228 lines
8.4 KiB
Python
228 lines
8.4 KiB
Python
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# =============================================================================
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# IT智能服务台 — 审批卡片匹配引擎
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# =============================================================================
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# 职责:统一审批匹配逻辑,替代前端 APPROVAL_OPTIONS 和后端分散的匹配代码
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#
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# 匹配优先级:
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# 1. approval_type 精确匹配模板 ID(如 "zero_trust_vpn")
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# 2. approval_type 关键词匹配模板 keywords(如 "VPN账号申请" 含 "VPN")
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# 3. approval_type 匹配 category(如 "账号权限申请" → 返回该分类下所有模板)
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# 4. title 匹配模板 name(如 "VPN账号申请" → zero_trust_vpn)
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# 5. 降级:用户原始文本遍历所有 keywords
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#
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# 输出:标准化卡片数据 card_data,前端纯渲染
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# =============================================================================
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import logging
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from typing import Optional
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from app.api.approval import APPROVAL_TEMPLATES
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logger = logging.getLogger(__name__)
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class ApprovalMatcher:
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"""审批卡片匹配器 — 后端统一匹配入口"""
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# ------------------------------------------------------------------
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# 公开方法
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# ------------------------------------------------------------------
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def match_and_build_card(
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self, approval_type: Optional[str], title: Optional[str] = None
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) -> Optional[dict]:
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"""一站式匹配 + 构建标准化卡片数据(Dify 正常路径)。
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Args:
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approval_type: Dify 返回的审批类型(可能是 ID、中文分类名或具体名称)
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title: Dify 返回的具体审批名称(如"VPN账号申请")
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Returns:
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标准化 card_data,或 None(匹配失败)
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"""
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if not approval_type:
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return None
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# 优先级 1:精确 ID 匹配
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template = self._match_by_id(approval_type)
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if template:
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return self._build_single_card(template)
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# 优先级 2:关键词匹配
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template = self._match_by_keyword(approval_type)
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if template:
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return self._build_single_card(template)
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# 优先级 3:category 匹配
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options = self._match_by_category(approval_type)
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if options:
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return self._build_multi_card(approval_type, options)
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# 优先级 4:title 匹配
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if title:
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template = self._match_by_name(title)
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if template:
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return self._build_single_card(template)
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# 优先级 5:文本 keywords 兜底
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template = self._match_by_keyword(approval_type)
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if template:
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return self._build_single_card(template)
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return None
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def match_by_keywords(self, user_text: str) -> Optional[dict]:
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"""Dify 不可用时,用用户原始文本关键词降级匹配。
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Args:
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user_text: 用户输入的原始文本
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Returns:
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标准化 card_data,或 None
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"""
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if not user_text:
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return None
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text_lower = user_text.lower()
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# 遍历所有模板的 keywords
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best_template = None
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best_score = 0
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for template_id, template in APPROVAL_TEMPLATES.items():
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keywords = template.get("keywords", [])
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score = 0
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for kw in keywords:
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if kw.lower() in text_lower:
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score += len(kw) # 关键词越长,匹配越准确
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if score > best_score:
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best_score = score
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best_template = template
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if best_template and best_score > 0:
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logger.info(
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f"[ApprovalMatcher] 关键词降级匹配: text={user_text[:30]} -> "
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f"template={best_template['id']}, score={best_score}"
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)
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return self._build_single_card(best_template)
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return None
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# ------------------------------------------------------------------
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# 内部匹配方法
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# ------------------------------------------------------------------
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def _match_by_id(self, approval_type: str) -> Optional[dict]:
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"""精确匹配模板 ID(如 "zero_trust_vpn")。"""
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return APPROVAL_TEMPLATES.get(approval_type)
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def _match_by_keyword(self, approval_type: str) -> Optional[dict]:
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"""通过关键词匹配模板。
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遍历所有模板的 keywords,检查 approval_type 是否包含任一关键词。
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使用最长匹配优先策略(避免"设备升级"误匹配到"升级")。
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"""
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approval_lower = approval_type.lower()
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best_template = None
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best_len = 0
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for template_id, template in APPROVAL_TEMPLATES.items():
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keywords = template.get("keywords", [])
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for kw in keywords:
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if kw.lower() in approval_lower:
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if len(kw) > best_len:
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best_len = len(kw)
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best_template = template
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return best_template
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def _match_by_category(self, approval_type: str) -> list[dict]:
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"""按 category 匹配,返回该分类下所有模板的卡片选项。"""
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result = []
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for template_id, template in APPROVAL_TEMPLATES.items():
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category = template.get("category", "")
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if category == approval_type:
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result.append(self._template_to_option(template))
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return result
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def _match_by_name(self, title: str) -> Optional[dict]:
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"""通过模板 name 精确/模糊匹配(空格容错)。"""
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normalized = title.replace(" ", "") # 去除空格容错
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for template_id, template in APPROVAL_TEMPLATES.items():
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name_clean = template["name"].replace(" ", "")
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if name_clean == normalized or normalized in name_clean:
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return template
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return None
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# ------------------------------------------------------------------
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# 卡片数据构建
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# ------------------------------------------------------------------
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def _build_single_card(self, template: dict) -> dict:
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"""构建单选项标准化卡片数据。"""
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return {
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"card_type": "single",
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"title": template["name"],
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"description": template.get("desc", ""),
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"options": [self._template_to_option(template)],
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}
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def _build_multi_card(self, category_name: str, options: list[dict]) -> dict:
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"""构建多选项标准化卡片数据。"""
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return {
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"card_type": "multiple",
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"title": f"{category_name}({len(options)}项)",
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"description": "请选择具体审批类型",
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"options": options,
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}
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def _template_to_option(self, template: dict) -> dict:
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"""将模板数据转换为前端卡片选项。"""
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return {
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"name": template["name"],
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"icon": template.get("icon", "orders-o"),
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"desc": template.get("desc", ""),
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"url": template.get("url", ""),
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"category": template.get("category", ""),
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}
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def get_all_categories(self) -> list[dict]:
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"""获取所有分类及其选项(供前端全部展示用)。"""
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categories = {}
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for template_id, template in APPROVAL_TEMPLATES.items():
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cat = template.get("category", "其他")
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if cat not in categories:
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categories[cat] = []
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categories[cat].append(self._template_to_option(template))
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result = []
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for cat, options in categories.items():
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result.append({
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"category": cat,
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"options": options,
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})
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return result
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def get_all_templates(self) -> list[dict]:
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"""获取所有模板(含新增字段)。"""
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return [
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{**template, "template_id": tid}
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for tid, template in APPROVAL_TEMPLATES.items()
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]
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# ------------------------------------------------------------------
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# 单例工厂
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# ------------------------------------------------------------------
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_approval_matcher: Optional[ApprovalMatcher] = None
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def get_approval_matcher() -> ApprovalMatcher:
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"""获取 ApprovalMatcher 单例。"""
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global _approval_matcher
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if _approval_matcher is None:
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_approval_matcher = ApprovalMatcher()
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return _approval_matcher
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