Agent/examples/cache-test/test_output.log

/Users/elksmmx/miniconda3/lib/python3.13/site-packages/lark_oapi/ws/pb/google/__init__.py:2: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  __import__('pkg_resources').declare_namespace(__name__)
============================================================
Prompt Caching 测试
============================================================

1. 加载 prompt 配置...
2. 构建任务消息...
3. 创建 Agent Runner...
   - 模型: sonnet-4.6
4. 启动新 Agent 模式...

▶️ 开始执行...

[Trace] 开始: 6084e1f3...
INFO     [agent.memory.skill_loader] 成功加载 skill: planning from planning.md
INFO     [agent.memory.skill_loader] 成功加载 skill: browser from browser.md
INFO     [agent.memory.skill_loader] 成功加载 skill: research from research.md
INFO     [agent.memory.skill_loader] 成功加载 skill: core from core.md
INFO     [agent.memory.skill_loader] 加载了 4 个内置 skills

[压缩评估] 消息数: 2 | 图片数: 0 | Token: 2,103 / 100,000 (2.1%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 总消息: 2, 缓存点: 1 at positions: []
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 1 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 1 个 cache_control 标记
[Pricing] Loaded config from: /Users/elksmmx/Desktop/agent 2.10/Agent/config/pricing.yaml
[DEBUG] Pushed goal_added event: goal_id=1, parent_id=None
INFO     [agent.core.runner] 自动创建 root goal: 1
[3] Tool calls: 2

[压缩评估] 消息数: 5 | 图片数: 0 | Token: 2,254 / 100,000 (2.3%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 总消息: 5, 缓存点: 1 at positions: []
[Experience System]  runner.experiences_path:  ./.cache/experiences.md
[Experience] 使用 runner 配置的路径: ./.cache/experiences.md
[Experience System] 警告: 经验文件不存在 (./.cache/experiences.md)
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 1 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 1 个 cache_control 标记
[6] Tool calls: 2

[压缩评估] 消息数: 8 | 图片数: 0 | Token: 2,526 / 100,000 (2.5%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 总消息: 8, 缓存点: 1 at positions: []
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 1 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 1 个 cache_control 标记
[9] Tool calls: 2

[压缩评估] 消息数: 11 | 图片数: 0 | Token: 2,741 / 100,000 (2.7%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 总消息: 11, 缓存点: 1 at positions: []
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 1 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 1 个 cache_control 标记
[12] Tool calls: 2

[压缩评估] 消息数: 14 | 图片数: 0 | Token: 3,776 / 100,000 (3.8%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 总消息: 14, 缓存点: 1 at positions: []
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 1 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 1 个 cache_control 标记
[15] Tool calls: 2

[压缩评估] 消息数: 17 | 图片数: 0 | Token: 4,039 / 100,000 (4.0%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 总消息: 17, 缓存点: 1 at positions: []
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 1 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 1 个 cache_control 标记

[Trace] ✅ 完成
  - Total messages: 18
  - Total tokens: 12,588
  - Cache creation: 8,994
  - Cache read: 44,970
  - Cache hit rate: 415.6%
  - Total cost: $-0.0287

============================================================
缓存分析
============================================================

Trace ID: 6084e1f3-2c3f-4e26-9926-ed1ef7a351c5
总消息数: 18
总 tokens: 12,588
Prompt tokens: 10,821
Cache creation: 8,994 (83.1%)
Cache read: 44,970 (415.6%)
总成本: $-0.0287

估算节省成本: $0.1214

Trace 目录: .trace/6084e1f3-2c3f-4e26-9926-ed1ef7a351c5
/Users/elksmmx/miniconda3/lib/python3.13/site-packages/lark_oapi/ws/pb/google/__init__.py:2: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  __import__('pkg_resources').declare_namespace(__name__)
============================================================
Prompt Caching 测试
============================================================

1. 加载 prompt 配置...
2. 构建任务消息...
3. 创建 Agent Runner...
   - 模型: sonnet-4.6
4. 启动新 Agent 模式...

▶️ 开始执行...

[Trace] 开始: ba9ebfa1...
INFO     [agent.memory.skill_loader] 成功加载 skill: planning from planning.md
INFO     [agent.memory.skill_loader] 成功加载 skill: browser from browser.md
INFO     [agent.memory.skill_loader] 成功加载 skill: research from research.md
INFO     [agent.memory.skill_loader] 成功加载 skill: core from core.md
INFO     [agent.memory.skill_loader] 加载了 4 个内置 skills

[压缩评估] 消息数: 2 | 图片数: 0 | Token: 2,199 / 100,000 (2.2%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 总消息: 2, 缓存点: 1 at positions: []
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 1 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 1 个 cache_control 标记
[Pricing] Loaded config from: /Users/elksmmx/Desktop/agent 2.10/Agent/config/pricing.yaml
[DEBUG] Pushed goal_added event: goal_id=1, parent_id=None
INFO     [agent.core.runner] 自动创建 root goal: 1
[3] Tool calls: 1

