Add files using upload-large-folder tool

wandb/run-20260326_145748-bhc4s2cb/files/config.yaml

@@ -0,0 +1,962 @@
+_wandb:
+    value:
+        cli_version: 0.23.0
+        e:
+            fhcdrjeip25a5txd75liypukscx8170f:
+                args:
+                    - --node-ip-address=10.119.30.63
+                    - --node-manager-port=46027
+                    - --object-store-name=/tmp/ray/session_2026-03-26_14-54-01_829885_155152/sockets/plasma_store
+                    - --raylet-name=/tmp/ray/session_2026-03-26_14-54-01_829885_155152/sockets/raylet
+                    - --redis-address=None
+                    - --metrics-agent-port=57741
+                    - --logging-rotate-bytes=536870912
+                    - --logging-rotate-backup-count=5
+                    - --runtime-env-agent-port=63572
+                    - --gcs-address=10.119.30.63:57622
+                    - --session-name=session_2026-03-26_14-54-01_829885_155152
+                    - --temp-dir=/tmp/ray
+                    - --webui=127.0.0.1:8265
+                    - --cluster-id=29c108b2780d0f668e424ae018018132ada9d31488f7427fd9d5afad
+                    - --startup-token=112
+                    - --worker-launch-time-ms=1774508045733
+                    - --node-id=22dc4042fa37df562689477c3539afc27b94ea4627b1fdbb51714d7f
+                    - --runtime-env-hash=-839022692
+                cpu_count: 64
+                cpu_count_logical: 128
+                cudaVersion: "13.0"
+                disk:
+                    /:
+                        total: "5153960755200"
+                        used: "119205888"
+                email: haoyu-wa22@mails.tsinghua.edu.cn
+                executable: /root/local/miniconda3/envs/ragen/bin/python
+                git:
+                    commit: b365f5022f55c02c8a7077c3fcd7d0af6abdc5f0
+                    remote: https://github.com/Harry-mic/SCOUT
+                gpu: NVIDIA H100 80GB HBM3
+                gpu_count: 8
+                gpu_nvidia:
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "85520809984"
+                      name: NVIDIA H100 80GB HBM3
+                      uuid: GPU-3ebd2ec2-5447-6ad4-1fad-6ad0f47a34d6
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "85520809984"
+                      name: NVIDIA H100 80GB HBM3
+                      uuid: GPU-401a97a6-2a36-f2e5-32bb-cd811faa5158
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "85520809984"
+                      name: NVIDIA H100 80GB HBM3
+                      uuid: GPU-f338aa0d-9c1f-d3ec-67d1-b5f1366998f3
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "85520809984"
+                      name: NVIDIA H100 80GB HBM3
+                      uuid: GPU-fa57cb85-0b38-8b16-1903-34a95133a200
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "85520809984"
+                      name: NVIDIA H100 80GB HBM3
+                      uuid: GPU-dd1e1f32-8c83-632c-3d8c-7cf29bb217e9
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "85520809984"
+                      name: NVIDIA H100 80GB HBM3
+                      uuid: GPU-273e0074-936f-4c69-a403-a2e517c8e241
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "85520809984"
+                      name: NVIDIA H100 80GB HBM3
+                      uuid: GPU-4e42eb00-3b8c-dd58-460d-0dcb0a1b8f48
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "85520809984"
+                      name: NVIDIA H100 80GB HBM3
+                      uuid: GPU-da40b82f-9f6a-16c6-23f6-190dda8d55e2
+                host: pt-c322928e8ff74d1eb6296bb6f56ed91d-worker-0
+                memory:
+                    total: "2163639435264"
+                os: Linux-5.14.0-284.25.1.el9_2.x86_64-x86_64-with-glibc2.35
+                program: /root/local/miniconda3/envs/ragen/lib/python3.10/site-packages/ray/_private/workers/default_worker.py
+                python: CPython 3.10.19
+                root: /mnt/general/wanghy/RAGEN
+                startedAt: "2026-03-26T06:57:48.516406Z"
+                writerId: fhcdrjeip25a5txd75liypukscx8170f
+        m: []
+        python_version: 3.10.19
+        t:
+            "1":
+                - 1
+                - 5
+                - 11
+                - 30
+                - 41
+                - 49
+                - 50
+                - 51
+                - 53
+                - 71
+                - 95
+                - 97
+                - 98
+                - 105
+            "2":
+                - 1
+                - 5
+                - 11
+                - 30
+                - 41
+                - 49
+                - 50
+                - 51
+                - 53
+                - 71
+                - 95
+                - 97
+                - 98
+                - 105
+            "3":
+                - 2
+                - 13
+                - 16
+                - 61
+            "4": 3.10.19
+            "5": 0.23.0
+            "6": 4.57.3
+            "12": 0.23.0
+            "13": linux-x86_64
+actor_rollout_ref:
+    value:
+        actor:
+            _target_: verl.workers.config.FSDPActorConfig
+            checkpoint:
+                _target_: verl.trainer.config.CheckpointConfig
+                async_save: false
+                load_contents:
+                    - model
+                    - optimizer
+                    - extra
+                save_contents:
+                    - model
+                    - optimizer
+                    - extra
+            clip_ratio: 0.2
+            clip_ratio_c: 3
+            clip_ratio_high: 0.28
+            clip_ratio_low: 0.2
+            entropy_checkpointing: false
+            entropy_coeff: 0.001
+            entropy_from_logits_with_chunking: false
+            freeze_vision_tower: false
+            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
+            grad_clip: 1
+            grpo_advantage_length_weight: false
+            kl_loss_coef: 0
+            kl_loss_type: kl
+            loss_agg_mode: token-mean
+            optim:
+                _target_: verl.workers.config.FSDPOptimizerConfig
+                betas:
+                    - 0.9
+                    - 0.999
+                clip_grad: 1
+                lr: 1e-06
+                lr_warmup_steps: -1
+                lr_warmup_steps_ratio: 0
+                min_lr_ratio: 0
+                num_cycles: 0.5
+                total_training_steps: 100
+                warmup_style: constant
+                weight_decay: 0.01
+            policy_loss:
+                _target_: verl.workers.config.PolicyLossConfig
+                clip_cov_lb: 1
+                clip_cov_ratio: 0.0002
+                clip_cov_ub: 5
+                kl_cov_ratio: 0.0002
+                loss_mode: vanilla
+                ppo_kl_coef: 0.1
+            ppo_epochs: 1
+            ppo_max_token_len_per_gpu: 16384
+            ppo_micro_batch_size: null
+            ppo_micro_batch_size_per_gpu: 1
+            ppo_mini_batch_size: 16
+            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
+            shuffle: false
+            strategy: fsdp
+            tis_imp_ratio_cap: -1
+            ulysses_sequence_parallel_size: 1
+            use_dynamic_bsz: false
+            use_fused_kernels: false
+            use_kl_loss: false
+            use_ref: true
+            use_remove_padding: false
+            use_torch_compile: true
+        hybrid_engine: true
+        model:
+            _target_: verl.workers.config.HFModelConfig
+            custom_chat_template: null
+            enable_activation_offload: false
+            enable_gradient_checkpointing: true
+            exclude_modules: null
+            external_lib: null
+            fused_kernel_options:
+                impl_backend: torch
+            hf_config_path: null
+            lora_alpha: 16
+            lora_rank: 0
+            path: /mnt/general/wanghy/RAGEN/saves/qwen7B_it_fromit_326_think_sokobanbox1_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf
+            target_modules: all-linear
+            tokenizer_path: null
+            torch_dtype: bfloat16
+            trust_remote_code: false
+            use_fused_kernels: false
+            use_liger: false
+            use_remove_padding: false
+            use_shm: false
+        nccl_timeout: 600
+        ref:
+            entropy_checkpointing: false
+            entropy_from_logits_with_chunking: false
+            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
+            log_prob_max_token_len_per_gpu: 16384
+            log_prob_micro_batch_size: null
+            log_prob_micro_batch_size_per_gpu: 1
+            log_prob_use_dynamic_bsz: false
+            model: null
+            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
+            strategy: fsdp
