traj: 10
+      env_instruction: "You are solving the Sokoban puzzle. You are the player and\
+        \ you need to push all boxes to targets.\nYou are provided with a symbol grid\
+        \ and the zero-indexed coordinates of the player, each box, and each target.\
+        \ \nCoordinates range from the top-left corner (0, 0) to the bottom-right\
+        \ corner (5, 5). \nWhen you are exactly next to a box, you can push it by\
+        \ moving in the same direction. \nYou cannot push a box through a wall, and\
+        \ you cannot pull a box.\nThe answer should be a sequence of actions, like\
+        \ <answer>Right || Right || Up</answer>.\n"
+      max_tokens: 120
+      env_config:
+        dim_x: 6
+        dim_y: 6
+        num_boxes: 1
+        max_steps: 100
+        observation_format: grid_coord
+    VisualSimpleSokoban:
+      env_type: sokoban
+      max_actions_per_traj: 10
+      env_instruction: You are solving the Sokoban puzzle. You are the player and
+        you need to push all boxes to targets. When you are right next to a box, you
+        can push it by moving in the same direction. You cannot push a box through
+        a wall, and you cannot pull a box. The answer should be a sequence of actions,
+        like <answer>Right || Right || Up</answer>
+      max_tokens: 100
+      env_config:
+        dim_x: 6
+        dim_y: 6
+        num_boxes: 1
+        max_steps: 100
+        render_mode: rgb_array
+    Countdown:
+      env_type: countdown
+      max_actions_per_traj: 1
+      env_instruction: 'You are solving the Countdown puzzle. You should use the num
+        list to create an equation that equals the target. Example answer format:
+        <think> To find an equation using [3, 5, 2] to get 4. Let''s check 2 + 5 =
+        7, 7 - 3 = 4. So the answer is 2 + 5 - 3 = 4. </think><answer>2 + 5 - 3</answer>'
+      max_tokens: 100
+      env_config: null
+    Bandit:
+      env_type: bandit
+      max_actions_per_traj: 1
+      env_instruction: ''
+      max_tokens: 100
+      env_config:
+        split: train
+    BanditTest:
+      env_type: bandit
+      max_actions_per_traj: 1
+      env_instruction: ''
+      max_tokens: 100
+      env_config:
+        split: test
+    FrozenLake:
+      env_type: frozen_lake
+      max_actions_per_traj: 25
+      env_instruction: 'You are solving the FrozenLake puzzle. Forbid the whole and
+        go to the target. You may move to the unintended direction due to the slippery
+        ice. Example answer format: <think>To forbid the hole and go to the target,
+        I should go left then go up.</think><answer>Left || Up</answer>'
+      max_tokens: 100
+      env_config: null
+    CoordFrozenLake:
+      env_type: frozen_lake
+      max_actions_per_traj: 25
+      env_instruction: 'You are solving the FrozenLake puzzle. The observation includes
+        both a symbol grid and zero-indexed coordinates for the start, goal, player,
+        and any holes.
+
+        Coordinates range from the top-left corner (0, 0) to the bottom-right corner
+        (5, 5).
+
+        Beware that the ice is slippery, so the agent might slide and end up in an
+        unintended tile.
+
+        Respond with a sequence of actions such as <answer>Left || Up || Up</answer>.
+
+        '
+      max_tokens: 120
+      env_config:
+        observation_format: grid_coord
+    MetamathQA:
+      env_type: metamathqa
+      max_actions_per_traj: 1
+      env_instruction: 'You are solving Math problems. '
+      max_tokens: 100
+      env_config: null
+    WebShop:
+      env_type: webshop
+      max_actions_per_traj: 9
+      env_instruction: 'You are browsing an online shop. Based on the instruction,
+        buy a product that close to the production description. You need to search,
+        read the search results, pick a product, choose the size and color and buy.
+        You should only choose action from the available actions list provided later.  Example
+        process: I need a gingko light and 20x20 pillow cover that is hand painted.
+        First search[gingko light 20x20 pillow cover hand painted], answer format:
+        <answer>search[blanket with fleece throw]</answer>. Valid answer is search[<keywords>]
+        or click[<clickable>].'
+      max_tokens: 200
+      env_config:
+        dataset: small
+    Lean:
+      env_type: lean
+      max_actions_per_traj: 30
+      env_instruction: You are a Lean theorem prover. Given a Lean theorem statement,
+        propose a sequence of tactics that completes the proof. Think step by step
+        about which tactics to apply next. Provide tactics separated by '||', for
+        example <answer>intro || simp || rfl</answer>.
+      max_tokens: 512
+      env_config: null
+    game_2048:
+      env_type: game_2048
+      max_actions_per_traj: 700
+      env_instruction: 'You are playing the 2048 game on a 4x4 grid. Merge equal tiles
+        by sliding Up, Right, Down, or Left.
+
+        If a move is invalid (no tiles move), a small penalty is applied. Respond
+        with a single action.
+
+        Example: <answer>Up</answer>
+
+        '
+      max_tokens: 8192
+      env_config: null
+    blackjack:
+      env_type: blackjack
+      max_actions_per_traj: 10
+      env_instruction: 'You are playing Blackjack against a dealer. The dealer must
+        hit on 16 or less and stand on 17 or more.
+
+        Choose either Stick or Hit. Respond with a single action.
+
+        Example: <answer>Hit</answer>
+
+        '
+      max_tokens: 64
+      env_config: null
+    rubikscube:
+      env_type: rubikscube
+      max_actions_per_traj: 20
+      env_instruction: 'You are solving a 2x2 Rubik''s Cube (Pocket Cube). The goal
+        is to restore the cube so that each of the faces consists of a single, unique
+        color.
+
+        Available actions use standard Singmaster notation for face rotations: U,
+        U'', D, D'', L, L'', R, R'', F, F'', B, B''.
+
+        - Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).
+
+        - Modifiers: A letter alone means 90° clockwise (e.g., ''R''). A letter with
+        prime ('') means 90° counter-clockwise (e.g., "R''").
+
+        Respond with a sequence of actions separated by "||".
+
+        Example: <answer>U</answer>
+
+        '
+      max_tokens: 96
+      env_config:
+        scramble_depth: null
+        max_steps: 20
+        render_mode: text
+    SimpleSudoku:
+      env_type: sudoku
+      max_actions_per_traj: 20
+      env_instruction: 'You are solving a Sudoku puzzle. Fill in the grid so that
+        every row, column, and 2x2 box contains the numbers 1-4 without repetition.
+
+        Initial cells are shown in [brackets] and cannot be modified. Empty cells
+        are shown as dots (.).
+
+        Place numbers one at a time using the format, for example: <answer>place 1
+        at row 2 col 3</answer> or <answer>1,2,3</answer>
+
+        The environment will provide feedback on valid/invalid moves and show conflicts
+        if any occur.
+
+        '
+      max_tokens: 150
+      parallel_friendly: false
+      max_workers: 32
+      env_config:
+        grid_size: 4
+        difficulty: easy
+        render_format: with_feedback
+        show_conflicts: false
+        show_valid_numbers: false
+        max_steps: 20
+    MediumSudoku:
+      env_type: sudoku
+      max_actions_per_traj: 30
+      env_instruction: 'You are solving a Sudoku puzzle. Fill in the grid so that
+        every row, column, and 3x3 box contains the numbers 1-9 without repetition.
+
+        Initial cells are shown in [brackets] and cannot be modified. Empty cells
+        are shown as dots (.).
+
+        Place numbers one at a time using the format: <answer>place 5 at row 2 col
+        3</answer> or <answer>2,3,5</answer>
+
+        The environment will provide feedback on valid/invalid moves and show conflicts
+        if any occur.
