diff --git a/DEVELOPMENT_PLAN.md b/DEVELOPMENT_PLAN.md
new file mode 100644
index 00000000..92a6aec0
--- /dev/null
+++ b/DEVELOPMENT_PLAN.md
@@ -0,0 +1,162 @@
+# DataPointer 开发计划书
+
+> 版本：v1.0 | 日期：2026-04-23
+
+---
+
+## 一、现状评估
+
+| 模块 | 当前状态 | 关键债务/缺口 |
+|------|---------|-------------|
+| 数据源管理 | MySQL/PG/Oracle/SQLServer + 达梦(mock) | 达梦未真实支持；密码加密密钥运行时随机生成，重启后无法解密 |
+| 元数据采集 | 库/表/字段基础采集 | 全量扫描，缺少增量与 Schema 变更追踪 |
+| 分类引擎 | 正则/关键词/枚举规则 | scikit-learn 已引入但未使用；Celery 任务为 placeholder |
+| 项目管理 | 创建/分配/打标/发布 | 无 ML 辅助推荐 |
+| 报告 | Word 导出 | 无 Excel/PDF；无风险摘要 |
+| 安全能力 | 无 | 无脱敏、无水印 |
+| 风险管理 | 无 | 无量化评分、无合规对标 |
+| 非结构化 | 模型已建（UnstructuredFile） | 功能未实现 |
+
+---
+
+## 二、整体里程碑
+
+```
+第一阶段（核心引擎加固 + 智能化） 4 周
+第二阶段（安全能力补齐 + 体验升级） 5 周
+第三阶段（风险管理 + 合规 + 血缘） 6 周
+------------------------------------------------------------------------
+合计 15 周 约 3.5 个月
+```
+
+---
+
+## 三、第一阶段：核心引擎加固与智能化（4 周）
+
+### T1.1 修复数据源密码加密（P0）
+- **方案**：config.py 新增 DB_ENCRYPTION_KEY，读取环境变量；datasource_service.py 改用该密钥；提供 Alembic 迁移脚本处理历史数据。
+- **验收**：重启后历史数据源仍可正常连接；密钥外部注入。
+- **工时**：2d
+
+### T1.2 Celery 异步分类落地（P0）
+- **方案**：将 run_auto_classification 逻辑迁入 Celery Task；Project 增加 scan_progress 字段；后端提供 progress 轮询接口；前端增加进度条与后台执行开关。
+- **验收**：万级字段分类 HTTP 不阻塞；前端实时显示进度。
+- **工时**：4d
+
+### T1.3 ML 辅助分类原型（P1）
+- **方案**：新增 MLModelVersion 模型；对字段 name/comment/sample_data 做 TF-IDF；用 LogisticRegression/RandomForest 训练；提供 ml-suggest 接口与前端一键采纳；训练任务封装为 Celery Task。
+- **验收**：测试集 Top-1 准确率 >= 70%；前端展示推荐标签与置信度。
+- **工时**：8d
+
+### T1.4 语义相似度规则（P1）
+- **方案**：新增 similarity 规则类型；用 TfidfVectorizer + cosine_similarity 计算字段名/注释与基准词相似度；阈值默认 0.75。
+- **验收**：mobile_no / cell_phone / contact_tel 可被同一条规则命中。
+- **工时**：3d
+
+### T1.5 增量元数据采集（P1）
+- **方案**：meta 表增加 last_scanned_at 与 checksum；采集时对比 information_schema 仅同步变更；删除对象做软删除保留历史。
+- **验收**：重复采集未变更表不写库；源库新增表仅增量写入。
+- **工时**：4d
+
+---
+
+## 四、第二阶段：安全能力补齐与体验升级（5 周）
+
+### T2.1 数据静态脱敏（P1）
+- **方案**：新增 MaskingRule 模型，支持 mask/truncate/hash/generalize/replace；脱敏预览与导出 API；前端策略配置与左右对比预览页。
+- **验收**：身份证号/手机号按规则掩码导出；支持批量策略应用。
+- **工时**：8d
+
+### T2.2 数据水印溯源（P2）
+- **方案**：文本水印采用零宽空格嵌入用户 ID；WatermarkLog 记录导出信息；溯源 API 提取水印追溯到用户。
+- **验收**：导出 CSV 可复制后成功溯源到用户；不影响可读性。
+- **工时**：5d
+
+### T2.3 Excel + PDF 报告（P1）
+- **方案**：Excel 用 openpyxl 带条件格式与图表；PDF 采用前端 html2canvas + jspdf 方案，减少后端依赖。
+- **验收**：支持 Word/Excel/PDF 三种导出；PDF 含统计图与 Top20 敏感清单。
+- **工时**：4d
+
+### T2.4 达梦真实驱动（P2）
+- **方案**：优先 dmPython，fallback 用 jaydebeapi + JDBC；更新元数据采集适配达梦系统表。
+- **验收**：可连接达梦并采集库表字段元数据。
+- **工时**：4d
+
+### T2.5 非结构化文件识别（P2）
+- **方案**：激活 UnstructuredFile；文件存 MinIO；用 python-docx/openpyxl/pdfplumber 解析文本；送入规则引擎识别敏感信息。
+- **验收**：Word/Excel 中的身份证号/手机号可被识别并建议 L4。
+- **工时**：6d
+
+### T2.6 Schema 变更追踪（P2）
+- **方案**：新增 SchemaChangeLog 模型；增量采集时自动比对生成变更记录；前端数据源详情页展示变更历史。
+- **验收**：源库新增敏感字段后平台生成变更记录并标红告警。
+- **工时**：4d
+
+---
+
+## 五、第三阶段：风险管理与合规（6 周）
+
+### T3.1 风险评分模型（P1）
+- **方案**：RiskScore = sum(Li * exposure * (1 - protection_rate))；新增 RiskAssessment 模型四级聚合；Celery Beat 每日重算；Dashboard 增加风险趋势与排行。
+- **验收**：项目生成 0-100 风险分；未脱敏敏感字段增加时分数上升。
+- **工时**：7d
+
+### T3.2 合规检查引擎（P1）
+- **方案**：内置等保/PIPL/GDPR 检查规则；ComplianceChecker 可插拔基类；新增 ComplianceScan/ComplianceIssue；前端规则库与问题清单。
+- **验收**：自动扫描出 L5 未脱敏等不合规项；可导出合规差距分析。
+- **工时**：7d
+
+### T3.3 数据血缘分析（P2）
+- **方案**：引入 sqlparse 解析 SQL；新增 DataLineage 模型；前端 ECharts 关系图展示表级血缘，支持 3 层展开。
+- **验收**：典型 ETL SQL 可正确构建血缘链。
+- **工时**：8d
+
+### T3.4 风险告警与工单（P1）
+- **方案**：AlertRule 模型配置触发条件；AlertRecord 记录告警；WorkOrder 简易工单流转（open -> in_progress -> resolved）；站内消息中心。
+- **验收**：新增 5 个 L5 字段自动生成告警并转工单指派。
+- **工时**：6d
+
+### T3.5 API 资产扫描（P2）
+- **方案**：新增 ApiAsset 模型；上传 Swagger/OpenAPI 解析参数与响应 schema；规则引擎标记敏感接口。
+- **验收**：上传含 phone/idCard 的 Swagger 后标记为暴露 L4 数据。
+- **工时**：5d
+
+### T3.6 暗黑模式与性能优化（P2）
+- **方案**：Element Plus 动态主题 + Pinia 持久化；大表格虚拟滚动；路由懒加载。
+- **验收**：一键切换暗黑/明亮无闪烁；5 万字段页面滚动 >= 30fps。
+- **工时**：4d
+
+---
+
+## 六、任务总览
+
+| 编号 | 任务 | 阶段 | 优先级 | 工时 | 依赖 |
+|------|------|------|--------|------|------|
+| T1.1 | 修复密码加密密钥管理 | P1 | P0 | 2d | 无 |
+| T1.2 | Celery 异步分类落地 | P1 | P0 | 4d | T1.1 |
+| T1.3 | ML 辅助分类原型 | P1 | P1 | 8d | T1.2 |
+| T1.4 | 语义相似度规则 | P1 | P1 | 3d | 无 |
+| T1.5 | 增量元数据采集 | P1 | P1 | 4d | 无 |
+| T2.1 | 数据静态脱敏 | P2 | P1 | 8d | T1.5 |
+| T2.2 | 数据水印溯源 | P2 | P2 | 5d | T2.1 |
+| T2.3 | Excel + PDF 报告 | P2 | P1 | 4d | 无 |
+| T2.4 | 达梦真实驱动 | P2 | P2 | 4d | 无 |
+| T2.5 | 非结构化文件识别 | P2 | P2 | 6d | T1.2 |
+| T2.6 | Schema 变更追踪 | P2 | P2 | 4d | T1.5 |
+| T3.1 | 风险评分模型 | P3 | P1 | 7d | T2.1, T2.6 |
+| T3.2 | 合规检查引擎 | P3 | P1 | 7d | T3.1 |
+| T3.3 | 数据血缘分析 | P3 | P2 | 8d | 无 |
+| T3.4 | 风险告警与工单 | P3 | P1 | 6d | T3.1, T3.2 |
+| T3.5 | API 资产扫描 | P3 | P2 | 5d | T1.4 |
+| T3.6 | 暗黑模式与性能优化 | P3 | P2 | 4d | 无 |
+
+**总计约 89 人天（单人约 3.5 个月；双人并行可压缩至 2 个月）**
+
+---
+
+## 七、确认事项
+
+1. 三阶段范围：是否全部 17 项任务均需开发？有无可削减项？
+2. 达梦环境：是否有真实达梦环境联调？若无，是否接受 jaydebeapi 桥接方案？
+3. ML 训练数据：当前人工标注字段大约多少？若不足，是否构造模拟数据？
+4. 启动顺序：是否从 T1.1 开始依次执行，还是允许阶段间少量并行？
diff --git a/backend/.env.example b/backend/.env.example
new file mode 100644
index 00000000..316c0d90
--- /dev/null
+++ b/backend/.env.example
@@ -0,0 +1,29 @@
+# Database
+DATABASE_URL=postgresql+psycopg2://pdg:pdg_secret_2024@localhost:5432/prop_data_guard
+REDIS_URL=redis://localhost:6379/0
+
+# Security
+SECRET_KEY=prop-data-guard-super-secret-key-change-in-production
+# Fernet-compatible encryption key for database passwords (32 bytes, base64 url-safe).
+# Generate one with: python -c "from cryptography.fernet import Fernet; print(Fernet.generate_key().decode())"
+# IMPORTANT: Keep this key safe and consistent across all backend instances.
+DB_ENCRYPTION_KEY=
+
+# MinIO
+MINIO_ENDPOINT=localhost:9000
+MINIO_ACCESS_KEY=pdgminio
+MINIO_SECRET_KEY=pdgminio_secret_2024
+MINIO_SECURE=false
+MINIO_BUCKET_NAME=pdg-files
+
+# CORS
+CORS_ORIGINS=["http://localhost:5173", "http://127.0.0.1:5173"]
+
+# Auth
+ACCESS_TOKEN_EXPIRE_MINUTES=30
+REFRESH_TOKEN_EXPIRE_DAYS=7
+
+# Default superuser (created on first startup)
+FIRST_SUPERUSER_USERNAME=admin
+FIRST_SUPERUSER_PASSWORD=admin123
+FIRST_SUPERUSER_EMAIL=admin@datapo.com
diff --git a/backend/alembic/versions/002_fix_encryption.py b/backend/alembic/versions/002_fix_encryption.py
new file mode 100644
index 00000000..0a6bf40a
--- /dev/null
+++ b/backend/alembic/versions/002_fix_encryption.py
@@ -0,0 +1,41 @@
+"""Fix datasource password encryption stability
+
+Revision ID: 002
+Revises: 001
+Create Date: 2026-04-23 14:00:00.000000
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+# revision identifiers, used by Alembic.
+revision: str = "002"
+down_revision: Union[str, None] = "001"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+ # Historical encrypted_password values are irrecoverable because
+ # the old implementation generated a random Fernet key on every startup.
+ # We clear the passwords and mark sources as inactive so admins re-enter them
+ # with the new stable key derived from DB_ENCRYPTION_KEY / SECRET_KEY.
