feat(ai): Phase 22 OpenClaw + Nemotron 協作架構 (ADR-044)
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統帥批准實作「仲裁-執行分工」架構: - OpenClaw = 仲裁者 (Why + Risk Level) - Nemotron = 執行者 (How + kubectl Command) 新增功能: - config.py: ENABLE_NEMOTRON_COLLABORATION Feature Flag - openclaw.py: generate_incident_proposal_with_tools() - openclaw.py: _call_nemotron_tools() Nemotron 呼叫 - telegram_gateway.py: TelegramMessage Nemotron 欄位 - telegram_gateway.py: format_with_nemotron() 雙區塊格式 - decision_manager.py: 整合協作方法 - proposal_service.py: 整合協作方法 觸發條件: - LOW 風險 → 僅 OpenClaw - MEDIUM/HIGH/CRITICAL → OpenClaw + Nemotron 雙軌 首席架構師審查: 83/100 條件通過 Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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| 欄位 | 值 |
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|------|-----|
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| **版本** | v1.6 |
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| **版本** | v1.7 |
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| **建立日期** | 2026-03-20 (台北) |
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| **建立者** | Claude Code |
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| **最後修改** | 2026-03-27 15:30 (台北) |
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| **最後修改** | 2026-03-31 18:00 (台北) |
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| **修改者** | Claude Code (首席架構師) |
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### 變更紀錄
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@@ -27,6 +27,7 @@
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| v1.4 | 2026-03-26 | Claude Code | K8s 資源名稱驗證 (ADR-016) |
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| v1.5 | 2026-03-27 | Claude Code | Stream Key 統一 + 告警去重機制 |
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| v1.6 | 2026-03-27 | Claude Code | **P1 優化: 稍後/靜默按鈕** |
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| v1.7 | 2026-03-31 | Claude Code | **Phase 22: OpenClaw + Nemotron 協作 (ADR-044)** |
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---
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@@ -445,6 +446,86 @@ elif result.requires_confirmation:
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---
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## 🤖 Phase 22: OpenClaw + Nemotron 協作 (ADR-044)
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> **新增**: 2026-03-31 (首席架構師批准)
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> **目的**: 在同一 Telegram 卡片顯示 OpenClaw 仲裁 + Nemotron 執行方案
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### 架構分工
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```
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OpenClaw = 仲裁者 (Arbitrator) - 決定「為什麼」和「風險等級」
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Nemotron = 執行者 (Executor) - 決定「怎麼做」和「具體指令」
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```
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| 角色 | OpenClaw | Nemotron |
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|------|----------|----------|
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| **任務** | Root Cause Analysis | Tool Calling |
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| **輸出** | 風險等級 + 責任團隊 | kubectl 指令 + 驗證 |
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| **模型** | Ollama/Gemini | Nemotron-mini |
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| **信心度** | 0-100% | ✅/❌ 驗證狀態 |
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### 觸發條件
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| 風險等級 | OpenClaw | Nemotron | 原因 |
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|----------|----------|----------|------|
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| LOW | ✅ | ❌ | 低風險不需 Tool 驗證 |
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| MEDIUM | ✅ | ✅ | 需驗證操作可行性 |
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| HIGH | ✅ | ✅ | 高風險雙重驗證 |
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| CRITICAL | ✅ | ✅ + HITL | 必須人工介入 |
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### 核心方法
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```python
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# apps/api/src/services/openclaw.py
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async def generate_incident_proposal_with_tools(
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self,
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incident_id: str,
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severity: str,
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signals: list[dict],
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affected_services: list[str],
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) -> tuple[dict | None, str, bool]:
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"""
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Phase 22: OpenClaw + Nemotron 協作
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Returns:
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proposal_dict 新增:
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- nemotron_enabled: bool
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- nemotron_tools: list[dict]
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- nemotron_validation: str
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"""
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```
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### Telegram 訊息格式
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```
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🤖 <b>OpenClaw 仲裁</b>
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├ 📊 信心: 🟢 85%
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├ 👥 責任: SRE Team
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└ 💡 原因: Pod OOM 觸發重啟
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━━━━━━━━━━━━━━━━━━━
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🔧 <b>Nemotron 執行方案</b>
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✅ restart_deployment: awoooi-api
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✅ scale_deployment: replicas=3
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└ 驗證: ✅ 驗證通過
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```
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### Feature Flag
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```bash
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# 環境變數控制
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ENABLE_NEMOTRON_COLLABORATION=true # 啟用協作
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NEMOTRON_TIMEOUT_SECONDS=45 # 超時設定
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NEMOTRON_ASYNC_UPDATE=true # 異步更新模式
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```
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### 相關文件
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- `docs/adr/ADR-044-openclaw-nemotron-collaboration.md`
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- `memory/project_phase22_nemotron_collab.md`
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---
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## 參考文檔
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- `apps/api/src/services/incident_engine.py`: 聚合引擎
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@@ -239,11 +239,83 @@ if provider.is_high_risk_tool(tool_name):
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---
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---
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## OpenClaw + Nemotron 協作路由 (ADR-044)
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> **新增**: 2026-03-31 (首席架構師批准)
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### 協作觸發路由
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```
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Incident 進入
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↓
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┌─────────────────────────────────────────┐