+
+        '
+      max_tokens: 150
+      parallel_friendly: false
+      max_workers: 32
+      env_config:
+        grid_size: 9
+        difficulty: medium
+        render_format: with_feedback
+        show_conflicts: true
+        show_valid_numbers: true
+        max_steps: 81
+system:
+  desc: null
+  value:
+    CUDA_VISIBLE_DEVICES: 0,1,2,3,4,5,6,7
+seed:
+  desc: null
+  value:
+    train: 10000
+    val: 123
+micro_batch_size_per_gpu:
+  desc: null
+  value: 1
+ppo_mini_batch_size:
+  desc: null
+  value: 32
+model_path:
+  desc: null
+  value: /mnt/general/wanghy/LLaMA-Factory/saves/qwen3/full/sft/qwen2.5_3B_it_2048_windows5_7000scores/checkpoint-3648
+enable_response_mask:
+  desc: null
+  value: true
+grpo_advantage_length_weight:
+  desc: null
+  value: false
+lora:
+  desc: null
+  value:
+    rank: 0
+    alpha: 16
+    target_modules: all-linear
+agent_proxy:
+  desc: null
+  value:
+    max_context_window: 5
+    max_turn: 700
+    action_sep: '||'
+    max_actions_per_turn: 1
+    use_turn_scores: false
+    enable_think: true
+    reward_normalization:
+      grouping: state
+      method: identity
+es_manager:
+  desc: null
+  value:
+    format_penalty: -0.1
+    train:
+      env_groups: 8
+      group_size: 16
+      env_configs:
+        tags:
+        - game_2048
+        n_groups:
+        - 8
+    val:
+      env_groups: 256
+      group_size: 1
+      env_configs:
+        tags:
+        - game_2048
+        n_groups:
+        - 256
+ctx_manager:
+  desc: null
+  value:
+    generation:
+      gen_config:
+        response_length: 256
+        temperature: 1
+        top_p: 1
+        top_k: -1
+        kwargs: null

wandb/offline-run-20251216_202359-yuiz4puf/files/media/table/val/generations_0_8c3157e6839f0a1fa6c0.table.json

@@ -0,0 +1 @@
+{"columns": ["step", "input_1", "output_1", "score_1", "input_2", "output_2", "score_2", "input_3", "output_3", "score_3", "input_4", "output_4", "score_4", "input_5", "output_5", "score_5", "input_6", "output_6", "score_6", "input_7", "output_7", "score_7", "input_8", "output_8", "score_8", "input_9", "output_9", "score_9", "input_10", "output_10", "score_10", "input_11", "output_11", "score_11", "input_12", "output_12", "score_12", "input_13", "output_13", "score_13", "input_14", "output_14", "score_14", "input_15", "output_15", "score_15", "input_16", "output_16", "score_16", "input_17", "output_17", "score_17", "input_18", "output_18", "score_18", "input_19", "output_19", "score_19", "input_20", "output_20", "score_20"], "data": [[0, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [256, 128, 32, 4]\nRow 2: [4, 32, 256, 16]\nRow 3: [4, 512, 16, 2]\nRow 4: [2, 2, 4, 16]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8676\nWhat is your next move?\nYou have 106 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [256, 128, 32, 4]\nRow 2: [4, 32, 256, 16]\nRow 3: [4, 512, 16, 2]\nRow 4: [2, 4, 4, 16]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8680\nWhat is your next move?\nYou have 105 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [256, 128, 32, 4]\nRow 2: [4, 32, 256, 16]\nRow 3: [4, 512, 16, 2]\nRow 4: [2, 2, 8, 16]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8688\nWhat is your next move?\nYou have 104 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [256, 128, 32, 4]\nRow 2: [4, 32, 256, 16]\nRow 3: [4, 512, 16, 2]\nRow 4: [2, 4, 8, 16]\n\nValid Actions: 0(Up), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8692\nWhat is your next move?\nYou have 103 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [256, 128, 32, 4]\nRow 2: [8, 32, 256, 16]\nRow 3: [2, 512, 16, 2]\nRow 4: [2, 4, 8, 16]\n\nValid Actions: 0(Up), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8700\nWhat is your next move?\nYou have 102 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\n", 1.3305634260177612, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 0, 2, 2]\nRow 2: [32, 16, 4, 2]\nRow 3: [16, 4, 64, 16]\nRow 4: [128, 512, 256, 32]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 7136\nWhat is your next move?\nYou have 220 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 2, 4, 0]\nRow 2: [32, 16, 4, 2]\nRow 3: [16, 4, 64, 16]\nRow 4: [128, 512, 256, 32]\n\nValid Actions: 0(Up), 1(Right), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 7140\nWhat is your next move?\nYou have 219 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 2, 2, 0]\nRow 2: [32, 16, 8, 2]\nRow 3: [16, 4, 64, 16]\nRow 4: [128, 512, 256, 32]\n\nValid Actions: 0(Up), 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 7148\nWhat is your next move?\nYou have 218 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 4, 0, 2]\nRow 2: [32, 16, 8, 2]\nRow 3: [16, 4, 64, 16]\nRow 4: [128, 512, 256, 32]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 7152\nWhat is your next move?\nYou have 217 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [8, 2, 4, 0]\nRow 2: [32, 16, 8, 2]\nRow 3: [16, 4, 64, 16]\nRow 4: [128, 512, 256, 32]\n\nValid Actions: 0(Up), 1(Right).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 7160\nWhat is your next move?\nYou have 216 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\n", 1.0983706712722778, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 4, 512, 8]\nRow 2: [2, 16, 64, 4]\nRow 3: [256, 32, 256, 64]\nRow 4: [4, 4, 4, 16]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8372\nWhat is your next move?\nYou have 130 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 4, 512, 8]\nRow 2: [256, 16, 64, 4]\nRow 3: [4, 32, 256, 64]\nRow 4: [2, 4, 4, 16]\n\nValid Actions: 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8376\nWhat is your next move?\nYou have 129 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.40874628412503394\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 8, 512, 8]\nRow 2: [256, 16, 64, 4]\nRow 3: [4, 32, 256, 64]\nRow 4: [0, 2, 8, 16]\n\nValid Actions: 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8392\nWhat is your next move?\nYou have 128 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.0\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 8, 512, 8]\nRow 2: [2, 16, 64, 4]\nRow 3: [256, 32, 256, 64]\nRow 4: [4, 2, 8, 16]\n\nValid Actions: 0(Up), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8392\nWhat is your next move?\nYou have 127 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 8, 512, 8]\nRow 2: [256, 16, 64, 4]\nRow 3: [4, 32, 256, 64]\nRow 4: [2, 2, 8, 16]\n\nValid Actions: 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8396\nWhat is your next move?\nYou have 126 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\n", 1.1053247451782227, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 2, 8, 8]\nRow 2: [8, 32, 2, 4]\nRow 3: [32, 128, 64, 4]\nRow 4: [128, 512, 256, 64]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8144\nWhat is your next move?\nYou have 133 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.4392317422778761\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 0, 4, 16]\nRow 2: [8, 32, 2, 4]\nRow 3: [32, 128, 64, 4]\nRow 4: [128, 512, 256, 64]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8164\nWhat is your next move?\nYou have 132 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 2, 4, 16]\nRow 2: [8, 32, 2, 4]\nRow 3: [32, 128, 64, 4]\nRow 4: [128, 512, 256, 64]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8164\nWhat is your next move?\nYou have 131 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 4, 4, 16]\nRow 2: [8, 32, 2, 4]\nRow 3: [32, 128, 64, 4]\nRow 4: [128, 512, 256, 64]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8168\nWhat is your next move?\nYou have 130 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 4, 8, 16]\nRow 2: [8, 32, 2, 4]\nRow 3: [32, 128, 64, 4]\nRow 4: [128, 512, 256, 64]\n\nValid Actions: 0(Up), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8176\nWhat is your next move?\nYou have 129 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\n", 1.305409550666809, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 8, 4, 2]\nRow 2: [8, 16, 2, 0]\nRow 3: [4, 64, 8, 8]\nRow 4: [32, 8, 256, 64]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 2592\nWhat is your next move?\nYou have 485 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 8, 4, 2]\nRow 2: [8, 16, 2, 2]\nRow 3: [4, 64, 8, 8]\nRow 4: [32, 8, 256, 64]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 2592\nWhat is your next move?\nYou have 484 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 8, 4, 4]\nRow 2: [8, 16, 2, 4]\nRow 3: [4, 64, 8, 8]\nRow 4: [32, 8, 256, 64]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 2596\nWhat is your next move?\nYou have 483 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 8, 4, 2]\nRow 2: [8, 16, 2, 8]\nRow 3: [4, 64, 8, 8]\nRow 4: [32, 8, 256, 64]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 2604\nWhat is your next move?