+            ulysses_sequence_parallel_size: 1
+            use_torch_compile: true
+        rollout:
+            _target_: verl.workers.config.RolloutConfig
+            agent:
+                _target_: verl.workers.config.AgentLoopConfig
+                agent_loop_config_path: null
+                custom_async_server:
+                    _target_: verl.workers.config.CustomAsyncServerConfig
+                    name: null
+                    path: null
+                num_workers: 8
+            calculate_log_probs: false
+            cudagraph_capture_sizes: null
+            data_parallel_size: 1
+            disable_log_stats: true
+            do_sample: true
+            dtype: bfloat16
+            enable_chunked_prefill: true
+            enable_prefix_caching: true
+            enforce_eager: true
+            expert_parallel_size: 1
+            free_cache_engine: true
+            gpu_memory_utilization: 0.6
+            ignore_eos: false
+            layered_summon: false
+            load_format: dummy
+            log_prob_max_token_len_per_gpu: 16384
+            log_prob_micro_batch_size: null
+            log_prob_micro_batch_size_per_gpu: 1
+            log_prob_use_dynamic_bsz: false
+            max_model_len: 16384
+            max_num_batched_tokens: 16384
+            max_num_seqs: 1024
+            mode: sync
+            multi_stage_wake_up: false
+            multi_turn:
+                _target_: verl.workers.config.MultiTurnConfig
+                enable: false
+                format: hermes
+                interaction_config_path: null
+                max_assistant_turns: null
+                max_parallel_calls: 1
+                max_tool_response_length: 256
+                max_user_turns: null
+                num_repeat_rollouts: null
+                tokenization_sanity_check_mode: strict
+                tool_config_path: null
+                tool_response_truncate_side: middle
+                use_inference_chat_template: false
+            "n": 1
+            name: vllm
+            over_sample_rate: 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
+            prompt_length: 1
+            response_length: 128
+            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: 15
+        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: /mnt/general/wanghy/RAGEN/saves/qwen7B_it_fromit_326_think_sokobanbox1_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf
+            target_modules: all-linear
+            tokenizer_path: /mnt/general/wanghy/RAGEN/saves/qwen7B_it_fromit_326_think_sokobanbox1_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf
+            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: 100
+            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: 16
+        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: 128
+                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: 2
+                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: 2
+            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: 700
+            max_tokens: 8192
+        rubikscube:
+            env_config:
+                max_steps: 20
+                render_mode: text
+                scramble_depth: 1
+            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:
+                    - CoordSokoban
+            env_groups: 8
+            group_size: 16
+        val:
+            env_configs:
+                n_groups:
+                    - 256
+                tags:
+                    - CoordSokoban
+            env_groups: 256
+            group_size: 1
+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: /mnt/general/wanghy/RAGEN/saves/qwen7B_it_fromit_326_think_sokobanbox1_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf
+ppo_mini_batch_size:
+    value: 16
+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: /mnt/general/wanghy/RAGEN/saves/qwen7B_it_fromit_326_think_sokobanbox1_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf
+            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: 0,1,2,3,4,5,6,7
+trainer:
+    value:
+        balance_batch: true
+        critic_warmup: 0
+        default_hdfs_dir: null
+        default_local_dir: /mnt/general/wanghy/RAGEN/saves/qwen7B_it_fromit_326_think_sokobanbox2_sequence_multitask
+        del_local_ckpt_after_load: false
+        device: cuda
+        esi_redundant_time: 0
+        experiment_name: sokoban-box2--starpos_fromit_sequence_multitask_326
+        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: 8
+        nnodes: 1
+        project_name: ragen_latest_qwen2.5_7B_it_sequence_multitask_frommlp
+        ray_wait_register_center_timeout: 300
+        resume_from_path: null
+        resume_mode: auto
+        rollout_data_dir: null
+        save_freq: 100
+        test_freq: 10
+        total_epochs: 30
+        total_training_steps: 100
+        use_legacy_worker_impl: auto
+        val_before_train: true
+        val_only: false
+        validation_data_dir: null
+        validation_steps: 1

wandb/run-20260326_145748-bhc4s2cb/files/media/table/val/generations_0_c63a16d4076a7af706c3.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 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 4), (2, 1)\nBoxes: (2, 2), (2, 3)\nPlayer: (3, 3)\nGrid Map: \n######\n#___O#\n#OXX_#\n###P##\n######\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 4), (2, 1)\nBoxes: (1, 3), (2, 2)\nPlayer: (2, 3)\nGrid Map: \n######\n#__XO#\n#OXP_#\n###_##\n######\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n0.9\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 4), (2, 1)\nBoxes: (1, 3)\nBoxes on target: (2, 1)\nPlayer: (2, 2)\nGrid Map: \n######\n#__XO#\n#\u221aP__#\n###_##\n######\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 4), (2, 1)\nBoxes: (1, 3)\nBoxes on target: (2, 1)\nPlayer: (1, 2)\nGrid Map: \n######\n#_PXO#\n#\u221a___#\n###_##\n######\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\n", 11.600000381469727, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (1, 4)\nBoxes: (2, 3), (3, 4)\nPlayer: (4, 4)\nGrid Map: \n######\n###OO#\n###X_#\n###_X#\n###_P#\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (1, 4)\nBoxes: (2, 3), (2, 4)\nPlayer: (3, 4)\nGrid Map: \n######\n###OO#\n###XX#\n###_P#\n###__#\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n0.9\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (1, 4)\nBoxes: (2, 3)\nBoxes on target: (1, 4)\nPlayer: (2, 4)\nGrid Map: \n######\n###O\u221a#\n###XP#\n###__#\n###__#\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (1, 4)\nBoxes: (2, 3)\nBoxes on target: (1, 4)\nPlayer: (3, 4)\nGrid Map: \n######\n###O\u221a#\n###X_#\n###_P#\n###__#\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 5:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (1, 4)\nBoxes: (2, 3)\nBoxes on target: (1, 4)\nPlayer: (3, 3)\nGrid Map: \n######\n###O\u221a#\n###X_#\n###P_#\n###__#\n######\nYou have 6 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\n", 11.5, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 4), (4, 2)\nBoxes: (2, 3), (2, 4)\nPlayer: (1, 3)\nGrid Map: \n######\n###P_#\n#_#XX#\n#___O#\n#_O__#\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\nuser\nReward:\n-0.1\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 4), (4, 2)\nBoxes: (2, 3), (2, 4)\nPlayer: (1, 4)\nGrid Map: \n######\n###_P#\n#_#XX#\n#___O#\n#_O__#\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n0.9\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 4), (4, 2)\nBoxes: (2, 3)\nBoxes on target: (3, 4)\nPlayer: (2, 4)\nGrid Map: \n######\n###__#\n#_#XP#\n#___\u221a#\n#_O__#\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 4), (4, 2)\nBoxes: (2, 3)\nBoxes on target: (3, 4)\nPlayer: (1, 4)\nGrid Map: \n######\n###_P#\n#_#X_#\n#___\u221a#\n#_O__#\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 5:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 4), (4, 2)\nBoxes: (2, 3)\nBoxes on target: (3, 4)\nPlayer: (1, 3)\nGrid Map: \n######\n###P_#\n#_#X_#\n#___\u221a#\n#_O__#\n######\nYou have 6 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 6:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 4), (4, 2)\nBoxes: (3, 3)\nBoxes on target: (3, 4)\nPlayer: (2, 3)\nGrid Map: \n######\n###__#\n#_#P_#\n#__X\u221a#\n#_O__#\n######\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 7:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 4), (4, 2)\nBoxes: (4, 3)\nBoxes on target: (3, 4)\nPlayer: (3, 3)\nGrid Map: \n######\n###__#\n#_#__#\n#__P\u221a#\n#_OX_#\n######\nYou have 4 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\nuser\nReward:\n-0.1\n\nTurn 8:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 4), (4, 2)\nBoxes: (4, 3)\nBoxes on target: (3, 4)\nPlayer: (3, 3)\nGrid Map: \n######\n###__#\n#_#__#\n#__P\u221a#\n#_OX_#\n######\nYou