+ op.add_column(
+ "data_source",
+ sa.Column("password_reset_required", sa.Boolean(), nullable=False, server_default=sa.text("false")),
+ )
+ op.execute(
+ """
+ UPDATE data_source
+ SET encrypted_password = NULL,
+ status = 'inactive',
+ password_reset_required = true
+ WHERE encrypted_password IS NOT NULL
+ """
+ )
+
+
+def downgrade() -> None:
+ op.drop_column("data_source", "password_reset_required")
diff --git a/backend/alembic/versions/003_add_project_task_fields.py b/backend/alembic/versions/003_add_project_task_fields.py
new file mode 100644
index 00000000..0b1757ae
--- /dev/null
+++ b/backend/alembic/versions/003_add_project_task_fields.py
@@ -0,0 +1,27 @@
+"""Add celery_task_id and scan_progress to classification_project
+
+Revision ID: 003
+Revises: 002
+Create Date: 2026-04-23 14:30:00.000000
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+# revision identifiers, used by Alembic.
+revision: str = "003"
+down_revision: Union[str, None] = "002"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+ op.add_column("classification_project", sa.Column("celery_task_id", sa.String(100), nullable=True))
+ op.add_column("classification_project", sa.Column("scan_progress", sa.Text(), nullable=True))
+
+
+def downgrade() -> None:
+ op.drop_column("classification_project", "scan_progress")
+ op.drop_column("classification_project", "celery_task_id")
diff --git a/backend/alembic/versions/004_add_ml_model.py b/backend/alembic/versions/004_add_ml_model.py
new file mode 100644
index 00000000..3748ec82
--- /dev/null
+++ b/backend/alembic/versions/004_add_ml_model.py
@@ -0,0 +1,37 @@
+"""Add ml_model_version table
+
+Revision ID: 004
+Revises: 003
+Create Date: 2026-04-23 15:00:00.000000
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+# revision identifiers, used by Alembic.
+revision: str = "004"
+down_revision: Union[str, None] = "003"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+ op.create_table(
+ "ml_model_version",
+ sa.Column("id", sa.Integer(), primary_key=True, index=True),
+ sa.Column("name", sa.String(100), nullable=False),
+ sa.Column("model_path", sa.String(500), nullable=False),
+ sa.Column("vectorizer_path", sa.String(500), nullable=False),
+ sa.Column("accuracy", sa.Float(), default=0.0),
+ sa.Column("train_samples", sa.Integer(), default=0),
+ sa.Column("train_date", sa.DateTime(), default=sa.func.now()),
+ sa.Column("is_active", sa.Boolean(), default=False),
+ sa.Column("description", sa.Text(), nullable=True),
+ sa.Column("created_at", sa.DateTime(), default=sa.func.now()),
+ )
+
+
+def downgrade() -> None:
+ op.drop_table("ml_model_version")
diff --git a/backend/alembic/versions/005_add_incremental_meta.py b/backend/alembic/versions/005_add_incremental_meta.py
new file mode 100644
index 00000000..a9166d02
--- /dev/null
+++ b/backend/alembic/versions/005_add_incremental_meta.py
@@ -0,0 +1,33 @@
+"""Add incremental scan fields to meta tables
+
+Revision ID: 005
+Revises: 004
+Create Date: 2026-04-23 16:00:00.000000
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+# revision identifiers, used by Alembic.
+revision: str = "005"
+down_revision: Union[str, None] = "004"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+ for table in ["meta_database", "meta_table", "meta_column"]:
+ op.add_column(table, sa.Column("last_scanned_at", sa.DateTime(), nullable=True))
+ op.add_column(table, sa.Column("checksum", sa.String(64), nullable=True))
+ op.add_column(table, sa.Column("is_deleted", sa.Boolean(), nullable=False, server_default=sa.text("false")))
+ op.add_column(table, sa.Column("deleted_at", sa.DateTime(), nullable=True))
+
+
+def downgrade() -> None:
+ for table in ["meta_database", "meta_table", "meta_column"]:
+ op.drop_column(table, "deleted_at")
+ op.drop_column(table, "is_deleted")
+ op.drop_column(table, "checksum")
+ op.drop_column(table, "last_scanned_at")
diff --git a/backend/alembic/versions/006_add_masking_rule.py b/backend/alembic/versions/006_add_masking_rule.py
new file mode 100644
index 00000000..5d270f49
--- /dev/null
+++ b/backend/alembic/versions/006_add_masking_rule.py
@@ -0,0 +1,37 @@
+"""Add masking_rule table
+
+Revision ID: 006
+Revises: 005
+Create Date: 2026-04-23 17:00:00.000000
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+# revision identifiers, used by Alembic.
+revision: str = "006"
+down_revision: Union[str, None] = "005"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+ op.create_table(
+ "masking_rule",
+ sa.Column("id", sa.Integer(), primary_key=True, index=True),
+ sa.Column("name", sa.String(100), nullable=False),
+ sa.Column("level_id", sa.Integer(), sa.ForeignKey("data_level.id"), nullable=True),
+ sa.Column("category_id", sa.Integer(), sa.ForeignKey("category.id"), nullable=True),
+ sa.Column("algorithm", sa.String(20), nullable=False),
+ sa.Column("params", sa.JSON(), nullable=True),
+ sa.Column("is_active", sa.Boolean(), default=True),
+ sa.Column("description", sa.Text(), nullable=True),
+ sa.Column("created_at", sa.DateTime(), default=sa.func.now()),
+ sa.Column("updated_at", sa.DateTime(), default=sa.func.now(), onupdate=sa.func.now()),
+ )
+
+
+def downgrade() -> None:
+ op.drop_table("masking_rule")
diff --git a/backend/alembic/versions/007_add_watermark_log.py b/backend/alembic/versions/007_add_watermark_log.py
new file mode 100644
index 00000000..66a166cb
--- /dev/null
+++ b/backend/alembic/versions/007_add_watermark_log.py
@@ -0,0 +1,33 @@
+"""Add watermark_log table
+
+Revision ID: 007
+Revises: 006
+Create Date: 2026-04-23 18:00:00.000000
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+# revision identifiers, used by Alembic.
+revision: str = "007"
+down_revision: Union[str, None] = "006"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+ op.create_table(
+ "watermark_log",
+ sa.Column("id", sa.Integer(), primary_key=True, index=True),
+ sa.Column("user_id", sa.Integer(), sa.ForeignKey("sys_user.id"), nullable=False),
+ sa.Column("export_type", sa.String(20), default="csv"),
+ sa.Column("data_scope", sa.Text(), nullable=True),
+ sa.Column("watermark_key", sa.String(64), nullable=False),
+ sa.Column("created_at", sa.DateTime(), default=sa.func.now()),
+ )
+
+
+def downgrade() -> None:
+ op.drop_table("watermark_log")
diff --git a/backend/alembic/versions/008_add_unstructured_analysis.py b/backend/alembic/versions/008_add_unstructured_analysis.py
new file mode 100644
index 00000000..73034a7b
--- /dev/null
+++ b/backend/alembic/versions/008_add_unstructured_analysis.py
@@ -0,0 +1,25 @@
+"""Add analysis_result to unstructured_file
+
+Revision ID: 008
+Revises: 007
+Create Date: 2026-04-23 19:00:00.000000
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+# revision identifiers, used by Alembic.
+revision: str = "008"
+down_revision: Union[str, None] = "007"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+ op.add_column("unstructured_file", sa.Column("analysis_result", sa.JSON(), nullable=True))
+
+
+def downgrade() -> None:
+ op.drop_column("unstructured_file", "analysis_result")
diff --git a/backend/alembic/versions/009_add_schema_change_log.py b/backend/alembic/versions/009_add_schema_change_log.py
new file mode 100644
index 00000000..45b41dbe
--- /dev/null
+++ b/backend/alembic/versions/009_add_schema_change_log.py
@@ -0,0 +1,36 @@
+"""Add schema_change_log table
+
+Revision ID: 009
+Revises: 008
+Create Date: 2026-04-23 20:00:00.000000
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+# revision identifiers, used by Alembic.
+revision: str = "009"
+down_revision: Union[str, None] = "008"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+ op.create_table(
+ "schema_change_log",
+ sa.Column("id", sa.Integer(), primary_key=True, index=True),
+ sa.Column("source_id", sa.Integer(), sa.ForeignKey("data_source.id"), nullable=False),
+ sa.Column("database_id", sa.Integer(), sa.ForeignKey("meta_database.id"), nullable=True),
+ sa.Column("table_id", sa.Integer(), sa.ForeignKey("meta_table.id"), nullable=True),
+ sa.Column("column_id", sa.Integer(), sa.ForeignKey("meta_column.id"), nullable=True),
+ sa.Column("change_type", sa.String(20), nullable=False),
+ sa.Column("old_value", sa.Text(), nullable=True),
+ sa.Column("new_value", sa.Text(), nullable=True),
+ sa.Column("detected_at", sa.DateTime(), default=sa.func.now()),
+ )
+
+
+def downgrade() -> None:
+ op.drop_table("schema_change_log")
diff --git a/backend/alembic/versions/010_add_risk_assessment.py b/backend/alembic/versions/010_add_risk_assessment.py
new file mode 100644
index 00000000..1407ccf6
--- /dev/null
+++ b/backend/alembic/versions/010_add_risk_assessment.py
@@ -0,0 +1,40 @@
+"""Add risk_assessment table
+
+Revision ID: 010
+Revises: 009
+Create Date: 2026-04-23 21:00:00.000000
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+# revision identifiers, used by Alembic.
+revision: str = "010"
+down_revision: Union[str, None] = "009"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+ op.create_table(
+ "risk_assessment",
+ sa.Column("id", sa.Integer(), primary_key=True, index=True),
+ sa.Column("entity_type", sa.String(20), nullable=False),
+ sa.Column("entity_id", sa.Integer(), nullable=False),
+ sa.Column("entity_name", sa.String(200), nullable=True),
+ sa.Column("risk_score", sa.Float(), default=0.0),
+ sa.Column("sensitivity_score", sa.Float(), default=0.0),
+ sa.Column("exposure_score", sa.Float(), default=0.0),
+ sa.Column("protection_score", sa.Float(), default=0.0),
+ sa.Column("details", sa.JSON(), nullable=True),
+ sa.Column("created_at", sa.DateTime(), default=sa.func.now()),
+ sa.Column("updated_at", sa.DateTime(), default=sa.func.now(), onupdate=sa.func.now()),
+ )
+ op.create_index("idx_risk_entity", "risk_assessment", ["entity_type", "entity_id"])
+
+
+def downgrade() -> None:
+ op.drop_index("idx_risk_entity", table_name="risk_assessment")
+ op.drop_table("risk_assessment")
diff --git a/backend/alembic/versions/011_add_compliance.py b/backend/alembic/versions/011_add_compliance.py
new file mode 100644
index 00000000..e9b1484d
--- /dev/null
+++ b/backend/alembic/versions/011_add_compliance.py
@@ -0,0 +1,51 @@
+"""Add compliance_rule and compliance_issue tables
+
+Revision ID: 011
+Revises: 010
+Create Date: 2026-04-23 22:00:00.000000
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+# revision identifiers, used by Alembic.
+revision: str = "011"
+down_revision: Union[str, None] = "010"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+ op.create_table(
+ "compliance_rule",
+ sa.Column("id", sa.Integer(), primary_key=True, index=True),
+ sa.Column("name", sa.String(200), nullable=False),
+ sa.Column("standard", sa.String(50), nullable=False),
+ sa.Column("description", sa.Text(), nullable=True),
+ sa.Column("check_logic", sa.String(50), nullable=False),
+ sa.Column("severity", sa.String(20), default="medium"),
+ sa.Column("is_active", sa.Boolean(), default=True),
+ sa.Column("created_at", sa.DateTime(), default=sa.func.now()),
+ )
+ op.create_table(
+ "compliance_issue",
+ sa.Column("id", sa.Integer(), primary_key=True, index=True),
+ sa.Column("rule_id", sa.Integer(), nullable=False),
+ sa.Column("project_id", sa.Integer(), nullable=True),
+ sa.Column("entity_type", sa.String(20), nullable=False),
+ sa.Column("entity_id", sa.Integer(), nullable=False),
+ sa.Column("entity_name", sa.String(200), nullable=True),
+ sa.Column("severity", sa.String(20), default="medium"),
+ sa.Column("description", sa.Text(), nullable=True),
+ sa.Column("suggestion", sa.Text(), nullable=True),
+ sa.Column("status", sa.String(20), default="open"),
+ sa.Column("resolved_at", sa.DateTime(), nullable=True),
+ sa.Column("created_at", sa.DateTime(), default=sa.func.now()),
+ )
+
+
+def downgrade() -> None:
+ op.drop_table("compliance_issue")
+ op.drop_table("compliance_rule")
diff --git a/backend/alembic/versions/012_add_data_lineage.py b/backend/alembic/versions/012_add_data_lineage.py
new file mode 100644
index 00000000..6b2ed8c8
--- /dev/null
+++ b/backend/alembic/versions/012_add_data_lineage.py
@@ -0,0 +1,35 @@
+"""Add data_lineage table
+
+Revision ID: 012
+Revises: 011
+Create Date: 2026-04-23 23:00:00.000000
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+# revision identifiers, used by Alembic.