\nYou have 482 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.40874628412503394\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 8, 4, 2]\nRow 2: [8, 16, 2, 2]\nRow 3: [4, 64, 8, 16]\nRow 4: [32, 8, 256, 64]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 2620\nWhat is your next move?\nYou have 481 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\n", 1.1901243925094604, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 32, 128, 32]\nRow 2: [32, 16, 4, 2]\nRow 3: [4, 32, 16, 0]\nRow 4: [2, 8, 2, 2]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 1352\nWhat is your next move?\nYou have 557 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 32, 128, 32]\nRow 2: [32, 16, 4, 2]\nRow 3: [4, 32, 16, 2]\nRow 4: [2, 8, 4, 0]\n\nValid Actions: 0(Up), 1(Right), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 1356\nWhat is your next move?\nYou have 556 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 32, 128, 32]\nRow 2: [32, 16, 4, 4]\nRow 3: [4, 32, 16, 0]\nRow 4: [2, 8, 4, 2]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 1360\nWhat is your next move?\nYou have 555 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 32, 128, 32]\nRow 2: [32, 16, 8, 2]\nRow 3: [4, 32, 16, 0]\nRow 4: [2, 8, 4, 2]\n\nValid Actions: 0(Up), 1(Right), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 1368\nWhat is your next move?\nYou have 554 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 32, 128, 2]\nRow 2: [32, 16, 8, 0]\nRow 3: [4, 32, 16, 32]\nRow 4: [2, 8, 4, 4]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 1372\nWhat is your next move?\nYou have 553 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\n", 1.0135709047317505, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 16, 64, 2]\nRow 2: [2, 8, 512, 32]\nRow 3: [8, 128, 32, 2]\nRow 4: [2, 4, 4, 32]\n\nValid Actions: 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 5496\nWhat is your next move?\nYou have 317 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 16, 64, 2]\nRow 2: [2, 8, 512, 32]\nRow 3: [8, 128, 32, 2]\nRow 4: [2, 2, 8, 32]\n\nValid Actions: 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 5504\nWhat is your next move?\nYou have 316 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 16, 64, 2]\nRow 2: [2, 8, 512, 32]\nRow 3: [8, 128, 32, 2]\nRow 4: [4, 4, 8, 32]\n\nValid Actions: 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 5508\nWhat is your next move?\nYou have 315 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 16, 64, 2]\nRow 2: [2, 8, 512, 32]\nRow 3: [8, 128, 32, 2]\nRow 4: [2, 8, 8, 32]\n\nValid Actions: 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 5516\nWhat is your next move?\nYou have 314 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.40874628412503394\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 16, 64, 2]\nRow 2: [2, 8, 512, 32]\nRow 3: [8, 128, 32, 2]\nRow 4: [2, 2, 16, 32]\n\nValid Actions: 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 5532\nWhat is your next move?\nYou have 313 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\n", 1.5071169137954712, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 8, 4, 2]\nRow 2: [2, 8, 16, 8]\nRow 3: [2, 8, 64, 16]\nRow 4: [32, 64, 128, 64]\n\nValid Actions: 0(Up), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 1924\nWhat is your next move?\nYou have 512 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.4392317422778761\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 0, 4, 2]\nRow 2: [4, 8, 16, 8]\nRow 3: [4, 16, 64, 16]\nRow 4: [32, 64, 128, 64]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 1944\nWhat is your next move?\nYou have 511 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [0, 4, 4, 2]\nRow 2: [4, 8, 16, 8]\nRow 3: [8, 16, 64, 16]\nRow 4: [32, 64, 128, 64]\n\nValid Actions: 0(Up), 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 1952\nWhat is your next move?\nYou have 510 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [8, 2, 0, 2]\nRow 2: [4, 8, 16, 8]\nRow 3: [8, 16, 64, 16]\nRow 4: [32, 64, 128, 64]\n\nValid Actions: 0(Up), 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 1960\nWhat is your next move?\nYou have 509 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [8, 4, 0, 2]\nRow 2: [4, 8, 16, 8]\nRow 3: [8, 16, 64, 16]\nRow 4: [32, 64, 128, 64]\n\nValid Actions: 0(Up), 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 1964\nWhat is your next move?\nYou have 508 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\n", 1.305409550666809, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 4, 8, 64]\nRow 2: [2, 8, 64, 128]\nRow 3: [16, 32, 16, 256]\nRow 4: [2, 8, 2, 128]\n\nValid Actions: 0(Up), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4092\nWhat is your next move?\nYou have 370 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 4, 8, 64]\nRow 2: [16, 8, 64, 128]\nRow 3: [2, 32, 16, 256]\nRow 4: [2, 8, 2, 128]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4096\nWhat is your next move?\nYou have 369 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 8, 8, 64]\nRow 2: [16, 8, 64, 128]\nRow 3: [2, 32, 16, 256]\nRow 4: [2, 8, 2, 128]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4104\nWhat is your next move?\nYou have 368 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.40874628412503394\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 2, 16, 64]\nRow 2: [16, 8, 64, 128]\nRow 3: [2, 32, 16, 256]\nRow 4: [2, 8, 2, 128]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4120\nWhat is your next move?\nYou have 367 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 4, 16, 64]\nRow 2: [16, 8, 64, 128]\nRow 3: [2, 32, 16, 256]\nRow 4: [2, 8, 2, 128]\n\nValid Actions: 0(Up), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4124\nWhat is your next move?\nYou have 366 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\n", 1.4223172664642334, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 0, 2, 0]\nRow 2: [16, 8, 4, 0]\nRow 3: [64, 128, 64, 8]\nRow 4: [4, 32, 512, 2]\n\nValid Actions: 0(Up), 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 5576\nWhat is your next move?\nYou have 315 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 2, 0, 0]\nRow 2: [16, 8, 4, 2]\nRow 3: [64, 128, 64, 8]\nRow 4: [4, 32, 512, 2]\n\nValid Actions: 0(Up), 1(Right).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 5576\nWhat is your next move?\nYou have 314 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 2, 4, 2]\nRow 2: [16, 8, 64, 8]\nRow 3: [64, 128, 512, 2]\nRow 4: [4, 32, 2, 0]\n\nValid Actions: 1(Right), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 5576\nWhat is your next move?\nYou have 313 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.0\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 2, 4, 2]\nRow 2: [16, 8, 64, 2]\nRow 3: [64, 128, 512, 8]\nRow 4: [4, 32, 2, 2]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 5576\nWhat is your next move?\nYou have 312 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 2, 4, 2]\nRow 2: [16, 8, 64, 2]\nRow 3: [64, 128, 512, 8]\nRow 4: [4, 32, 4, 2]\n\nValid Actions: 0(Up), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 5580\nWhat is your next move?\nYou have 311 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\n", 0.46438562870025635, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [0, 8, 4, 4]\nRow 2: [2, 0, 16, 2]\nRow 3: [8, 32, 64, 4]\nRow 4: [16, 512, 2, 16]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4632\nWhat is your next move?\nYou have 382 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [8, 8, 2, 0]\nRow 2: [2, 16, 2, 0]\nRow 3: [8, 32, 64, 4]\nRow 4: [16, 512, 2, 16]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4640\nWhat is your next move?\nYou have 381 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.40874628412503394\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [0, 0, 16, 2]\nRow 2: [4, 2, 16, 2]\nRow 3: [8, 32, 64, 4]\nRow 4: [16, 512, 2, 16]\n\nValid Actions: 0(Up), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4656\nWhat is your next move?\nYou have 380 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.0\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [16, 2, 0, 2]\nRow 2: [4, 2, 16, 2]\nRow 3: [8, 32, 64, 4]\nRow 4: [16, 512, 2, 16]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4656\nWhat is your next move?\nYou have 379 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [16, 4, 0, 2]\nRow 2: [4, 2, 16, 2]\nRow 3: [8, 32, 64, 4]\nRow 4: [16, 512, 2, 16]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4660\nWhat is your next move?\nYou have 378 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\n", 0.9579315781593323, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 2, 0, 0]\nRow 2: [8, 16, 2, 4]\nRow 3: [16, 32, 4, 2]\nRow 4: [64, 512, 64, 16]\n\nValid Actions: 0(Up), 1(Right).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4932\nWhat is your next move?