have 3 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 9:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 4), (4, 2)\nBoxes: (4, 3)\nBoxes on target: (3, 4)\nPlayer: (3, 3)\nGrid Map: \n######\n###__#\n#_#__#\n#__P\u221a#\n#_OX_#\n######\nYou have 2 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 10:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 4), (4, 2)\nBoxes: (4, 3)\nBoxes on target: (3, 4)\nPlayer: (3, 3)\nGrid Map: \n######\n###__#\n#_#__#\n#__P\u221a#\n#_OX_#\n######\nYou have 1 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\n", 1.3877787807814457e-16, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 1), (2, 1)\nBoxes: (3, 1), (3, 3)\nPlayer: (3, 4)\nGrid Map: \n######\n#O_###\n#O####\n#X_XP#\n#____#\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 1), (2, 1)\nBoxes: (3, 1), (3, 3)\nPlayer: (4, 4)\nGrid Map: \n######\n#O_###\n#O####\n#X_X_#\n#___P#\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 1), (2, 1)\nBoxes: (3, 1), (3, 3)\nPlayer: (4, 3)\nGrid Map: \n######\n#O_###\n#O####\n#X_X_#\n#__P_#\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 1), (2, 1)\nBoxes: (3, 1), (3, 3)\nPlayer: (4, 3)\nGrid Map: \n######\n#O_###\n#O####\n#X_X_#\n#__P_#\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 5:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 1), (2, 1)\nBoxes: (3, 1), (3, 3)\nPlayer: (4, 3)\nGrid Map: \n######\n#O_###\n#O####\n#X_X_#\n#__P_#\n######\nYou have 6 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 6:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 1), (2, 1)\nBoxes: (3, 1), (3, 3)\nPlayer: (4, 2)\nGrid Map: \n######\n#O_###\n#O####\n#X_X_#\n#_P__#\n######\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 7:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 1), (2, 1)\nBoxes: (3, 1), (3, 3)\nPlayer: (4, 1)\nGrid Map: \n######\n#O_###\n#O####\n#X_X_#\n#P___#\n######\nYou have 4 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n0.9\n\nTurn 8:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 1), (2, 1)\nBoxes: (3, 3)\nBoxes on target: (2, 1)\nPlayer: (3, 1)\nGrid Map: \n######\n#O_###\n#\u221a####\n#P_X_#\n#____#\n######\nYou have 3 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\nuser\nReward:\n-0.1\n\nTurn 9:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 1), (2, 1)\nBoxes: (3, 3)\nBoxes on target: (2, 1)\nPlayer: (3, 2)\nGrid Map: \n######\n#O_###\n#\u221a####\n#_PX_#\n#____#\n######\nYou have 2 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 10:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 1), (2, 1)\nBoxes: (3, 3)\nBoxes on target: (2, 1)\nPlayer: (4, 2)\nGrid Map: \n######\n#O_###\n#\u221a####\n#__X_#\n#_P__#\n######\nYou have 1 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\n", 2.7755575615628914e-17, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 3), (3, 4)\nBoxes: (2, 3), (2, 4)\nPlayer: (1, 4)\nGrid Map: \n######\n##__P#\n##_XX#\n##_OO#\n###__#\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n0.9\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 3), (3, 4)\nBoxes: (2, 3)\nBoxes on target: (3, 4)\nPlayer: (2, 4)\nGrid Map: \n######\n##___#\n##_XP#\n##_O\u221a#\n###__#\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 3), (3, 4)\nBoxes: (2, 3)\nBoxes on target: (3, 4)\nPlayer: (1, 4)\nGrid Map: \n######\n##__P#\n##_X_#\n##_O\u221a#\n###__#\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 3), (3, 4)\nBoxes: (2, 3)\nBoxes on target: (3, 4)\nPlayer: (1, 3)\nGrid Map: \n######\n##_P_#\n##_X_#\n##_O\u221a#\n###__#\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\n", 11.600000381469727, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 1)\nBoxes: (2, 2), (2, 3)\nPlayer: (1, 1)\nGrid Map: \n######\n#PO###\n#_XX_#\n#__#_#\n#O___#\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 1)\nBoxes: (2, 2), (2, 3)\nPlayer: (2, 1)\nGrid Map: \n######\n#_O###\n#PXX_#\n#__#_#\n#O___#\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 1)\nBoxes: (2, 2), (2, 3)\nPlayer: (3, 1)\nGrid Map: \n######\n#_O###\n#_XX_#\n#P_#_#\n#O___#\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 1)\nBoxes: (2, 2), (2, 3)\nPlayer: (3, 2)\nGrid Map: \n######\n#_O###\n#_XX_#\n#_P#_#\n#O___#\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n0.9\n\nTurn 5:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 1)\nBoxes: (2, 3)\nBoxes on target: (1, 2)\nPlayer: (2, 2)\nGrid Map: \n######\n#_\u221a###\n#_PX_#\n#__#_#\n#O___#\n######\nYou have 6 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 6:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 1)\nBoxes: (2, 3)\nBoxes on target: (1, 2)\nPlayer: (2, 2)\nGrid Map: \n######\n#_\u221a###\n#_PX_#\n#__#_#\n#O___#\n######\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 7:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 1)\nBoxes: (2, 3)\nBoxes on target: (1, 2)\nPlayer: (2, 2)\nGrid Map: \n######\n#_\u221a###\n#_PX_#\n#__#_#\n#O___#\n######\nYou have 4 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 8:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 1)\nBoxes: (2, 3)\nBoxes on target: (1, 2)\nPlayer: (2, 2)\nGrid Map: \n######\n#_\u221a###\n#_PX_#\n#__#_#\n#O___#\n######\nYou have 3 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 9:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 1)\nBoxes: (2, 3)\nBoxes on target: (1, 2)\nPlayer: (2, 2)\nGrid Map: \n######\n#_\u221a###\n#_PX_#\n#__#_#\n#O___#\n######\nYou have 2 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 10:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 1)\nBoxes: (2, 3)\nBoxes on target: (1, 2)\nPlayer: (2, 2)\nGrid Map: \n######\n#_\u221a###\n#_PX_#\n#__#_#\n#O___#\n######\nYou have 1 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\n", 2.7755575615628914e-17, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (2, 2)\nBoxes: (1, 3), (2, 3)\nPlayer: (2, 4)\nGrid Map: \n######\n#_OX_#\n#_OXP#\n######\n######\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n0.9\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (2, 2)\nBoxes: (1, 3)\nBoxes on target: (2, 2)\nPlayer: (2, 3)\nGrid Map: \n######\n#_OX_#\n#_\u221aP_#\n######\n######\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\nuser\nReward:\n-0.1\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (2, 2)\nBoxes: (1, 3)\nBoxes on target: (2, 2)\nPlayer: (2, 4)\nGrid Map: \n######\n#_OX_#\n#_\u221a_P#\n######\n######\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (2, 2)\nBoxes: (1, 3)\nBoxes on target: (2, 2)\nPlayer: (1, 4)\nGrid Map: \n######\n#_OXP#\n#_\u221a__#\n######\n######\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\n", 11.600000381469727, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 1), (4, 3)\nBoxes: (2, 1), (2, 2)\nPlayer: (1, 1)\nGrid Map: \n######\n#P_###\n#XX###\n#___##\n#O_O_#\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 1), (4, 3)\nBoxes: (2, 2), (3, 1)\nPlayer: (2, 1)\nGrid Map: \n######\n#__###\n#PX###\n#X__##\n#O_O_#\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 1), (4, 3)\nBoxes: (2, 2), (3, 1)\nPlayer: (1, 1)\nGrid Map: \n######\n#P_###\n#_X###\n#X__##\n#O_O_#\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 1), (4, 3)\nBoxes: (2, 2), (3, 1)\nPlayer: (1, 2)\nGrid Map: \n######\n#_P###\n#_X###\n#X__##\n#O_O_#\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 5:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 1), (4, 3)\nBoxes: (3, 1), (3, 2)\nPlayer: (2, 2)\nGrid Map: \n######\n#__###\n#_P###\n#XX_##\n#O_O_#\n######\nYou have 6 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 6:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 1), (4, 3)\nBoxes: (3, 1), (4, 2)\nPlayer: (3, 2)\nGrid Map: \n######\n#__###\n#__###\n#XP_##\n#OXO_#\n######\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 7:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 1), (4, 3)\nBoxes: (3, 1), (4, 2)\nPlayer: (3, 2)\nGrid Map: \n######\n#__###\n#__###\n#XP_##\n#OXO_#\n######\nYou have 4 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 8:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 1), (4, 3)\nBoxes: (3, 1), (4, 2)\nPlayer: (3, 2)\nGrid Map: \n######\n#__###\n#__###\n#XP_##\n#OXO_#\n######\nYou have 3 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 9:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 1), (4, 3)\nBoxes: (3, 1), (4, 2)\nPlayer: (3, 2)\nGrid Map: \n######\n#__###\n#__###\n#XP_##\n#OXO_#\n######\nYou have 2 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 10:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 1), (4, 3)\nBoxes: (3, 1), (4, 2)\nPlayer: (3, 2)\nGrid Map: \n######\n#__###\n#__###\n#XP_##\n#OXO_#\n######\nYou have 1 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\n", -1.0, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 3), (4, 4)\nBoxes: (3, 2), (4, 2)\nPlayer: (4, 1)\nGrid Map: \n######\n######\n#_####\n#_XO_#\n#PX_O#\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\nuser\nReward:\n-0.1\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 3), (4, 4)\nBoxes: (3, 2), (4, 3)\nPlayer: (4, 2)\nGrid Map: \n######\n######\n#_####\n#_XO_#\n#_PXO#\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\nuser\nReward:\n0.9\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 3), (4, 4)\nBoxes: (3, 2)\nBoxes on target: (4, 4)\nPlayer: (4, 3)\nGrid Map: \n######\n######\n#_####\n#_XO_#\n#__P\u221a#\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 3), (4, 4)\nBoxes: (3, 2)\nBoxes on target: (4, 4)\nPlayer: (4, 2)\nGrid Map: \n######\n######\n#_####\n#_XO_#\n#_P_\u221a#\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 5:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 3), (4, 4)\nBoxes: (3, 2)\nBoxes on target: (4, 4)\nPlayer: (4, 1)\nGrid Map: \n######\n######\n#_####\n#_XO_#\n#P__\u221a#\n######\nYou have 6 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 6:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 3), (4, 4)\nBoxes: (3, 2)\nBoxes on target: (4, 4)\nPlayer: (3, 1)\nGrid Map: \n######\n######\n#_####\n#PXO_#\n#___\u221a#\n######\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\n", 11.399999618530273, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 1)\nBoxes: (3, 2), (4, 2)\nPlayer: (4, 3)\nGrid Map: \n######\n#_O###\n#__###\n#_X###\n#OXP##\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n0.9\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 1)\nBoxes: (3, 2)\nBoxes on target: (4, 1)\nPlayer: (4, 2)\nGrid Map: \n######\n#_O###\n#__###\n#_X###\n#\u221aP_##\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 1)\nBoxes: (2, 2)\nBoxes on target: (4, 1)\nPlayer: (3, 2)\nGrid Map: \n######\n#_O###\n#_X###\n#_P###\n#\u221a__##\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\n", 11.699999809265137, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (3, 1)\nBoxes: (1, 2), (2, 1)\nPlayer: (1, 1)\nGrid Map: \n######\n#PXO##\n#X_###\n#O_###\n######\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n0.9\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (3, 1)\nBoxes: (1, 2)\nBoxes on target: (3, 1)\nPlayer: (2, 1)\nGrid Map: \n######\n#_XO##\n#P_###\n#\u221a_###\n######\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (3, 1)\nBoxes: (1, 2)\nBoxes on target: (3, 1)\nPlayer: (1, 1)\nGrid Map: \n######\n#PXO##\n#__###\n#\u221a_###\n######\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\n", 11.699999809265137, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 2), (4, 4)\nBoxes: (2, 3), (3, 2)\nPlayer: (1, 4)\nGrid Map: \n######\n#___P#\n##_X_#\n##X__#\n#_O_O#\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 2), (4, 4)\nBoxes: (2, 3), (3, 2)\nPlayer: (1, 3)\nGrid Map: \n######\n#__P_#\n##_X_#\n##X__#\n#_O_O#\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 2), (4, 4)\nBoxes: (3, 2), (3, 3)\nPlayer: (2, 3)\nGrid Map: \n######\n#____#\n##_P_#\n##XX_#\n#_O_O#\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 2), (4, 4)\nBoxes: (3, 2), (3, 3)\nPlayer: (2, 2)\nGrid Map: \n######\n#____#\n##P__#\n##XX_#\n#_O_O#\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n0.9\n\nTurn 5:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 2), (4, 4)\nBoxes: (3, 3)\nBoxes on target: (4, 2)\nPlayer: (3, 2)\nGrid Map: \n######\n#____#\n##___#\n##PX_#\n#_\u221a_O#\n######\nYou have 6 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\nuser\nReward:\n-0.1\n\nTurn 6:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 2), (4, 4)\nBoxes: (3, 4)\nBoxes on target: (4, 2)\nPlayer: (3, 3)\nGrid Map: \n######\n#____#\n##___#\n##_PX#\n#_\u221a_O#\n######\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 7:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 2), (4, 4)\nBoxes: (3, 4)\nBoxes on target: (4, 2)\nPlayer: (2, 3)\nGrid Map: \n######\n#____#\n##_P_#\n##__X#\n#_\u221a_O#\n######\nYou have 4 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\nuser\nReward:\n-0.1\n\nTurn 8:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (4, 2), (4, 4)\nBoxes: (3, 4)\nBoxes on target: (4, 2)\nPlayer: (2, 4)\nGrid Map: \n######\n#____#\n##__P#\n##__X#\n#_\u221a_O#\n######\nYou have 3 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\n", 11.199999809265137, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 4), (4, 3)\nBoxes: (2, 3), (3, 2)\nPlayer: (1, 3)\nGrid Map: \n######\n#__P_#\n#__XO#\n#_X__#\n#__O_#\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 4), (4, 3)\nBoxes: (2, 3), (3, 2)\nPlayer: (1, 2)\nGrid Map: \n######\n#_P__#\n#__XO#\n#_X__#\n#__O_#\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 4), (4, 3)\nBoxes: (2, 3), (3, 2)\nPlayer: (2, 2)\nGrid Map: \n######\n#____#\n#_PXO#\n#_X__#\n#__O_#\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 4), (4, 3)\nBoxes: (2, 3), (3, 2)\nPlayer: (2, 1)\nGrid Map: \n######\n#____#\n#P_XO#\n#_X__#\n#__O_#\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 5:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 4), (4, 3)\nBoxes: (2, 3), (3, 2)\nPlayer: (3, 1)\nGrid Map: \n######\n#____#\n#__XO#\n#PX__#\n#__O_#\n######\nYou have 6 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\nuser\nReward:\n-0.1\n\nTurn 6:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 4), (4, 3)\nBoxes: (2, 3), (3, 3)\nPlayer: (3, 2)\nGrid Map: \n######\n#____#\n#__XO#\n#_PX_#\n#__O_#\n######\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 7:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 4), (4, 3)\nBoxes: (2, 3), (3, 3)\nPlayer: (2, 2)\nGrid Map: \n######\n#____#\n#_PXO#\n#__X_#\n#__O_#\n######\nYou have 4 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\nuser\nReward:\n0.9\n\nTurn 8:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 4), (4, 3)\nBoxes: (3, 3)\nBoxes on target: (2, 4)\nPlayer: (2, 3)\nGrid Map: \n######\n#____#\n#__P\u221a#\n#__X_#\n#__O_#\n######\nYou have 3 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\n", 11.199999809265137, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (4, 1)\nBoxes: (2, 2), (3, 2)\nPlayer: (3, 3)\nGrid Map: \n######\n#__O##\n#_X###\n#_XP##\n#O_###\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (4, 1)\nBoxes: (2, 2), (3, 1)\nPlayer: (3, 2)\nGrid Map: \n######\n#__O##\n#_X###\n#XP_##\n#O_###\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (4, 1)\nBoxes: (1, 2), (3, 1)\nPlayer: (2, 2)\nGrid Map: \n######\n#_XO##\n#_P###\n#X__##\n#O_###\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (4, 1)\nBoxes: (1, 2), (3, 1)\nPlayer: (2, 1)\nGrid Map: \n######\n#_XO##\n#P_###\n#X__##\n#O_###\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n0.9\n\nTurn 5:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (4, 1)\nBoxes: (1, 2)\nBoxes on target: (4, 1)\nPlayer: (3, 1)\nGrid Map: \n######\n#_XO##\n#__###\n#P__##\n#\u221a_###\n######\nYou have 6 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 6:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (4, 1)\nBoxes: (1, 2)\nBoxes on target: (4, 1)\nPlayer: (2, 1)\nGrid Map: \n######\n#_XO##\n#P_###\n#___##\n#\u221a_###\n######\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 7:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (4, 1)\nBoxes: (1, 2)\nBoxes on target: (4, 1)\nPlayer: (1, 1)\nGrid Map: \n######\n#PXO##\n#__###\n#___##\n#\u221a_###\n######\nYou have 4 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\n", 11.300000190734863, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (1, 4)\nBoxes: (2, 3), (3, 4)\nPlayer: (4, 3)\nGrid Map: \n######\n###OO#\n###X_#\n###_X#\n#__P_#\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\nuser\nReward:\n-0.1\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (1, 4)\nBoxes: (2, 3), (3, 4)\nPlayer: (4, 4)\nGrid Map: \n######\n###OO#\n###X_#\n###_X#\n#___P#\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (1, 4)\nBoxes: (2, 3), (2, 4)\nPlayer: (3, 4)\nGrid Map: \n######\n###OO#\n###XX#\n###_P#\n#____#\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n0.9\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (1, 4)\nBoxes: (2, 3)\nBoxes on target: (1, 4)\nPlayer: (2, 4)\nGrid Map: \n######\n###O\u221a#\n###XP#\n###__#\n#____#\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 5:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (1, 4)\nBoxes: (2, 3)\nBoxes on target: (1, 4)\nPlayer: (3, 4)\nGrid Map: \n######\n###O\u221a#\n###X_#\n###_P#\n#____#\n######\nYou have 6 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 6:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 3), (1, 4)\nBoxes: (2, 3)\nBoxes on target: (1, 4)\nPlayer: (3, 3)\nGrid Map: \n######\n###O\u221a#\n###X_#\n###P_#\n#____#\n######\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\n", 11.399999618530273, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (2, 3)\nBoxes: (3, 2), (3, 3)\nPlayer: (4, 4)\nGrid Map: \n######\n#___##\n#_OO##\n#_XX##\n#___P#\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (2, 3)\nBoxes: (3, 2), (3, 3)\nPlayer: (4, 3)\nGrid Map: \n######\n#___##\n#_OO##\n#_XX##\n#__P_#\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n0.9\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (2, 3)\nBoxes: (3, 2)\nBoxes on target: (2, 3)\nPlayer: (3, 3)\nGrid Map: \n######\n#___##\n#_O\u221a##\n#_XP##\n#____#\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (2, 3)\nBoxes: (3, 2)\nBoxes on target: (2, 3)\nPlayer: (4, 3)\nGrid Map: \n######\n#___##\n#_O\u221a##\n#_X_##\n#__P_#\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 5:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (2, 3)\nBoxes: (3, 2)\nBoxes on target: (2, 3)\nPlayer: (4, 2)\nGrid Map: \n######\n#___##\n#_O\u221a##\n#_X_##\n#_P__#\n######\nYou have 6 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\n", 11.5, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (3, 2)\nBoxes: (2, 3), (3, 3)\nPlayer: (2, 4)\nGrid Map: \n######\n##___#\n##OXP#\n##OX_#\n##___#\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (3, 2)\nBoxes: (2, 3), (3, 3)\nPlayer: (3, 4)\nGrid Map: \n######\n##___#\n##OX_#\n##OXP#\n##___#\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n0.9\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (3, 2)\nBoxes: (2, 3)\nBoxes on target: (3, 2)\nPlayer: (3, 3)\nGrid Map: \n######\n##___#\n##OX_#\n##\u221aP_#\n##___#\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (3, 2)\nBoxes: (2, 3)\nBoxes on target: (3, 2)\nPlayer: (3, 4)\nGrid Map: \n######\n##___#\n##OX_#\n##\u221a_P#\n##___#\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 5:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (3, 2)\nBoxes: (2, 3)\nBoxes on target: (3, 2)\nPlayer: (2, 4)\nGrid Map: \n######\n##___#\n##OXP#\n##\u221a__#\n##___#\n######\nYou have 6 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\n", 11.5, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 3)\nBoxes: (1, 3), (2, 3)\nPlayer: (4, 4)\nGrid Map: \n######\n#_OX_#\n#_#X_#\n###__#\n###OP#\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 3)\nBoxes: (1, 3), (2, 3)\nPlayer: (3, 4)\nGrid Map: \n######\n#_OX_#\n#_#X_#\n###_P#\n###O_#\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 3)\nBoxes: (1, 3), (2, 3)\nPlayer: (2, 4)\nGrid Map: \n######\n#_OX_#\n#_#XP#\n###__#\n###O_#\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 3)\nBoxes: (1, 3), (2, 3)\nPlayer: (1, 4)\nGrid Map: \n######\n#_OXP#\n#_#X_#\n###__#\n###O_#\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n0.9\n\nTurn 5:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 3)\nBoxes: (2, 3)\nBoxes on target: (1, 2)\nPlayer: (1, 3)\nGrid Map: \n######\n#_\u221aP_#\n#_#X_#\n###__#\n###O_#\n######\nYou have 6 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 6:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (1, 2), (4, 3)\nBoxes: (3, 3)\nBoxes on target: (1, 2)\nPlayer: (2, 3)\nGrid Map: \n######\n#_\u221a__#\n#_#P_#\n###X_#\n###O_#\n######\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\n", 11.399999618530273, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 3), (4, 3)\nBoxes: (3, 2), (4, 2)\nPlayer: (4, 1)\nGrid Map: \n######\n######\n#_#_##\n#_XO_#\n#PXO_#\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\nuser\nReward:\n0.9\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 3), (4, 3)\nBoxes: (3, 2)\nBoxes on target: (4, 3)\nPlayer: (4, 2)\nGrid Map: \n######\n######\n#_#_##\n#_XO_#\n#_P\u221a_#\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 3), (4, 3)\nBoxes: (3, 2)\nBoxes on target: (4, 3)\nPlayer: (4, 1)\nGrid Map: \n######\n######\n#_#_##\n#_XO_#\n#P_\u221a_#\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Up</think><answer>Up</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (3, 3), (4, 3)\nBoxes: (3, 2)\nBoxes on target: (4, 3)\nPlayer: (3, 1)\nGrid Map: \n######\n######\n#_#_##\n#PXO_#\n#__\u221a_#\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\n", 11.600000381469727, "", "system\nYou're a helpful assistant. \nuser\nYou 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\nThe meaning of each symbol in the state is:\n#: wall, _: empty, O: target, \u221a: box on target, X: box, P: player, S: player on target\nYour available actions are:\nUp, Down, Left, Right\nYou can make up to 10 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (3, 4)\nBoxes: (2, 3), (3, 2)\nPlayer: (1, 3)\nGrid Map: \n######\n###P##\n##OX_#\n##X_O#\n#____#\n######\nYou have 10 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 2:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (3, 4)\nBoxes: (3, 2), (3, 3)\nPlayer: (2, 3)\nGrid Map: \n######\n###_##\n##OP_#\n##XXO#\n#____#\n######\nYou have 9 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 3:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (3, 4)\nBoxes: (3, 2), (3, 3)\nPlayer on target: (2, 2)\nGrid Map: \n######\n###_##\n##S__#\n##XXO#\n#____#\n######\nYou have 8 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Left</think><answer>Left</answer>\nuser\nReward:\n-0.1\n\nTurn 4:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (3, 4)\nBoxes: (3, 2), (3, 3)\nPlayer on target: (2, 2)\nGrid Map: \n######\n###_##\n##S__#\n##XXO#\n#____#\n######\nYou have 7 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 5:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (3, 4)\nBoxes: (3, 3), (4, 2)\nPlayer: (3, 2)\nGrid Map: \n######\n###_##\n##O__#\n##PXO#\n#_X__#\n######\nYou have 6 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Right</think><answer>Right</answer>\nuser\nReward:\n0.9\n\nTurn 6:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (3, 4)\nBoxes: (4, 2)\nBoxes on target: (3, 4)\nPlayer: (3, 3)\nGrid Map: \n######\n###_##\n##O__#\n##_P\u221a#\n#_X__#\n######\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 7:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (3, 4)\nBoxes: (4, 2)\nBoxes on target: (3, 4)\nPlayer: (4, 3)\nGrid Map: \n######\n###_##\n##O__#\n##__\u221a#\n#_XP_#\n######\nYou have 4 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 8:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (3, 4)\nBoxes: (4, 2)\nBoxes on target: (3, 4)\nPlayer: (4, 3)\nGrid Map: \n######\n###_##\n##O__#\n##__\u221a#\n#_XP_#\n######\nYou have 3 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 9:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (3, 4)\nBoxes: (4, 2)\nBoxes on target: (3, 4)\nPlayer: (4, 3)\nGrid Map: \n######\n###_##\n##O__#\n##__\u221a#\n#_XP_#\n######\nYou have 2 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\nuser\nReward:\n-0.1\n\nTurn 10:\nState:\nCoordinates: \nBoard size: 6 rows x 6 cols (zero-indexed).\nTargets: (2, 2), (3, 4)\nBoxes: (4, 2)\nBoxes on target: (3, 4)\nPlayer: (4, 3)\nGrid Map: \n######\n###_##\n##O__#\n##__\u221a#\n#_XP_#\n######\nYou have 1 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 120 words (tokens).\n\nassistant\n<think>Down</think><answer>Down</answer>\n", 2.7755575615628914e-17]]}

wandb/run-20260326_145748-bhc4s2cb/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/run-20260326_145748-bhc4s2cb/files/wandb-metadata.json

@@ -0,0 +1,107 @@
+{
+  "os": "Linux-5.14.0-284.25.1.el9_2.x86_64-x86_64-with-glibc2.35",
+  "python": "CPython 3.10.19",
+  "startedAt": "2026-03-26T06:57:48.516406Z",
+  "args": [
+    "--node-ip-address=10.119.30.63",
+    "--node-manager-port=46027",
+    "--object-store-name=/tmp/ray/session_2026-03-26_14-54-01_829885_155152/sockets/plasma_store",
+    "--raylet-name=/tmp/ray/session_2026-03-26_14-54-01_829885_155152/sockets/raylet",
+    "--redis-address=None",
+    "--metrics-agent-port=57741",
+    "--logging-rotate-bytes=536870912",
+    "--logging-rotate-backup-count=5",
+    "--runtime-env-agent-port=63572",
+    "--gcs-address=10.119.30.63:57622",
+    "--session-name=session_2026-03-26_14-54-01_829885_155152",
+    "--temp-dir=/tmp/ray",
+    "--webui=127.0.0.1:8265",
+    "--cluster-id=29c108b2780d0f668e424ae018018132ada9d31488f7427fd9d5afad",
+    "--startup-token=112",
+    "--worker-launch-time-ms=1774508045733",
+    "--node-id=22dc4042fa37df562689477c3539afc27b94ea4627b1fdbb51714d7f",
+    "--runtime-env-hash=-839022692"
+  ],
+  "program": "/root/local/miniconda3/envs/ragen/lib/python3.10/site-packages/ray/_private/workers/default_worker.py",
+  "git": {
+    "remote": "https://github.com/Harry-mic/SCOUT",
+    "commit": "b365f5022f55c02c8a7077c3fcd7d0af6abdc5f0"
+  },
+  "email": "haoyu-wa22@mails.tsinghua.edu.cn",
+  "root": "/mnt/general/wanghy/RAGEN",
+  "host": "pt-c322928e8ff74d1eb6296bb6f56ed91d-worker-0",
+  "executable": "/root/local/miniconda3/envs/ragen/bin/python",
+  "cpu_count": 64,
+  "cpu_count_logical": 128,
+  "gpu": "NVIDIA H100 80GB HBM3",
+  "gpu_count": 8,
+  "disk": {
+    "/": {
+      "total": "5153960755200",
+      "used": "119205888"
+    }
+  },
