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>
This commit is contained in:
OG T
2026-04-08 22:55:25 +08:00
parent c669069427
commit d80153bdce
2 changed files with 104 additions and 5 deletions

View File

@@ -1684,7 +1684,8 @@ Focus on:
import asyncio
await asyncio.sleep(2) # 重試前等 2 秒
# 重試全部失敗 — 仍然標記 enabled 並顯示失敗狀態(不隱藏)
# 重試全部失敗 — fallback 到 Gemini 模擬 tool calling
# 2026-04-08 ogt: NIM 完全不可用時,改用 Gemini 產生執行方案(不可跳過)
if last_error is not None:
logger.error(
"nemotron_collaboration_exhausted",
@@ -1692,10 +1693,18 @@ Focus on:
error=str(last_error),
retries=max_retries,
)
proposal["nemotron_enabled"] = True # 🔴 仍然顯示區塊,讓統帥知道失敗了
proposal["nemotron_tools"] = []
proposal["nemotron_validation"] = f"{max_retries}次重試均失敗"
proposal["nemotron_latency_ms"] = 0.0
logger.info("nemotron_fallback_gemini_start", incident_id=incident_id)
gemini_fallback_result = await self._call_nemotron_tools_via_gemini(
incident_id=incident_id,
reasoning=proposal.get("reasoning", ""),
target_resource=proposal.get("target_resource", ""),
suggested_action=proposal.get("action", ""),
namespace=proposal.get("namespace", "awoooi-prod"),
)
proposal["nemotron_enabled"] = True
proposal["nemotron_tools"] = gemini_fallback_result.get("tools", [])
proposal["nemotron_validation"] = gemini_fallback_result.get("validation", "⚠️ Gemini 代理")
proposal["nemotron_latency_ms"] = gemini_fallback_result.get("latency_ms", 0.0)
return proposal, provider, True
@@ -1860,6 +1869,78 @@ Focus on:
)
raise
async def _call_nemotron_tools_via_gemini(
self,
incident_id: str,
reasoning: str,
target_resource: str,
suggested_action: str,
namespace: str = "awoooi-prod",
) -> dict:
"""
NIM 完全不可用時,由 Gemini 代理產生 tool calling 執行方案。
2026-04-08 ogt: NIM timeout 後的唯一 fallback不可跳過。
Returns: {"tools": [...], "validation": str, "latency_ms": float}
"""
import time as _time
start_time = _time.time()
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)。
Incident ID: {incident_id}
目標資源: {target_resource}
Namespace: {namespace}
建議操作: {suggested_action}
分析摘要: {reasoning[:300]}
請輸出以下 JSON 格式(只輸出 JSON不要其他文字
{{
"tool_name": "restart_deployment 或 scale_deployment 或 no_action",
"deployment_name": "部署名稱",
"namespace": "{namespace}",
"reason": "一句話說明原因"
}}"""
try:
text, success, _, _ = await self._call_gemini(prompt)
latency_ms = (_time.time() - start_time) * 1000
if not success:
logger.warning("nemotron_gemini_fallback_failed", incident_id=incident_id, error=text)
return {"tools": [], "validation": "❌ NIM + Gemini 均不可用", "latency_ms": latency_ms}
import json as _json
data = _json.loads(text)
tool_name = data.get("tool_name", "no_action")
tools = []
if tool_name != "no_action":
tools = [{
"tool": tool_name,
"args": {
"deployment_name": data.get("deployment_name", target_resource),
"namespace": data.get("namespace", namespace),
},
"valid": True,
}]
logger.info(
"nemotron_gemini_fallback_success",
incident_id=incident_id,
tool=tool_name,
latency_ms=latency_ms,
)
return {
"tools": tools,
"validation": "✅ Gemini 代理驗證通過",
"latency_ms": latency_ms,
}
except Exception as e:
latency_ms = (_time.time() - start_time) * 1000
logger.error("nemotron_gemini_fallback_error", incident_id=incident_id, error=str(e))
return {"tools": [], "validation": f"❌ Gemini 代理失敗: {str(e)[:50]}", "latency_ms": latency_ms}
# =========================================================================
# Shadow Mode Auto-Tuning
# =========================================================================

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@@ -25,6 +25,9 @@ fi
# 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
: "${SEND_COOLDOWN_SECONDS:=300}"
: "${COOLDOWN_DIR:=/tmp/docker-health-monitor-cooldown}"
# 排除清單:逗號分隔,支援 glob如 signoz-*
# 用途init containers、永久停用服務、已知 exited 但不需告警的容器
: "${EXCLUDE_CONTAINERS:=signoz-telemetrystore-migrator,signoz-clickhouse,signoz-init-clickhouse}"
mkdir -p "$COOLDOWN_DIR"
@@ -135,6 +138,21 @@ check_containers() {
# 跳過 header 或空行
[[ -z "$container_name" ]] && continue
# 排除清單檢查EXCLUDE_CONTAINERS 逗號分隔)
local excluded=false
IFS=',' read -ra EXCLUDES <<< "$EXCLUDE_CONTAINERS"
for pattern in "${EXCLUDES[@]}"; do
pattern="${pattern// /}" # trim spaces
[[ -z "$pattern" ]] && continue
# shellcheck disable=SC2254
case "$container_name" in
$pattern) excluded=true; break ;;
esac
done
if $excluded; then
continue
fi
local needs_alert=false
local detected_status=""