\nYou have 355 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [0, 2, 4, 2]\nRow 2: [8, 16, 2, 4]\nRow 3: [16, 32, 4, 2]\nRow 4: [64, 512, 64, 16]\n\nValid Actions: 0(Up), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4932\nWhat is your next move?\nYou have 354 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 4, 2, 2]\nRow 2: [8, 16, 2, 4]\nRow 3: [16, 32, 4, 2]\nRow 4: [64, 512, 64, 16]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4932\nWhat is your next move?\nYou have 353 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 4, 4, 2]\nRow 2: [8, 16, 2, 4]\nRow 3: [16, 32, 4, 2]\nRow 4: [64, 512, 64, 16]\n\nValid Actions: 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4936\nWhat is your next move?\nYou have 352 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 8, 2, 2]\nRow 2: [8, 16, 2, 4]\nRow 3: [16, 32, 4, 2]\nRow 4: [64, 512, 64, 16]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4944\nWhat is your next move?\nYou have 351 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\n", 0.7813780903816223, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [64, 8, 2, 0]\nRow 2: [128, 512, 4, 32]\nRow 3: [64, 256, 16, 4]\nRow 4: [32, 4, 4, 2]\n\nValid Actions: 0(Up), 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 7424\nWhat is your next move?\nYou have 188 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [64, 8, 2, 4]\nRow 2: [128, 512, 4, 32]\nRow 3: [64, 256, 16, 4]\nRow 4: [32, 8, 2, 0]\n\nValid Actions: 1(Right), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 7432\nWhat is your next move?\nYou have 187 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [64, 8, 2, 2]\nRow 2: [128, 512, 4, 4]\nRow 3: [64, 256, 16, 32]\nRow 4: [32, 8, 2, 4]\n\nValid Actions: 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 7432\nWhat is your next move?\nYou have 186 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.37004397181410925\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [64, 8, 4, 2]\nRow 2: [128, 512, 8, 0]\nRow 3: [64, 256, 16, 32]\nRow 4: [32, 8, 2, 4]\n\nValid Actions: 0(Up), 1(Right), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 7444\nWhat is your next move?\nYou have 185 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.0\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [64, 8, 4, 2]\nRow 2: [128, 512, 8, 32]\nRow 3: [64, 256, 16, 4]\nRow 4: [32, 8, 2, 2]\n\nValid Actions: 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 7444\nWhat is your next move?\nYou have 184 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\n", 0.91922926902771, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [16, 2, 32, 128]\nRow 2: [8, 32, 64, 256]\nRow 3: [4, 8, 8, 64]\nRow 4: [2, 2, 4, 16]\n\nValid Actions: 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 3500\nWhat is your next move?\nYou have 406 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.4392317422778761\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [16, 2, 32, 128]\nRow 2: [8, 32, 64, 256]\nRow 3: [0, 4, 16, 64]\nRow 4: [2, 4, 4, 16]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 3520\nWhat is your next move?\nYou have 405 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [16, 2, 32, 128]\nRow 2: [8, 32, 64, 256]\nRow 3: [2, 8, 16, 64]\nRow 4: [2, 0, 4, 16]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 3528\nWhat is your next move?\nYou have 404 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [16, 2, 32, 128]\nRow 2: [8, 32, 64, 256]\nRow 3: [4, 8, 16, 64]\nRow 4: [2, 0, 4, 16]\n\nValid Actions: 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 3532\nWhat is your next move?\nYou have 403 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.0\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [16, 2, 32, 128]\nRow 2: [8, 2, 64, 256]\nRow 3: [4, 32, 16, 64]\nRow 4: [2, 8, 4, 16]\n\nValid Actions: 0(Up), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 3532\nWhat is your next move?\nYou have 402 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\n", 1.2206099033355713, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 2, 4, 8]\nRow 2: [4, 8, 8, 32]\nRow 3: [16, 64, 512, 128]\nRow 4: [64, 8, 128, 32]\n\nValid Actions: 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 6444\nWhat is your next move?\nYou have 243 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.4392317422778761\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 4, 8, 0]\nRow 2: [4, 16, 32, 2]\nRow 3: [16, 64, 512, 128]\nRow 4: [64, 8, 128, 32]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 6464\nWhat is your next move?\nYou have 242 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [0, 4, 8, 2]\nRow 2: [8, 16, 32, 2]\nRow 3: [16, 64, 512, 128]\nRow 4: [64, 8, 128, 32]\n\nValid Actions: 0(Up), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 6472\nWhat is your next move?\nYou have 241 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.0\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 8, 2, 2]\nRow 2: [8, 16, 32, 2]\nRow 3: [16, 64, 512, 128]\nRow 4: [64, 8, 128, 32]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 6472\nWhat is your next move?\nYou have 240 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 8, 2, 2]\nRow 2: [8, 16, 32, 4]\nRow 3: [16, 64, 512, 128]\nRow 4: [64, 8, 128, 32]\n\nValid Actions: 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 6476\nWhat is your next move?\nYou have 239 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\n", 1.2206099033355713, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 4, 64, 16]\nRow 2: [4, 32, 256, 2]\nRow 3: [256, 2, 8, 0]\nRow 4: [2, 8, 4, 2]\n\nValid Actions: 0(Up), 1(Right), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4004\nWhat is your next move?\nYou have 401 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 4, 64, 16]\nRow 2: [4, 32, 256, 4]\nRow 3: [256, 2, 8, 0]\nRow 4: [2, 8, 4, 2]\n\nValid Actions: 0(Up), 1(Right), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4008\nWhat is your next move?\nYou have 400 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 4, 64, 16]\nRow 2: [4, 32, 256, 4]\nRow 3: [256, 2, 8, 2]\nRow 4: [2, 8, 4, 2]\n\nValid Actions: 0(Up), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4008\nWhat is your next move?\nYou have 399 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 4, 64, 16]\nRow 2: [4, 32, 256, 4]\nRow 3: [256, 2, 8, 4]\nRow 4: [2, 8, 4, 2]\n\nValid Actions: 0(Up), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4012\nWhat is your next move?\nYou have 398 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 4, 64, 16]\nRow 2: [4, 32, 256, 8]\nRow 3: [256, 2, 8, 2]\nRow 4: [2, 8, 4, 2]\n\nValid Actions: 0(Up), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 4020\nWhat is your next move?\nYou have 397 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\n", 1.0135709047317505, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 4, 8, 32]\nRow 2: [4, 4, 4, 256]\nRow 3: [4, 16, 32, 128]\nRow 4: [2, 32, 64, 16]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 3292\nWhat is your next move?\nYou have 424 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.40874628412503394\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [0, 2, 8, 32]\nRow 2: [2, 8, 4, 256]\nRow 3: [8, 16, 32, 128]\nRow 4: [2, 32, 64, 16]\n\nValid Actions: 0(Up), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 3308\nWhat is your next move?\nYou have 423 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 2, 8, 32]\nRow 2: [8, 8, 4, 256]\nRow 3: [2, 16, 32, 128]\nRow 4: [2, 32, 64, 16]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 3308\nWhat is your next move?\nYou have 422 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 2, 8, 32]\nRow 2: [2, 8, 4, 256]\nRow 3: [8, 16, 32, 128]\nRow 4: [4, 32, 64, 16]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 3312\nWhat is your next move?\nYou have 421 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 2, 8, 32]\nRow 2: [4, 8, 4, 256]\nRow 3: [8, 16, 32, 128]\nRow 4: [4, 32, 64, 16]\n\nValid Actions: 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 3316\nWhat is your next move?\nYou have 420 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\n", 1.1053247451782227, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [32, 16, 8, 2]\nRow 2: [128, 64, 16, 4]\nRow 3: [256, 32, 8, 0]\nRow 4: [512, 8, 2, 2]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 7220\nWhat is your next move?\nYou have 197 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [32, 16, 8, 2]\nRow 2: [128, 64, 16, 4]\nRow 3: [256, 32, 8, 0]\nRow 4: [512, 8, 4, 2]\n\nValid Actions: 0(Up), 1(Right), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 7224\nWhat is your next move?\nYou have 196 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [32, 16, 8, 2]\nRow 2: [128, 64, 16, 4]\nRow 3: [256, 32, 8, 2]\nRow 4: [512, 8, 4, 2]\n\nValid Actions: 0(Up), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 7224\nWhat is your next move?