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awoooi/apps/api/src/services/drift_detector.py
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fix(drift): read git state from gitea main
2026-05-19 02:14:26 +08:00

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"""
Drift Detector - Phase 25 P2 Config Drift Detection
=====================================================
職責:比對 Git YAML vs K8s 實際狀態,輸出結構化 DriftItem 列表
不判斷嚴重性,不解釋意圖,只做事實比對
版本: v1.0
建立: 2026-04-04 (台北時區)
建立者: ogt (首席架構師設計) + Claude Code (實作)
"""
from __future__ import annotations
import asyncio
import subprocess
import uuid
from copy import deepcopy
from pathlib import Path
from typing import Any
from urllib.error import HTTPError, URLError
from urllib.parse import quote
from urllib.request import Request, urlopen
import structlog
import yaml
from src.models.drift import DriftItem, DriftLevel, DriftReport
logger = structlog.get_logger(__name__)
# 白名單欄位(靜默記錄,不告警)
_DEFAULT_ALLOWLIST_FIELDS = frozenset([
"spec.replicas",
"spec.template.spec.containers[*].resources.requests",
"spec.template.spec.containers[*].resources.limits",
"metadata.annotations",
"metadata.labels.pod-template-hash",
"metadata.resourceVersion",
"metadata.generation",
"metadata.uid",
"status",
# K8s 執行時自動填入的欄位Git manifest 不指定K8s 注入預設值或運行時資訊)
# 2026-04-16 ogt + Claude Sonnet 4.6: 修復 kubectl rollout restart 觸發假 drift 告警
# 根因awoooi-web rollout restart 後 restartedAt annotation 被偵測為 "medium" drift
"spec.template.metadata.annotations", # kubectl.kubernetes.io/restartedAt
"spec.template.metadata.creationTimestamp",
"spec.template.spec.restartPolicy", # K8s 預設: AlwaysGit 不指定)
"spec.template.spec.dnsPolicy", # K8s 預設: ClusterFirst
"spec.template.spec.terminationGracePeriodSeconds", # K8s 預設: 30
"spec.template.spec.schedulerName", # K8s 預設: default-scheduler
"spec.strategy.rollingUpdate", # K8s 預設: maxSurge=25%
"spec.strategy.type", # K8s 預設: RollingUpdate
"spec.progressDeadlineSeconds", # K8s 預設: 600
"spec.revisionHistoryLimit", # K8s 預設: 10
"metadata.creationTimestamp",
"spec.template.spec.containers[*].terminationMessagePath",
"spec.template.spec.containers[*].terminationMessagePolicy",
"spec.template.spec.containers[*].imagePullPolicy", # K8s 預設: IfNotPresent
])
# 關鍵欄位(必須立即告警)
_DEFAULT_CRITICAL_FIELDS = frozenset([
"spec.template.spec.containers[*].image",
"spec.template.spec.containers[*].env",
"spec.template.spec.containers[*].ports",
"spec.template.spec.volumes",
"spec.template.spec.serviceAccountName",
])
class GitStateReader:
"""從 Git HEAD 讀取 K8s YAML 狀態"""
def __init__(self, k8s_dir: str = "k8s"):
self._k8s_dir = Path(k8s_dir)
async def read(self, namespace: str) -> dict[str, Any]:
"""
讀取 Git HEAD 中指定 namespace 的所有 K8s YAML
Returns:
{resource_key: parsed_yaml_dict}
resource_key 格式: "{kind}/{name}"
"""
try:
result = await asyncio.get_event_loop().run_in_executor(
None, self._read_sync, namespace
)
return result
except Exception as e:
logger.warning("git_state_read_failed", namespace=namespace, error=str(e))
return {}
def _read_sync(self, namespace: str) -> dict[str, Any]:
remote_resources = self._read_remote_sync(namespace)
if remote_resources:
return remote_resources
resources: dict[str, Any] = {}
kustomization_cache: dict[Path, dict[str, Any] | None] = {}
if not self._k8s_dir.exists():
logger.warning("k8s_dir_not_found", path=str(self._k8s_dir))
return resources
for yaml_file in self._k8s_dir.rglob("*.yaml"):
try:
with open(yaml_file) as f:
docs = list(yaml.safe_load_all(f))
kustomization = self._kustomization_for_file(yaml_file, kustomization_cache)
for doc in docs:
if not doc or not isinstance(doc, dict):
continue
if kustomization:
doc = self._apply_kustomization(doc, kustomization)
metadata = doc.get("metadata", {})
ns = metadata.get("namespace", "")
if ns and ns != namespace:
continue
kind = doc.get("kind", "")
name = metadata.get("name", "")
if kind and name:
key = f"{kind}/{name}"
resources[key] = doc
except Exception as e:
logger.debug("yaml_parse_failed", file=str(yaml_file), error=str(e))
return resources
def _read_remote_sync(self, namespace: str) -> dict[str, Any]:
"""Read drift source of truth from Gitea main when available."""