+  "memory": {
+    "total": "2163639435264"
+  },
+  "gpu_nvidia": [
+    {
+      "name": "NVIDIA H100 80GB HBM3",
+      "memoryTotal": "85520809984",
+      "cudaCores": 16896,
+      "architecture": "Hopper",
+      "uuid": "GPU-3ebd2ec2-5447-6ad4-1fad-6ad0f47a34d6"
+    },
+    {
+      "name": "NVIDIA H100 80GB HBM3",
+      "memoryTotal": "85520809984",
+      "cudaCores": 16896,
+      "architecture": "Hopper",
+      "uuid": "GPU-401a97a6-2a36-f2e5-32bb-cd811faa5158"
+    },
+    {
+      "name": "NVIDIA H100 80GB HBM3",
+      "memoryTotal": "85520809984",
+      "cudaCores": 16896,
+      "architecture": "Hopper",
+      "uuid": "GPU-f338aa0d-9c1f-d3ec-67d1-b5f1366998f3"
+    },
+    {
+      "name": "NVIDIA H100 80GB HBM3",
+      "memoryTotal": "85520809984",
+      "cudaCores": 16896,
+      "architecture": "Hopper",
+      "uuid": "GPU-fa57cb85-0b38-8b16-1903-34a95133a200"
+    },
+    {
+      "name": "NVIDIA H100 80GB HBM3",
+      "memoryTotal": "85520809984",
+      "cudaCores": 16896,
+      "architecture": "Hopper",
+      "uuid": "GPU-dd1e1f32-8c83-632c-3d8c-7cf29bb217e9"
+    },
+    {
+      "name": "NVIDIA H100 80GB HBM3",
+      "memoryTotal": "85520809984",
+      "cudaCores": 16896,
+      "architecture": "Hopper",
+      "uuid": "GPU-273e0074-936f-4c69-a403-a2e517c8e241"
+    },
+    {
+      "name": "NVIDIA H100 80GB HBM3",
+      "memoryTotal": "85520809984",
+      "cudaCores": 16896,
+      "architecture": "Hopper",
+      "uuid": "GPU-4e42eb00-3b8c-dd58-460d-0dcb0a1b8f48"
+    },
+    {
+      "name": "NVIDIA H100 80GB HBM3",
+      "memoryTotal": "85520809984",
+      "cudaCores": 16896,
+      "architecture": "Hopper",
+      "uuid": "GPU-da40b82f-9f6a-16c6-23f6-190dda8d55e2"
+    }
+  ],
+  "cudaVersion": "13.0",
+  "writerId": "fhcdrjeip25a5txd75liypukscx8170f"
+}

wandb/run-20260326_145748-bhc4s2cb/files/wandb-summary.json

@@ -0,0 +1 @@
+{"rollout/in_group_mean":8.24843692779541,"val-env/response_length":133.0859375,"actor/entropy":0.0012539040762931108,"rollout/in_group_reward_max":8.25,"response/aborted_ratio":0,"val-aux/unknown/reward/best@32/std":0.06277711150887495,"train/response_length":134.28125,"perf/mfu/actor":0.1274938191796191,"train/CoordSokoban/non-zero/num_actions":7.515625,"rollout/chosen_in_group_std":0.02499997615814209,"val-aux/unknown/reward/worst@16/mean":-0.952,"perf/throughput":51.99174621742633,"perf/max_memory_allocated_gb":64.53614044189453,"val-aux/unknown/reward/worst@32/std":0,"val-env/CoordSokoban/num_actions":7.44921875,"val-aux/unknown/reward/worst@256/mean":-1,"critic/grad_norm":713.3868103027344,"critic/values/mean":5.400417804718018,"val-aux/unknown/reward/best@4/std":2.072941023002423,"val-env/CoordSokoban/episodic_return":0,"train/charts/avg_episode_return":0,"train/CoordSokoban/success":0.75,"critic/vf_loss":9.240556955337524,"train/CoordSokoban/non-zero/action_is_valid":1,"rollout/ref_log_prob":-0.0011660337913781404,"_timestamp":1.774509908211305e+09,"val-env/CoordSokoban/non-zero/action_is_effective":0.8405797101449276,"val-aux/unknown/reward/best@4/mean":11.191900094985963,"val-aux/unknown/reward/worst@256/std":0,"val-aux/unknown/reward/worst@8/mean":-0.6948000001907348,"val-aux/unknown/reward/worst@2/mean":3.1875999994277953,"perf/max_memory_reserved_gb":75.904296875,"critic/returns/mean":11.310192108154297,"critic/score/max":11.5,"val-aux/unknown/reward/best@64/std":0.03376395043186839,"response_length/max":1548,"_step":100,"critic/score/mean":11.34375,"val-aux/unknown/reward/std@256":5.895214249552625,"val-aux/unknown/reward/worst@64/std":0,"critic/advantages/max":1.3437440395355225,"perf/mfu/critic":0.15547893187265852,"val-env/CoordSokoban/raw_reward":0,"val-env/charts/avg_episode_return":0,"critic/rewards/max":11.5,"train/CoordSokoban/non-zero/pass@16":1,"train/CoordSokoban/non-zero/action_is_effective":0.8125,"val-aux/unknown/reward/best@16/mean":11.71550014591217,"timing_s/save_checkpoint":69.94886100757867,"critic/advantages/mean":3.8714392758265603e-07,"val-env/CoordSokoban/non-zero/action_is_valid":1,"critic/vpred_mean":5.322323203086853,"critic/returns/max":11.5,"response_length/min":1045,"critic/advantages/min":-2.488295555114746,"global_seqlen/minmax_diff":2012,"response_length/mean":1306.65625,"critic/vf_clipfrac":0,"timing_s/ref":0.8938761902973056,"prompt_length/max":0,"val-aux/unknown/reward/best@8/std":0.38764825003078296,"perf/total_num_tokens":41813,"val/generations":{"nrows":11,"artifact_path":"wandb-client-artifact://ywpg1p5funl1cpayl1w6aar5yp8vwsp5szku56wzdksbwt9xplijidowp28uul4g7yxjl4drhrq1mngihcljj3ab0t6i733qe0u8cftmz3jovq0s0b362pdrrsuu54nj/val/generations.table.json","_type":"table-file","log_mode":"IMMUTABLE","sha256":"8fb7df5d6509baccb6e437bad5c57b7ee46fffcedd29ea347b2ae88538b9c9f8","ncols":61,"path":"media/table/val/generations_99_8fb7df5d6509baccb6e4.table.json","_latest_artifact_path":"wandb-client-artifact://yv5hufootixbrb0kwchf0k8h5vge8ul4b1yb7vmr1sh2qegoblq23ioee5xk70vbajhlvfh9m05skhwp1ju3bv63uxnnhzg75izr2xxi2pm6g26lfcf5wr0e4ptayd8w:latest/val/generations.table.json","size":874036},"critic/rewards/mean":11.34375,"response_length_non_aborted/min":1045,"rollout/chosen_in_group_reward_mean":11.34375,"timing_s/adv":0.07835154421627522,"prompt_length/mean":0,"val-aux/unknown/reward/worst@2/std":5.499989657362782,"timing_s/update_critic":1.628616763278842,"val-aux/unknown/reward/worst@128/std":0,"perf/cpu_memory_used_gb":147.10601806640625,"timing_per_token_ms/gen":0.21481623264290267,"critic/rewards/min":11.199999809265137,"global_seqlen/min":4180,"actor/pg_clipfrac_lower":0,"response_length_non_aborted/clip_ratio":0,"actor/ppo_kl":8.669766771163268e-08,"val-aux/unknown/reward/best@64/mean":11.790000164031982,"val-aux/unknown/reward/best@2/std":4.34846957978567,"timing_per_token_ms/values":0.008735501939118602,"val-aux/unknown/reward/worst@16/std":0.4215400336860072,"actor/grad_norm":0.09141446347348392,"prompt_length/clip_ratio":0,"val-aux/unknown/reward/best@16/std":0.09375364165821362,"val-aux/unknown/reward/best@32/mean":11.764800127983094,"val-env/CoordSokoban/action_is_effective":0.8307291666666666,"rollout/chosen_in_group_reward_max":11.350000381469727,"timing_s/values":0.36525754258036613,"perf/time_per_step":100.52797569334507,"val-aux/unknown/reward/worst@4/mean":0.5310000009536743,"response_length_non_aborted/mean":1306.65625,"rollout/in_group_std":0.0062499940395355225,"global_seqlen/max":6192,"val-core/unknown/reward/best@256/mean":11.800000190734863,"critic/values/min":3.859375,"global_seqlen/balanced_max":5511,"timing_s/step":100.52797569334507,"timing_per_token_ms/update_actor":0.047407947938443884,"train/CoordSokoban/pass@16":0.75,"global_seqlen/mean":5226.625,"val-env/CoordSokoban/action_is_valid":1,"val-aux/unknown/reward/worst@64/mean":-1,"train/CoordSokoban/raw_reward":0,"_wandb":{"runtime":1638},"rollout/chosen_in_group_mean":11.34375,"val-aux/unknown/reward/best@8/mean":11.637800148963928,"prompt_length/min":0,"timing_per_token_ms/update_critic":0.03895000988397967,"response_length/clip_ratio":0,"val-aux/unknown/reward/worst@32/mean":-1,"train/CoordSokoban/num_actions":7.515625,"val-env/CoordSokoban/pass@1":0.56640625,"global_seqlen/balanced_min":5186,"val-aux/unknown/reward/worst@128/mean":-1,"train/CoordSokoban/non-zero/success":1,"critic/score/min":11.199999809265137,"rollout/in_group_max":8.25,"actor/pg_loss":-0.03378205932676792,"val-aux/unknown/reward/worst@8/std":1.249012792322881,"rollout/in_group_reward_std":0.0062499940395355225,"timing_per_token_ms/adv":0.001873856078642413,"rollout/chosen_in_group_max":11.350000381469727,"train/CoordSokoban/episodic_return":0,"actor/lr":1e-06,"timing_s/old_log_prob":0.4417119584977627,"response_length_non_aborted/max":1548,"_runtime":1638.529280102,"rollout/in_group_reward_mean":8.24843692779541,"val-aux/unknown/reward/worst@4/std":3.554827565337226,"timing_per_token_ms/ref":0.02137794920951153,"critic/lr":1e-05,"val-aux/unknown/reward/best@128/mean":11.799300189018249,"train/CoordSokoban/action_is_valid":1,"val-aux/unknown/reward/best@2/mean":9.555700037956237,"val-env/CoordSokoban/non-zero/success":1,"val-aux/unknown/reward/best@128/std":0.009460988467030442,"rollout/chosen_in_group_reward_std":0.02499997615814209,"timing_s/testing":16.20504903420806,"val-core/unknown/reward/best@256/std":0,"actor/pg_clipfrac":0,"timing_s/total":1619.768208026886,"critic/values/max":8.125,"val-core/unknown/reward/mean@256":6.301953140646219,"critic/returns/min":11.199999809265137,"val-env/CoordSokoban/non-zero/num_actions":7.44921875,"critic/vf_explained_var":-63.04914855957031,"train/CoordSokoban/action_is_effective":0.8125,"timing_s/update_actor":1.9822685271501541,"val-env/CoordSokoban/success":0.56640625,"timing_s/gen":8.98211113549769,"val-env/CoordSokoban/non-zero/pass@1":1}

wandb/run-20260326_152605-1l9z7oi9/files/config.yaml