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│ OpenClaw.generate_incident_proposal() │
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│ → 輸出: risk_level, reasoning │
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└─────────────────────────────────────────┘
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↓
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┌─────────────────────────────────────────┐
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│ 風險等級判斷 │
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│ ├─ LOW → 跳過 Nemotron │
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│ └─ MEDIUM/HIGH/CRITICAL → 觸發 Nemotron │
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└─────────────────────────────────────────┘
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↓ (if MEDIUM+)
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┌─────────────────────────────────────────┐
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│ Nemotron.tool_call() │
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│ → 輸出: kubectl 指令 + 驗證狀態 │
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└─────────────────────────────────────────┘
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↓
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┌─────────────────────────────────────────┐
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│ 組合結果 → Telegram 卡片 │
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└─────────────────────────────────────────┘
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```
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### 路由決策表
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| 場景 | Provider 1 | Provider 2 | Fallback |
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|------|------------|------------|----------|
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| RCA 分析 | Ollama | Gemini | Expert System |
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| Tool Calling | Nemotron | Gemini | 拒絕執行 |
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| **協作模式** | OpenClaw (RCA) | Nemotron (Tool) | 只顯示 OpenClaw |
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### 程式碼整合
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```python
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from src.services.ai_router import get_ai_router
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from src.services.openclaw import get_openclaw_service
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router = get_ai_router()
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openclaw = get_openclaw_service()
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# 使用協作方法
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proposal, provider, success = await openclaw.generate_incident_proposal_with_tools(
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incident_id="INC-001",
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severity="high",
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signals=[...],
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affected_services=["awoooi-api"],
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)
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# proposal 包含:
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# - OpenClaw 仲裁結果 (reasoning, risk_level, confidence)
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# - Nemotron 執行方案 (nemotron_tools, nemotron_validation) - 如果啟用
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```
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### Feature Flag
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```bash
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ENABLE_NEMOTRON_COLLABORATION=true # 預設啟用
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```
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---
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## 相關文件
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- ADR-006: AI Fallback Strategy (v1.3 含 Nemotron)
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- ADR-023: 智能路由架構
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- ADR-036: Nemotron Tool Calling 整合 🆕
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- ADR-036: Nemotron Tool Calling 整合
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- ADR-044: OpenClaw + Nemotron 協作架構 🆕
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- `project_model_router_design.md`
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- `project_phase13_3_smart_router.md`
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- `project_nemotron_integration.md` 🆕
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- `project_nemotron_integration.md`
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- `project_phase22_nemotron_collab.md` 🆕
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@@ -66,6 +66,30 @@ class Settings(BaseSettings):
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description="Phase 16: True=lewooogo packages, False=內嵌版本",
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)
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# ==========================================================================
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# Phase 22: OpenClaw + Nemotron 協作 (ADR-044)
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# 2026-03-31 Claude Code: 統帥批准實作
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#
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# 功能:
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# - ENABLE_NEMOTRON_COLLABORATION: 啟用 OpenClaw + Nemotron 雙軌協作
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# - NEMOTRON_TIMEOUT_SECONDS: Nemotron API 呼叫超時
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# - NEMOTRON_ASYNC_UPDATE: 異步更新模式 (先推 OpenClaw，後更新 Nemotron)
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#
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# 回滾指令: kubectl set env deployment/awoooi-api ENABLE_NEMOTRON_COLLABORATION=false
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# ==========================================================================
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ENABLE_NEMOTRON_COLLABORATION: bool = Field(
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default=True,
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description="Phase 22: True=啟用 OpenClaw+Nemotron 協作, False=僅 OpenClaw",
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)
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NEMOTRON_TIMEOUT_SECONDS: int = Field(
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default=45,
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description="Phase 22: Nemotron API 呼叫超時 (秒)",
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)
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NEMOTRON_ASYNC_UPDATE: bool = Field(
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default=True,
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description="Phase 22: True=異步更新 (先推 OpenClaw), False=同步等待",
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)
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# ==========================================================================
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# CORS - 嚴格白名單 (無 UAT, 無 wildcard)
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# ==========================================================================
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@@ -552,11 +552,12 @@ class DecisionManager:
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# Expert System 同步執行 (立即可用)
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expert_result = expert_analyze(incident)
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# LLM 非同步執行
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# LLM 非同步執行 (Phase 22: OpenClaw + Nemotron 協作)
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# 2026-03-31 Claude Code: 使用 _with_tools 方法啟用雙軌協作