if self._k8s_dir.is_absolute():
return {}
try:
from src.core.config import get_settings
settings = get_settings()
except Exception as e:
logger.debug("drift_remote_settings_unavailable", error=str(e))
return {}
repo_dir = self._k8s_dir.as_posix().strip("/")
namespace_dir = f"{repo_dir}/{namespace}"
kustomization_path = f"{namespace_dir}/kustomization.yaml"
kustomization_text = self._fetch_gitea_raw(settings, kustomization_path)
if not kustomization_text:
return {}
try:
config = yaml.safe_load(kustomization_text) or {}
except Exception as e:
logger.warning(
"drift_remote_kustomization_parse_failed",
path=kustomization_path,
error=str(e),
)
return {}
if not isinstance(config, dict):
return {}
resources: dict[str, Any] = {}
resource_paths = self._remote_resource_paths(namespace_dir, config)
for resource_path in resource_paths:
content = self._fetch_gitea_raw(settings, resource_path)
if not content:
continue
try:
docs = list(yaml.safe_load_all(content))
except Exception as e:
logger.debug(
"drift_remote_yaml_parse_failed",
path=resource_path,
error=str(e),
)
continue
self._collect_resources(resources, docs, namespace, config)
if resources:
logger.info(
"drift_git_state_remote_read",
namespace=namespace,
resources=len(resources),
source="gitea_main",
)
return resources
@staticmethod
def _remote_resource_paths(namespace_dir: str, config: dict[str, Any]) -> list[str]:
resources = config.get("resources") or []
paths: list[str] = []
for resource in resources:
resource_str = str(resource)
if not resource_str.endswith((".yaml", ".yml")):
continue
path = (Path(namespace_dir) / resource_str).as_posix()
paths.append(path)
return paths
def _fetch_gitea_raw(self, settings: Any, path: str) -> str | None:
api_url = str(settings.GITEA_API_URL).rstrip("/")
owner = quote(str(settings.GITEA_REPO_OWNER), safe="")
repo = quote(str(settings.GITEA_REPO_NAME), safe="")
encoded_path = quote(path, safe="/")
url = f"{api_url}/api/v1/repos/{owner}/{repo}/raw/{encoded_path}?ref=main"
headers = {"Accept": "text/plain"}
token = getattr(settings, "GITEA_API_TOKEN", "")
if token:
headers["Authorization"] = f"token {token}"
request = Request(url, headers=headers)
try:
with urlopen(request, timeout=10) as response:
return response.read().decode("utf-8")
except HTTPError as e:
logger.debug("drift_remote_raw_http_error", path=path, status=e.code)
except URLError as e:
logger.debug("drift_remote_raw_url_error", path=path, error=str(e))
except Exception as e:
logger.debug("drift_remote_raw_fetch_failed", path=path, error=str(e))
return None
def _collect_resources(
self,
resources: dict[str, Any],
docs: list[Any],
namespace: str,
kustomization: dict[str, Any] | None = None,
) -> None:
for doc in docs:
if not doc or not isinstance(doc, dict):
continue
if kustomization:
doc = self._apply_kustomization(doc, kustomization)
metadata = doc.get("metadata", {})
ns = metadata.get("namespace", "")
if ns and ns != namespace:
continue
kind = doc.get("kind", "")
name = metadata.get("name", "")
if kind and name:
key = f"{kind}/{name}"
resources[key] = doc
def _kustomization_for_file(
self,
yaml_file: Path,
cache: dict[Path, dict[str, Any] | None],
) -> dict[str, Any] | None:
"""Return same-directory Kustomize settings when the file is an included resource."""
directory = yaml_file.parent
if yaml_file.name == "kustomization.yaml":
return None
if directory not in cache:
path = directory / "kustomization.yaml"
if not path.exists():
cache[directory] = None
else:
try:
with open(path) as f:
config = yaml.safe_load(f) or {}
cache[directory] = config if isinstance(config, dict) else None
except Exception as e:
logger.debug("kustomization_parse_failed", file=str(path), error=str(e))
cache[directory] = None
config = cache.get(directory)
if not config:
return None
resources = config.get("resources") or []
resource_names = {Path(str(resource)).name for resource in resources}
if resource_names and yaml_file.name not in resource_names:
return None
return config
def _apply_kustomization(self, resource: dict[str, Any], config: dict[str, Any]) -> dict[str, Any]:
"""Apply the Kustomize transforms that affect drift-relevant spec fields.