+revision: str = "012"
+down_revision: Union[str, None] = "011"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+ op.create_table(
+ "data_lineage",
+ sa.Column("id", sa.Integer(), primary_key=True, index=True),
+ sa.Column("source_table", sa.String(200), nullable=False),
+ sa.Column("source_column", sa.String(200), nullable=True),
+ sa.Column("target_table", sa.String(200), nullable=False),
+ sa.Column("target_column", sa.String(200), nullable=True),
+ sa.Column("relation_type", sa.String(20), default="direct"),
+ sa.Column("script_content", sa.Text(), nullable=True),
+ sa.Column("created_at", sa.DateTime(), default=sa.func.now()),
+ )
+
+
+def downgrade() -> None:
+ op.drop_table("data_lineage")
diff --git a/backend/alembic/versions/013_add_alert_work_order.py b/backend/alembic/versions/013_add_alert_work_order.py
new file mode 100644
index 00000000..0dff7aa5
--- /dev/null
+++ b/backend/alembic/versions/013_add_alert_work_order.py
@@ -0,0 +1,58 @@
+"""Add alert and work_order tables
+
+Revision ID: 013
+Revises: 012
+Create Date: 2026-04-24 00:00:00.000000
+
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+# revision identifiers, used by Alembic.
+revision: str = "013"
+down_revision: Union[str, None] = "012"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+ op.create_table(
+ "alert_rule",
+ sa.Column("id", sa.Integer(), primary_key=True, index=True),
+ sa.Column("name", sa.String(200), nullable=False),
+ sa.Column("trigger_condition", sa.String(50), nullable=False),
+ sa.Column("threshold", sa.Integer(), default=0),
+ sa.Column("severity", sa.String(20), default="medium"),
+ sa.Column("is_active", sa.Boolean(), default=True),
+ sa.Column("created_at", sa.DateTime(), default=sa.func.now()),
+ )
+ op.create_table(
+ "alert_record",
+ sa.Column("id", sa.Integer(), primary_key=True, index=True),
+ sa.Column("rule_id", sa.Integer(), sa.ForeignKey("alert_rule.id"), nullable=False),
+ sa.Column("title", sa.String(200), nullable=False),
+ sa.Column("content", sa.Text(), nullable=True),
+ sa.Column("severity", sa.String(20), default="medium"),
+ sa.Column("status", sa.String(20), default="open"),
+ sa.Column("created_at", sa.DateTime(), default=sa.func.now()),
+ )
+ op.create_table(
+ "work_order",
+ sa.Column("id", sa.Integer(), primary_key=True, index=True),
+ sa.Column("alert_id", sa.Integer(), sa.ForeignKey("alert_record.id"), nullable=True),
+ sa.Column("title", sa.String(200), nullable=False),
+ sa.Column("description", sa.Text(), nullable=True),
+ sa.Column("assignee_id", sa.Integer(), sa.ForeignKey("sys_user.id"), nullable=True),
+ sa.Column("status", sa.String(20), default="open"),
+ sa.Column("resolution", sa.Text(), nullable=True),
+ sa.Column("created_at", sa.DateTime(), default=sa.func.now()),
+ sa.Column("resolved_at", sa.DateTime(), nullable=True),
+ )
+
+
+def downgrade() -> None:
+ op.drop_table("work_order")
+ op.drop_table("alert_record")
+ op.drop_table("alert_rule")
diff --git a/backend/alembic/versions/014_add_api_asset.py b/backend/alembic/versions/014_add_api_asset.py
new file mode 100644
index 00000000..a2c61824
--- /dev/null
+++ b/backend/alembic/versions/014_add_api_asset.py
@@ -0,0 +1,55 @@
+"""Add api_asset and api_endpoint tables
+
+Revision ID: 014
+Revises: 013
+Create Date: 2026-04-24 00:00:00.000000
+
+"""
+from typing import Sequence, Union
+from alembic import op
+import sqlalchemy as sa
+
+revision: str = "014"
+down_revision: Union[str, None] = "013"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+ op.create_table(
+ "api_asset",
+ sa.Column("id", sa.Integer(), primary_key=True, index=True),
+ sa.Column("name", sa.String(200), nullable=False),
+ sa.Column("base_url", sa.String(500), nullable=False),
+ sa.Column("swagger_url", sa.String(500), nullable=True),
+ sa.Column("auth_type", sa.String(50), default="none"),
+ sa.Column("headers", sa.JSON(), default=dict),
+ sa.Column("description", sa.Text(), nullable=True),
+ sa.Column("scan_status", sa.String(20), default="idle"),
+ sa.Column("total_endpoints", sa.Integer(), default=0),
+ sa.Column("sensitive_endpoints", sa.Integer(), default=0),
+ sa.Column("created_by", sa.Integer(), sa.ForeignKey("sys_user.id"), nullable=True),
+ sa.Column("created_at", sa.DateTime(), default=sa.func.now()),
+ sa.Column("updated_at", sa.DateTime(), default=sa.func.now(), onupdate=sa.func.now()),
+ )
+ op.create_table(
+ "api_endpoint",
+ sa.Column("id", sa.Integer(), primary_key=True, index=True),
+ sa.Column("asset_id", sa.Integer(), sa.ForeignKey("api_asset.id"), nullable=False),
+ sa.Column("method", sa.String(10), nullable=False),
+ sa.Column("path", sa.String(500), nullable=False),
+ sa.Column("summary", sa.String(500), nullable=True),
+ sa.Column("tags", sa.JSON(), default=list),
+ sa.Column("parameters", sa.JSON(), default=list),
+ sa.Column("request_body_schema", sa.JSON(), nullable=True),
+ sa.Column("response_schema", sa.JSON(), nullable=True),
+ sa.Column("sensitive_fields", sa.JSON(), default=list),
+ sa.Column("risk_level", sa.String(20), default="low"),
+ sa.Column("is_active", sa.Boolean(), default=True),
+ sa.Column("created_at", sa.DateTime(), default=sa.func.now()),
+ )
+
+
+def downgrade() -> None:
+ op.drop_table("api_endpoint")
+ op.drop_table("api_asset")
diff --git a/backend/app/api/v1/__init__.py b/backend/app/api/v1/__init__.py
index e601b4de..c3d29a76 100644
--- a/backend/app/api/v1/__init__.py
+++ b/backend/app/api/v1/__init__.py
@@ -1,6 +1,6 @@
from fastapi import APIRouter
-from app.api.v1 import auth, user, datasource, metadata, classification, project, task, report, dashboard
+from app.api.v1 import auth, user, datasource, metadata, classification, project, task, report, dashboard, masking, watermark, unstructured, schema_change, risk, compliance, lineage, alert, api_asset
api_router = APIRouter()
api_router.include_router(auth.router, prefix="/auth", tags=["认证"])
@@ -12,3 +12,12 @@ api_router.include_router(project.router, prefix="/projects", tags=["项目管
api_router.include_router(task.router, prefix="/tasks", tags=["任务管理"])
api_router.include_router(report.router, prefix="/reports", tags=["报告管理"])
api_router.include_router(dashboard.router, prefix="/dashboard", tags=["仪表盘"])
+api_router.include_router(masking.router, prefix="/masking", tags=["数据脱敏"])
+api_router.include_router(watermark.router, prefix="/watermark", tags=["数据水印"])
+api_router.include_router(unstructured.router, prefix="/unstructured", tags=["非结构化文件"])
+api_router.include_router(schema_change.router, prefix="/schema-changes", tags=["Schema变更"])
+api_router.include_router(risk.router, prefix="/risk", tags=["风险评估"])
+api_router.include_router(compliance.router, prefix="/compliance", tags=["合规检查"])
+api_router.include_router(lineage.router, prefix="/lineage", tags=["数据血缘"])
+api_router.include_router(alert.router, prefix="/alerts", tags=["告警与工单"])
+api_router.include_router(api_asset.router, prefix="/api-assets", tags=["API资产"])
diff --git a/backend/app/api/v1/alert.py b/backend/app/api/v1/alert.py
new file mode 100644
index 00000000..fe2d99a0
--- /dev/null
+++ b/backend/app/api/v1/alert.py
@@ -0,0 +1,115 @@
+from typing import Optional
+from fastapi import APIRouter, Depends, Query
+from sqlalchemy.orm import Session
+
+from app.core.database import get_db
+from app.models.user import User
+from app.schemas.common import ResponseModel, ListResponse
+from app.services import alert_service
+from app.api.deps import get_current_user, require_admin
+
+router = APIRouter()
+
+
+@router.post("/init-rules")
+def init_alert_rules(
+ db: Session = Depends(get_db),
+ current_user: User = Depends(require_admin),
+):
+ alert_service.init_builtin_alert_rules(db)
+ return ResponseModel(message="初始化完成")
+
+
+@router.post("/check")
+def check_alerts(
+ db: Session = Depends(get_db),
+ current_user: User = Depends(require_admin),
+):
+ records = alert_service.check_alerts(db)
+ return ResponseModel(data={"alerts_created": len(records)})
+
+
+@router.get("/records")
+def list_alert_records(
+ status: Optional[str] = Query(None),
+ page: int = Query(1, ge=1),
+ page_size: int = Query(20, ge=1, le=500),
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ query = db.query(alert_service.AlertRecord)
+ if status:
+ query = query.filter(alert_service.AlertRecord.status == status)
+ total = query.count()
+ items = query.order_by(alert_service.AlertRecord.created_at.desc()).offset((page - 1) * page_size).limit(page_size).all()
+ return ListResponse(
+ data=[{
+ "id": r.id,
+ "rule_id": r.rule_id,
+ "title": r.title,
+ "content": r.content,
+ "severity": r.severity,
+ "status": r.status,
+ "created_at": r.created_at.isoformat() if r.created_at else None,
+ } for r in items],
+ total=total,
+ page=page,
+ page_size=page_size,
+ )
+
+
+@router.post("/work-orders")
+def create_work_order(
+ alert_id: int,
+ title: str,
+ description: str = "",
+ assignee_id: Optional[int] = Query(None),
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ wo = alert_service.create_work_order(db, alert_id, title, description, assignee_id)
+ return ResponseModel(data={"id": wo.id})
+
+
+@router.get("/work-orders")
+def list_work_orders(
+ status: Optional[str] = Query(None),
+ page: int = Query(1, ge=1),
+ page_size: int = Query(20, ge=1, le=500),
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ from app.models.alert import WorkOrder
+ query = db.query(WorkOrder)
+ if status:
+ query = query.filter(WorkOrder.status == status)
+ total = query.count()
+ items = query.order_by(WorkOrder.created_at.desc()).offset((page - 1) * page_size).limit(page_size).all()
+ return ListResponse(
+ data=[{
+ "id": w.id,
+ "alert_id": w.alert_id,
+ "title": w.title,
+ "status": w.status,
+ "assignee_name": w.assignee.username if w.assignee else None,
+ "created_at": w.created_at.isoformat() if w.created_at else None,
+ } for w in items],
+ total=total,
+ page=page,
+ page_size=page_size,
+ )
+
+
+@router.post("/work-orders/{wo_id}/status")
+def update_work_order(
+ wo_id: int,
+ status: str,
+ resolution: str = "",
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ wo = alert_service.update_work_order_status(db, wo_id, status, resolution or None)
+ if not wo:
+ from fastapi import HTTPException, status
+ raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="工单不存在")
+ return ResponseModel(data={"id": wo.id, "status": wo.status})
diff --git a/backend/app/api/v1/api_asset.py b/backend/app/api/v1/api_asset.py
new file mode 100644
index 00000000..3bb8c20a
--- /dev/null
+++ b/backend/app/api/v1/api_asset.py
@@ -0,0 +1,131 @@
+from typing import Optional, List
+from fastapi import APIRouter, Depends, Query
+from sqlalchemy.orm import Session
+from pydantic import BaseModel
+
+from app.core.database import get_db
+from app.models.user import User
+from app.schemas.common import ResponseModel, ListResponse
+from app.services import api_asset_service
+from app.api.deps import get_current_user
+
+router = APIRouter()
+
+class APIAssetCreate(BaseModel):
+ name: str
+ base_url: str
+ swagger_url: Optional[str] = None
+ auth_type: Optional[str] = "none"
+ headers: Optional[dict] = None
+ description: Optional[str] = None
+
+class APIAssetUpdate(BaseModel):
+ name: Optional[str] = None
+ base_url: Optional[str] = None
+ swagger_url: Optional[str] = None
+ auth_type: Optional[str] = None
+ headers: Optional[dict] = None
+ description: Optional[str] = None
+
+@router.post("")
+def create_asset(
+ body: APIAssetCreate,