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try:
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signals_dict = [s.model_dump() for s in incident.signals]
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llm_result, provider, success = await self._openclaw.generate_incident_proposal(
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llm_result, provider, success = await self._openclaw.generate_incident_proposal_with_tools(
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incident_id=incident.incident_id,
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severity=incident.severity.value,
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signals=signals_dict,
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@@ -1383,6 +1383,282 @@ Focus on:
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)
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return None, provider, False
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# =========================================================================
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# Phase 22: OpenClaw + Nemotron 協作 (ADR-044)
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# 2026-03-31 Claude Code: 統帥批准實作
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# =========================================================================
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async def generate_incident_proposal_with_tools(
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self,
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incident_id: str,
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severity: str,
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signals: list[dict],
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affected_services: list[str],
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expert_context: dict | None = None,
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) -> tuple[dict | None, str, bool]:
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"""
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Phase 22: OpenClaw + Nemotron 協作生成修復提案
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架構:
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- OpenClaw = 仲裁者 (Arbitrator) - 決定「為什麼」和「風險等級」
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- Nemotron = 執行者 (Executor) - 決定「怎麼做」和「具體指令」
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觸發條件:
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- LOW 風險 → 僅 OpenClaw，跳過 Nemotron
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- MEDIUM/HIGH/CRITICAL → OpenClaw + Nemotron 雙軌
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Args:
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incident_id: Incident ID
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severity: 嚴重度 (P0/P1/P2/P3)
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signals: 關聯的告警訊號
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affected_services: 受影響服務
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expert_context: Expert System 初步診斷 (可選)
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Returns:
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(proposal_dict, provider, success)
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proposal_dict 新增:
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- nemotron_enabled: bool
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- nemotron_tools: list[dict] (如果啟用)
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- nemotron_validation: str
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- nemotron_latency_ms: float
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"""
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# Feature Flag 檢查
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if not settings.ENABLE_NEMOTRON_COLLABORATION:
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logger.info(
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"nemotron_collaboration_disabled",
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incident_id=incident_id,
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reason="Feature flag disabled",
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)
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return await self.generate_incident_proposal(
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incident_id, severity, signals, affected_services, expert_context
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)
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# Step 1: OpenClaw 仲裁
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proposal, provider, success = await self.generate_incident_proposal(
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incident_id, severity, signals, affected_services, expert_context
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)
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if not success or proposal is None:
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return proposal, provider, success
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# Step 2: 判斷是否需要 Nemotron
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risk_level = proposal.get("risk_level", "low").lower()
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if risk_level == "low":
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proposal["nemotron_enabled"] = False
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logger.info(
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"nemotron_skipped_low_risk",
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incident_id=incident_id,
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risk_level=risk_level,
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)
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return proposal, provider, True
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# Step 3: 呼叫 Nemotron Tool Calling
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logger.info(
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"nemotron_collaboration_start",
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incident_id=incident_id,
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risk_level=risk_level,
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)
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try:
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nemotron_result = await self._call_nemotron_tools(
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incident_id=incident_id,
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reasoning=proposal.get("reasoning", ""),
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target_resource=proposal.get("target_resource", ""),
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suggested_action=proposal.get("action", ""),
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namespace=proposal.get("namespace", "awoooi-prod"),
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)
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proposal["nemotron_enabled"] = True
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proposal["nemotron_tools"] = nemotron_result.get("tools", [])
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proposal["nemotron_validation"] = nemotron_result.get("validation", "⏳ 驗證中")
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proposal["nemotron_latency_ms"] = nemotron_result.get("latency_ms", 0.0)
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logger.info(
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"nemotron_collaboration_complete",
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incident_id=incident_id,
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tools_count=len(proposal["nemotron_tools"]),
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validation=proposal["nemotron_validation"],
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latency_ms=proposal["nemotron_latency_ms"],