The scanner compares Git intent with live ArgoCD output. Reading raw YAML
skips Kustomize commonLabels and image transforms, which creates repeated
false drift alerts for selectors, affinity, and image tags.
"""
transformed = deepcopy(resource)
namespace = config.get("namespace")
if namespace and transformed.get("kind") != "Namespace":
metadata = transformed.setdefault("metadata", {})
metadata.setdefault("namespace", namespace)
common_labels = config.get("commonLabels") or {}
if isinstance(common_labels, dict) and common_labels:
self._apply_common_labels(transformed, common_labels)
images = config.get("images") or []
if isinstance(images, list) and images:
self._apply_image_overrides(transformed, images)
return transformed
def _apply_common_labels(self, resource: dict[str, Any], labels: dict[str, Any]) -> None:
labels = {str(k): str(v) for k, v in labels.items()}
kind = resource.get("kind")
metadata = resource.setdefault("metadata", {})
self._merge_labels(metadata.setdefault("labels", {}), labels)
spec = resource.setdefault("spec", {})
if kind in {"Deployment", "StatefulSet", "DaemonSet", "ReplicaSet"}:
selector = spec.setdefault("selector", {}).setdefault("matchLabels", {})
self._merge_labels(selector, labels)
template_metadata = spec.setdefault("template", {}).setdefault("metadata", {})
self._merge_labels(template_metadata.setdefault("labels", {}), labels)
elif kind == "Service":
selector = spec.setdefault("selector", {})
if isinstance(selector, dict):
self._merge_labels(selector, labels)
elif kind == "PodDisruptionBudget":
selector = spec.setdefault("selector", {}).setdefault("matchLabels", {})
self._merge_labels(selector, labels)
self._apply_label_selector_labels(spec, labels)
@staticmethod
def _merge_labels(target: dict[str, Any], labels: dict[str, str]) -> None:
for key, value in labels.items():
target.setdefault(key, value)
def _apply_label_selector_labels(self, value: Any, labels: dict[str, str]) -> None:
if isinstance(value, dict):
selector = value.get("labelSelector")
if isinstance(selector, dict):
match_labels = selector.setdefault("matchLabels", {})
if isinstance(match_labels, dict):
self._merge_labels(match_labels, labels)
for child in value.values():
self._apply_label_selector_labels(child, labels)
elif isinstance(value, list):
for child in value:
self._apply_label_selector_labels(child, labels)
def _apply_image_overrides(self, resource: dict[str, Any], images: list[Any]) -> None:
overrides = [image for image in images if isinstance(image, dict)]
if not overrides:
return
for pod_spec in self._iter_pod_specs(resource):
for key in ("containers", "initContainers"):
containers = pod_spec.get(key)
if not isinstance(containers, list):
continue
for container in containers:
if not isinstance(container, dict) or "image" not in container:
continue
image = container.get("image")
if isinstance(image, str):
container["image"] = self._rewrite_image(image, overrides)
@staticmethod
def _iter_pod_specs(resource: dict[str, Any]) -> list[dict[str, Any]]:
spec = resource.get("spec")
if not isinstance(spec, dict):
return []
pod_specs: list[dict[str, Any]] = []
template_spec = spec.get("template", {}).get("spec")
if isinstance(template_spec, dict):
pod_specs.append(template_spec)
job_template_spec = (
spec.get("jobTemplate", {})
.get("spec", {})
.get("template", {})
.get("spec")
)
if isinstance(job_template_spec, dict):
pod_specs.append(job_template_spec)
if resource.get("kind") == "Pod":
pod_specs.append(spec)
return pod_specs
def _rewrite_image(self, current_image: str, overrides: list[dict[str, Any]]) -> str:
current_name = self._image_name_without_tag(current_image)
for override in overrides:
source = str(override.get("name", ""))
new_name = str(override.get("newName") or self._image_name_without_tag(source))
new_tag = override.get("newTag")
source_name = self._image_name_without_tag(source)
if current_image != source and current_name != source_name:
continue
return f"{new_name}:{new_tag}" if new_tag else new_name
return current_image
@staticmethod
def _image_name_without_tag(image: str) -> str:
without_digest = image.split("@", 1)[0]
slash_index = without_digest.rfind("/")