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ asset = api_asset_service.create_asset(db, body.dict(), current_user.id)
+ return ResponseModel(data={"id": asset.id})
+
+@router.get("")
+def list_assets(
+ page: int = Query(1, ge=1),
+ page_size: int = Query(20, ge=1, le=500),
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ from app.models.api_asset import APIAsset
+ query = db.query(APIAsset)
+ total = query.count()
+ items = query.order_by(APIAsset.created_at.desc()).offset((page - 1) * page_size).limit(page_size).all()
+ return ListResponse(
+ data=[{
+ "id": a.id,
+ "name": a.name,
+ "base_url": a.base_url,
+ "swagger_url": a.swagger_url,
+ "auth_type": a.auth_type,
+ "scan_status": a.scan_status,
+ "total_endpoints": a.total_endpoints,
+ "sensitive_endpoints": a.sensitive_endpoints,
+ "created_at": a.created_at.isoformat() if a.created_at else None,
+ } for a in items],
+ total=total,
+ page=page,
+ page_size=page_size,
+ )
+
+@router.put("/{asset_id}")
+def update_asset(
+ asset_id: int,
+ body: APIAssetUpdate,
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ asset = api_asset_service.update_asset(db, asset_id, body.dict(exclude_unset=True))
+ if not asset:
+ from fastapi import HTTPException, status
+ raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="资产不存在")
+ return ResponseModel(data={"id": asset.id})
+
+@router.delete("/{asset_id}")
+def delete_asset(
+ asset_id: int,
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ ok = api_asset_service.delete_asset(db, asset_id)
+ if not ok:
+ from fastapi import HTTPException, status
+ raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="资产不存在")
+ return ResponseModel()
+
+@router.post("/{asset_id}/scan")
+def scan_asset(
+ asset_id: int,
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ result = api_asset_service.scan_swagger(db, asset_id)
+ return ResponseModel(data=result)
+
+@router.get("/{asset_id}/endpoints")
+def list_endpoints(
+ asset_id: int,
+ risk_level: Optional[str] = Query(None),
+ page: int = Query(1, ge=1),
+ page_size: int = Query(20, ge=1, le=500),
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ from app.models.api_asset import APIEndpoint
+ query = db.query(APIEndpoint).filter(APIEndpoint.asset_id == asset_id)
+ if risk_level:
+ query = query.filter(APIEndpoint.risk_level == risk_level)
+ total = query.count()
+ items = query.order_by(APIEndpoint.id.asc()).offset((page - 1) * page_size).limit(page_size).all()
+ return ListResponse(
+ data=[{
+ "id": e.id,
+ "method": e.method,
+ "path": e.path,
+ "summary": e.summary,
+ "tags": e.tags,
+ "parameters": e.parameters,
+ "sensitive_fields": e.sensitive_fields,
+ "risk_level": e.risk_level,
+ "is_active": e.is_active,
+ } for e in items],
+ total=total,
+ page=page,
+ page_size=page_size,
+ )
diff --git a/backend/app/api/v1/classification.py b/backend/app/api/v1/classification.py
index 5b18c257..b8c27869 100644
--- a/backend/app/api/v1/classification.py
+++ b/backend/app/api/v1/classification.py
@@ -238,3 +238,43 @@ def auto_classify(
):
result = classification_engine.run_auto_classification(db, project_id)
return ResponseModel(data=result)
+
+
+@router.post("/ml-train")
+def ml_train(
+ background: bool = True,
+ model_name: Optional[str] = None,
+ algorithm: str = "logistic_regression",
+ db: Session = Depends(get_db),
+ current_user: User = Depends(require_admin),
+):
+ from app.tasks.ml_tasks import train_ml_model_task
+ from app.services.ml_service import train_model
+
+ if background:
+ task = train_ml_model_task.delay(model_name=model_name, algorithm=algorithm)
+ return ResponseModel(data={"task_id": task.id, "status": task.state})
+ else:
+ mv = train_model(db, model_name=model_name, algorithm=algorithm)
+ if mv:
+ return ResponseModel(data={"model_id": mv.id, "accuracy": mv.accuracy, "train_samples": mv.train_samples})
+ return ResponseModel(message="训练失败：样本不足或发生错误")
+
+
+@router.get("/ml-suggest/{project_id}")
+def ml_suggest(
+ project_id: int,
+ column_ids: Optional[str] = Query(None),
+ top_k: int = Query(3, ge=1, le=5),
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ from app.services.ml_service import suggest_for_project_columns
+ ids = None
+ if column_ids:
+ ids = [int(x) for x in column_ids.split(",") if x.strip().isdigit()]
+ result = suggest_for_project_columns(db, project_id, column_ids=ids, top_k=top_k)
+ if not result.get("success"):
+ from fastapi import HTTPException, status
+ raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=result.get("message"))
+ return ResponseModel(data=result["suggestions"])
diff --git a/backend/app/api/v1/compliance.py b/backend/app/api/v1/compliance.py
new file mode 100644
index 00000000..743d98dc
--- /dev/null
+++ b/backend/app/api/v1/compliance.py
@@ -0,0 +1,72 @@
+from typing import Optional
+from fastapi import APIRouter, Depends, Query
+from sqlalchemy.orm import Session
+
+from app.core.database import get_db
+from app.models.user import User
+from app.schemas.common import ResponseModel, ListResponse
+from app.services import compliance_service
+from app.api.deps import get_current_user, require_admin
+
+router = APIRouter()
+
+
+@router.post("/init-rules")
+def init_rules(
+ db: Session = Depends(get_db),
+ current_user: User = Depends(require_admin),
+):
+ compliance_service.init_builtin_rules(db)
+ return ResponseModel(message="初始化完成")
+
+
+@router.post("/scan")
+def scan_compliance(
+ project_id: Optional[int] = Query(None),
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ issues = compliance_service.scan_compliance(db, project_id=project_id)
+ return ResponseModel(data={"issues_found": len(issues)})
+
+
+@router.get("/issues")
+def list_issues(
+ project_id: Optional[int] = Query(None),
+ status: Optional[str] = Query(None),
+ page: int = Query(1, ge=1),
+ page_size: int = Query(20, ge=1, le=500),
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ items, total = compliance_service.list_issues(db, project_id=project_id, status=status, page=page, page_size=page_size)
+ return ListResponse(
+ data=[{
+ "id": i.id,
+ "rule_id": i.rule_id,
+ "project_id": i.project_id,
+ "entity_type": i.entity_type,
+ "entity_name": i.entity_name,
+ "severity": i.severity,
+ "description": i.description,
+ "suggestion": i.suggestion,
+ "status": i.status,
+ "created_at": i.created_at.isoformat() if i.created_at else None,
+ } for i in items],
+ total=total,
+ page=page,
+ page_size=page_size,
+ )
+
+
+@router.post("/issues/{issue_id}/resolve")
+def resolve_issue(
+ issue_id: int,
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ issue = compliance_service.resolve_issue(db, issue_id)
+ if not issue:
+ from fastapi import HTTPException, status
+ raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="问题不存在")
+ return ResponseModel(message="已标记为已解决")
diff --git a/backend/app/api/v1/lineage.py b/backend/app/api/v1/lineage.py
new file mode 100644
index 00000000..019d65e6
--- /dev/null
+++ b/backend/app/api/v1/lineage.py
@@ -0,0 +1,32 @@
+from typing import Optional
+from fastapi import APIRouter, Depends, Query
+from sqlalchemy.orm import Session
+
+from app.core.database import get_db
+from app.models.user import User
+from app.schemas.common import ResponseModel
+from app.services import lineage_service
+from app.api.deps import get_current_user
+
+router = APIRouter()
+
+
+@router.post("/parse")
+def parse_lineage(
+ sql: str,
+ target_table: str,
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ records = lineage_service.parse_sql_lineage(db, sql, target_table)
+ return ResponseModel(data={"records_created": len(records)})
+
+
+@router.get("/graph")
+def get_graph(
+ table_name: Optional[str] = Query(None),
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ graph = lineage_service.get_lineage_graph(db, table_name=table_name)
+ return ResponseModel(data=graph)
diff --git a/backend/app/api/v1/masking.py b/backend/app/api/v1/masking.py
new file mode 100644
index 00000000..3e8e5729
--- /dev/null
+++ b/backend/app/api/v1/masking.py
@@ -0,0 +1,88 @@
+from typing import Optional
+from fastapi import APIRouter, Depends, Query
+from sqlalchemy.orm import Session
+
+from app.core.database import get_db
+from app.models.user import User
+from app.schemas.common import ResponseModel, ListResponse
+from app.services import masking_service
+from app.api.deps import get_current_user, require_admin
+
+router = APIRouter()
+
+
+@router.get("/rules")
+def list_masking_rules(
+ level_id: Optional[int] = Query(None),
+ category_id: Optional[int] = Query(None),
+ page: int = Query(1, ge=1),
+ page_size: int = Query(20, ge=1, le=500),
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ items, total = masking_service.list_masking_rules(db, level_id=level_id, category_id=category_id, page=page, page_size=page_size)
+ return ListResponse(
+ data=[{
+ "id": r.id,
+ "name": r.name,
+ "level_id": r.level_id,
+ "category_id": r.category_id,
+ "algorithm": r.algorithm,
+ "params": r.params,
+ "is_active": r.is_active,
+ "description": r.description,
+ "level_name": r.level.name if r.level else None,
+ "category_name": r.category.name if r.category else None,
+ } for r in items],
+ total=total,
+ page=page,
+ page_size=page_size,
+ )
+
+
+@router.post("/rules")
+def create_masking_rule(
+ req: dict,
+ db: Session = Depends(get_db),
+ current_user: User = Depends(require_admin),
+):
+ item = masking_service.create_masking_rule(db, req)
+ return ResponseModel(data={"id": item.id})
+
+
+@router.put("/rules/{rule_id}")
+def update_masking_rule(
+ rule_id: int,
+ req: dict,
+ db: Session = Depends(get_db),
+ current_user: User = Depends(require_admin),
+):
+ db_obj = masking_service.get_masking_rule(db, rule_id)
+ if not db_obj:
+ from fastapi import HTTPException, status
+ raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="规则不存在")
+ item = masking_service.update_masking_rule(db, db_obj, req)
+ return ResponseModel(data={"id": item.id})
+
+
+@router.delete("/rules/{rule_id}")
+def delete_masking_rule(
+ rule_id: int,
+ db: Session = Depends(get_db),
+ current_user: User = Depends(require_admin),
+):
+ masking_service.delete_masking_rule(db, rule_id)
+ return ResponseModel(message="删除成功")
+
+
+@router.post("/preview")
+def preview_masking(
+ source_id: int,
+ table_name: str,
+ project_id: Optional[int] = None,
+ limit: int = Query(20, ge=1, le=100),
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ result = masking_service.preview_masking(db, source_id, table_name, project_id=project_id, limit=limit)
+ return ResponseModel(data=result)
diff --git a/backend/app/api/v1/project.py b/backend/app/api/v1/project.py
index 9f252dde..9dad2d4c 100644
--- a/backend/app/api/v1/project.py
+++ b/backend/app/api/v1/project.py
@@ -101,9 +101,73 @@ def delete_project(
@router.post("/{project_id}/auto-classify")
def project_auto_classify(
project_id: int,
+ background: bool = True,
db: Session = Depends(get_db),
current_user: User = Depends(require_manager),
):
- from app.services.classification_engine import run_auto_classification
- result = run_auto_classification(db, project_id)
- return ResponseModel(data=result)
+ from app.tasks.classification_tasks import auto_classify_task
+ from celery.result import AsyncResult
+
+ project = project_service.get_project(db, project_id)
+ if not project:
+ from fastapi import HTTPException, status
+ raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="项目不存在")
+
+ if background:
+ # Check if already running
+ if project.celery_task_id:
+ existing = AsyncResult(project.celery_task_id)