\nYou have 195 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [32, 16, 8, 2]\nRow 2: [128, 64, 16, 4]\nRow 3: [256, 32, 8, 4]\nRow 4: [512, 8, 4, 2]\n\nValid Actions: 0(Up), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 7228\nWhat is your next move?\nYou have 194 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [32, 16, 8, 2]\nRow 2: [128, 64, 16, 8]\nRow 3: [256, 32, 8, 2]\nRow 4: [512, 8, 4, 2]\n\nValid Actions: 0(Up), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 7236\nWhat is your next move?\nYou have 193 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\n", 1.0135709047317505, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [0, 4, 2, 0]\nRow 2: [4, 64, 4, 8]\nRow 3: [8, 512, 32, 2]\nRow 4: [64, 2, 8, 512]\n\nValid Actions: 0(Up), 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8796\nWhat is your next move?\nYou have 145 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 2, 2, 0]\nRow 2: [4, 64, 4, 8]\nRow 3: [8, 512, 32, 2]\nRow 4: [64, 2, 8, 512]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8796\nWhat is your next move?\nYou have 144 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 4, 2, 0]\nRow 2: [4, 64, 4, 8]\nRow 3: [8, 512, 32, 2]\nRow 4: [64, 2, 8, 512]\n\nValid Actions: 0(Up), 1(Right), 2(Down), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8800\nWhat is your next move?\nYou have 143 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [8, 2, 2, 0]\nRow 2: [4, 64, 4, 8]\nRow 3: [8, 512, 32, 2]\nRow 4: [64, 2, 8, 512]\n\nValid Actions: 0(Up), 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8808\nWhat is your next move?\nYou have 142 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [8, 4, 2, 0]\nRow 2: [4, 64, 4, 8]\nRow 3: [8, 512, 32, 2]\nRow 4: [64, 2, 8, 512]\n\nValid Actions: 0(Up), 1(Right).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 8812\nWhat is your next move?\nYou have 141 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Up</answer>\n", 0.7813780903816223, "", "system\nYou're a helpful assistant. \nuser\nYou are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.\nIf a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.\nExample: <answer>Up</answer>\n\nYour available actions are:\nUp, Right, Down, Left\nYou can make up to 700 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 2, 8, 2]\nRow 2: [16, 4, 16, 0]\nRow 3: [4, 2, 32, 2]\nRow 4: [2, 32, 64, 4]\n\nValid Actions: 0(Up), 1(Right), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 676\nWhat is your next move?\nYou have 612 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.23219280948873622\n\nTurn 2:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 2, 8, 2]\nRow 2: [16, 4, 16, 0]\nRow 3: [4, 2, 32, 4]\nRow 4: [2, 32, 64, 4]\n\nValid Actions: 0(Up), 1(Right), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 680\nWhat is your next move?\nYou have 611 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 3:\nState:\nCurrent 2048 Grid:\nRow 1: [4, 2, 8, 0]\nRow 2: [16, 4, 16, 4]\nRow 3: [4, 2, 32, 2]\nRow 4: [2, 32, 64, 8]\n\nValid Actions: 0(Up), 1(Right).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 688\nWhat is your next move?\nYou have 610 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Right</answer>\nuser\nReward:\n0.0\n\nTurn 4:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 4, 2, 8]\nRow 2: [16, 4, 16, 4]\nRow 3: [4, 2, 32, 2]\nRow 4: [2, 32, 64, 8]\n\nValid Actions: 0(Up), 2(Down).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 688\nWhat is your next move?\nYou have 609 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Down</answer>\nuser\nReward:\n0.31699250014423125\n\nTurn 5:\nState:\nCurrent 2048 Grid:\nRow 1: [2, 2, 2, 8]\nRow 2: [16, 8, 16, 4]\nRow 3: [4, 2, 32, 2]\nRow 4: [2, 32, 64, 8]\n\nValid Actions: 1(Right), 3(Left).\nGoal: Merge same numbers to reach 2048.\nCurrent Score: 696\nWhat is your next move?\nYou have 608 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 8192 words (tokens).\n\nassistant\n<think></think><answer>Left</answer>\n", 1.0983706712722778]]}

wandb/offline-run-20251216_202359-yuiz4puf/files/requirements.txt

@@ -0,0 +1,313 @@
+ragen==0.1
+ragen==0.1
+colorama==0.4.6
+psutil==7.1.3
+Farama-Notifications==0.0.4
+MarkupSafe==2.1.5
+PyJWT==2.10.1
+PySocks==1.7.1
+absl-py==2.3.1
+accelerate==1.12.0
+aiohappyeyeballs==2.6.1
+aiohttp==3.13.2
+aiohttp-cors==0.8.1
+aiosignal==1.4.0
+airportsdata==20250909
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anthropic==0.75.0
+antlr4-python3-runtime==4.9.3
+anyio==4.12.0
+astor==0.8.1
+asttokens==3.0.1
+async-timeout==5.0.1
+attrs==25.4.0
+beautifulsoup4==4.14.3
+black==25.11.0
+blake3==1.0.8
+blinker==1.9.0
+blis==1.3.3
+cachetools==6.2.2
+catalogue==2.0.10
+certifi==2025.11.12
+cffi==2.0.0
+charset-normalizer==3.4.4
+cleantext==1.1.4
+click==8.2.1
+cloudpathlib==0.23.0
+cloudpickle==3.1.2
+codetiming==1.4.0
+colorama==0.4.6
+coloredlogs==15.0.1
+colorful==0.5.8
+compressed-tensors==0.9.3
+confection==0.1.5
+contourpy==1.3.2
+cryptography==46.0.3
+cupy-cuda12x==13.6.0
+cycler==0.12.1
+cymem==2.0.13
+Cython==3.2.2
+datasets==4.4.1
+debugpy==1.8.17
+decorator==5.2.1
+Deprecated==1.3.1
+depyf==0.18.0
+dill==0.4.0
+diskcache==5.6.3
+distlib==0.4.0
+distro==1.9.0
+dnspython==2.8.0
+docstring_parser==0.17.0
+einops==0.8.1
+email-validator==2.3.0
+eval_type_backport==0.2.2
+exceptiongroup==1.3.1
+executing==2.2.1
+faiss-gpu==1.7.2
+fastapi==0.123.1
+fastapi-cli==0.0.16
+fastapi-cloud-cli==0.5.2
+fastar==0.8.0
+fastrlock==0.8.3
+filelock==3.19.1
+flash_attn==2.8.3
+Flask==3.1.2
+flatbuffers==25.9.23
+fonttools==4.61.0
+frozenlist==1.8.0
+fsspec==2025.9.0
+gdown==5.2.0
+gguf==0.17.1
+gitdb==4.0.12
+GitPython==3.1.45
+google-api-core==2.28.1
+google-auth==2.43.0
+googleapis-common-protos==1.72.0
+grpcio==1.76.0
+gym==0.26.2
+gym-notices==0.1.0
+gym-sokoban==0.0.6
+gymnasium==1.2.2
+h11==0.16.0
+hf-xet==1.2.0
+html2text==2025.4.15
+httpcore==1.0.9
+httptools==0.7.1
+httpx==0.28.1
+httpx-sse==0.4.3
+huggingface-hub==0.36.0
+humanfriendly==10.0
+hydra-core==1.3.2
+idna==3.11
+ImageIO==2.37.2
+importlib_metadata==8.0.0
+interegular==0.3.3
+ipython==8.37.0
+itsdangerous==2.2.0
+jedi==0.19.2
+Jinja2==3.1.6
+jiter==0.12.0
+joblib==1.5.2
+jsonschema==4.25.1
+jsonschema-specifications==2025.9.1
+kimina-client==0.2.1
+kiwisolver==1.4.9
+lark==1.2.2
+llguidance==0.7.30
+llvmlite==0.44.0
+lm-format-enforcer==0.10.12
+loguru==0.7.3
+Markdown==3.10
+markdown-it-py==4.0.0
+matplotlib==3.10.7
+matplotlib-inline==0.2.1
+mcp==1.22.0
+mdurl==0.1.2
+mistral_common==1.8.6
+mpmath==1.3.0
+msgpack==1.1.2
+msgspec==0.20.0
+multidict==6.7.0
+multiprocess==0.70.18
+murmurhash==1.0.15
+mypy_extensions==1.1.0
+nest-asyncio==1.6.0
+networkx==3.3
+ninja==1.13.0
+nltk==3.9.2
+numba==0.61.2
+numpy==1.26.4
+nvidia-cublas-cu12==12.4.5.8
+nvidia-cuda-cupti-cu12==12.4.127
+nvidia-cuda-nvrtc-cu12==12.4.127
+nvidia-cuda-runtime-cu12==12.4.127
+nvidia-cudnn-cu12==9.1.0.70
+nvidia-cufft-cu12==11.2.1.3
+nvidia-curand-cu12==10.3.5.147
+nvidia-cusolver-cu12==11.6.1.9
+nvidia-cusparse-cu12==12.3.1.170
+nvidia-cusparselt-cu12==0.6.2
+nvidia-nccl-cu12==2.21.5
+nvidia-nvjitlink-cu12==12.4.127
+nvidia-nvtx-cu12==12.4.127
+omegaconf==2.3.0
+onnxruntime==1.23.2
+openai==2.8.1
+opencensus==0.11.4
+opencensus-context==0.1.3
+opencv-python-headless==4.12.0.88
+opentelemetry-api==1.38.0
+opentelemetry-exporter-otlp==1.26.0
+opentelemetry-exporter-otlp-proto-common==1.26.0
+opentelemetry-exporter-otlp-proto-grpc==1.26.0
+opentelemetry-exporter-otlp-proto-http==1.26.0
+opentelemetry-exporter-prometheus==0.59b0
+opentelemetry-proto==1.26.0
+opentelemetry-sdk==1.38.0
+opentelemetry-semantic-conventions==0.59b0
+opentelemetry-semantic-conventions-ai==0.4.13
+orjson==3.11.4
+outlines==0.1.11
+outlines_core==0.1.26
+packaging==25.0
+pandas==2.3.3
+parso==0.8.5
+partial-json-parser==0.2.1.1.post7
+pathspec==0.12.1
+peft==0.18.0
+pexpect==4.9.0
+pillow==11.3.0
+pip==25.3
+platformdirs==4.5.0
+preshed==3.0.12
+prometheus_client==0.23.1
+prometheus-fastapi-instrumentator==7.1.0
+prompt_toolkit==3.0.52
+propcache==0.4.1
+proto-plus==1.26.1
+protobuf==4.25.8
+psutil==7.1.3
+ptyprocess==0.7.0
+pure_eval==0.2.3
+py-cpuinfo==9.0.0
+py-spy==0.4.1
+pyarrow==22.0.0
+pyasn1==0.6.1
+pyasn1_modules==0.4.2
+pybind11==3.0.1
+pycountry==24.6.1
+pycparser==2.23
+pydantic==2.12.5
+pydantic_core==2.41.5
+pydantic-extra-types==2.10.6
+pydantic-settings==2.12.0
+pygame==2.6.1
+Pygments==2.19.2
+pyjnius==1.7.0
+pylatexenc==2.10
+pyparsing==3.2.5
+pyserini==1.2.0
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.1
+python-json-logger==4.0.0
+python-multipart==0.0.20
+pytokens==0.3.0
+pytz==2025.2
+PyYAML==6.0.3
+pyzmq==27.1.0
+ragen==0.1
+rank-bm25==0.2.2
+RapidFuzz==3.14.3
+ray==2.52.1
+referencing==0.37.0
+regex==2025.11.3
+requests==2.32.5
+rich==14.2.0
+rich-toolkit==0.17.0