colon_index = without_digest.rfind(":")
if colon_index > slash_index:
return without_digest[:colon_index]
return without_digest
class K8sStateReader:
"""從 kubectl 讀取 K8s 實際狀態"""
async def read(self, namespace: str) -> dict[str, Any]:
"""
透過 kubectl 取得指定 namespace 的實際狀態
Returns:
{resource_key: actual_resource_dict}
"""
try:
result = await asyncio.get_event_loop().run_in_executor(
None, self._read_sync, namespace
)
return result
except Exception as e:
logger.warning("k8s_state_read_failed", namespace=namespace, error=str(e))
return {}
def _read_sync(self, namespace: str) -> dict[str, Any]:
resources: dict[str, Any] = {}
resource_types = ["deployment", "service", "configmap", "ingress"]
for rtype in resource_types:
try:
proc = subprocess.run(
["kubectl", "get", rtype, "-n", namespace, "-o", "yaml"],
capture_output=True,
text=True,
timeout=30,
)
if proc.returncode != 0:
logger.debug("kubectl_failed", type=rtype, stderr=proc.stderr[:200])
continue
data = yaml.safe_load(proc.stdout)
if not data or data.get("kind") != "List":
continue
for item in data.get("items", []):
kind = item.get("kind", rtype.capitalize())
name = item.get("metadata", {}).get("name", "")
if name:
key = f"{kind}/{name}"
resources[key] = item
except subprocess.TimeoutExpired:
logger.warning("kubectl_timeout", type=rtype, namespace=namespace)
except Exception as e:
logger.warning("kubectl_error", type=rtype, error=str(e))
return resources
class DriftDetector:
"""
比對 Git vs K8s 實際狀態,輸出 DriftItem 列表
職責邊界:只做事實比對,不判斷嚴重性,不解釋意圖
"""
def __init__(
self,
k8s_dir: str = "k8s",
allowlist_fields: frozenset | None = None,
critical_fields: frozenset | None = None,
):
self._git_reader = GitStateReader(k8s_dir)
self._k8s_reader = K8sStateReader()
self._allowlist = allowlist_fields or _DEFAULT_ALLOWLIST_FIELDS
self._critical_fields = critical_fields or _DEFAULT_CRITICAL_FIELDS
async def scan(self, namespace: str, triggered_by: str = "cron") -> DriftReport:
"""
掃描指定 namespace 的漂移
Args:
namespace: K8s namespace
triggered_by: 觸發來源cron / webhook / api
Returns:
DriftReport含 DriftItem 列表,尚未分析 intent
"""
report_id = str(uuid.uuid4())[:8]
logger.info("drift_scan_start", namespace=namespace, report_id=report_id)
git_state, k8s_state = await asyncio.gather(
self._git_reader.read(namespace),
self._k8s_reader.read(namespace),
)
items: list[DriftItem] = []
# 比對 Git 中有的資源
for resource_key, git_resource in git_state.items():
actual_resource = k8s_state.get(resource_key)
if actual_resource is None:
# 資源在 Git 中存在但 K8s 中不存在(可能尚未部署)
logger.debug("resource_missing_in_k8s", resource=resource_key)
continue
kind, name = resource_key.split("/", 1)
diffs = self._diff_resources(git_resource, actual_resource, kind, name, namespace)
items.extend(diffs)
high_count = sum(1 for i in items if i.drift_level == DriftLevel.HIGH)
medium_count = sum(1 for i in items if i.drift_level == DriftLevel.MEDIUM)
info_count = sum(1 for i in items if i.drift_level == DriftLevel.INFO)
logger.info(
"drift_scan_done",
namespace=namespace,
report_id=report_id,
high=high_count,
medium=medium_count,
info=info_count,
)
return DriftReport(
report_id=report_id,
namespace=namespace,
items=items,
high_count=high_count,
medium_count=medium_count,
info_count=info_count,
triggered_by=triggered_by,
)
def _diff_resources(
self,
git_res: dict,
actual_res: dict,
kind: str,
name: str,
namespace: str,
) -> list[DriftItem]:
"""逐欄位比對兩個資源,回傳差異列表"""
items: list[DriftItem] = []
# 只比對 spec 層metadata 的動態欄位太多)
git_spec = self._normalized_spec(git_res)
actual_spec = self._normalized_spec(actual_res)
diffs = self._flatten_diff("spec", git_spec, actual_spec)
for field_path, (git_val, actual_val) in diffs.items():
is_allowlisted = self._is_allowlisted(field_path)
if is_allowlisted:
level = DriftLevel.INFO
elif self._is_critical(field_path):
level = DriftLevel.HIGH
else:
level = DriftLevel.MEDIUM
items.append(DriftItem(
resource_kind=kind,
resource_name=name,
namespace=namespace,
field_path=field_path,
git_value=git_val,
actual_value=actual_val,
drift_level=level,
is_allowlisted=is_allowlisted,
))
return items
def _normalized_spec(self, resource: dict[str, Any]) -> dict[str, Any]:
"""Normalize Kubernetes API defaults before field diffing."""