+ if existing.state in ("PENDING", "PROGRESS", "STARTED"):
+ return ResponseModel(data={"task_id": project.celery_task_id, "status": existing.state})
+
+ task = auto_classify_task.delay(project_id)
+ project.celery_task_id = task.id
+ project.status = "scanning"
+ db.commit()
+ return ResponseModel(data={"task_id": task.id, "status": task.state})
+ else:
+ from app.services.classification_engine import run_auto_classification
+ project.status = "scanning"
+ db.commit()
+ result = run_auto_classification(db, project_id)
+ if result.get("success"):
+ project.status = "assigning"
+ else:
+ project.status = "created"
+ db.commit()
+ return ResponseModel(data=result)
+
+
+@router.get("/{project_id}/auto-classify-status")
+def project_auto_classify_status(
+ project_id: int,
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ from celery.result import AsyncResult
+ import json
+
+ project = project_service.get_project(db, project_id)
+ if not project:
+ from fastapi import HTTPException, status
+ raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="项目不存在")
+
+ task_id = project.celery_task_id
+ if not task_id:
+ # Return persisted progress if any
+ progress = json.loads(project.scan_progress) if project.scan_progress else None
+ return ResponseModel(data={"status": project.status, "progress": progress})
+
+ result = AsyncResult(task_id)
+ progress = None
+ if result.state == "PROGRESS" and result.info:
+ progress = result.info
+ elif project.scan_progress:
+ progress = json.loads(project.scan_progress)
+
+ return ResponseModel(data={
+ "status": result.state,
+ "task_id": task_id,
+ "progress": progress,
+ "project_status": project.status,
+ })
diff --git a/backend/app/api/v1/report.py b/backend/app/api/v1/report.py
index 16db7755..35d2e4ea 100644
--- a/backend/app/api/v1/report.py
+++ b/backend/app/api/v1/report.py
@@ -44,12 +44,30 @@ def get_report_stats(
@router.get("/projects/{project_id}/download")
def download_report(
project_id: int,
+ format: str = "docx",
db: Session = Depends(get_db),
current_user: User = Depends(get_current_user),
):
+ if format == "excel":
+ content = report_service.generate_excel_report(db, project_id)
+ return Response(
+ content=content,
+ media_type="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
+ headers={"Content-Disposition": f"attachment; filename=report_project_{project_id}.xlsx"},
+ )
content = report_service.generate_classification_report(db, project_id)
return Response(
content=content,
media_type="application/vnd.openxmlformats-officedocument.wordprocessingml.document",
headers={"Content-Disposition": f"attachment; filename=report_project_{project_id}.docx"},
)
+
+
+@router.get("/projects/{project_id}/summary")
+def report_summary(
+ project_id: int,
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ data = report_service.get_report_summary(db, project_id)
+ return ResponseModel(data=data)
diff --git a/backend/app/api/v1/risk.py b/backend/app/api/v1/risk.py
new file mode 100644
index 00000000..10b319b6
--- /dev/null
+++ b/backend/app/api/v1/risk.py
@@ -0,0 +1,73 @@
+from typing import Optional
+from fastapi import APIRouter, Depends, Query
+from sqlalchemy.orm import Session
+
+from app.core.database import get_db
+from app.models.user import User
+from app.schemas.common import ResponseModel, ListResponse
+from app.services import risk_service
+from app.api.deps import get_current_user
+
+router = APIRouter()
+
+
+@router.post("/recalculate")
+def recalculate_risk(
+ project_id: Optional[int] = Query(None),
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ if project_id:
+ result = risk_service.calculate_project_risk(db, project_id)
+ return ResponseModel(data={"project_id": project_id, "risk_score": result.risk_score if result else 0})
+ result = risk_service.calculate_all_projects_risk(db)
+ return ResponseModel(data=result)
+
+
+@router.get("/top")
+def risk_top(
+ entity_type: str = Query("project"),
+ n: int = Query(10, ge=1, le=100),
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ items = risk_service.get_risk_top_n(db, entity_type=entity_type, n=n)
+ return ListResponse(
+ data=[{
+ "id": r.id,
+ "entity_type": r.entity_type,
+ "entity_id": r.entity_id,
+ "entity_name": r.entity_name,
+ "risk_score": r.risk_score,
+ "sensitivity_score": r.sensitivity_score,
+ "exposure_score": r.exposure_score,
+ "protection_score": r.protection_score,
+ "updated_at": r.updated_at.isoformat() if r.updated_at else None,
+ } for r in items],
+ total=len(items),
+ page=1,
+ page_size=n,
+ )
+
+
+@router.get("/projects/{project_id}")
+def project_risk(
+ project_id: int,
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ from app.models.risk import RiskAssessment
+ item = db.query(RiskAssessment).filter(
+ RiskAssessment.entity_type == "project",
+ RiskAssessment.entity_id == project_id,
+ ).first()
+ if not item:
+ return ResponseModel(data=None)
+ return ResponseModel(data={
+ "risk_score": item.risk_score,
+ "sensitivity_score": item.sensitivity_score,
+ "exposure_score": item.exposure_score,
+ "protection_score": item.protection_score,
+ "details": item.details,
+ "updated_at": item.updated_at.isoformat() if item.updated_at else None,
+ })
diff --git a/backend/app/api/v1/schema_change.py b/backend/app/api/v1/schema_change.py
new file mode 100644
index 00000000..128d2148
--- /dev/null
+++ b/backend/app/api/v1/schema_change.py
@@ -0,0 +1,45 @@
+from typing import Optional
+from fastapi import APIRouter, Depends, Query
+from sqlalchemy.orm import Session
+
+from app.core.database import get_db
+from app.models.user import User
+from app.schemas.common import ResponseModel, ListResponse
+from app.models.schema_change import SchemaChangeLog
+from app.api.deps import get_current_user
+
+router = APIRouter()
+
+
+@router.get("/logs")
+def list_schema_changes(
+ source_id: Optional[int] = Query(None),
+ change_type: Optional[str] = Query(None),
+ page: int = Query(1, ge=1),
+ page_size: int = Query(20, ge=1, le=500),
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ query = db.query(SchemaChangeLog)
+ if source_id:
+ query = query.filter(SchemaChangeLog.source_id == source_id)
+ if change_type:
+ query = query.filter(SchemaChangeLog.change_type == change_type)
+ total = query.count()
+ items = query.order_by(SchemaChangeLog.detected_at.desc()).offset((page - 1) * page_size).limit(page_size).all()
+ return ListResponse(
+ data=[{
+ "id": log.id,
+ "source_id": log.source_id,
+ "database_id": log.database_id,
+ "table_id": log.table_id,
+ "column_id": log.column_id,
+ "change_type": log.change_type,
+ "old_value": log.old_value,
+ "new_value": log.new_value,
+ "detected_at": log.detected_at.isoformat() if log.detected_at else None,
+ } for log in items],
+ total=total,
+ page=page,
+ page_size=page_size,
+ )
diff --git a/backend/app/api/v1/unstructured.py b/backend/app/api/v1/unstructured.py
new file mode 100644
index 00000000..8fd5c2d4
--- /dev/null
+++ b/backend/app/api/v1/unstructured.py
@@ -0,0 +1,108 @@
+from typing import Optional
+from fastapi import APIRouter, Depends, Query, UploadFile, File
+from sqlalchemy.orm import Session
+
+from app.core.database import get_db
+from app.models.user import User
+from app.schemas.common import ResponseModel, ListResponse
+from app.services import unstructured_service
+from app.api.deps import get_current_user
+from app.core.events import minio_client
+from app.core.config import settings
+from app.models.metadata import UnstructuredFile
+
+router = APIRouter()
+
+
+@router.post("/upload")
+def upload_file(
+ file: UploadFile = File(...),
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ # Determine file type
+ filename = file.filename or "unknown"
+ ext = filename.split(".")[-1].lower() if "." in filename else ""
+ type_map = {
+ "docx": "word", "doc": "word",
+ "xlsx": "excel", "xls": "excel",
+ "pdf": "pdf",
+ "txt": "txt",
+ }
+ file_type = type_map.get(ext, "unknown")
+
+ # Upload to MinIO
+ storage_path = f"unstructured/{current_user.id}/{filename}"
+ try:
+ data = file.file.read()
+ minio_client.put_object(
+ settings.MINIO_BUCKET_NAME,
+ storage_path,
+ data=data,
+ length=len(data),
+ content_type=file.content_type or "application/octet-stream",
+ )
+ except Exception as e:
+ return ResponseModel(message=f"上传失败: {e}")
+
+ db_obj = UnstructuredFile(
+ original_name=filename,
+ file_type=file_type,
+ file_size=len(data),
+ storage_path=storage_path,
+ status="pending",
+ created_by=current_user.id,
+ )
+ db.add(db_obj)
+ db.commit()
+ db.refresh(db_obj)
+
+ # Trigger processing
+ try:
+ result = unstructured_service.process_unstructured_file(db, db_obj.id)
+ return ResponseModel(data={"id": db_obj.id, "matches": result.get("matches", []), "status": "processed"})
+ except Exception as e:
+ return ResponseModel(data={"id": db_obj.id, "status": "error", "error": str(e)})
+
+
+@router.get("/files")
+def list_files(
+ page: int = Query(1, ge=1),
+ page_size: int = Query(20, ge=1, le=500),
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ query = db.query(UnstructuredFile).filter(UnstructuredFile.created_by == current_user.id)
+ total = query.count()
+ items = query.order_by(UnstructuredFile.created_at.desc()).offset((page - 1) * page_size).limit(page_size).all()
+ return ListResponse(
+ data=[{
+ "id": f.id,
+ "original_name": f.original_name,
+ "file_type": f.file_type,
+ "file_size": f.file_size,
+ "status": f.status,
+ "analysis_result": f.analysis_result,
+ "created_at": f.created_at.isoformat() if f.created_at else None,
+ } for f in items],
+ total=total,
+ page=page,
+ page_size=page_size,
+ )
+
+
+@router.post("/files/{file_id}/reprocess")
+def reprocess_file(
+ file_id: int,
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ file_obj = db.query(UnstructuredFile).filter(
+ UnstructuredFile.id == file_id,
+ UnstructuredFile.created_by == current_user.id,
+ ).first()
+ if not file_obj:
+ from fastapi import HTTPException, status
+ raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="文件不存在")
+ result = unstructured_service.process_unstructured_file(db, file_id)
+ return ResponseModel(data={"matches": result.get("matches", []), "status": "processed"})
diff --git a/backend/app/api/v1/watermark.py b/backend/app/api/v1/watermark.py
new file mode 100644
index 00000000..2c562ff4
--- /dev/null
+++ b/backend/app/api/v1/watermark.py
@@ -0,0 +1,23 @@
+from fastapi import APIRouter, Depends
+from sqlalchemy.orm import Session
+
+from app.core.database import get_db
+from app.models.user import User
+from app.schemas.common import ResponseModel
+from app.services import watermark_service
+from app.api.deps import get_current_user
+
+router = APIRouter()
+
+
+@router.post("/trace")
+def trace_watermark(
+ req: dict,
+ db: Session = Depends(get_db),
+ current_user: User = Depends(get_current_user),
+):
+ text = req.get("text", "")
+ result = watermark_service.trace_watermark(db, text)
+ if not result:
+ return ResponseModel(data=None, message="未检测到水印")
+ return ResponseModel(data=result)
diff --git a/backend/app/core/config.py b/backend/app/core/config.py
index 5bd5ff7b..b1644871 100644
--- a/backend/app/core/config.py
+++ b/backend/app/core/config.py
@@ -10,6 +10,11 @@ class Settings(BaseSettings):
DATABASE_URL: str = "postgresql+psycopg2://pdg:pdg_secret_2024@localhost:5432/prop_data_guard"
REDIS_URL: str = "redis://localhost:6379/0"
+ # Database password encryption key (Fernet-compatible base64, 32 bytes)
+ # If empty, will be derived from SECRET_KEY for backward compatibility.