+rignore==0.7.6
+rpds-py==0.30.0
+rsa==4.9.1
+safetensors==0.7.0
+scikit-learn==1.7.2
+scipy==1.15.3
+sentencepiece==0.2.1
+sentry-sdk==2.46.0
+setuptools==80.9.0
+shellingham==1.5.4
+six==1.17.0
+smart_open==7.5.0
+smmap==5.0.2
+sniffio==1.3.1
+soupsieve==2.8
+spacy==3.8.11
+spacy-legacy==3.0.12
+spacy-loggers==1.0.5
+srsly==2.5.2
+sse-starlette==3.0.3
+stack-data==0.6.3
+starlette==0.50.0
+sympy==1.13.1
+tabulate==0.9.0
+tenacity==9.1.2
+tensorboard==2.20.0
+tensorboard-data-server==0.7.2
+tensordict==0.8.3
+thefuzz==0.22.1
+thinc==8.3.10
+threadpoolctl==3.6.0
+tiktoken==0.12.0
+together==1.5.31
+tokenizers==0.22.1
+tomli==2.3.0
+torch==2.6.0+cu124
+torchaudio==2.6.0
+torchdata==0.11.0
+torchvision==0.21.0
+tqdm==4.67.1
+traitlets==5.14.3
+transformers==4.57.3
+triton==3.2.0
+typer==0.19.2
+typer-slim==0.20.0
+typing_extensions==4.15.0
+typing-inspection==0.4.2
+tzdata==2025.2
+urllib3==2.5.0
+uvicorn==0.38.0
+uvloop==0.22.1
+verl==0.5.0.dev0
+virtualenv==20.35.4
+vllm==0.8.5
+wandb==0.23.0
+wasabi==1.1.3
+watchfiles==1.1.1
+wcwidth==0.2.14
+weasel==0.4.3
+websockets==15.0.1
+Werkzeug==3.1.4
+wheel==0.45.1
+wrapt==2.0.1
+xformers==0.0.29.post2
+xgrammar==0.1.18
+xxhash==3.6.0
+yarl==1.22.0
+zipp==3.23.0
+ragen==0.1
+verl==0.5.0.dev0
+autocommand==2.2.2
+backports.tarfile==1.2.0
+importlib_metadata==8.0.0
+inflect==7.3.1
+jaraco.collections==5.1.0
+jaraco.context==5.3.0
+jaraco.functools==4.0.1
+jaraco.text==3.12.1
+more-itertools==10.3.0
+packaging==24.2
+platformdirs==4.2.2
+tomli==2.0.1
+typeguard==4.3.0
+typing_extensions==4.12.2
+wheel==0.45.1
+zipp==3.19.2

wandb/offline-run-20251216_202359-yuiz4puf/files/wandb-metadata.json

@@ -0,0 +1 @@
+{"os": "Linux-5.14.0-284.25.1.el9_2.x86_64-x86_64-with-glibc2.35", "python": "CPython 3.10.19", "started_at": "2025-12-16T12:23:59.231599Z", "args": ["--node-ip-address=10.119.26.109", "--node-manager-port=40083", "--object-store-name=/tmp/ray/session_2025-12-16_20-22-19_693527_50/sockets/plasma_store", "--raylet-name=/tmp/ray/session_2025-12-16_20-22-19_693527_50/sockets/raylet", "--redis-address=None", "--metrics-agent-port=62462", "--logging-rotate-bytes=536870912", "--logging-rotate-backup-count=5", "--runtime-env-agent-port=62806", "--gcs-address=10.119.26.109:54293", "--session-name=session_2025-12-16_20-22-19_693527_50", "--temp-dir=/tmp/ray", "--webui=127.0.0.1:8265", "--cluster-id=be239f6773d7fba4f086b18895d6fc98319153dc61050a3a388847a3", "--startup-token=112", "--worker-launch-time-ms=1765887743357", "--node-id=b97a74511ba78cc9166d7f9236ea493204974e6400305a6c2f333391", "--runtime-env-hash=-839022692"], "program": "/root/local/miniconda3/envs/ragen/lib/python3.10/site-packages/ray/_private/workers/default_worker.py", "git": {"remote_url": "https://github.com/mll-lab-nu/RAGEN.git", "commit": "8d73639b99b38265453f898b8d6af7d4af50d56e"}, "root": "/mnt/general/wanghy/RAGEN", "host": "pt-a8898bfb50e34d529cb8aa5f02718671-worker-0", "executable": "/root/local/miniconda3/envs/ragen/bin/python", "cpu_count": 64, "cpu_count_logical": 128, "gpu_type": "NVIDIA H100 80GB HBM3", "gpu_count": 8, "disk": {"/": {"total": "5153960755200", "used": "3268608"}}, "memory": {"total": "2163639447552"}, "gpu_nvidia": [{"name": "NVIDIA H100 80GB HBM3", "memory_total": "85520809984", "cuda_cores": 16896, "architecture": "Hopper", "uuid": "GPU-3eb50ec4-a01f-8f32-6cb5-ce3ffdc94ba3"}, {"name": "NVIDIA H100 80GB HBM3", "memory_total": "85520809984", "cuda_cores": 16896, "architecture": "Hopper", "uuid": "GPU-505eeccf-c9e6-3cf7-7978-36f0f08aae5b"}, {"name": "NVIDIA H100 80GB HBM3", "memory_total": "85520809984", "cuda_cores": 16896, "architecture": "Hopper", "uuid": "GPU-5c01f7f5-dd67-9b4f-b4f3-ce46bcb600e0"}, {"name": "NVIDIA H100 80GB HBM3", "memory_total": "85520809984", "cuda_cores": 16896, "architecture": "Hopper", "uuid": "GPU-b536319a-1e3a-a340-8ada-67c7413fc416"}, {"name": "NVIDIA H100 80GB HBM3", "memory_total": "85520809984", "cuda_cores": 16896, "architecture": "Hopper", "uuid": "GPU-fa850018-7c34-2e8d-f1e8-99853f5c63b0"}, {"name": "NVIDIA H100 80GB HBM3", "memory_total": "85520809984", "cuda_cores": 16896, "architecture": "Hopper", "uuid": "GPU-16136f69-8655-d1fb-7770-911ade6a8a29"}, {"name": "NVIDIA H100 80GB HBM3", "memory_total": "85520809984", "cuda_cores": 16896, "architecture": "Hopper", "uuid": "GPU-bde5f4a1-d7d6-4d89-20a2-2235958c0553"}, {"name": "NVIDIA H100 80GB HBM3", "memory_total": "85520809984", "cuda_cores": 16896, "architecture": "Hopper", "uuid": "GPU-d335dc24-ea34-d85a-3c9a-522526b049af"}], "cuda_version": "12.4", "writer_id": "xoygily7s5xrswl4074d4tlvjhcthfv2"}

wandb/offline-run-20251216_202359-yuiz4puf/files/wandb-summary.json

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+                        discrete: false
+                    torch:
+                        _target_: verl.utils.profiler.config.TorchProfilerToolConfig
+                        step_end: null
+                        step_start: 0
+                    torch_memory:
+                        _target_: verl.utils.profiler.config.TorchMemoryToolConfig
+                        stack_depth: 32
+                        trace_alloc_max_entries: 100000
+            prompt_length: 1
+            response_length: 500
+            rollout_filter_metric: reward_variance
+            rollout_filter_ratio: 0.25
+            rollout_filter_type: largest
+            skip_dump_dir: /tmp/rollout_dump
+            skip_rollout: false
+            skip_tokenizer_init: true
+            temperature: 1
+            tensor_model_parallel_size: 1
+            top_k: -1
+            top_p: 1
+            trace:
+                _target_: verl.workers.config.TraceConfig
+                backend: null
+                token2text: false
+            update_weights_bucket_megabytes: 512
+            val_kwargs:
+                _target_: verl.workers.config.SamplingConfig
+                do_sample: true
+                "n": 1
+                temperature: 0.5
+                top_k: -1
+                top_p: 1
+agent_proxy:
+    value:
+        action_sep: '||'
+        enable_think: true
+        max_actions_per_turn: 1
+        max_context_window: -1
+        max_turn: 25
+        reward_normalization:
+            grouping: state
+            method: identity
+        use_turn_scores: false
+algorithm:
+    value:
+        _target_: verl.trainer.config.AlgoConfig
+        adv_estimator: gae
+        bi_level_gae: false
+        gamma: 1
+        high_level_gamma: 0.95
+        kl_ctrl:
+            _target_: verl.trainer.config.KLControlConfig
+            horizon: 10000
+            kl_coef: 0
+            target_kl: 0.1
+            type: fixed
+        kl_penalty: kl
+        lam: 1
+        norm_adv_by_std_in_grpo: true
+        pf_ppo:
+            reweight_method: pow
+            weight_pow: 2
+        use_kl_in_reward: false
+        use_pf_ppo: false
+critic:
+    value:
+        _target_: verl.workers.config.FSDPCriticConfig
+        checkpoint:
+            _target_: verl.trainer.config.CheckpointConfig
+            async_save: false
+            load_contents:
+                - model
+                - optimizer
+                - extra
+            save_contents:
+                - model
+                - optimizer
+                - extra
+        cliprange_value: 0.5
+        enable: null
+        forward_max_token_len_per_gpu: 32768
+        forward_micro_batch_size: null
+        forward_micro_batch_size_per_gpu: 1
+        grad_clip: 1
+        loss_agg_mode: token-mean
+        model:
+            _target_: verl.workers.config.FSDPCriticModelCfg
+            enable_activation_offload: false
+            enable_gradient_checkpointing: true
+            external_lib: null
+            fsdp_config:
+                _target_: verl.workers.config.FSDPEngineConfig
+                entropy_checkpointing: false
+                entropy_from_logits_with_chunking: false
+                forward_only: false
+                forward_prefetch: false
+                fsdp_size: -1
+                model_dtype: fp32
+                offload_policy: false
+                optimizer_offload: false
+                param_offload: false
+                reshard_after_forward: true
+                strategy: fsdp
+                ulysses_sequence_parallel_size: 1
+                use_orig_params: false
+                use_torch_compile: true
+                wrap_policy:
+                    min_num_params: 0
+            lora_alpha: 16
+            lora_rank: 0
+            path: Qwen/Qwen2.5-1.5B-Instruct
+            target_modules: all-linear
+            tokenizer_path: Qwen/Qwen2.5-1.5B-Instruct
+            trust_remote_code: false
+            use_remove_padding: false
+            use_shm: false
+        optim:
+            _target_: verl.workers.config.FSDPOptimizerConfig
+            betas:
+                - 0.9
