/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