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        "episode": 1000,
        "victory_rate": 0.003,
        "q_table_size": 123,
        "epsilon": 0.606454822840097
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        "episode": 2000,
        "victory_rate": 0.0,
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        "episode": 3000,
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        "episode": 4000,
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        "epsilon": 0.1
      },
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        "episode": 6000,
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        "epsilon": 0.1
      },
      {
        "episode": 7000,
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        "epsilon": 0.1
      },
      {
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        "epsilon": 0.1
      },
      {
        "episode": 9000,
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        "epsilon": 0.1
      },
      {
        "episode": 10000,
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    ]
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  "llm": {
    "method": "LLM In-Context Learning",
    "provider": "moonshot",
    "base_url": "https://api.moonshot.cn/v1",
    "model": "kimi-k3",
    "using_openrouter": false,
    "training_episodes": 1,
    "evaluation_episodes": 0,
    "training_time": 416.1074731349945,
    "experiences_collected": 17,
    "api_calls": 17,
    "api_attempts": 17,
    "api_errors": 0,
    "fallback_actions": 0,
    "total_tokens": 28242,
    "training_victories": 1,
    "training_victory_rate": 1.0,
    "eval_victories": 0,
    "eval_victory_rate": 0.0,
    "eval_avg_reward": 0.0,
    "eval_avg_steps": 0.0,
    "episode_rewards": [
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    "episode_lengths": [
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        "victory": true,
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        "trajectory": [
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            "step": 1,
            "state_before": "\n=== Room: Entrance ===\nYou stand in a dimly lit entrance hall. Stone walls echo your footsteps.\n\nYou see:\n  - rusty sword: An old sword with rust spots\n\nExits: north, east\n\nScore: 0 | Moves: 0/50",
            "available_actions": [
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              "go east",
              "take rusty sword",
              "look around",
              "check inventory"
            ],
            "action": "take rusty sword",
            "reward": 2.5,
            "feedback": "You take the rusty sword.",
            "api_record_index": 0
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          {
            "step": 2,
            "state_before": "\n=== Room: Entrance ===\nYou stand in a dimly lit entrance hall. Stone walls echo your footsteps.\n\nExits: north, east\n\nInventory: rusty sword\n\nScore: 0 | Moves: 1/50",
            "available_actions": [
              "go north",
              "go east",
              "use rusty sword",
              "drop rusty sword",
              "look around",
              "check inventory"
            ],
            "action": "go north",
            "reward": 0.5,
            "feedback": "You move north to the hallway.",
            "api_record_index": 1
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          {
            "step": 3,
            "state_before": "\n=== Room: Hallway ===\nA long hallway with a locked door to the north.\n\nExits: south, north (locked)\n\nInventory: rusty sword\n\nScore: 0 | Moves: 2/50",
            "available_actions": [
              "go south",
              "go north",
              "use rusty sword",
              "drop rusty sword",
              "look around",
              "check inventory"
            ],
            "action": "look around",
            "reward": -0.5,
            "feedback": "\n=== Room: Hallway ===\nA long hallway with a locked door to the north.\n\nExits: south, north (locked)\n\nInventory: rusty sword\n\nScore: 0 | Moves: 3/50",
            "api_record_index": 2
          },
          {
            "step": 4,
            "state_before": "\n=== Room: Hallway ===\nA long hallway with a locked door to the north.\n\nExits: south, north (locked)\n\nInventory: rusty sword\n\nScore: 0 | Moves: 3/50",
            "available_actions": [
              "go south",
              "go north",
              "use rusty sword",
              "drop rusty sword",
              "look around",
              "check inventory"
            ],
            "action": "use rusty sword",
            "reward": -1.0,
            "feedback": "You can't use the rusty sword right now.",
            "api_record_index": 3
          },
          {