@@ -0,0 +1,962 @@
+_wandb:
+    value:
+        cli_version: 0.23.0
+        e:
+            ho2awb5edtiy1412eue9cob7geugnnvw:
+                args:
+                    - --node-ip-address=10.119.17.126
+                    - --node-manager-port=41581
+                    - --object-store-name=/tmp/ray/session_2026-03-26_15-22-10_277329_1062413/sockets/plasma_store
+                    - --raylet-name=/tmp/ray/session_2026-03-26_15-22-10_277329_1062413/sockets/raylet
+                    - --redis-address=None
+                    - --metrics-agent-port=52240
+                    - --logging-rotate-bytes=536870912
+                    - --logging-rotate-backup-count=5
+                    - --runtime-env-agent-port=42699
+                    - --gcs-address=10.119.17.126:53690
+                    - --session-name=session_2026-03-26_15-22-10_277329_1062413
+                    - --temp-dir=/tmp/ray
+                    - --webui=127.0.0.1:8266
+                    - --cluster-id=6e3bbce14b3e2ba324cbfd47ec8b6888f55e0eb92c6b8188a514e93b
+                    - --startup-token=112
+                    - --worker-launch-time-ms=1774509743673
+                    - --node-id=6030490c474e599eb8345b8b59c5a5a0f82cd91af8773a3102e234df
+                    - --runtime-env-hash=-839022692
+                cpu_count: 64
+                cpu_count_logical: 128
+                cudaVersion: "13.0"
+                disk:
+                    /:
+                        total: "5153960755200"
+                        used: "21230706688"
+                email: haoyu-wa22@mails.tsinghua.edu.cn
+                executable: /root/local/miniconda3/envs/ragen/bin/python
+                git:
+                    commit: b365f5022f55c02c8a7077c3fcd7d0af6abdc5f0
+                    remote: https://github.com/Harry-mic/SCOUT
+                gpu: NVIDIA H100 80GB HBM3
+                gpu_count: 8
+                gpu_nvidia:
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "85520809984"
+                      name: NVIDIA H100 80GB HBM3
+                      uuid: GPU-29f0a856-a12b-1581-38b4-916e7346a784
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "85520809984"
+                      name: NVIDIA H100 80GB HBM3
+                      uuid: GPU-9f667591-6d3e-2f82-2c9c-a104e9e60b79
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "85520809984"
+                      name: NVIDIA H100 80GB HBM3
+                      uuid: GPU-d8fc696a-7966-9460-11b0-2821848dc36b
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "85520809984"
+                      name: NVIDIA H100 80GB HBM3
+                      uuid: GPU-12ffe1cd-2198-13d1-a289-bd0bf044c903
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "85520809984"
+                      name: NVIDIA H100 80GB HBM3
+                      uuid: GPU-389c1b72-63f4-56ca-1448-41f5efa2523b
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "85520809984"
+                      name: NVIDIA H100 80GB HBM3
+                      uuid: GPU-2a50af47-eb6a-6d96-fe56-d7caa8a2e460
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "85520809984"
+                      name: NVIDIA H100 80GB HBM3
+                      uuid: GPU-1d0e7ab5-cf51-ca66-bf6f-e72dc425f9f8
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "85520809984"
+                      name: NVIDIA H100 80GB HBM3
+                      uuid: GPU-9299dcdf-eee5-9434-0ab3-25c9e4f53eed
+                host: pt-64b2772f71324d2c846dc31274f853e7-worker-0
+                memory:
+                    total: "2163639439360"
+                os: Linux-5.14.0-284.25.1.el9_2.x86_64-x86_64-with-glibc2.35
+                program: /root/local/miniconda3/envs/ragen/lib/python3.10/site-packages/ray/_private/workers/default_worker.py
+                python: CPython 3.10.19
+                root: /mnt/general/wanghy/RAGEN
+                startedAt: "2026-03-26T07:26:05.948700Z"
+                writerId: ho2awb5edtiy1412eue9cob7geugnnvw
+        m: []
+        python_version: 3.10.19
+        t:
+            "1":
+                - 1
+                - 5
+                - 11
+                - 30
+                - 41
+                - 49
+                - 50
+                - 51
+                - 53
+                - 71
+                - 95
+                - 97
+                - 98
+                - 105
+            "2":
+                - 1
+                - 5
+                - 11
+                - 30
+                - 41
+                - 49
+                - 50
+                - 51
+                - 53
+                - 71
+                - 95
+                - 97
+                - 98
+                - 105
+            "3":
+                - 2
+                - 13
+                - 16
+                - 61
+            "4": 3.10.19
+            "5": 0.23.0
+            "6": 4.57.3
+            "12": 0.23.0
+            "13": linux-x86_64
+actor_rollout_ref:
+    value:
+        actor:
+            _target_: verl.workers.config.FSDPActorConfig
+            checkpoint:
+                _target_: verl.trainer.config.CheckpointConfig
+                async_save: false
+                load_contents:
+                    - model
+                    - optimizer
+                    - extra
+                save_contents:
+                    - model
+                    - optimizer
+                    - extra
+            clip_ratio: 0.2
+            clip_ratio_c: 3
+            clip_ratio_high: 0.28
+            clip_ratio_low: 0.2
+            entropy_checkpointing: false
+            entropy_coeff: 0.001
+            entropy_from_logits_with_chunking: false
+            freeze_vision_tower: false
+            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
+            grad_clip: 1
+            grpo_advantage_length_weight: false
+            kl_loss_coef: 0
+            kl_loss_type: kl
+            loss_agg_mode: token-mean
+            optim:
+                _target_: verl.workers.config.FSDPOptimizerConfig
+                betas:
+                    - 0.9
+                    - 0.999
+                clip_grad: 1
+                lr: 1e-06
+                lr_warmup_steps: -1
+                lr_warmup_steps_ratio: 0
+                min_lr_ratio: 0
+                num_cycles: 0.5
+                total_training_steps: 100
+                warmup_style: constant
+                weight_decay: 0.01
+            policy_loss:
+                _target_: verl.workers.config.PolicyLossConfig
+                clip_cov_lb: 1
+                clip_cov_ratio: 0.0002
+                clip_cov_ub: 5
+                kl_cov_ratio: 0.0002
+                loss_mode: vanilla
+                ppo_kl_coef: 0.1
+            ppo_epochs: 1
+            ppo_max_token_len_per_gpu: 16384
+            ppo_micro_batch_size: null
+            ppo_micro_batch_size_per_gpu: 1
+            ppo_mini_batch_size: 16
+            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
+            shuffle: false
+            strategy: fsdp
+            tis_imp_ratio_cap: -1
+            ulysses_sequence_parallel_size: 1
+            use_dynamic_bsz: false
+            use_fused_kernels: false
+            use_kl_loss: false
+            use_ref: true
+            use_remove_padding: false
+            use_torch_compile: true
+        hybrid_engine: true
+        model:
+            _target_: verl.workers.config.HFModelConfig
+            custom_chat_template: null
+            enable_activation_offload: false
+            enable_gradient_checkpointing: true
+            exclude_modules: null
+            external_lib: null
+            fused_kernel_options:
+                impl_backend: torch
+            hf_config_path: null
+            lora_alpha: 16
+            lora_rank: 0
+            path: /mnt/general/wanghy/RAGEN/saves/qwen7B_it_fromit_think_sokobanbox1_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf
+            target_modules: all-linear
+            tokenizer_path: null
+            torch_dtype: bfloat16
+            trust_remote_code: false
+            use_fused_kernels: false
+            use_liger: false
+            use_remove_padding: false
+            use_shm: false
+        nccl_timeout: 600
+        ref:
+            entropy_checkpointing: false
+            entropy_from_logits_with_chunking: false
+            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
+            log_prob_max_token_len_per_gpu: 16384
+            log_prob_micro_batch_size: null
+            log_prob_micro_batch_size_per_gpu: 1
+            log_prob_use_dynamic_bsz: false
+            model: null
+            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
+            strategy: fsdp
+            ulysses_sequence_parallel_size: 1
+            use_torch_compile: true
+        rollout:
+            _target_: verl.workers.config.RolloutConfig
+            agent:
+                _target_: verl.workers.config.AgentLoopConfig
+                agent_loop_config_path: null
+                custom_async_server:
+                    _target_: verl.workers.config.CustomAsyncServerConfig
+                    name: null
+                    path: null
+                num_workers: 8
+            calculate_log_probs: false
+            cudagraph_capture_sizes: null
+            data_parallel_size: 1
+            disable_log_stats: true
+            do_sample: true
+            dtype: bfloat16
+            enable_chunked_prefill: true
+            enable_prefix_caching: true
+            enforce_eager: true
+            expert_parallel_size: 1
+            free_cache_engine: true
+            gpu_memory_utilization: 0.6
+            ignore_eos: false
+            layered_summon: false
+            load_format: dummy
+            log_prob_max_token_len_per_gpu: 16384
+            log_prob_micro_batch_size: null
+            log_prob_micro_batch_size_per_gpu: 1
+            log_prob_use_dynamic_bsz: false
+            max_model_len: 16384
+            max_num_batched_tokens: 16384
+            max_num_seqs: 1024
+            mode: sync
+            multi_stage_wake_up: false
+            multi_turn:
+                _target_: verl.workers.config.MultiTurnConfig
+                enable: false
+                format: hermes
+                interaction_config_path: null
+                max_assistant_turns: null
+                max_parallel_calls: 1
+                max_tool_response_length: 256
+                max_user_turns: null
+                num_repeat_rollouts: null
+                tokenization_sanity_check_mode: strict
+                tool_config_path: null
+                tool_response_truncate_side: middle
+                use_inference_chat_template: false
+            "n": 1
+            name: vllm
+            over_sample_rate: 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
+            prompt_length: 1
+            response_length: 128
+            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: 15
+        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: /mnt/general/wanghy/RAGEN/saves/qwen7B_it_fromit_think_sokobanbox1_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf
+            target_modules: all-linear
+            tokenizer_path: /mnt/general/wanghy/RAGEN/saves/qwen7B_it_fromit_think_sokobanbox1_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf
+            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: 100
+            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: 16
+        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: 128
+                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: 2
+                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: 2
+            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: 700
+            max_tokens: 8192
+        rubikscube:
+            env_config:
+                max_steps: 20
+                render_mode: text
+                scramble_depth: 1
+            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:
+                    - CoordSokoban
+            env_groups: 8
+            group_size: 16
+        val:
+            env_configs:
+                n_groups:
+                    - 256
+                tags:
+                    - CoordSokoban
+            env_groups: 256
+            group_size: 1
+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: /mnt/general/wanghy/RAGEN/saves/qwen7B_it_fromit_think_sokobanbox1_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf
+ppo_mini_batch_size:
+    value: 16
+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: /mnt/general/wanghy/RAGEN/saves/qwen7B_it_fromit_think_sokobanbox1_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf
+            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: 0,1,2,3,4,5,6,7
+trainer:
+    value:
+        balance_batch: true
+        critic_warmup: 0
+        default_hdfs_dir: null
+        default_local_dir: /mnt/general/wanghy/RAGEN/saves/qwen7B_it_fromit_think_sokobanbox2_sequence_multitask
+        del_local_ckpt_after_load: false
+        device: cuda
+        esi_redundant_time: 0
+        experiment_name: sokoban-box2--starpos_fromit_sequence_multitask
+        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: 8
+        nnodes: 1
+        project_name: ragen_latest_qwen2.5_7B_it_sequence_multitask
+        ray_wait_register_center_timeout: 300
+        resume_from_path: null
+        resume_mode: auto
+        rollout_data_dir: null
+        save_freq: 100
+        test_freq: 10
+        total_epochs: 30
+        total_training_steps: 100
+        use_legacy_worker_impl: auto
+        val_before_train: true
+        val_only: false
+        validation_data_dir: null
+        validation_steps: 1

wandb/run-20260326_152605-1l9z7oi9/files/requirements.txt

@@ -0,0 +1,315 @@
+ragen==0.1
+ragen==0.1
+colorama==0.4.6
+psutil==7.1.3
+ragen==0.1
+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
+typeguard==4.5.1
+tyro==1.0.10
+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/run-20260326_152605-1l9z7oi9/files/wandb-metadata.json

@@ -0,0 +1,107 @@
+{
+  "os": "Linux-5.14.0-284.25.1.el9_2.x86_64-x86_64-with-glibc2.35",
+  "python": "CPython 3.10.19",
+  "startedAt": "2026-03-26T07:26:05.948700Z",
+  "args": [
+    "--node-ip-address=10.119.17.126",
+    "--node-manager-port=41581",
+    "--object-store-name=/tmp/ray/session_2026-03-26_15-22-10_277329_1062413/sockets/plasma_store",
+    "--raylet-name=/tmp/ray/session_2026-03-26_15-22-10_277329_1062413/sockets/raylet",
+    "--redis-address=None",
+    "--metrics-agent-port=52240",
+    "--logging-rotate-bytes=536870912",
+    "--logging-rotate-backup-count=5",
+    "--runtime-env-agent-port=42699",
+    "--gcs-address=10.119.17.126:53690",
+    "--session-name=session_2026-03-26_15-22-10_277329_1062413",
+    "--temp-dir=/tmp/ray",
+    "--webui=127.0.0.1:8266",
+    "--cluster-id=6e3bbce14b3e2ba324cbfd47ec8b6888f55e0eb92c6b8188a514e93b",
+    "--startup-token=112",
+    "--worker-launch-time-ms=1774509743673",
+    "--node-id=6030490c474e599eb8345b8b59c5a5a0f82cd91af8773a3102e234df",
+    "--runtime-env-hash=-839022692"
+  ],
+  "program": "/root/local/miniconda3/envs/ragen/lib/python3.10/site-packages/ray/_private/workers/default_worker.py",
+  "git": {
+    "remote": "https://github.com/Harry-mic/SCOUT",
+    "commit": "b365f5022f55c02c8a7077c3fcd7d0af6abdc5f0"
+  },
+  "email": "haoyu-wa22@mails.tsinghua.edu.cn",
+  "root": "/mnt/general/wanghy/RAGEN",
+  "host": "pt-64b2772f71324d2c846dc31274f853e7-worker-0",
+  "executable": "/root/local/miniconda3/envs/ragen/bin/python",
+  "cpu_count": 64,
+  "cpu_count_logical": 128,
+  "gpu": "NVIDIA H100 80GB HBM3",
+  "gpu_count": 8,
+  "disk": {
+    "/": {
+      "total": "5153960755200",
+      "used": "21230706688"
+    }
+  },
+  "memory": {
+    "total": "2163639439360"
+  },
+  "gpu_nvidia": [
+    {
+      "name": "NVIDIA H100 80GB HBM3",
+      "memoryTotal": "85520809984",
+      "cudaCores": 16896,
+      "architecture": "Hopper",
+      "uuid": "GPU-29f0a856-a12b-1581-38b4-916e7346a784"
+    },
+    {
+      "name": "NVIDIA H100 80GB HBM3",
+      "memoryTotal": "85520809984",
+      "cudaCores": 16896,
+      "architecture": "Hopper",
+      "uuid": "GPU-9f667591-6d3e-2f82-2c9c-a104e9e60b79"
+    },
+    {
+      "name": "NVIDIA H100 80GB HBM3",
+      "memoryTotal": "85520809984",
+      "cudaCores": 16896,
+      "architecture": "Hopper",
+      "uuid": "GPU-d8fc696a-7966-9460-11b0-2821848dc36b"
+    },
+    {
+      "name": "NVIDIA H100 80GB HBM3",
+      "memoryTotal": "85520809984",
+      "cudaCores": 16896,
+      "architecture": "Hopper",
+      "uuid": "GPU-12ffe1cd-2198-13d1-a289-bd0bf044c903"
+    },
+    {
+      "name": "NVIDIA H100 80GB HBM3",
+      "memoryTotal": "85520809984",
+      "cudaCores": 16896,
+      "architecture": "Hopper",
+      "uuid": "GPU-389c1b72-63f4-56ca-1448-41f5efa2523b"
+    },
+    {
+      "name": "NVIDIA H100 80GB HBM3",
+      "memoryTotal": "85520809984",
+      "cudaCores": 16896,
+      "architecture": "Hopper",
+      "uuid": "GPU-2a50af47-eb6a-6d96-fe56-d7caa8a2e460"
+    },
+    {
+      "name": "NVIDIA H100 80GB HBM3",
+      "memoryTotal": "85520809984",
+      "cudaCores": 16896,
+      "architecture": "Hopper",
+      "uuid": "GPU-1d0e7ab5-cf51-ca66-bf6f-e72dc425f9f8"
+    },
+    {
+      "name": "NVIDIA H100 80GB HBM3",
+      "memoryTotal": "85520809984",
+      "cudaCores": 16896,
+      "architecture": "Hopper",
+      "uuid": "GPU-9299dcdf-eee5-9434-0ab3-25c9e4f53eed"
+    }
+  ],
+  "cudaVersion": "13.0",
+  "writerId": "ho2awb5edtiy1412eue9cob7geugnnvw"
+}