+                - 0.999
+            clip_grad: 1
+            lr: 1e-05
+            lr_warmup_steps: -1
+            lr_warmup_steps_ratio: 0
+            min_lr_ratio: 0
+            num_cycles: 0.5
+            total_training_steps: 200
+            warmup_style: constant
+            weight_decay: 0.01
+        ppo_epochs: 1
+        ppo_max_token_len_per_gpu: 32768
+        ppo_micro_batch_size: null
+        ppo_micro_batch_size_per_gpu: 1
+        ppo_mini_batch_size: 32
+        profiler:
+            _target_: verl.utils.profiler.ProfilerConfig
+            all_ranks: false
+            enable: false
+            ranks: []
+            save_path: outputs/profile
+            tool: null
+            tool_config:
+                npu:
+                    _target_: verl.utils.profiler.config.NPUToolConfig
+                    analysis: true
+                    contents: []
+                    discrete: false
+                    level: level1
+                nsys:
+                    _target_: verl.utils.profiler.config.NsightToolConfig
+                    discrete: false
+                torch:
+                    _target_: verl.utils.profiler.config.TorchProfilerToolConfig
+                    step_end: null
+                    step_start: 0
+                torch_memory:
+                    _target_: verl.utils.profiler.config.TorchMemoryToolConfig
+                    stack_depth: 32
+                    trace_alloc_max_entries: 100000
+        rollout_n: 1
+        shuffle: false
+        strategy: fsdp
+        ulysses_sequence_parallel_size: 1
+        use_dynamic_bsz: false
+ctx_manager:
+    value:
+        generation:
+            gen_config:
+                kwargs: null
+                response_length: 500
+                temperature: 1
+                top_k: -1
+                top_p: 1
+custom_envs:
+    value:
+        Bandit:
+            env_config:
+                split: train
+            env_instruction: ""
+            env_type: bandit
+            max_actions_per_traj: 1
+            max_tokens: 100
+        BanditTest:
+            env_config:
+                split: test
+            env_instruction: ""
+            env_type: bandit
+            max_actions_per_traj: 1
+            max_tokens: 100
+        CoordFrozenLake:
+            env_config:
+                observation_format: grid_coord
+            env_instruction: |
+                You are solving the FrozenLake puzzle. The observation includes both a symbol grid and zero-indexed coordinates for the start, goal, player, and any holes.
+                Coordinates range from the top-left corner (0, 0) to the bottom-right corner (5, 5).
+                Beware that the ice is slippery, so the agent might slide and end up in an unintended tile.
+                Respond with a sequence of actions such as <answer>Left || Up || Up</answer>.
+            env_type: frozen_lake
+            max_actions_per_traj: 25
+            max_tokens: 120
+        CoordSokoban:
+            env_config:
+                dim_x: 6
+                dim_y: 6
+                max_steps: 100
+                num_boxes: 1
+                observation_format: grid_coord
+            env_instruction: "You are solving the Sokoban puzzle. You are the player and you need to push all boxes to targets.\nYou are provided with a symbol grid and the zero-indexed coordinates of the player, each box, and each target. \nCoordinates range from the top-left corner (0, 0) to the bottom-right corner (5, 5). \nWhen you are exactly next to a box, you can push it by moving in the same direction. \nYou cannot push a box through a wall, and you cannot pull a box.\nThe answer should be a sequence of actions, like <answer>Right || Right || Up</answer>.\n"
+            env_type: sokoban
+            max_actions_per_traj: 10
+            max_tokens: 120
+        Countdown:
+            env_config: null
+            env_instruction: 'You are solving the Countdown puzzle. You should use the num list to create an equation that equals the target. Example answer format: <think> To find an equation using [3, 5, 2] to get 4. Let''s check 2 + 5 = 7, 7 - 3 = 4. So the answer is 2 + 5 - 3 = 4. </think><answer>2 + 5 - 3</answer>'
+            env_type: countdown
+            max_actions_per_traj: 1
+            max_tokens: 100
+        FrozenLake:
+            env_config: null
+            env_instruction: 'You are solving the FrozenLake puzzle. Forbid the whole and go to the target. You may move to the unintended direction due to the slippery ice. Example answer format: <think>To forbid the hole and go to the target, I should go left then go up.</think><answer>Left || Up</answer>'
+            env_type: frozen_lake
+            max_actions_per_traj: 25
+            max_tokens: 100
+        LargerSokoban:
+            env_config:
+                dim_x: 8
+                dim_y: 8
+                max_steps: 100
+                num_boxes: 2
+                search_depth: 10
+            env_instruction: "You are solving the Sokoban puzzle. \nYou are the player and you need to push all boxes to targets. \nWhen you are right next to a box, you can push it by moving in the same direction. \nYou cannot push a box through a wall, and you cannot pull a box. \nThe answer should be a sequence of actions, like <answer>Right || Right || Up</answer>\n"
+            env_type: sokoban
+            max_actions_per_traj: 10
+            max_tokens: 100
+        Lean:
+            env_config: null
+            env_instruction: You are a Lean theorem prover. Given a Lean theorem statement, propose a sequence of tactics that completes the proof. Think step by step about which tactics to apply next. Provide tactics separated by '||', for example <answer>intro || simp || rfl</answer>.
+            env_type: lean
+            max_actions_per_traj: 30
+            max_tokens: 512
+        MediumSudoku:
+            env_config:
+                difficulty: medium
+                grid_size: 9
+                max_steps: 81
+                render_format: with_feedback
+                show_conflicts: true
+                show_valid_numbers: true
+            env_instruction: |
+                You are solving a Sudoku puzzle. Fill in the grid so that every row, column, and 3x3 box contains the numbers 1-9 without repetition.
+                Initial cells are shown in [brackets] and cannot be modified. Empty cells are shown as dots (.).
+                Place numbers one at a time using the format: <answer>place 5 at row 2 col 3</answer> or <answer>2,3,5</answer>
+                The environment will provide feedback on valid/invalid moves and show conflicts if any occur.
+            env_type: sudoku
+            max_actions_per_traj: 30
+            max_tokens: 150
+            max_workers: 32
+            parallel_friendly: false
+        MetamathQA:
+            env_config: null
+            env_instruction: 'You are solving Math problems. '
+            env_type: metamathqa
+            max_actions_per_traj: 1
+            max_tokens: 100
+        SimpleSokoban:
+            env_config:
+                dim_x: 6
+                dim_y: 6
+                max_steps: 100
+                num_boxes: 1
+            env_instruction: "You are solving the Sokoban puzzle. \nYou are the player and you need to push all boxes to targets. \nWhen you are right next to a box, you can push it by moving in the same direction. \nYou cannot push a box through a wall, and you cannot pull a box. \nThe answer should be a sequence of actions, like <answer>Right || Right || Up</answer>\n"
+            env_type: sokoban
+            max_actions_per_traj: 10
+            max_tokens: 100
+        SimpleSudoku:
+            env_config:
+                difficulty: easy
+                grid_size: 4
+                max_steps: 20
+                render_format: with_feedback
+                show_conflicts: false
+                show_valid_numbers: false
+            env_instruction: |
+                You are solving a Sudoku puzzle. Fill in the grid so that every row, column, and 2x2 box contains the numbers 1-4 without repetition.
+                Initial cells are shown in [brackets] and cannot be modified. Empty cells are shown as dots (.).
+                Place numbers one at a time using the format, for example: <answer>place 1 at row 2 col 3</answer> or <answer>1,2,3</answer>
+                The environment will provide feedback on valid/invalid moves and show conflicts if any occur.
+            env_type: sudoku
+            max_actions_per_traj: 20
+            max_tokens: 150
+            max_workers: 32
+            parallel_friendly: false
+        SokobanDifferentGridVocab:
+            env_config:
+                dim_x: 6
+                dim_y: 6
+                grid_lookup:
+                    "0": W
+                    "1": .