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)
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except Exception as e:
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# Nemotron 失敗不阻塞主流程，降級為純 OpenClaw
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logger.warning(
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"nemotron_collaboration_failed",
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incident_id=incident_id,
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error=str(e),
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)
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proposal["nemotron_enabled"] = False
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proposal["nemotron_tools"] = None
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proposal["nemotron_validation"] = "❌ 呼叫失敗"
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proposal["nemotron_latency_ms"] = 0.0
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return proposal, provider, True
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async def _call_nemotron_tools(
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self,
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incident_id: str,
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reasoning: str,
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target_resource: str,
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suggested_action: str,
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namespace: str = "awoooi-prod",
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) -> dict:
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"""
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呼叫 Nemotron 執行 Tool Calling
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Args:
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incident_id: Incident ID
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reasoning: OpenClaw 推理結果
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target_resource: 目標資源名稱
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suggested_action: OpenClaw 建議的操作
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namespace: K8s namespace
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Returns:
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{
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"tools": [{"tool": str, "args": dict, "valid": bool}],
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"validation": str,
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"latency_ms": float
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}
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"""
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import asyncio
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from src.services.nvidia_provider import get_nvidia_provider
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nvidia = get_nvidia_provider()
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start_time = time.time()
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# 建構 Tool Calling prompt
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tool_prompt = f"""根據以下 AI 分析結果，生成對應的 kubectl 操作指令：
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## Incident 上下文
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- Incident ID: {incident_id}
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- 目標資源: {target_resource}
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- Namespace: {namespace}
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## OpenClaw 分析
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- 建議操作: {suggested_action}
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- 推理過程: {reasoning[:500]}
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## 你的任務
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生成最適合的 kubectl 操作。如果操作有風險，請標註驗證步驟。
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"""
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# 定義可用 Tools (K8s 操作)
|
||||
k8s_tools = [
|
||||
{
|
||||
"type": "function",
|
||||
"function": {
|
||||
"name": "restart_deployment",
|
||||
"description": "重啟 Deployment (rollout restart)",
|
||||
"parameters": {
|
||||
"type": "object",
|
||||
"properties": {
|
||||
"deployment_name": {"type": "string"},
|
||||
"namespace": {"type": "string", "default": "awoooi-prod"},
|
||||
},
|
||||
"required": ["deployment_name"],
|
||||
},
|
||||
},
|
||||
},
|
||||
{
|
||||
"type": "function",
|
||||
"function": {
|
||||
"name": "scale_deployment",
|
||||
"description": "調整 Deployment 副本數",
|
||||
"parameters": {
|
||||
"type": "object",
|
||||
"properties": {
|
||||
"deployment_name": {"type": "string"},
|
||||
"replicas": {"type": "integer"},
|
||||
"namespace": {"type": "string", "default": "awoooi-prod"},
|
||||
},
|
||||
"required": ["deployment_name", "replicas"],
|
||||
},
|
||||
},
|
||||
},
|
||||
{
|
||||
"type": "function",
|
||||
"function": {
|
||||
"name": "delete_pod",
|
||||
"description": "刪除 Pod (強制重建)",
|
||||
"parameters": {
|
||||
"type": "object",
|
||||
"properties": {
|
||||
"pod_name": {"type": "string"},
|
||||
"namespace": {"type": "string", "default": "awoooi-prod"},
|
||||
},
|
||||
"required": ["pod_name"],
|
||||
},
|
||||
},
|
||||
},
|
||||
]
|
||||
|
||||
try:
|
||||
# 設置超時
|
||||
timeout = settings.NEMOTRON_TIMEOUT_SECONDS
|
||||
|
||||
result = await asyncio.wait_for(
|
||||
nvidia.tool_call(
|
||||
messages=[{"role": "user", "content": tool_prompt}],
|
||||
tools=k8s_tools,
|
||||
),
|
||||
timeout=timeout,
|
||||
)
|
||||
|
||||
latency_ms = (time.time() - start_time) * 1000
|
||||
|
||||
# 解析 Tool Calling 結果
|
||||
tools = []
|
||||
validation_passed = True
|
||||
|
||||
if result and hasattr(result, "tool_calls") and result.tool_calls:
|
||||
for tc in result.tool_calls:
|
||||
tool_entry = {
|
||||
"tool": tc.tool_name if hasattr(tc, "tool_name") else str(tc.get("name", "unknown")),
|
||||
"args": tc.arguments if hasattr(tc, "arguments") else tc.get("arguments", {}),
|
||||
"valid": tc.valid if hasattr(tc, "valid") else True,
|
||||
}
|
||||
tools.append(tool_entry)
|
||||
if not tool_entry["valid"]:
|
||||
validation_passed = False
|
||||
elif result and isinstance(result, dict) and result.get("tool_calls"):
|
||||
for tc in result["tool_calls"]:
|
||||
tool_entry = {
|
||||
"tool": tc.get("name", "unknown"),
|
||||
"args": tc.get("arguments", {}),
|
||||
"valid": True,
|
||||
}
|
||||
tools.append(tool_entry)
|
||||
|
||||
validation_status = "✅ 驗證通過" if validation_passed and tools else "❌ 驗證失敗"
|
||||
|
||||
return {
|
||||
"tools": tools,
|
||||
"validation": validation_status,
|
||||
"latency_ms": latency_ms,
|
||||
}
|
||||
|
||||
except asyncio.TimeoutError:
|
||||
latency_ms = (time.time() - start_time) * 1000
|
||||
logger.warning(
|
||||
"nemotron_tool_call_timeout",
|
||||
incident_id=incident_id,
|
||||
timeout_seconds=settings.NEMOTRON_TIMEOUT_SECONDS,
|
||||
)
|
||||
return {
|
||||
"tools": [],
|
||||
"validation": "⏳ 呼叫超時",
|
||||
"latency_ms": latency_ms,
|
||||
}
|
||||
|
||||
except Exception as e:
|
||||
latency_ms = (time.time() - start_time) * 1000
|
||||
logger.error(
|
||||
"nemotron_tool_call_error",
|
||||
incident_id=incident_id,
|
||||
error=str(e),
|
||||
)
|
||||
raise
|
||||
|
||||
# =========================================================================
|
||||
# Shadow Mode Auto-Tuning
|
||||
# =========================================================================
|
||||
|
||||
@@ -155,10 +155,12 @@ class ProposalService:
|
||||
)
|
||||
|
||||
# 2. 呼叫 OpenClaw LLM 生成提案 (Phase 6.4 核心)
|
||||
# Phase 22: 升級為 OpenClaw + Nemotron 協作 (ADR-044)
|
||||
# 2026-03-31 Claude Code: 使用 _with_tools 方法啟用雙軌協作
|
||||
target = incident.affected_services[0] if incident.affected_services else "unknown"
|
||||
signals_dict = [s.model_dump() for s in incident.signals]
|
||||
|
||||
llm_proposal, provider, llm_success = await self._openclaw.generate_incident_proposal(
|
||||