            "step": 5,
            "state_before": "\n=== Room: Hallway ===\nA long hallway with a locked door to the north.\n\nExits: south, north (locked)\n\nInventory: rusty sword\n\nScore: 0 | Moves: 4/50",
            "available_actions": [
              "go south",
              "go north",
              "use rusty sword",
              "drop rusty sword",
              "look around",
              "check inventory"
            ],
            "action": "go south",
            "reward": 0.5,
            "feedback": "You move south to the entrance.",
            "api_record_index": 4
          },
          {
            "step": 6,
            "state_before": "\n=== Room: Entrance ===\nYou stand in a dimly lit entrance hall. Stone walls echo your footsteps.\n\nExits: north, east\n\nInventory: rusty sword\n\nScore: 0 | Moves: 5/50",
            "available_actions": [
              "go north",
              "go east",
              "use rusty sword",
              "drop rusty sword",
              "look around",
              "check inventory"
            ],
            "action": "go east",
            "reward": 0.5,
            "feedback": "You move east to the storage.",
            "api_record_index": 5
          },
          {
            "step": 7,
            "state_before": "\n=== Room: Storage ===\nA dusty storage room filled with old crates and barrels.\n\nYou see:\n  - red key: A small red metal key\n  - magic crystal: A glowing crystal that hums with energy\n\nExits: west\n\nInventory: rusty sword\n\nScore: 0 | Moves: 6/50",
            "available_actions": [
              "go west",
              "take red key",
              "take magic crystal",
              "use rusty sword",
              "drop rusty sword",
              "look around",
              "check inventory"
            ],
            "action": "take red key",
            "reward": 4.5,
            "feedback": "You take the red key.",
            "api_record_index": 6
          },
          {
            "step": 8,
            "state_before": "\n=== Room: Storage ===\nA dusty storage room filled with old crates and barrels.\n\nYou see:\n  - magic crystal: A glowing crystal that hums with energy\n\nExits: west\n\nInventory: rusty sword, red key\n\nScore: 0 | Moves: 7/50",
            "available_actions": [
              "go west",
              "take magic crystal",
              "use rusty sword",
              "drop rusty sword",
              "use red key",
              "drop red key",
              "look around",
              "check inventory",
              "try crafting"
            ],
            "action": "take magic crystal",
            "reward": 1.5,
            "feedback": "You take the magic crystal.",
            "api_record_index": 7
          },
          {
            "step": 9,
            "state_before": "\n=== Room: Storage ===\nA dusty storage room filled with old crates and barrels.\n\nExits: west\n\nInventory: rusty sword, red key, magic crystal\n\nScore: 0 | Moves: 8/50",
            "available_actions": [
              "go west",
              "use rusty sword",
              "drop rusty sword",
              "use red key",
              "drop red key",
              "use magic crystal",
              "drop magic crystal",
              "look around",
              "check inventory",
              "try crafting"
            ],
            "action": "try crafting",
            "reward": 9.5,
            "feedback": "You successfully craft a silver sword!",
            "api_record_index": 8
          },
          {
            "step": 10,
            "state_before": "\n=== Room: Storage ===\nA dusty storage room filled with old crates and barrels.\n\nExits: west\n\nInventory: red key, silver sword\n\nScore: 0 | Moves: 9/50",
            "available_actions": [
              "go west",
              "use red key",
              "drop red key",
              "use silver sword",
              "drop silver sword",
              "look around",
              "check inventory",
              "try crafting"
            ],
            "action": "go west",
            "reward": 0.5,
            "feedback": "You move west to the entrance.",
            "api_record_index": 9
          },
          {
            "step": 11,
            "state_before": "\n=== Room: Entrance ===\nYou stand in a dimly lit entrance hall. Stone walls echo your footsteps.\n\nExits: north, east\n\nInventory: red key, silver sword\n\nScore: 0 | Moves: 10/50",
            "available_actions": [
              "go north",
              "go east",
              "use red key",
              "drop red key",
              "use silver sword",
              "drop silver sword",
              "look around",
              "check inventory",
              "try crafting"
            ],
            "action": "go north",