+                    "2": G
+                    "3": C
+                    "4": B
+                    "5": A
+                    "6": '@'
+                grid_vocab:
+                    .: empty
+                    '@': player on target
+                    A: player
+                    B: box
+                    C: box on target
+                    G: target
+                    W: wall
+                max_steps: 100
+                num_boxes: 1
+                search_depth: 30
+            env_instruction: "You are solving the Sokoban puzzle. \nYou are the player and you need to push all boxes to targets. \nWhen you are right next to a box, you can push it by moving in the same direction. \nYou cannot push a box through a wall, and you cannot pull a box. \nThe answer should be a sequence of actions, like <answer>Right || Right || Up</answer>\n"
+            env_type: sokoban
+            max_actions_per_traj: 10
+            max_tokens: 100
+        VisualSimpleSokoban:
+            env_config:
+                dim_x: 6
+                dim_y: 6
+                max_steps: 100
+                num_boxes: 1
+                render_mode: rgb_array
+            env_instruction: You are solving the Sokoban puzzle. You are the player and you need to push all boxes to targets. When you are right next to a box, you can push it by moving in the same direction. You cannot push a box through a wall, and you cannot pull a box. The answer should be a sequence of actions, like <answer>Right || Right || Up</answer>
+            env_type: sokoban
+            max_actions_per_traj: 10
+            max_tokens: 100
+        WebShop:
+            env_config:
+                dataset: small
+            env_instruction: 'You are browsing an online shop. Based on the instruction, buy a product that close to the production description. You need to search, read the search results, pick a product, choose the size and color and buy. You should only choose action from the available actions list provided later.  Example process: I need a gingko light and 20x20 pillow cover that is hand painted. First search[gingko light 20x20 pillow cover hand painted], answer format: <answer>search[blanket with fleece throw]</answer>. Valid answer is search[<keywords>] or click[<clickable>].'
+            env_type: webshop
+            max_actions_per_traj: 9
+            max_tokens: 200
+        blackjack:
+            env_config: null
+            env_instruction: |
+                You are playing Blackjack against a dealer. The dealer must hit on 16 or less and stand on 17 or more.
+                Choose either Stick or Hit. Respond with a single action.
+                Example: <answer>Hit</answer>
+            env_type: blackjack
+            max_actions_per_traj: 10
+            max_tokens: 64
+        game_2048:
+            env_config: null
+            env_instruction: |
+                You are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.
+                If a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.
+                Example: <answer>Up</answer>
+            env_type: game_2048
+            max_actions_per_traj: 300
+            max_tokens: 4096
+        rubikscube:
+            env_config:
+                max_steps: 20
+                render_mode: text
+                scramble_depth: null
+            env_instruction: |
+                You are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.
+                Available actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.
+                - Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).
+                - Modifiers: A letter alone means 90° clockwise (e.g., 'R'). A letter with prime (') means 90° counter-clockwise (e.g., "R'").
+                Respond with a sequence of actions separated by "||".
+                Example: <answer>U</answer>
+            env_type: rubikscube
+            max_actions_per_traj: 20
+            max_tokens: 96
+custom_reward_function:
+    value:
+        name: compute_score
+        path: null
+data:
+    value:
+        custom_cls:
+            name: null
+            path: null
+        datagen:
+            name: null
+            path: null
+        dataloader_num_workers: 8
+        filter_overlong_prompts: false
+        filter_overlong_prompts_workers: 1
+        image_key: images
+        max_prompt_length: null
+        max_response_length: null
+        prompt_key: prompt
+        return_full_prompt: false
+        return_multi_modal_inputs: true
+        return_raw_chat: false
+        return_raw_input_ids: false
+        reward_fn_key: data_source
+        sampler:
+            class_name: null
+            class_path: null
+        shuffle: true
+        tokenizer: null
+        train_batch_size: 128
+        train_files: ~/data/rlhf/gsm8k/train.parquet
+        truncation: error
+        trust_remote_code: false
+        use_shm: false
+        val_batch_size: null
+        val_files: ~/data/rlhf/gsm8k/test.parquet
+        validation_shuffle: false
+        video_key: videos
+enable_response_mask:
+    value: true
+es_manager:
+    value:
+        format_penalty: -0.1
+        train:
+            env_configs:
+                n_groups:
+                    - 8
+                tags:
+                    - SimpleSudoku
+            env_groups: 8
+            group_size: 16
+        val:
+            env_configs:
+                n_groups:
+                    - 32
+                tags:
+                    - SimpleSudoku
+            env_groups: 32
+            group_size: 16
+global_profiler:
+    value:
+        _target_: verl.utils.profiler.ProfilerConfig
+        global_tool_config:
+            nsys:
+                _target_: verl.utils.profiler.config.NsightToolConfig
+                controller_nsight_options:
+                    cuda-graph-trace: graph
+                    cuda-memory-usage: "true"
+                    trace: cuda,nvtx,cublas,ucx
+                discrete: false
+                worker_nsight_options:
+                    capture-range: cudaProfilerApi
+                    capture-range-end: null
+                    cuda-graph-trace: graph
+                    cuda-memory-usage: "true"
+                    kill: none
+                    trace: cuda,nvtx,cublas,ucx
+            torch_memory:
+                context: all
+                stack_depth: 32
+                stacks: all
+                trace_alloc_max_entries: 100000
+        profile_continuous_steps: false
+        save_path: outputs/profile
+        steps: null
+        tool: null
+grpo_advantage_length_weight:
+    value: false
+lora:
+    value:
+        alpha: 16
+        rank: 0
+        target_modules: all-linear
+micro_batch_size_per_gpu:
+    value: 1
+model_path:
+    value: Qwen/Qwen2.5-1.5B-Instruct
+ppo_mini_batch_size:
+    value: 32
+ray_kwargs:
+    value:
+        ray_init:
+            num_cpus: null
+        timeline_json_file: null
+reward_model:
+    value:
+        enable: false
+        enable_resource_pool: false
+        forward_max_token_len_per_gpu: 32768
+        launch_reward_fn_async: false
+        max_length: null
+        micro_batch_size: null
+        micro_batch_size_per_gpu: null
+        model:
+            external_lib: null
+            fsdp_config:
+                _target_: verl.workers.config.FSDPEngineConfig
+                forward_prefetch: false
+                fsdp_size: -1
+                param_offload: false
+                reshard_after_forward: true
+                wrap_policy:
+                    min_num_params: 0
+            input_tokenizer: Qwen/Qwen2.5-1.5B-Instruct
+            path: ~/models/FsfairX-LLaMA3-RM-v0.1
+            trust_remote_code: false
+            use_fused_kernels: false
+            use_remove_padding: false
+            use_shm: false
+        n_gpus_per_node: 0
+        nnodes: 0
+        profiler:
+            _target_: verl.utils.profiler.ProfilerConfig
+            all_ranks: false
+            enable: false
+            ranks: []
+            save_path: outputs/profile
+            tool: null
+            tool_config:
+                npu:
+                    _target_: verl.utils.profiler.config.NPUToolConfig
+                    analysis: true
+                    contents: []
+                    discrete: false
+                    level: level1
+                nsys:
+                    _target_: verl.utils.profiler.config.NsightToolConfig
+                    discrete: false
+                torch:
+                    _target_: verl.utils.profiler.config.TorchProfilerToolConfig
+                    step_end: null
+                    step_start: 0
+                torch_memory:
+                    _target_: verl.utils.profiler.config.TorchMemoryToolConfig
+                    stack_depth: 32
+                    trace_alloc_max_entries: 100000
+        reward_manager: naive
+        sandbox_fusion:
+            max_concurrent: 64
+            memory_limit_mb: 1024
+            url: null
+        strategy: fsdp
+        ulysses_sequence_parallel_size: 1
+        use_dynamic_bsz: false
+seed:
+    value:
+        train: 10000
+        val: 123
+system:
+    value:
+        CUDA_VISIBLE_DEVICES: 0,1,2,3
+trainer:
+    value:
+        balance_batch: true
+        critic_warmup: 0
+        default_hdfs_dir: null
+        default_local_dir: /mnt/general/wanghy/RAGEN/saves/
+        del_local_ckpt_after_load: false
+        device: cuda
+        esi_redundant_time: 0
+        experiment_name: sudoku-4x4-nohint
+        generations_to_log_to_wandb:
+            train: 128
+            val: 20
+        local_log_dir: results/
+        log_val_generations: 0
+        logger:
+            - console
+            - wandb
+        max_actor_ckpt_to_keep: 1
+        max_critic_ckpt_to_keep: 1
+        n_gpus_per_node: 4
+        nnodes: 1
+        project_name: ragen_latest_qwen_25_15b_it
+        ray_wait_register_center_timeout: 300
+        resume_from_path: null
+        resume_mode: auto
+        rollout_data_dir: null
+        save_freq: -1
+        test_freq: 10
+        total_epochs: 30
+        total_training_steps: 200
+        use_legacy_worker_impl: auto
+        val_before_train: true
+        val_only: false
+        validation_data_dir: null
+        validation_steps: 1