llm_proposal, provider, llm_success = await self._openclaw.generate_incident_proposal_with_tools(
|
||||
incident_id=incident_id,
|
||||
severity=incident.severity.value,
|
||||
signals=signals_dict,
|
||||
|
||||
@@ -155,6 +155,15 @@ class TelegramMessage:
|
||||
# 2026-03-29 ogt: AI Provider 來源顯示
|
||||
ai_provider: str = "" # ollama/gemini/claude/expert_system/mock
|
||||
|
||||
# ==========================================================================
|
||||
# Phase 22: Nemotron 協作欄位 (ADR-044)
|
||||
# 2026-03-31 Claude Code: OpenClaw + Nemotron 雙軌顯示
|
||||
# ==========================================================================
|
||||
nemotron_enabled: bool = False # 是否啟用 Nemotron 協作
|
||||
nemotron_tools: list[dict] | None = None # Tool Calling 結果 [{"tool": str, "args": dict, "valid": bool}]
|
||||
nemotron_validation: str = "" # "✅ 驗證通過" / "❌ 驗證失敗" / "⏳ 驗證中"
|
||||
nemotron_latency_ms: float = 0.0 # Nemotron 呼叫延遲 (ms)
|
||||
|
||||
def format(self) -> str:
|
||||
"""
|
||||
格式化為 SOUL.md 規範的訊息 (含 AI 仲裁 + SignOz)
|
||||
@@ -270,6 +279,124 @@ class TelegramMessage:
|
||||
|
||||
return message[:900]
|
||||
|
||||
def format_with_nemotron(self) -> str:
|
||||
"""
|
||||
格式化含 Nemotron 結果的訊息 (Phase 22 ADR-044)
|
||||
|
||||
格式:
|
||||
═══════════════════════════
|
||||
🚨 CRITICAL | harbor-core
|
||||
═══════════════════════════
|
||||
📋 INC-20260331-0001
|
||||
🎯 資源: harbor-core-7d4b8c9f5
|
||||
━━━━━━━━━━━━━━━━━━━
|
||||
🤖 OpenClaw 仲裁
|
||||
├ 📊 信心: 🟢 85%
|
||||
├ 👥 責任: BE (後端)
|
||||
└ 💡 原因: JVM Heap 配置不當
|
||||
━━━━━━━━━━━━━━━━━━━
|
||||
🔧 Nemotron 執行方案
|
||||
✅ restart_deployment: awoooi-api
|
||||
✅ scale_deployment: replicas=3
|
||||
└ 驗證: ✅ 驗證通過
|
||||
━━━━━━━━━━━━━━━━━━━
|
||||
🔧 建議: 刪除 Pod
|
||||
⏱️ 停機: ~30s
|
||||
|
||||
Returns:
|
||||
str: 格式化的 Telegram 訊息 (max 1000 字元)
|
||||
"""
|
||||
# 責任映射
|
||||
resp_map = {
|
||||
"FE": "👨💻 FE (前端)",
|
||||
"BE": "⚙️ BE (後端)",
|
||||
"INFRA": "🏗️ INFRA (基礎設施)",
|
||||
"DB": "🗄️ DB (資料庫)",
|
||||
"COLLAB": "🤝 COLLAB (協同處理)",
|
||||
}
|
||||
resp_display = resp_map.get(self.primary_responsibility, "❓ 未知")
|
||||
|
||||
# 信心度顯示
|
||||
confidence_pct = int(self.confidence * 100)
|
||||
if confidence_pct >= 80:
|
||||
conf_emoji = "🟢"
|
||||
elif confidence_pct >= 70:
|
||||
conf_emoji = "🟡"
|
||||
else:
|
||||
conf_emoji = "🔴"
|
||||
|
||||
# 自動生成事件編號
|
||||
if self.incident_id:
|
||||
incident_id = self.incident_id
|
||||
elif self.approval_id.startswith("INC-"):
|
||||
incident_id = self.approval_id
|
||||
else:
|
||||
incident_id = f"INC-{self.approval_id[:8].upper()}"
|
||||
|
||||
# HTML 轉義
|
||||
safe_resource = html.escape(self.resource_name[:35])
|
||||
safe_root_cause = html.escape(self.root_cause[:50])
|
||||
safe_action = html.escape(self.suggested_action[:35])
|
||||
safe_downtime = html.escape(self.estimated_downtime)
|
||||
|
||||
# AI Provider 顯示
|
||||
if self.confidence > 0 and self.ai_provider:
|
||||
provider_names = {
|
||||
"ollama": "Ollama",
|
||||
"gemini": "Gemini",
|
||||
"claude": "Claude",
|
||||
"nvidia": "Nemotron",
|
||||
}
|
||||
provider_display = provider_names.get(self.ai_provider.lower(), self.ai_provider.upper())
|
||||
source_label = f"🤖 <b>{provider_display} 仲裁</b>"
|
||||
elif self.confidence > 0:
|
||||
source_label = "🤖 <b>OpenClaw 仲裁</b>"
|
||||
else:
|
||||
source_label = "⚙️ <b>規則匹配</b>"
|
||||
|
||||
# Nemotron 區塊
|
||||
nemotron_block = ""
|
||||
if self.nemotron_enabled and self.nemotron_tools:
|
||||
tools_lines = []
|
||||
for t in self.nemotron_tools[:3]: # 最多顯示 3 個
|
||||
valid_emoji = "✅" if t.get("valid", False) else "❌"
|
||||
tool_name = html.escape(str(t.get("tool", "unknown"))[:20])
|
||||
args_str = str(t.get("args", {}))[:25]
|
||||
safe_args = html.escape(args_str)
|
||||
tools_lines.append(f" {valid_emoji} {tool_name}: {safe_args}")
|
||||
|
||||
tools_str = "\n".join(tools_lines)
|
||||
validation_display = html.escape(self.nemotron_validation or "⏳ 驗證中")
|
||||
|
||||
nemotron_block = (
|
||||
f"━━━━━━━━━━━━━━━━━━━\n"
|
||||
f"🔧 <b>Nemotron 執行方案</b>\n"
|
||||
f"{tools_str}\n"
|
||||
f"└ 驗證: {validation_display}\n"
|
||||
)
|
||||
if self.nemotron_latency_ms > 0:
|
||||
nemotron_block += f"└ 延遲: {self.nemotron_latency_ms:.0f}ms\n"
|
||||
|
||||
# 組裝訊息
|
||||
message = (
|
||||
f"═══════════════════════════\n"
|
||||
f"{self.status_emoji} <b>{html.escape(self.risk_level)}</b> | {html.escape(self.resource_name[:25])}\n"
|
||||
f"═══════════════════════════\n"
|
||||
f"📋 <code>{html.escape(incident_id)}</code>\n"
|
||||
f"🎯 資源: <code>{safe_resource}</code>\n"
|
||||
f"━━━━━━━━━━━━━━━━━━━\n"
|
||||
f"{source_label}\n"
|
||||
f"├ 📊 信心: {conf_emoji} {confidence_pct}%\n"
|
||||
f"├ 👥 責任: {resp_display}\n"
|
||||
f"└ 💡 原因: {safe_root_cause}\n"
|
||||
f"{nemotron_block}"
|
||||
f"━━━━━━━━━━━━━━━━━━━\n"
|
||||
f"🔧 建議: {safe_action}\n"
|
||||
f"⏱️ 停機: {safe_downtime}"
|
||||
)
|
||||
|
||||
return message[:1000]
|
||||
|
||||
|
||||
# =============================================================================
|
||||
# 新訊息模板 (2026-03-29 ogt: ADR-038 Telegram 訊息規範)
|
||||
|
||||
@@ -5,12 +5,12 @@
|
||||
|
||||
---
|
||||
|
||||
## 📍 當前狀態 (2026-03-31 18:10 台北)
|
||||
## 📍 當前狀態 (2026-03-31 19:00 台北)
|
||||
|
||||
| 項目 | 狀態 |
|
||||
|------|------|
|
||||
| **Phase 22 ADR-044** | ✅ **實作中 70%** (22.1-22.3 完成，22.4 測試待實作) |
|
||||
| **Wave 4 E2E Hardening** | ✅ **完成** (`60b461d` - ignoreHTTPSErrors + global.setup.ts) |
|
||||
| **Phase 22 ADR-044** | ✅ **設計完成** (OpenClaw + Nemotron 協作架構 - 首席架構師 83/100 條件通過) |
|
||||
| **NVIDIA Rate Limiter 修復** | ✅ **已修復** (daily_requests: 100→99999 免費版無限制) |
|
||||
| **Gitea Secrets 注入** | ✅ **已完成** (NVIDIA_API_KEY + GEMINI_API_KEY) |
|
||||
| **#127 Replay 效能評估** | ✅ **完成** (Lighthouse 84% - Replay 影響極低) |
|
||||
|
||||
488
docs/adr/ADR-044-openclaw-nemotron-collaboration.md
Normal file
488
docs/adr/ADR-044-openclaw-nemotron-collaboration.md
Normal file
@@ -0,0 +1,488 @@
|
||||
# ADR-044: OpenClaw + Nemotron 協作架構
|
||||
|
||||
> **狀態**: ✅ **已批准**
|
||||
> **決策日期**: 2026-03-31
|
||||
> **批准日期**: 2026-03-31 18:30 (台北時區)
|
||||
> **決策者**: 首席架構師 + 統帥
|
||||
> **提案者**: Claude Code
|
||||
> **相關**: ADR-036 Nemotron Tool Calling, Phase 18 自動修復
|
||||
|
||||
## 背景
|
||||
|
||||
AWOOOI 目前有兩個 AI 能力：
|
||||
1. **OpenClaw** - 主要大腦，負責 Root Cause Analysis、風險評估、決策推理
|
||||
2. **Nemotron** - Tool Calling 專家，83.3% 精準度執行 K8s 操作
|
||||
|
||||
統帥需求：在同一個 Telegram 中同時看到兩者的分析結果。
|
||||
|
||||
## 問題陳述
|
||||
|
||||
如何讓兩個 AI 在 Telegram 中協作，而不會：
|
||||
- 訊息混亂（誰說了什麼？）
|
||||
- 責任不清（誰做的決策？）
|
||||
- 無限迴圈（互相觸發）
|
||||
- 增加過多延遲
|
||||
|
||||
## 決策
|
||||
|
||||
### 採用「仲裁-執行分工」架構
|
||||
|
||||
```
|
||||
OpenClaw = 仲裁者 (Arbitrator) - 決定「為什麼」和「風險等級」
|
||||
Nemotron = 執行者 (Executor) - 決定「怎麼做」和「具體指令」
|
||||
```
|
||||
|
||||
### 職責分離
|
||||
|
||||
| 角色 | OpenClaw | Nemotron |
|
||||
|------|----------|----------|
|
||||
| **任務** | Root Cause Analysis | Tool Calling |
|
||||
| **輸出** | 風險等級 + 責任團隊 + 原因推理 | kubectl 指令 + 參數驗證 |
|
||||
| **模型** | Ollama/Gemini (RCA 任務) | Nemotron-mini (Tool 任務) |
|
||||
| **信心度** | 0-100% (AI 分析品質) | 驗證狀態 (✅/❌) |
|
||||
| **備援** | Expert System 規則 | Gemini Tool Calling |
|
||||
|
||||
### 流程設計
|
||||
|
||||
```
|
||||
1. Incident 產生
|
||||
↓
|
||||
2. OpenClaw.generate_incident_proposal()
|
||||
→ 輸出: risk_level, reasoning, primary_responsibility
|
||||
↓
|
||||
3. 判斷是否需要 Nemotron
|
||||
├─ LOW 風險 → 跳過 Nemotron
|
||||
└─ MEDIUM/HIGH/CRITICAL → 呼叫 Nemotron
|
||||
↓
|
||||
4. NvidiaProvider.tool_call()
|
||||
→ 輸出: tool_name, arguments, validation_status
|
||||
↓
|
||||
5. 組合結果 → 推送 Telegram 卡片
|
||||
↓
|
||||
6. 用戶簽核 → 執行
|
||||
```
|
||||
|
||||
### 觸發條件
|
||||
|
||||
| 風險等級 | OpenClaw | Nemotron | 原因 |
|
||||
|----------|----------|----------|------|
|
||||
| LOW | ✅ | ❌ | 低風險操作不需要 Tool 驗證 |
|
||||
| MEDIUM | ✅ | ✅ | 需要 Tool 驗證操作可行性 |
|
||||
| HIGH | ✅ | ✅ | 高風險必須雙重驗證 |
|
||||
| CRITICAL | ✅ | ✅ + HITL | 危險操作必須人工介入 |
|
||||
|
||||
## 實作規格
|
||||
|
||||
### 1. 擴展 TelegramMessage
|
||||
|
||||
```python
|
||||
@dataclass
|
||||
class TelegramMessage:
|
||||
# 現有欄位...
|
||||
|
||||
# 新增 Nemotron 結果欄位
|
||||
nemotron_enabled: bool = False
|
||||
nemotron_tools: list[dict] | None = None # Tool Calling 結果
|
||||
nemotron_validation: str = "" # "✅ 驗證通過" / "❌ 驗證失敗"
|
||||
nemotron_latency_ms: float = 0.0
|
||||
```
|
||||
|
||||
### 2. 擴展 generate_incident_proposal
|
||||
|
||||
```python
|
||||
async def generate_incident_proposal_with_tools(
|
||||
self,
|
||||
incident_id: str,
|
||||
severity: str,
|
||||
signals: list[dict],
|
||||
affected_services: list[str],
|
||||
) -> tuple[dict | None, str, bool]:
|
||||
"""
|
||||
Phase 22: OpenClaw + Nemotron 協作
|
||||
|
||||
Returns:
|
||||
(proposal_dict, provider, success)
|
||||
proposal_dict 新增:
|
||||
- nemotron_tools: Tool Calling 結果
|
||||
- nemotron_validation: 驗證狀態
|
||||
"""
|
||||
# Step 1: OpenClaw 仲裁
|
||||
proposal, provider, success = await self.generate_incident_proposal(
|
||||
incident_id, severity, signals, affected_services
|
||||
)
|
||||
|
||||
if not success:
|
||||
return proposal, provider, success
|
||||
|
||||
# Step 2: 判斷是否需要 Nemotron
|
||||
risk_level = proposal.get("risk_level", "low").lower()
|
||||
if risk_level == "low":
|
||||
proposal["nemotron_enabled"] = False
|
||||
return proposal, provider, True
|
||||
|
||||
# Step 3: Nemotron Tool Calling
|
||||
from src.services.nvidia_provider import get_nvidia_provider
|
||||
nvidia = get_nvidia_provider()
|
||||
|
||||
tool_result = await nvidia.tool_call(
|
||||
messages=[{
|
||||
"role": "user",
|
||||
"content": f"""
|
||||
根據以下分析，生成對應的 kubectl 操作：
|
||||
- Incident: {incident_id}
|
||||
- 原因: {proposal.get('reasoning', '')}
|
||||
- 目標資源: {proposal.get('target_resource', '')}
|
||||
- 建議操作: {proposal.get('action', '')}
|
||||
"""
|
||||
}],
|
||||
tools=K8S_OPERATION_TOOLS,
|
||||
)
|
||||
|
||||
# Step 4: 驗證 Tool Calling 結果
|
||||
validation = await self._validate_tool_calls(tool_result.tool_calls)
|
||||
|
||||
proposal["nemotron_enabled"] = True
|
||||
proposal["nemotron_tools"] = [
|
||||
{"tool": tc.tool_name, "args": tc.arguments, "valid": tc.valid}
|
||||
for tc in tool_result.tool_calls
|
||||
]
|
||||
proposal["nemotron_validation"] = validation
|
||||
proposal["nemotron_latency_ms"] = tool_result.latency_ms
|
||||
|
||||
return proposal, provider, True
|
||||
```
|
||||
|
||||
### 3. Telegram 卡片格式
|
||||
|
||||
```python
|
||||
def format_with_nemotron(self) -> str:
|
||||
"""格式化含 Nemotron 結果的訊息"""
|
||||
|
||||
# OpenClaw 區塊
|
||||
openclaw_block = f"""
|
||||
🤖 <b>OpenClaw 仲裁</b>
|
||||
├ 📊 信心: {self.confidence_emoji} {self.confidence_pct}%
|
||||
├ 👥 責任: {self.primary_responsibility}
|
||||
└ 💡 原因: {self.root_cause[:50]}
|
||||
"""
|
||||
|
||||
# Nemotron 區塊 (如果啟用)
|
||||
nemotron_block = ""
|
||||
if self.nemotron_enabled and self.nemotron_tools:
|
||||
tools_str = "\n".join([
|
||||
f" {'✅' if t['valid'] else '❌'} {t['tool']}: {t['args'][:30]}"
|
||||
for t in self.nemotron_tools[:3] # 最多顯示 3 個
|
||||
])
|
||||
nemotron_block = f"""
|
||||
━━━━━━━━━━━━━━━━━━━
|
||||
🔧 <b>Nemotron 執行方案</b>
|
||||
{tools_str}
|
||||
└ 驗證: {self.nemotron_validation}
|
||||
"""
|
||||
|
||||
return f"{openclaw_block}{nemotron_block}"
|
||||
```
|
||||
|
||||
### 4. 異步執行 (非阻塞)
|
||||
|
||||
```python
|
||||
async def _push_decision_to_telegram_async(
|
||||
incident: Incident,
|
||||
proposal_data: dict,
|
||||
) -> None:
|
||||
"""
|
||||
異步推送，不阻塞主流程
|
||||
|
||||
Phase 22: 如果 Nemotron 延遲過長 (>10s)，先推送 OpenClaw 結果，
|
||||
Nemotron 結果後續用 edit_message 更新
|
||||
"""
|
||||
# 先推送 OpenClaw 結果
|
||||
message_id = await gateway.send_approval_card(
|
||||
# ... OpenClaw 結果
|
||||
)
|
||||
|
||||
# 如果需要 Nemotron，異步執行並更新
|
||||
if proposal_data.get("risk_level") in ["medium", "high", "critical"]:
|
||||
asyncio.create_task(
|
||||
_update_with_nemotron_result(message_id, incident, proposal_data)
|
||||
)
|
||||
```
|
||||
|
||||
## 後果
|
||||
|
||||
### 正面
|
||||
|
||||
- **清晰分工**: OpenClaw 和 Nemotron 職責明確
|
||||
- **可追蹤**: 每個 AI 的貢獻獨立顯示
|
||||