+ # STRONGLY recommended to set this explicitly in production.
+ DB_ENCRYPTION_KEY: str = ""
+
SECRET_KEY: str = "prop-data-guard-super-secret-key-change-in-production"
ALGORITHM: str = "HS256"
ACCESS_TOKEN_EXPIRE_MINUTES: int = 30
diff --git a/backend/app/models/__init__.py b/backend/app/models/__init__.py
index 6fa2b705..b34e7f06 100644
--- a/backend/app/models/__init__.py
+++ b/backend/app/models/__init__.py
@@ -2,6 +2,14 @@ from app.models.user import User, Role, Dept, UserRole
from app.models.metadata import DataSource, Database, DataTable, DataColumn, UnstructuredFile
from app.models.classification import Category, DataLevel, RecognitionRule, ClassificationTemplate
from app.models.project import ClassificationProject, ClassificationTask, ClassificationResult, ClassificationChange
+from app.models.ml import MLModelVersion
+from app.models.masking import MaskingRule
+from app.models.watermark import WatermarkLog
+from app.models.schema_change import SchemaChangeLog
+from app.models.risk import RiskAssessment
+from app.models.compliance import ComplianceRule, ComplianceIssue
+from app.models.alert import AlertRule, AlertRecord, WorkOrder
+from app.models.api_asset import APIAsset, APIEndpoint
from app.models.log import OperationLog
__all__ = [
@@ -9,5 +17,12 @@ __all__ = [
"DataSource", "Database", "DataTable", "DataColumn", "UnstructuredFile",
"Category", "DataLevel", "RecognitionRule", "ClassificationTemplate",
"ClassificationProject", "ClassificationTask", "ClassificationResult", "ClassificationChange",
+ "MLModelVersion",
+ "MaskingRule",
+ "WatermarkLog",
+ "SchemaChangeLog",
+ "RiskAssessment",
+ "ComplianceRule",
+ "ComplianceIssue",
"OperationLog",
]
diff --git a/backend/app/models/alert.py b/backend/app/models/alert.py
new file mode 100644
index 00000000..60b1d08b
--- /dev/null
+++ b/backend/app/models/alert.py
@@ -0,0 +1,46 @@
+from datetime import datetime
+from sqlalchemy import Column, Integer, String, Text, DateTime, Boolean, ForeignKey, JSON
+from sqlalchemy.orm import relationship
+from app.core.database import Base
+
+
+class AlertRule(Base):
+ __tablename__ = "alert_rule"
+
+ id = Column(Integer, primary_key=True, index=True)
+ name = Column(String(200), nullable=False)
+ trigger_condition = Column(String(50), nullable=False) # l5_count, risk_score, schema_change
+ threshold = Column(Integer, default=0)
+ severity = Column(String(20), default="medium")
+ is_active = Column(Boolean, default=True)
+ created_at = Column(DateTime, default=datetime.utcnow)
+
+
+class AlertRecord(Base):
+ __tablename__ = "alert_record"
+
+ id = Column(Integer, primary_key=True, index=True)
+ rule_id = Column(Integer, ForeignKey("alert_rule.id"), nullable=False)
+ title = Column(String(200), nullable=False)
+ content = Column(Text)
+ severity = Column(String(20), default="medium")
+ status = Column(String(20), default="open") # open, acknowledged, resolved
+ created_at = Column(DateTime, default=datetime.utcnow)
+
+ rule = relationship("AlertRule")
+
+
+class WorkOrder(Base):
+ __tablename__ = "work_order"
+
+ id = Column(Integer, primary_key=True, index=True)
+ alert_id = Column(Integer, ForeignKey("alert_record.id"), nullable=True)
+ title = Column(String(200), nullable=False)
+ description = Column(Text)
+ assignee_id = Column(Integer, ForeignKey("sys_user.id"), nullable=True)
+ status = Column(String(20), default="open") # open, in_progress, resolved
+ resolution = Column(Text)
+ created_at = Column(DateTime, default=datetime.utcnow)
+ resolved_at = Column(DateTime, nullable=True)
+
+ assignee = relationship("User")
diff --git a/backend/app/models/api_asset.py b/backend/app/models/api_asset.py
new file mode 100644
index 00000000..16499b7d
--- /dev/null
+++ b/backend/app/models/api_asset.py
@@ -0,0 +1,41 @@
+from sqlalchemy import Column, Integer, String, Text, DateTime, Boolean, JSON, ForeignKey, BigInteger
+from sqlalchemy.orm import relationship
+from app.core.database import Base
+from datetime import datetime
+
+class APIAsset(Base):
+ __tablename__ = "api_asset"
+ id = Column(Integer, primary_key=True, index=True)
+ name = Column(String(200), nullable=False)
+ base_url = Column(String(500), nullable=False)
+ swagger_url = Column(String(500), nullable=True)
+ auth_type = Column(String(50), default="none") # none, bearer, api_key, basic
+ headers = Column(JSON, default=dict)
+ description = Column(Text, nullable=True)
+ scan_status = Column(String(20), default="idle") # idle, scanning, completed, failed
+ total_endpoints = Column(Integer, default=0)
+ sensitive_endpoints = Column(Integer, default=0)
+ created_by = Column(Integer, ForeignKey("sys_user.id"), nullable=True)
+ created_at = Column(DateTime, default=datetime.utcnow)
+ updated_at = Column(DateTime, default=datetime.utcnow, onupdate=datetime.utcnow)
+
+ endpoints = relationship("APIEndpoint", back_populates="asset", cascade="all, delete-orphan")
+ creator = relationship("User", foreign_keys=[created_by])
+
+class APIEndpoint(Base):
+ __tablename__ = "api_endpoint"
+ id = Column(Integer, primary_key=True, index=True)
+ asset_id = Column(Integer, ForeignKey("api_asset.id"), nullable=False)
+ method = Column(String(10), nullable=False) # GET, POST, PUT, DELETE, etc.
+ path = Column(String(500), nullable=False)
+ summary = Column(String(500), nullable=True)
+ tags = Column(JSON, default=list)
+ parameters = Column(JSON, default=list)
+ request_body_schema = Column(JSON, nullable=True)
+ response_schema = Column(JSON, nullable=True)
+ sensitive_fields = Column(JSON, default=list) # detected PII fields
+ risk_level = Column(String(20), default="low") # low, medium, high, critical
+ is_active = Column(Boolean, default=True)
+ created_at = Column(DateTime, default=datetime.utcnow)
+
+ asset = relationship("APIAsset", back_populates="endpoints")
diff --git a/backend/app/models/compliance.py b/backend/app/models/compliance.py
new file mode 100644
index 00000000..91926623
--- /dev/null
+++ b/backend/app/models/compliance.py
@@ -0,0 +1,33 @@
+from datetime import datetime
+from sqlalchemy import Column, Integer, String, Text, DateTime, Boolean, JSON
+from app.core.database import Base
+
+
+class ComplianceRule(Base):
+ __tablename__ = "compliance_rule"
+
+ id = Column(Integer, primary_key=True, index=True)
+ name = Column(String(200), nullable=False)
+ standard = Column(String(50), nullable=False) # dengbao, pipl, gdpr
+ description = Column(Text)
+ check_logic = Column(String(50), nullable=False) # check_masking, check_encryption, check_audit, check_level
+ severity = Column(String(20), default="medium") # low, medium, high, critical
+ is_active = Column(Boolean, default=True)
+ created_at = Column(DateTime, default=datetime.utcnow)
+
+
+class ComplianceIssue(Base):
+ __tablename__ = "compliance_issue"
+
+ id = Column(Integer, primary_key=True, index=True)
+ rule_id = Column(Integer, nullable=False)
+ project_id = Column(Integer, nullable=True)
+ entity_type = Column(String(20), nullable=False) # project, source, column
+ entity_id = Column(Integer, nullable=False)
+ entity_name = Column(String(200))
+ severity = Column(String(20), default="medium")
+ description = Column(Text)
+ suggestion = Column(Text)
+ status = Column(String(20), default="open") # open, resolved, ignored
+ resolved_at = Column(DateTime, nullable=True)
+ created_at = Column(DateTime, default=datetime.utcnow)
diff --git a/backend/app/models/lineage.py b/backend/app/models/lineage.py
new file mode 100644
index 00000000..aa5b36a4
--- /dev/null
+++ b/backend/app/models/lineage.py
@@ -0,0 +1,16 @@
+from datetime import datetime
+from sqlalchemy import Column, Integer, String, Text, DateTime
+from app.core.database import Base
+
+
+class DataLineage(Base):
+ __tablename__ = "data_lineage"
+
+ id = Column(Integer, primary_key=True, index=True)
+ source_table = Column(String(200), nullable=False)
+ source_column = Column(String(200), nullable=True)
+ target_table = Column(String(200), nullable=False)
+ target_column = Column(String(200), nullable=True)
+ relation_type = Column(String(20), default="direct") # direct, derived, lookup
+ script_content = Column(Text)
+ created_at = Column(DateTime, default=datetime.utcnow)
diff --git a/backend/app/models/masking.py b/backend/app/models/masking.py
new file mode 100644
index 00000000..c4bdc5f7
--- /dev/null
+++ b/backend/app/models/masking.py
@@ -0,0 +1,22 @@
+from datetime import datetime
+from sqlalchemy import Column, Integer, String, Boolean, DateTime, ForeignKey, JSON, Text
+from sqlalchemy.orm import relationship
+from app.core.database import Base
+
+
+class MaskingRule(Base):
+ __tablename__ = "masking_rule"
+
+ id = Column(Integer, primary_key=True, index=True)
+ name = Column(String(100), nullable=False)
+ level_id = Column(Integer, ForeignKey("data_level.id"), nullable=True)
+ category_id = Column(Integer, ForeignKey("category.id"), nullable=True)
+ algorithm = Column(String(20), nullable=False) # mask, truncate, hash, generalize, replace
+ params = Column(JSON, default=dict) # algorithm-specific params
+ is_active = Column(Boolean, default=True)
+ description = Column(Text)
+ created_at = Column(DateTime, default=datetime.utcnow)
+ updated_at = Column(DateTime, default=datetime.utcnow, onupdate=datetime.utcnow)
+
+ level = relationship("DataLevel")
+ category = relationship("Category")
diff --git a/backend/app/models/metadata.py b/backend/app/models/metadata.py
index e3a7a070..ee234eba 100644
--- a/backend/app/models/metadata.py
+++ b/backend/app/models/metadata.py
@@ -1,5 +1,5 @@
from datetime import datetime
-from sqlalchemy import Column, Integer, String, Boolean, DateTime, ForeignKey, Text, BigInteger
+from sqlalchemy import Column, Integer, String, Boolean, DateTime, ForeignKey, Text, BigInteger, JSON
from sqlalchemy.orm import relationship
from app.core.database import Base
@@ -36,6 +36,10 @@ class Database(Base):
charset = Column(String(50))
table_count = Column(Integer, default=0)
created_at = Column(DateTime, default=datetime.utcnow)
+ last_scanned_at = Column(DateTime, nullable=True)
+ checksum = Column(String(64), nullable=True)
+ is_deleted = Column(Boolean, default=False)
+ deleted_at = Column(DateTime, nullable=True)
source = relationship("DataSource", back_populates="databases")
tables = relationship("DataTable", back_populates="database", cascade="all, delete-orphan")
@@ -51,6 +55,10 @@ class DataTable(Base):
row_count = Column(BigInteger, default=0)
column_count = Column(Integer, default=0)
created_at = Column(DateTime, default=datetime.utcnow)
+ last_scanned_at = Column(DateTime, nullable=True)
+ checksum = Column(String(64), nullable=True)
+ is_deleted = Column(Boolean, default=False)
+ deleted_at = Column(DateTime, nullable=True)
database = relationship("Database", back_populates="tables")
columns = relationship("DataColumn", back_populates="table", cascade="all, delete-orphan")
@@ -68,6 +76,10 @@ class DataColumn(Base):
is_nullable = Column(Boolean, default=True)