            "reward": 0.5,
            "feedback": "You move north to the hallway.",
            "api_record_index": 10
          },
          {
            "step": 12,
            "state_before": "\n=== Room: Hallway ===\nA long hallway with a locked door to the north.\n\nExits: south, north (locked)\n\nInventory: red key, silver sword\n\nScore: 0 | Moves: 11/50",
            "available_actions": [
              "go south",
              "go north",
              "use red key",
              "drop red key",
              "use silver sword",
              "drop silver sword",
              "look around",
              "check inventory",
              "try crafting"
            ],
            "action": "use red key",
            "reward": -0.5,
            "feedback": "The red key will be used automatically when needed.",
            "api_record_index": 11
          },
          {
            "step": 13,
            "state_before": "\n=== Room: Hallway ===\nA long hallway with a locked door to the north.\n\nExits: south, north (locked)\n\nInventory: red key, silver sword\n\nScore: 0 | Moves: 12/50",
            "available_actions": [
              "go south",
              "go north",
              "use red key",
              "drop red key",
              "use silver sword",
              "drop silver sword",
              "look around",
              "check inventory",
              "try crafting"
            ],
            "action": "go north",
            "reward": 4.5,
            "feedback": "You unlock the door with the red key and move north.",
            "api_record_index": 12
          },
          {
            "step": 14,
            "state_before": "\n=== Room: Guard Room ===\nA large room with weapon racks. A guard blocks the treasure!\nA guard blocks your way!\n\nExits: south, east\n\nInventory: red key, silver sword\n\nScore: 0 | Moves: 13/50",
            "available_actions": [
              "go south",
              "go east",
              "use red key",
              "drop red key",
              "use silver sword",
              "drop silver sword",
              "attack with silver sword",
              "look around",
              "check inventory",
              "try crafting"
            ],
            "action": "attack with silver sword",
            "reward": 19.5,
            "feedback": "You defeat the strong guard with your silver sword!",
            "api_record_index": 13
          },
          {
            "step": 15,
            "state_before": "\n=== Room: Guard Room ===\nA large room with weapon racks. A guard blocks the treasure!\n\nExits: south, east\n\nInventory: red key, silver sword\n\nScore: 0 | Moves: 14/50",
            "available_actions": [
              "go south",
              "go east",
              "use red key",
              "drop red key",
              "use silver sword",
              "drop silver sword",
              "look around",
              "check inventory",
              "try crafting"
            ],
            "action": "use silver sword",
            "reward": -1.0,
            "feedback": "You can't use the silver sword right now.",
            "api_record_index": 14
          },
          {
            "step": 16,
            "state_before": "\n=== Room: Guard Room ===\nA large room with weapon racks. A guard blocks the treasure!\n\nExits: south, east\n\nInventory: red key, silver sword\n\nScore: 0 | Moves: 15/50",
            "available_actions": [
              "go south",
              "go east",
              "use red key",
              "drop red key",
              "use silver sword",
              "drop silver sword",
              "look around",
              "check inventory",
              "try crafting"
            ],
            "action": "go east",
            "reward": 0.5,
            "feedback": "You move east to the treasure_room.",
            "api_record_index": 15
          },
          {
            "step": 17,
            "state_before": "\n=== Room: Treasure Room ===\nThe treasure room! Gold coins and jewels sparkle in the light.\n\nYou see:\n  - dragon's treasure: A massive hoard of gold and gems\n\nExits: west\n\nInventory: red key, silver sword\n\nScore: 0 | Moves: 16/50",
            "available_actions": [
              "go west",
              "take dragon's treasure",
              "use red key",
              "drop red key",
              "use silver sword",
              "drop silver sword",
              "look around",
              "check inventory",
              "try crafting"
            ],
            "action": "take dragon's treasure",
            "reward": 199.5,
            "feedback": "You take the dragon's treasure.\n\n🎉 VICTORY! You've collected the dragon's treasure!",
            "api_record_index": 16
          }
        ]
      }
    ]
  }
}