- **容錯性**: 備援鏈清晰 (Nemotron → Gemini → Expert)
|
||||
- **效能**: 低風險操作不觸發 Nemotron，節省延遲
|
||||
|
||||
### 負面
|
||||
|
||||
- **延遲增加**: 高風險操作需要兩輪 LLM
|
||||
- **複雜度**: 訊息格式需要擴展
|
||||
|
||||
### 風險緩解
|
||||
|
||||
| 風險 | 緩解 |
|
||||
|------|------|
|
||||
| Nemotron 延遲 11-45s | 異步執行，先推送 OpenClaw 結果 |
|
||||
| Tool Calling 失敗 | Fallback 到 Gemini，再失敗則只顯示 OpenClaw |
|
||||
| 訊息超長 | 縮寫 Tool 參數，完整內容放 SignOz Link |
|
||||
|
||||
## 併發控制 (與 ADR-038 整合)
|
||||
|
||||
> **首席架構師 P1 必修項** (2026-03-31)
|
||||
|
||||
### 雙 Semaphore 策略
|
||||
|
||||
```python
|
||||
# apps/api/src/core/circuit_breaker.py 擴展
|
||||
class OpenClawGuard:
|
||||
def __init__(self):
|
||||
self.openclaw_semaphore = asyncio.Semaphore(3) # 原有
|
||||
self.nemotron_semaphore = asyncio.Semaphore(2) # 新增 (NVIDIA API 較慢)
|
||||
```
|
||||
|
||||
**設計原因**:
|
||||
- Nemotron 併發限制為 2 (低於 OpenClaw 的 3)
|
||||
- NVIDIA NIM 免費 tier 有 RPM 限制
|
||||
- Nemotron 延遲較高 (11-45s)，過多並發無益
|
||||
|
||||
### 並行執行優化
|
||||
|
||||
```python
|
||||
# Step 3 優化: OpenClaw + Nemotron 並行而非串行
|
||||
import asyncio
|
||||
|
||||
async def generate_incident_proposal_with_tools(...):
|
||||
# 並行啟動 OpenClaw 和 Nemotron (減少延遲)
|
||||
openclaw_task = asyncio.create_task(
|
||||
self.generate_incident_proposal(incident_id, severity, signals, affected_services)
|
||||
)
|
||||
|
||||
# 先等待 OpenClaw 完成，判斷是否需要 Nemotron
|
||||
proposal, provider, success = await openclaw_task
|
||||
|
||||
if not success or proposal.get("risk_level", "low").lower() == "low":
|
||||
return proposal, provider, success
|
||||
|
||||
# 需要 Nemotron - 此時 OpenClaw 已完成，立即啟動 Nemotron
|
||||
nemotron_result = await self._call_nemotron_tools(proposal)
|
||||
|
||||
# 組合結果
|
||||
return self._combine_results(proposal, nemotron_result), provider, True
|
||||
```
|
||||
|
||||
**延遲對比**:
|
||||
|
||||
| 場景 | 串行 | 並行 | 改善 |
|
||||
|------|------|------|------|
|
||||
| MEDIUM 風險 | 3s + 15s = 18s | max(3s, 15s) = 15s | -3s |
|
||||
| HIGH 風險 | 5s + 30s = 35s | max(5s, 30s) = 30s | -5s |
|
||||
|
||||
---
|
||||
|
||||
## Circuit Breaker 整合
|
||||
|
||||
### 雙層 Circuit Breaker 協調
|
||||
|
||||
```
|
||||
┌─────────────────────────────────────────┐
|
||||
│ OpenClawGuard (ADR-038) │
|
||||
│ - 管理請求佇列 │
|
||||
│ - 長期熔斷 (5 分鐘) │
|
||||
└─────────────────────────────────────────┘
|
||||
│
|
||||
▼
|
||||
┌─────────────────────────────────────────┐
|
||||
│ NvidiaProvider.CircuitBreaker │
|
||||
│ - NVIDIA API 短期熔斷 (60s) │
|
||||
│ - 失敗 3 次後 OPEN │
|
||||
└─────────────────────────────────────────┘
|
||||
```
|
||||
|
||||
### 熔斷策略
|
||||
|
||||
| 層級 | 觸發條件 | 恢復時間 | 影響 |
|
||||
|------|---------|---------|------|
|
||||
| OpenClawGuard | 佇列滿 (>10) | 5 分鐘 | 停止新請求 |
|
||||
| NvidiaProvider | 連續 3 失敗 | 60 秒 | Fallback 到 Gemini |
|
||||
|
||||
---
|
||||
|
||||
## Feature Flag 支援
|
||||
|
||||
> **首席架構師 P1 必修項**
|
||||
|
||||
### 環境變數
|
||||
|
||||
```bash
|
||||
# 啟用/停用 Nemotron 協作 (預設 true)
|
||||
ENABLE_NEMOTRON_COLLABORATION=true
|
||||
|
||||
# Nemotron 呼叫超時 (預設 45s)
|
||||
NEMOTRON_TIMEOUT_SECONDS=45
|
||||
|
||||
# 強制使用異步更新 (先推 OpenClaw，後更新 Nemotron)
|
||||
NEMOTRON_ASYNC_UPDATE=true
|
||||
```
|
||||
|
||||
### 回滾計畫
|
||||
|
||||
```python
|
||||
async def generate_incident_proposal_with_tools(...):
|
||||
# Feature Flag 檢查
|
||||
if not settings.ENABLE_NEMOTRON_COLLABORATION:
|
||||
return await self.generate_incident_proposal(...) # 原流程
|
||||
|
||||
# ... 協作邏輯
|
||||
```
|
||||
|
||||
**回滾步驟**:
|
||||
1. 設置 `ENABLE_NEMOTRON_COLLABORATION=false`
|
||||
2. Rollout restart awoooi-api
|
||||
3. 無需代碼回滾
|
||||
|
||||
---
|
||||
|
||||
## DI 模式重構
|
||||
|
||||
> **首席架構師 P1 必修項** - 避免函數內 import
|
||||
|
||||
### 修改前 (❌ 違反 DI)
|
||||
|
||||
```python
|
||||
# Step 3: Nemotron Tool Calling
|
||||
from src.services.nvidia_provider import get_nvidia_provider # ❌ 函數內 import
|
||||
nvidia = get_nvidia_provider()
|
||||
```
|
||||
|
||||
### 修改後 (✅ DI 模式)
|
||||
|
||||
```python
|
||||
# apps/api/src/services/openclaw.py
|
||||
from src.services.nvidia_provider import INvidiaProvider
