fix(openclaw): NIM 完全失敗後 fallback 到 Gemini 產生執行方案
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NIM tool calling 多次 timeout 後,不再顯示空白執行方案, 改由 Gemini 代理產生 kubectl 操作指令(JSON 解析)。 只有 NIM 完全失敗才觸發,符合統帥「必須等到有回應」原則。 Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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@@ -1684,7 +1684,8 @@ Focus on:
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import asyncio
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await asyncio.sleep(2) # 重試前等 2 秒
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# 重試全部失敗 — 仍然標記 enabled 並顯示失敗狀態(不隱藏)
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# 重試全部失敗 — fallback 到 Gemini 模擬 tool calling
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# 2026-04-08 ogt: NIM 完全不可用時,改用 Gemini 產生執行方案(不可跳過)
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if last_error is not None:
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logger.error(
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"nemotron_collaboration_exhausted",
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@@ -1692,10 +1693,18 @@ Focus on:
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error=str(last_error),
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retries=max_retries,
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)
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proposal["nemotron_enabled"] = True # 🔴 仍然顯示區塊,讓統帥知道失敗了
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proposal["nemotron_tools"] = []
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proposal["nemotron_validation"] = f"❌ {max_retries}次重試均失敗"
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proposal["nemotron_latency_ms"] = 0.0
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logger.info("nemotron_fallback_gemini_start", incident_id=incident_id)
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gemini_fallback_result = await self._call_nemotron_tools_via_gemini(
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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"] = gemini_fallback_result.get("tools", [])
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proposal["nemotron_validation"] = gemini_fallback_result.get("validation", "⚠️ Gemini 代理")
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proposal["nemotron_latency_ms"] = gemini_fallback_result.get("latency_ms", 0.0)
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return proposal, provider, True
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@@ -1860,6 +1869,78 @@ Focus on:
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)
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raise
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async def _call_nemotron_tools_via_gemini(
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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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NIM 完全不可用時,由 Gemini 代理產生 tool calling 執行方案。
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2026-04-08 ogt: NIM timeout 後的唯一 fallback,不可跳過。
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Returns: {"tools": [...], "validation": str, "latency_ms": float}
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"""
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import time as _time
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start_time = _time.time()
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prompt = f"""你是 K8s SRE 專家。根據以下分析,輸出對應的 kubectl 操作指令(JSON 格式)。
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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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建議操作: {suggested_action}
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分析摘要: {reasoning[:300]}
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請輸出以下 JSON 格式(只輸出 JSON,不要其他文字):
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{{
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"tool_name": "restart_deployment 或 scale_deployment 或 no_action",
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"deployment_name": "部署名稱",
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"namespace": "{namespace}",
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"reason": "一句話說明原因"
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}}"""
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try:
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text, success, _, _ = await self._call_gemini(prompt)
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latency_ms = (_time.time() - start_time) * 1000
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if not success:
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logger.warning("nemotron_gemini_fallback_failed", incident_id=incident_id, error=text)
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return {"tools": [], "validation": "❌ NIM + Gemini 均不可用", "latency_ms": latency_ms}
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import json as _json
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data = _json.loads(text)
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tool_name = data.get("tool_name", "no_action")
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tools = []
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if tool_name != "no_action":
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tools = [{
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"tool": tool_name,
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"args": {
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"deployment_name": data.get("deployment_name", target_resource),
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"namespace": data.get("namespace", namespace),
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},
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"valid": True,
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}]
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logger.info(
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"nemotron_gemini_fallback_success",
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incident_id=incident_id,
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tool=tool_name,
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latency_ms=latency_ms,
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)
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return {
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"tools": tools,
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"validation": "✅ Gemini 代理驗證通過",
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"latency_ms": latency_ms,
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}
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except Exception as e:
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latency_ms = (_time.time() - start_time) * 1000
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logger.error("nemotron_gemini_fallback_error", incident_id=incident_id, error=str(e))
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return {"tools": [], "validation": f"❌ Gemini 代理失敗: {str(e)[:50]}", "latency_ms": latency_ms}
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# =========================================================================
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# Shadow Mode Auto-Tuning
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# =========================================================================
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@@ -25,6 +25,9 @@ fi
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# 冷卻期:避免同一容器在短時間內重複發送 webhook(去重,非修復冷卻)
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: "${SEND_COOLDOWN_SECONDS:=300}"
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: "${COOLDOWN_DIR:=/tmp/docker-health-monitor-cooldown}"
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# 排除清單:逗號分隔,支援 glob(如 signoz-*)
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# 用途:init containers、永久停用服務、已知 exited 但不需告警的容器
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: "${EXCLUDE_CONTAINERS:=signoz-telemetrystore-migrator,signoz-clickhouse,signoz-init-clickhouse}"
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mkdir -p "$COOLDOWN_DIR"
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@@ -135,6 +138,21 @@ check_containers() {
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# 跳過 header 或空行
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[[ -z "$container_name" ]] && continue
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# 排除清單檢查(EXCLUDE_CONTAINERS 逗號分隔)
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local excluded=false
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IFS=',' read -ra EXCLUDES <<< "$EXCLUDE_CONTAINERS"
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for pattern in "${EXCLUDES[@]}"; do
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pattern="${pattern// /}" # trim spaces
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[[ -z "$pattern" ]] && continue
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# shellcheck disable=SC2254
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case "$container_name" in
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$pattern) excluded=true; break ;;
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esac
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done
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if $excluded; then
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continue
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fi
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local needs_alert=false
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local detected_status=""
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