[压缩评估] 消息数: 4 | 图片数: 0 | Token: 2,285 / 100,000 (2.3%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 总消息: 4, 缓存点: 1 at positions: []
[Experience System]  runner.experiences_path:  ./.cache/experiences.md
[Experience] 使用 runner 配置的路径: ./.cache/experiences.md
[Experience System] 警告: 经验文件不存在 (./.cache/experiences.md)
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 1 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 1 个 cache_control 标记
[5] Tool calls: 1

[压缩评估] 消息数: 6 | 图片数: 0 | Token: 2,366 / 100,000 (2.4%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 总消息: 6, 缓存点: 1 at positions: []
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 1 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 1 个 cache_control 标记
[7] Tool calls: 1

[压缩评估] 消息数: 8 | 图片数: 0 | Token: 2,448 / 100,000 (2.4%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 总消息: 8, 缓存点: 1 at positions: []
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 1 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 1 个 cache_control 标记
[9] Tool calls: 1

[压缩评估] 消息数: 10 | 图片数: 0 | Token: 2,521 / 100,000 (2.5%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 总消息: 10, 缓存点: 1 at positions: []
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 1 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 1 个 cache_control 标记
[11] Tool calls: 1

[压缩评估] 消息数: 12 | 图片数: 0 | Token: 2,714 / 100,000 (2.7%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 总消息: 12, 缓存点: 1 at positions: []
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 1 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 1 个 cache_control 标记
[13] Tool calls: 1

[压缩评估] 消息数: 14 | 图片数: 0 | Token: 2,832 / 100,000 (2.8%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 总消息: 14, 缓存点: 1 at positions: []
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 1 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 1 个 cache_control 标记
[15] Tool calls: 1

[压缩评估] 消息数: 16 | 图片数: 0 | Token: 2,924 / 100,000 (2.9%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 总消息: 16, 缓存点: 1 at positions: []
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 1 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 1 个 cache_control 标记
[17] Tool calls: 1

[压缩评估] 消息数: 18 | 图片数: 0 | Token: 2,988 / 100,000 (3.0%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 总消息: 18, 缓存点: 1 at positions: []
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 1 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 1 个 cache_control 标记
[19] Tool calls: 1

[压缩评估] 消息数: 20 | 图片数: 0 | Token: 3,067 / 100,000 (3.1%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 20, 缓存点: 2 at positions: [18]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 2 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 2 个 cache_control 标记
[21] Tool calls: 1

[压缩评估] 消息数: 22 | 图片数: 0 | Token: 3,645 / 100,000 (3.6%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 22, 缓存点: 2 at positions: [18]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 1 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 1 个 cache_control 标记
[23] Tool calls: 1

[压缩评估] 消息数: 24 | 图片数: 0 | Token: 3,783 / 100,000 (3.8%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 24, 缓存点: 2 at positions: [18]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 2 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 2 个 cache_control 标记
[25] Tool calls: 1

[压缩评估] 消息数: 26 | 图片数: 0 | Token: 3,978 / 100,000 (4.0%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 26, 缓存点: 2 at positions: [18]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 2 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 2 个 cache_control 标记
[27] Tool calls: 1

[压缩评估] 消息数: 28 | 图片数: 0 | Token: 4,212 / 100,000 (4.2%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 28, 缓存点: 2 at positions: [18]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 2 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 2 个 cache_control 标记
[29] Tool calls: 1

[压缩评估] 消息数: 30 | 图片数: 0 | Token: 4,343 / 100,000 (4.3%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 30, 缓存点: 2 at positions: [18]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 2 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 2 个 cache_control 标记
[31] Tool calls: 1

[压缩评估] 消息数: 32 | 图片数: 0 | Token: 4,443 / 100,000 (4.4%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 32, 缓存点: 2 at positions: [18]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 2 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 2 个 cache_control 标记
[33] Tool calls: 1

[压缩评估] 消息数: 34 | 图片数: 0 | Token: 4,533 / 100,000 (4.5%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 34, 缓存点: 2 at positions: [18]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 2 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 2 个 cache_control 标记
[35] Tool calls: 1

[压缩评估] 消息数: 36 | 图片数: 0 | Token: 4,736 / 100,000 (4.7%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 36, 缓存点: 2 at positions: [18]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 2 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 2 个 cache_control 标记
[37] Tool calls: 1

[压缩评估] 消息数: 38 | 图片数: 0 | Token: 4,855 / 100,000 (4.9%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 38, 缓存点: 2 at positions: [18]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 2 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 2 个 cache_control 标记
[39] Tool calls: 1