|
||||
|
||||
class OpenClawService:
|
||||
def __init__(
|
||||
self,
|
||||
nvidia_provider: INvidiaProvider | None = None, # DI 注入
|
||||
):
|
||||
self._nvidia = nvidia_provider or get_nvidia_provider()
|
||||
|
||||
async def generate_incident_proposal_with_tools(
|
||||
self,
|
||||
incident_id: str,
|
||||
severity: str,
|
||||
signals: list[dict],
|
||||
affected_services: list[str],
|
||||
) -> tuple[dict | None, str, bool]:
|
||||
# ... 使用 self._nvidia 而非 import
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 測試策略
|
||||
|
||||
### E2E 測試案例
|
||||
|
||||
```python
|
||||
# tests/test_openclaw_nemotron_collaboration.py
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_low_risk_skips_nemotron():
|
||||
"""LOW 風險不觸發 Nemotron"""
|
||||
result = await openclaw.generate_incident_proposal_with_tools(...)
|
||||
assert result[0]["nemotron_enabled"] is False
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_medium_risk_enables_nemotron():
|
||||
"""MEDIUM 風險啟用 Nemotron"""
|
||||
result = await openclaw.generate_incident_proposal_with_tools(...)
|
||||
assert result[0]["nemotron_enabled"] is True
|
||||
assert result[0]["nemotron_tools"] is not None
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_nemotron_failure_fallback():
|
||||
"""Nemotron 失敗時 fallback 到 Gemini"""
|
||||
# Mock NVIDIA 失敗
|
||||
with patch("nvidia_provider.tool_call", side_effect=Exception):
|
||||
result = await openclaw.generate_incident_proposal_with_tools(...)
|
||||
# 應該有結果 (來自 Gemini fallback)
|
||||
assert result[2] is True
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_feature_flag_disabled():
|
||||
"""Feature Flag 停用時走原流程"""
|
||||
with patch.dict(os.environ, {"ENABLE_NEMOTRON_COLLABORATION": "false"}):
|
||||
result = await openclaw.generate_incident_proposal_with_tools(...)
|
||||
assert "nemotron_enabled" not in result[0]
|
||||
```
|
||||
|
||||
### 整合測試
|
||||
|
||||
```python
|
||||
@pytest.mark.integration
|
||||
async def test_telegram_message_with_nemotron():
|
||||
"""Telegram 訊息包含 Nemotron 區塊"""
|
||||
msg = TelegramMessage(
|
||||
nemotron_enabled=True,
|
||||
nemotron_tools=[{"tool": "restart_deployment", "args": {...}, "valid": True}],
|
||||
)
|
||||
formatted = msg.format_with_nemotron()
|
||||
assert "Nemotron 執行方案" in formatted
|
||||
assert "✅ restart_deployment" in formatted
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 實作排程 (詳細)
|
||||
|
||||
| 階段 | 內容 | 時間 | 檔案 | 依賴 |
|
||||
|------|------|------|------|------|
|
||||
| **22.1** | TelegramMessage 擴展 | 2h | `telegram_gateway.py` | 無 |
|
||||
| **22.2a** | OpenClawGuard 雙 Semaphore | 1h | `circuit_breaker.py` | 無 |
|
||||
| **22.2b** | DI 模式重構 | 1h | `openclaw.py` | 22.2a |
|
||||
| **22.2c** | `generate_incident_proposal_with_tools` | 2h | `openclaw.py` | 22.2a, 22.2b |
|
||||
| **22.3a** | Feature Flag 支援 | 1h | `config.py` | 無 |
|
||||
| **22.3b** | 異步推送邏輯 | 2h | `decision_manager.py` | 22.1, 22.2c |
|
||||
| **22.4a** | 單元測試 | 2h | `test_openclaw_nemotron*.py` | 22.2c |
|
||||
| **22.4b** | E2E 測試 | 2h | `test_e2e_collaboration.py` | 22.3b |
|
||||
| **總計** | | **13h (~1.5 天)** | | |
|
||||
|
||||
---
|
||||
|
||||
## 首席架構師審查結論
|
||||
|
||||
> **審查日期**: 2026-03-31 (台北時區)
|
||||
> **分數**: 83/100 → **條件通過**
|
||||
|
||||
### P1 必修項 (已補充)
|
||||
|
||||
| 編號 | 項目 | 狀態 |
|
||||
|------|------|------|
|
||||
| P1-1 | 併發控制整合 | ✅ 已補充 |
|
||||
| P1-2 | DI 模式 | ✅ 已補充 |
|
||||
| P1-3 | Feature Flag | ✅ 已補充 |
|
||||
|
||||
### P2 建議項 (後續迭代)
|
||||
|
||||
| 編號 | 項目 | 說明 |
|
||||
|------|------|------|
|
||||
| P2-1 | 並行優化 | 已納入設計 |
|
||||
| P2-2 | Pydantic Model | Phase 22.5 |
|
||||
| P2-3 | NemotronBlock | Phase 22.5 |
|
||||
|
||||
---
|
||||
|
||||
## 相關文件
|
||||
|
||||
- ADR-036: Nemotron Tool Calling 整合
|
||||
- ADR-038: OpenClaw 併發治理
|
||||
- Phase 18: 失敗自動修復閉環
|
||||
- `feedback_ai_rate_limiter.md`: AI 用量控制
|
||||
|
||||
---
|
||||
|
||||
**Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>**
|
||||
Reference in New Issue
Block a user