spec = deepcopy(resource.get("spec", {}))
if not isinstance(spec, dict):
return {}
kind = resource.get("kind")
if kind == "Service":
self._normalize_service_spec(spec)
if kind in {"Deployment", "StatefulSet", "DaemonSet", "ReplicaSet"}:
self._normalize_controller_defaults(spec)
self._normalize_template_defaults(spec)
return spec
@staticmethod
def _normalize_service_spec(spec: dict[str, Any]) -> None:
for field in (
"clusterIP",
"clusterIPs",
"ipFamilies",
"ipFamilyPolicy",
"internalTrafficPolicy",
):
spec.pop(field, None)
if spec.get("externalTrafficPolicy") == "Cluster":
spec.pop("externalTrafficPolicy", None)
if spec.get("sessionAffinity") == "None":
spec.pop("sessionAffinity", None)
ports = spec.get("ports")
if isinstance(ports, list):
for port in ports:
if isinstance(port, dict) and port.get("protocol") == "TCP":
port.pop("protocol", None)
def _normalize_controller_defaults(self, spec: dict[str, Any]) -> None:
if spec.get("progressDeadlineSeconds") == 600:
spec.pop("progressDeadlineSeconds", None)
if spec.get("revisionHistoryLimit") == 10:
spec.pop("revisionHistoryLimit", None)
strategy = spec.get("strategy")
if isinstance(strategy, dict):
rolling_update = strategy.get("rollingUpdate")
if isinstance(rolling_update, dict):
if rolling_update.get("maxSurge") == "25%":
rolling_update.pop("maxSurge", None)
if rolling_update.get("maxUnavailable") == "25%":
rolling_update.pop("maxUnavailable", None)
if not rolling_update:
strategy.pop("rollingUpdate", None)
if strategy.get("type") == "RollingUpdate" and len(strategy) == 1:
spec.pop("strategy", None)
def _normalize_template_defaults(self, spec: dict[str, Any]) -> None:
template = spec.get("template")
if not isinstance(template, dict):
return
template_metadata = template.get("metadata")
if isinstance(template_metadata, dict):
annotations = template_metadata.get("annotations")
if isinstance(annotations, dict):
annotations.pop("kubectl.kubernetes.io/restartedAt", None)
if not annotations:
template_metadata.pop("annotations", None)
pod_spec = template.get("spec")
if isinstance(pod_spec, dict):
self._normalize_pod_spec_defaults(pod_spec)
def _normalize_pod_spec_defaults(self, pod_spec: dict[str, Any]) -> None:
defaults = {
"restartPolicy": "Always",
"dnsPolicy": "ClusterFirst",
"schedulerName": "default-scheduler",
"terminationGracePeriodSeconds": 30,
}
for field, default in defaults.items():
if pod_spec.get(field) == default:
pod_spec.pop(field, None)
if pod_spec.get("securityContext") == {}:
pod_spec.pop("securityContext", None)
if pod_spec.get("serviceAccount") == pod_spec.get("serviceAccountName"):
pod_spec.pop("serviceAccount", None)
for key in ("containers", "initContainers"):
containers = pod_spec.get(key)
if isinstance(containers, list):
for container in containers:
if isinstance(container, dict):
self._normalize_container_defaults(container)
volumes = pod_spec.get("volumes")
if isinstance(volumes, list):
for volume in volumes:
if isinstance(volume, dict):
self._normalize_volume_defaults(volume)
def _normalize_container_defaults(self, container: dict[str, Any]) -> None:
if container.get("terminationMessagePath") == "/dev/termination-log":
container.pop("terminationMessagePath", None)
if container.get("terminationMessagePolicy") == "File":
container.pop("terminationMessagePolicy", None)