[压缩评估] 消息数: 40 | 图片数: 0 | Token: 4,986 / 100,000 (5.0%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 尝试为 message[38] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[38] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 40, 缓存点: 3 at positions: [18, 38]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 3 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 3 个 cache_control 标记
[41] Tool calls: 1

[压缩评估] 消息数: 42 | 图片数: 0 | Token: 5,082 / 100,000 (5.1%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 尝试为 message[38] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[38] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 42, 缓存点: 3 at positions: [18, 38]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 2 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 2 个 cache_control 标记
[43] Tool calls: 1

[压缩评估] 消息数: 44 | 图片数: 0 | Token: 5,229 / 100,000 (5.2%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 尝试为 message[38] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[38] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 44, 缓存点: 3 at positions: [18, 38]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 3 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 3 个 cache_control 标记
[45] Tool calls: 1

[压缩评估] 消息数: 46 | 图片数: 0 | Token: 5,316 / 100,000 (5.3%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 尝试为 message[38] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[38] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 46, 缓存点: 3 at positions: [18, 38]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 3 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 3 个 cache_control 标记
[47] Tool calls: 1

[压缩评估] 消息数: 48 | 图片数: 0 | Token: 5,393 / 100,000 (5.4%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 尝试为 message[38] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[38] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 48, 缓存点: 3 at positions: [18, 38]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 3 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 3 个 cache_control 标记
[49] Tool calls: 1

[压缩评估] 消息数: 50 | 图片数: 0 | Token: 5,463 / 100,000 (5.5%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 尝试为 message[38] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[38] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 50, 缓存点: 3 at positions: [18, 38]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 3 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 3 个 cache_control 标记
[51] Tool calls: 1

[压缩评估] 消息数: 52 | 图片数: 0 | Token: 5,536 / 100,000 (5.5%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 尝试为 message[38] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[38] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 52, 缓存点: 3 at positions: [18, 38]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 3 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 3 个 cache_control 标记
[53] Tool calls: 1

[压缩评估] 消息数: 54 | 图片数: 0 | Token: 5,612 / 100,000 (5.6%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 尝试为 message[38] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[38] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 54, 缓存点: 3 at positions: [18, 38]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 3 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 3 个 cache_control 标记
[55] Tool calls: 1

[压缩评估] 消息数: 56 | 图片数: 0 | Token: 5,735 / 100,000 (5.7%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 尝试为 message[38] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[38] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 56, 缓存点: 3 at positions: [18, 38]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 3 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 3 个 cache_control 标记
[57] Tool calls: 1

[压缩评估] 消息数: 58 | 图片数: 0 | Token: 5,810 / 100,000 (5.8%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 尝试为 message[38] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[38] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 58, 缓存点: 3 at positions: [18, 38]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 3 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 3 个 cache_control 标记
[59] Tool calls: 1

[压缩评估] 消息数: 60 | 图片数: 0 | Token: 5,913 / 100,000 (5.9%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 尝试为 message[38] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[38] (assistant) 添加缓存标记 (str->list)
[Cache] 尝试为 message[58] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[58] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 60, 缓存点: 4 at positions: [18, 38, 58]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 4 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 4 个 cache_control 标记
[61] Tool calls: 1

[压缩评估] 消息数: 62 | 图片数: 0 | Token: 6,040 / 100,000 (6.0%)
[压缩评估] ✅ 未超阈值，无需压缩

[Cache] 尝试为 message[18] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[18] (assistant) 添加缓存标记 (str->list)
[Cache] 尝试为 message[38] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[38] (assistant) 添加缓存标记 (str->list)
[Cache] 尝试为 message[58] (role=assistant, content_type=str) 添加缓存标记
[Cache] ✓ 为 message[58] (assistant) 添加缓存标记 (str->list)
[Cache] 总消息: 62, 缓存点: 4 at positions: [18, 38, 58]
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] model: anthropic/claude-sonnet-4.6 → anthropic/claude-sonnet-4-6
[OpenRouter/Anthropic] 发现 3 个 cache_control 标记
INFO     [agent.llm.openrouter] [OpenRouter/Anthropic] 发现 3 个 cache_control 标记

[Trace] ✅ 完成
  - Total messages: 63
  - Total tokens: 45,721
  - Cache creation: 89,889
  - Cache read: 271,046
  - Cache hit rate: 653.7%
  - Total cost: $-0.2065

============================================================
缓存分析
============================================================

Trace ID: ba9ebfa1-b18a-4cab-8ab2-519b73852551
总消息数: 63
总 tokens: 45,721
Prompt tokens: 41,465
Cache creation: 89,889 (216.8%)
Cache read: 271,046 (653.7%)
总成本: $-0.2065

估算节省成本: $0.7318

Trace 目录: .trace/ba9ebfa1-b18a-4cab-8ab2-519b73852551