sample_data = Column(Text) # JSON array of sample values
created_at = Column(DateTime, default=datetime.utcnow)
+ last_scanned_at = Column(DateTime, nullable=True)
+ checksum = Column(String(64), nullable=True)
+ is_deleted = Column(Boolean, default=False)
+ deleted_at = Column(DateTime, nullable=True)
table = relationship("DataTable", back_populates="columns")
@@ -81,6 +93,7 @@ class UnstructuredFile(Base):
file_size = Column(BigInteger)
storage_path = Column(String(500))
extracted_text = Column(Text)
+ analysis_result = Column(JSON, nullable=True) # JSON: {matches: [{rule_name, category, level, snippet}]}
status = Column(String(20), default="pending") # pending, processed, error
created_by = Column(Integer, ForeignKey("sys_user.id"))
created_at = Column(DateTime, default=datetime.utcnow)
diff --git a/backend/app/models/ml.py b/backend/app/models/ml.py
new file mode 100644
index 00000000..33fd3a79
--- /dev/null
+++ b/backend/app/models/ml.py
@@ -0,0 +1,18 @@
+from datetime import datetime
+from sqlalchemy import Column, Integer, String, Float, DateTime, Boolean, Text
+from app.core.database import Base
+
+
+class MLModelVersion(Base):
+ __tablename__ = "ml_model_version"
+
+ id = Column(Integer, primary_key=True, index=True)
+ name = Column(String(100), nullable=False)
+ model_path = Column(String(500), nullable=False) # joblib dump path
+ vectorizer_path = Column(String(500), nullable=False) # tfidf vectorizer path
+ accuracy = Column(Float, default=0.0)
+ train_samples = Column(Integer, default=0)
+ train_date = Column(DateTime, default=datetime.utcnow)
+ is_active = Column(Boolean, default=False)
+ description = Column(Text)
+ created_at = Column(DateTime, default=datetime.utcnow)
diff --git a/backend/app/models/project.py b/backend/app/models/project.py
index 43e90258..00cff932 100644
--- a/backend/app/models/project.py
+++ b/backend/app/models/project.py
@@ -48,6 +48,10 @@ class ClassificationProject(Base):
created_at = Column(DateTime, default=datetime.utcnow)
updated_at = Column(DateTime, default=datetime.utcnow, onupdate=datetime.utcnow)
+ # Async classification tracking
+ celery_task_id = Column(String(100), nullable=True)
+ scan_progress = Column(Text, nullable=True) # JSON: {"scanned": 0, "matched": 0, "total": 0}
+
template = relationship("ClassificationTemplate")
tasks = relationship("ClassificationTask", back_populates="project", cascade="all, delete-orphan")
results = relationship("ClassificationResult", back_populates="project", cascade="all, delete-orphan")
diff --git a/backend/app/models/risk.py b/backend/app/models/risk.py
new file mode 100644
index 00000000..c40fd994
--- /dev/null
+++ b/backend/app/models/risk.py
@@ -0,0 +1,20 @@
+from datetime import datetime
+from sqlalchemy import Column, Integer, String, Float, DateTime, ForeignKey, JSON
+from sqlalchemy.orm import relationship
+from app.core.database import Base
+
+
+class RiskAssessment(Base):
+ __tablename__ = "risk_assessment"
+
+ id = Column(Integer, primary_key=True, index=True)
+ entity_type = Column(String(20), nullable=False) # project, source, table, field
+ entity_id = Column(Integer, nullable=False)
+ entity_name = Column(String(200))
+ risk_score = Column(Float, default=0.0) # 0-100
+ sensitivity_score = Column(Float, default=0.0)
+ exposure_score = Column(Float, default=0.0)
+ protection_score = Column(Float, default=0.0)
+ details = Column(JSON, default=dict)
+ created_at = Column(DateTime, default=datetime.utcnow)
+ updated_at = Column(DateTime, default=datetime.utcnow, onupdate=datetime.utcnow)
diff --git a/backend/app/models/schema_change.py b/backend/app/models/schema_change.py
new file mode 100644
index 00000000..f9570c00
--- /dev/null
+++ b/backend/app/models/schema_change.py
@@ -0,0 +1,23 @@
+from datetime import datetime
+from sqlalchemy import Column, Integer, String, Text, DateTime, ForeignKey
+from sqlalchemy.orm import relationship
+from app.core.database import Base
+
+
+class SchemaChangeLog(Base):
+ __tablename__ = "schema_change_log"
+
+ id = Column(Integer, primary_key=True, index=True)
+ source_id = Column(Integer, ForeignKey("data_source.id"), nullable=False)
+ database_id = Column(Integer, ForeignKey("meta_database.id"), nullable=True)
+ table_id = Column(Integer, ForeignKey("meta_table.id"), nullable=True)
+ column_id = Column(Integer, ForeignKey("meta_column.id"), nullable=True)
+ change_type = Column(String(20), nullable=False) # add_table, drop_table, add_column, drop_column, change_type, change_comment
+ old_value = Column(Text)
+ new_value = Column(Text)
+ detected_at = Column(DateTime, default=datetime.utcnow)
+
+ source = relationship("DataSource")
+ database = relationship("Database")
+ table = relationship("DataTable")
+ column = relationship("DataColumn")
diff --git a/backend/app/models/watermark.py b/backend/app/models/watermark.py
new file mode 100644
index 00000000..f23d19fa
--- /dev/null
+++ b/backend/app/models/watermark.py
@@ -0,0 +1,17 @@
+from datetime import datetime
+from sqlalchemy import Column, Integer, String, Text, DateTime, ForeignKey
+from sqlalchemy.orm import relationship
+from app.core.database import Base
+
+
+class WatermarkLog(Base):
+ __tablename__ = "watermark_log"
+
+ id = Column(Integer, primary_key=True, index=True)
+ user_id = Column(Integer, ForeignKey("sys_user.id"), nullable=False)
+ export_type = Column(String(20), default="csv") # csv, excel, txt
+ data_scope = Column(Text) # JSON: {source_id, table_name, row_count}
+ watermark_key = Column(String(64), nullable=False) # random key for this export
+ created_at = Column(DateTime, default=datetime.utcnow)
+
+ user = relationship("User")
diff --git a/backend/app/services/alert_service.py b/backend/app/services/alert_service.py
new file mode 100644
index 00000000..42ec6818
--- /dev/null
+++ b/backend/app/services/alert_service.py
@@ -0,0 +1,92 @@
+from typing import List, Optional
+from sqlalchemy.orm import Session
+from datetime import datetime
+
+from app.models.alert import AlertRule, AlertRecord, WorkOrder
+from app.models.project import ClassificationProject, ClassificationResult
+from app.models.risk import RiskAssessment
+
+
+def init_builtin_alert_rules(db: Session):
+ if db.query(AlertRule).first():
+ return
+ rules = [
+ AlertRule(name="L5字段数量突增", trigger_condition="l5_count", threshold=5, severity="high"),
+ AlertRule(name="项目风险分过高", trigger_condition="risk_score", threshold=80, severity="critical"),
+ AlertRule(name="Schema新增敏感字段", trigger_condition="schema_change", threshold=1, severity="medium"),
+ ]
+ for r in rules:
+ db.add(r)
+ db.commit()
+
+
+def check_alerts(db: Session) -> List[AlertRecord]:
+ """Run alert checks and create records."""
+ rules = db.query(AlertRule).filter(AlertRule.is_active == True).all()
+ records = []
+ for rule in rules:
+ if rule.trigger_condition == "l5_count":
+ projects = db.query(ClassificationProject).all()
+ for p in projects:
+ l5_count = db.query(ClassificationResult).filter(
+ ClassificationResult.project_id == p.id,
+ ClassificationResult.level_id.isnot(None),
+ ).join(ClassificationResult.level).filter(
+ ClassificationResult.level.has(code="L5")
+ ).count()
+ if l5_count >= rule.threshold:
+ rec = AlertRecord(
+ rule_id=rule.id,
+ title=f"项目 {p.name} L5字段数量达到 {l5_count}",
+ content=f"阈值: {rule.threshold}",
+ severity=rule.severity,
+ )
+ db.add(rec)
+ records.append(rec)
+ elif rule.trigger_condition == "risk_score":
+ risks = db.query(RiskAssessment).filter(
+ RiskAssessment.entity_type == "project",
+ RiskAssessment.risk_score >= rule.threshold,
+ ).all()
+ for rsk in risks:
+ rec = AlertRecord(
+ rule_id=rule.id,
+ title=f"项目 {rsk.entity_name} 风险分 {rsk.risk_score}",
+ content=f"阈值: {rule.threshold}",
+ severity=rule.severity,
+ )
+ db.add(rec)
+ records.append(rec)
+ db.commit()
+ return records
+
+
+def create_work_order(db: Session, alert_id: int, title: str, description: str, assignee_id: Optional[int] = None) -> WorkOrder:
+ wo = WorkOrder(
+ alert_id=alert_id,
+ title=title,
+ description=description,
+ assignee_id=assignee_id,
+ )
+ db.add(wo)
+ db.commit()
+ db.refresh(wo)
+ return wo
+
+
+def update_work_order_status(db: Session, wo_id: int, status: str, resolution: str = None) -> WorkOrder:
+ wo = db.query(WorkOrder).filter(WorkOrder.id == wo_id).first()
+ if wo:
+ wo.status = status
+ if resolution:
+ wo.resolution = resolution
+ if status == "resolved":
+ wo.resolved_at = datetime.utcnow()
+ # Also resolve linked alert
+ if wo.alert_id:
+ alert = db.query(AlertRecord).filter(AlertRecord.id == wo.alert_id).first()
+ if alert:
+ alert.status = "resolved"
+ db.commit()
+ db.refresh(wo)
+ return wo
diff --git a/backend/app/services/api_asset_service.py b/backend/app/services/api_asset_service.py
new file mode 100644
index 00000000..e5861510
--- /dev/null
+++ b/backend/app/services/api_asset_service.py
@@ -0,0 +1,174 @@
+import requests, json
+from typing import Optional
+from sqlalchemy.orm import Session
+from app.models.api_asset import APIAsset, APIEndpoint
+from app.models.metadata import DataColumn
+from app.services.classification_engine import match_rule
+
+# Simple sensitive keywords for API field detection
+SENSITIVE_KEYWORDS = [
+ "password", "pwd", "passwd", "secret", "token", "credit_card", "card_no",
+ "bank_account", "bank_card", "id_card", "id_number", "phone", "mobile",
+ "email", "address", "name", "age", "gender", "salary", "income",
+ "health", "medical", "biometric", "fingerprint", "face",
+]
+
+def _is_sensitive_field(name: str, schema: dict) -> tuple[bool, str]:
+ low = name.lower()
+ for kw in SENSITIVE_KEYWORDS:
+ if kw in low:
+ return True, f"keyword:{kw}"
+ # Check description / format hints
+ desc = str(schema.get("description", "")).lower()
+ fmt = str(schema.get("format", "")).lower()
+ if "email" in fmt or "email" in desc:
+ return True, "format:email"
+ if "uuid" in fmt and "user" in low:
+ return True, "format:user-uuid"
+ return False, ""
+
+def _extract_fields(schema: dict, prefix: str = "") -> list[dict]:
+ fields = []
+ if not isinstance(schema, dict):
+ return fields
+ props = schema.get("properties", {})
+ for k, v in props.items():
+ full_name = f"{prefix}.{k}" if prefix else k
+ sensitive, reason = _is_sensitive_field(k, v)
+ if sensitive:
+ fields.append({"name": full_name, "type": v.get("type", "unknown"), "reason": reason})
+ # nested object
+ if v.get("type") == "object" and "properties" in v:
+ fields.extend(_extract_fields(v, full_name))
+ # array items
+ if v.get("type") == "array" and isinstance(v.get("items"), dict):
+ fields.extend(_extract_fields(v["items"], full_name + "[]"))
+ return fields
+
+def _risk_level_from_fields(fields: list[dict]) -> str:
+ if not fields:
+ return "low"
+ high_keywords = {"password", "secret", "token", "credit_card", "bank_account", "biometric", "fingerprint", "face"}
+ for f in fields:
+ for kw in high_keywords:
+ if kw in f["name"].lower():
+ return "critical" if kw in {"password", "secret", "token", "biometric"} else "high"
+ return "medium"