ports = container.get("ports")
if isinstance(ports, list):
for port in ports:
if isinstance(port, dict) and port.get("protocol") == "TCP":
port.pop("protocol", None)
for probe_name in ("livenessProbe", "readinessProbe", "startupProbe"):
probe = container.get(probe_name)
if isinstance(probe, dict):
self._normalize_probe_defaults(probe)
env = container.get("env")
if isinstance(env, list):
for item in env:
if isinstance(item, dict):
self._normalize_env_defaults(item)
@staticmethod
def _normalize_probe_defaults(probe: dict[str, Any]) -> None:
if probe.get("successThreshold") == 1:
probe.pop("successThreshold", None)
http_get = probe.get("httpGet")
if isinstance(http_get, dict) and http_get.get("scheme") == "HTTP":
http_get.pop("scheme", None)
@staticmethod
def _normalize_env_defaults(env_item: dict[str, Any]) -> None:
value_from = env_item.get("valueFrom")
if not isinstance(value_from, dict):
return
field_ref = value_from.get("fieldRef")
if isinstance(field_ref, dict) and field_ref.get("apiVersion") == "v1":
field_ref.pop("apiVersion", None)
@staticmethod
def _normalize_volume_defaults(volume: dict[str, Any]) -> None:
for source_key in ("secret", "configMap"):
source = volume.get(source_key)
if isinstance(source, dict) and source.get("defaultMode") in {420, "420"}:
source.pop("defaultMode", None)
def _flatten_diff(
self,
prefix: str,
git_dict: Any,
actual_dict: Any,
) -> dict[str, tuple[Any, Any]]:
"""遞迴展開並比對兩個 dict回傳 {field_path: (git_val, actual_val)}"""
diffs: dict[str, tuple[Any, Any]] = {}
if not isinstance(git_dict, dict) or not isinstance(actual_dict, dict):
if git_dict != actual_dict:
diffs[prefix] = (git_dict, actual_dict)
return diffs
all_keys = set(git_dict.keys()) | set(actual_dict.keys())
for key in all_keys:
path = f"{prefix}.{key}"
git_val = git_dict.get(key)
actual_val = actual_dict.get(key)
if git_val == actual_val:
continue
if isinstance(git_val, dict) and isinstance(actual_val, dict):
diffs.update(self._flatten_diff(path, git_val, actual_val))
else:
diffs[path] = (git_val, actual_val)
return diffs
@staticmethod
def _pattern_matches(pattern: str, field_path: str) -> bool:
"""
匹配 field_path 是否符合 pattern。
支援兩種萬用字元:
- [*] → 任意索引 (e.g. containers[*] 匹配 containers[0], containers[1])
- * → 任意字串段
2026-04-05 Claude Code: I4 修正 — 舊邏輯直接 strip [*] 導致
containers[*].image 無法匹配 containers[0].image (首席架構師 Review I4)
"""
import re as _re
# 將 pattern 轉為正則:[*] → \[\d+\]* → [^.]+
regex = _re.escape(pattern)
regex = regex.replace(r"\[\*\]", r"\[\d+\]")
regex = regex.replace(r"\*", r"[^.]+")
# 允許 pattern 是前綴field_path 可能更深,. 或 [ 或字串結尾均可)
return bool(_re.match(f"^{regex}(\\.|\\[|$)", field_path))
def _is_allowlisted(self, field_path: str) -> bool:
"""判斷欄位是否在白名單(靜默記錄不告警)"""
return any(self._pattern_matches(p, field_path) for p in self._allowlist)
def _is_critical(self, field_path: str) -> bool:
"""判斷欄位是否為關鍵欄位HIGH 等級)"""
return any(self._pattern_matches(p, field_path) for p in self._critical_fields)
# =============================================================================
# Singleton
# =============================================================================
_detector: DriftDetector | None = None
def get_drift_detector() -> DriftDetector:
global _detector
if _detector is None:
_detector = DriftDetector()
return _detector