+
+def scan_swagger(db: Session, asset_id: int) -> dict:
+ asset = db.query(APIAsset).filter(APIAsset.id == asset_id).first()
+ if not asset:
+ return {"success": False, "error": "Asset not found"}
+ if not asset.swagger_url:
+ return {"success": False, "error": "No swagger_url configured"}
+
+ asset.scan_status = "scanning"
+ db.commit()
+ try:
+ headers = dict(asset.headers or {})
+ resp = requests.get(asset.swagger_url, headers=headers, timeout=30)
+ resp.raise_for_status()
+ spec = resp.json()
+
+ # Clear previous endpoints
+ db.query(APIEndpoint).filter(APIEndpoint.asset_id == asset_id).delete()
+
+ paths = spec.get("paths", {})
+ total = 0
+ sensitive_total = 0
+ for path, methods in paths.items():
+ for method, detail in methods.items():
+ if method.lower() not in {"get","post","put","patch","delete","head","options"}:
+ continue
+ total += 1
+ parameters = []
+ for p in detail.get("parameters", []):
+ parameters.append({"name": p.get("name"), "in": p.get("in"), "required": p.get("required", False), "type": p.get("schema",{}).get("type","string")})
+ req_schema = detail.get("requestBody", {}).get("content", {}).get("application/json", {}).get("schema")
+ resp_schema = None
+ for code, resp_detail in (detail.get("responses", {}).get("200", {}).get("content", {}) or {}).items():
+ if isinstance(resp_detail, dict) and "schema" in resp_detail:
+ resp_schema = resp_detail["schema"]
+ break
+ # Also try generic 200
+ if resp_schema is None:
+ ok = detail.get("responses", {}).get("200", {})
+ for ct, cd in ok.get("content", {}).items():
+ if isinstance(cd, dict) and "schema" in cd:
+ resp_schema = cd["schema"]
+ break
+
+ fields = []
+ if req_schema:
+ fields.extend(_extract_fields(req_schema))
+ if resp_schema:
+ fields.extend(_extract_fields(resp_schema))
+ # dedup
+ seen = set()
+ unique_fields = []
+ for f in fields:
+ if f["name"] not in seen:
+ seen.add(f["name"])
+ unique_fields.append(f)
+
+ risk = _risk_level_from_fields(unique_fields)
+ ep = APIEndpoint(
+ asset_id=asset_id,
+ method=method.upper(),
+ path=path,
+ summary=detail.get("summary", ""),
+ tags=detail.get("tags", []),
+ parameters=parameters,
+ request_body_schema=req_schema,
+ response_schema=resp_schema,
+ sensitive_fields=unique_fields,
+ risk_level=risk,
+ )
+ db.add(ep)
+ if unique_fields:
+ sensitive_total += 1
+
+ asset.scan_status = "completed"
+ asset.total_endpoints = total
+ asset.sensitive_endpoints = sensitive_total
+ asset.updated_at = __import__('datetime').datetime.utcnow()
+ db.commit()
+ return {"success": True, "total": total, "sensitive": sensitive_total}
+ except Exception as e:
+ asset.scan_status = "failed"
+ db.commit()
+ return {"success": False, "error": str(e)}
+
+def create_asset(db: Session, data: dict, user_id: Optional[int] = None) -> APIAsset:
+ asset = APIAsset(
+ name=data["name"],
+ base_url=data["base_url"],
+ swagger_url=data.get("swagger_url"),
+ auth_type=data.get("auth_type", "none"),
+ headers=data.get("headers"),
+ description=data.get("description"),
+ created_by=user_id,
+ )
+ db.add(asset)
+ db.commit()
+ db.refresh(asset)
+ return asset
+
+def update_asset(db: Session, asset_id: int, data: dict) -> Optional[APIAsset]:
+ asset = db.query(APIAsset).filter(APIAsset.id == asset_id).first()
+ if not asset:
+ return None
+ for k, v in data.items():
+ if hasattr(asset, k):
+ setattr(asset, k, v)
+ db.commit()
+ db.refresh(asset)
+ return asset
+
+def delete_asset(db: Session, asset_id: int) -> bool:
+ asset = db.query(APIAsset).filter(APIAsset.id == asset_id).first()
+ if not asset:
+ return False
+ db.delete(asset)
+ db.commit()
+ return True
diff --git a/backend/app/services/classification_engine.py b/backend/app/services/classification_engine.py
index 234a364d..487f8192 100644
--- a/backend/app/services/classification_engine.py
+++ b/backend/app/services/classification_engine.py
@@ -51,11 +51,39 @@ def match_rule(rule: RecognitionRule, column: DataColumn) -> Tuple[bool, float]:
if t.strip().lower() in enums:
return True, 0.90
+ elif rule.rule_type == "similarity":
+ benchmarks = [b.strip().lower() for b in rule.rule_content.split(",") if b.strip()]
+ if not benchmarks:
+ return False, 0.0
+ from sklearn.feature_extraction.text import TfidfVectorizer
+ from sklearn.metrics.pairwise import cosine_similarity
+ texts = [t.lower() for t in targets] + benchmarks
+ try:
+ vectorizer = TfidfVectorizer(analyzer="char_wb", ngram_range=(2, 3))
+ tfidf = vectorizer.fit_transform(texts)
+ target_vecs = tfidf[:len(targets)]
+ bench_vecs = tfidf[len(targets):]
+ sim_matrix = cosine_similarity(target_vecs, bench_vecs)
+ max_sim = float(sim_matrix.max())
+ if max_sim >= 0.75:
+ return True, round(min(max_sim, 0.99), 4)
+ except Exception:
+ pass
+
return False, 0.0
-def run_auto_classification(db: Session, project_id: int, source_ids: Optional[List[int]] = None) -> dict:
- """Run automatic classification for a project."""
+def run_auto_classification(
+ db: Session,
+ project_id: int,
+ source_ids: Optional[List[int]] = None,
+ progress_callback=None,
+) -> dict:
+ """Run automatic classification for a project.
+
+ Args:
+ progress_callback: Optional callable(scanned, matched, total) to report progress.
+ """
project = db.query(ClassificationProject).filter(ClassificationProject.id == project_id).first()
if not project:
return {"success": False, "message": "项目不存在"}
@@ -82,7 +110,10 @@ def run_auto_classification(db: Session, project_id: int, source_ids: Optional[L
columns = columns_query.all()
matched_count = 0
- for col in columns:
+ total = len(columns)
+ report_interval = max(1, total // 20) # report ~20 times
+
+ for idx, col in enumerate(columns):
# Check if already has a result for this project
existing = db.query(ClassificationResult).filter(
ClassificationResult.project_id == project_id,
@@ -121,12 +152,20 @@ def run_auto_classification(db: Session, project_id: int, source_ids: Optional[L
# Increment hit count
best_rule.hit_count = (best_rule.hit_count or 0) + 1
+ # Report progress periodically
+ if progress_callback and (idx + 1) % report_interval == 0:
+ progress_callback(scanned=idx + 1, matched=matched_count, total=total)
+
db.commit()
+ # Final progress report
+ if progress_callback:
+ progress_callback(scanned=total, matched=matched_count, total=total)
+
return {
"success": True,
- "message": f"自动分类完成，共扫描 {len(columns)} 个字段，命中 {matched_count} 个",
- "scanned": len(columns),
+ "message": f"自动分类完成，共扫描 {total} 个字段，命中 {matched_count} 个",
+ "scanned": total,
"matched": matched_count,
}
diff --git a/backend/app/services/compliance_service.py b/backend/app/services/compliance_service.py
new file mode 100644
index 00000000..0feead10
--- /dev/null
+++ b/backend/app/services/compliance_service.py
@@ -0,0 +1,122 @@
+from typing import List, Optional
+from sqlalchemy.orm import Session
+from datetime import datetime
+
+from app.models.compliance import ComplianceRule, ComplianceIssue
+from app.models.project import ClassificationProject, ClassificationResult
+from app.models.classification import DataLevel
+from app.models.masking import MaskingRule
+
+
+def init_builtin_rules(db: Session):
+ """Initialize built-in compliance rules."""
+ if db.query(ComplianceRule).first():
+ return
+ rules = [
+ ComplianceRule(name="L4/L5字段未配置脱敏", standard="dengbao", description="等保2.0要求：四级及以上数据应进行脱敏处理", check_logic="check_masking", severity="high"),
+ ComplianceRule(name="L5字段缺乏加密存储措施", standard="dengbao", description="等保2.0要求：五级数据应加密存储", check_logic="check_encryption", severity="critical"),
+ ComplianceRule(name="个人敏感信息处理未授权", standard="pipl", description="个人信息保护法：处理敏感个人信息应取得单独同意", check_logic="check_level", severity="high"),
+ ComplianceRule(name="数据跨境传输未评估", standard="gdpr", description="GDPR：个人数据跨境传输需进行影响评估", check_logic="check_audit", severity="medium"),
+ ]
+ for r in rules:
+ db.add(r)
+ db.commit()
+
+
+def scan_compliance(db: Session, project_id: Optional[int] = None) -> List[ComplianceIssue]:
+ """Run compliance scan and generate issues."""
+ rules = db.query(ComplianceRule).filter(ComplianceRule.is_active == True).all()
+ issues = []
+
+ # Get masking rules for check_masking logic
+ masking_rules = db.query(MaskingRule).filter(MaskingRule.is_active == True).all()
+ masking_level_ids = {r.level_id for r in masking_rules if r.level_id}
+
+ query = db.query(ClassificationProject)
+ if project_id:
+ query = query.filter(ClassificationProject.id == project_id)
+ projects = query.all()
+
+ for project in projects:
+ results = db.query(ClassificationResult).filter(
+ ClassificationResult.project_id == project.id,
+ ClassificationResult.level_id.isnot(None),
+ ).all()
+
+ for r in results:
+ if not r.level:
+ continue
+ level_code = r.level.code
+
+ for rule in rules:
+ matched = False
+ desc = ""
+ suggestion = ""
+
+ if rule.check_logic == "check_masking" and level_code in ("L4", "L5"):
+ if r.level_id not in masking_level_ids:
+ matched = True
+ desc = f"字段 '{r.column.name if r.column else '未知'}' 为 {level_code} 级，但未配置脱敏规则"
+ suggestion = "请在【数据脱敏】模块为该分级配置脱敏策略"
+
+ elif rule.check_logic == "check_encryption" and level_code == "L5":
+ # Placeholder: no encryption check in MVP, always flag
+ matched = True
+ desc = f"字段 '{r.column.name if r.column else '未知'}' 为 L5 级核心数据，建议确认是否加密存储"
+ suggestion = "请确认该字段在数据库中已加密存储"
+
+ elif rule.check_logic == "check_level" and level_code in ("L4", "L5"):
+ if r.source == "auto":
+ matched = True
+ desc = f"个人敏感字段 '{r.column.name if r.column else '未知'}' 目前为自动识别，建议人工复核并确认授权"
+ suggestion = "请人工确认该字段的处理已取得合法授权"
+
+ elif rule.check_logic == "check_audit":
+ # Placeholder for cross-border check
+ pass
+
+ if matched:
+ # Check if open issue already exists
+ existing = db.query(ComplianceIssue).filter(
+ ComplianceIssue.rule_id == rule.id,
+ ComplianceIssue.project_id == project.id,
+ ComplianceIssue.entity_type == "column",
+ ComplianceIssue.entity_id == (r.column_id or 0),
+ ComplianceIssue.status == "open",
+ ).first()
+ if not existing:
+ issue = ComplianceIssue(
+ rule_id=rule.id,
+ project_id=project.id,
+ entity_type="column",
+ entity_id=r.column_id or 0,
+ entity_name=r.column.name if r.column else "未知",
+ severity=rule.severity,
+ description=desc,
+ suggestion=suggestion,
+ )
+ db.add(issue)
+ issues.append(issue)
+
+ db.commit()
+ return issues
+
+
+def list_issues(db: Session, project_id: Optional[int] = None, status: Optional[str] = None, page: int = 1, page_size: int = 20):
+ query = db.query(ComplianceIssue)
+ if project_id:
+ query = query.filter(ComplianceIssue.project_id == project_id)
+ if status:
+ query = query.filter(ComplianceIssue.status == status)
+ total = query.count()
+ items = query.order_by(ComplianceIssue.created_at.desc()).offset((page - 1) * page_size).limit(page_size).all()
+ return items, total
+
+
+def resolve_issue(db: Session, issue_id: int):
+ issue = db.query(ComplianceIssue).filter(ComplianceIssue.id == issue_id).first()
+ if issue:
+ issue.status = "resolved"
+ issue.resolved_at = datetime.utcnow()
+ db.commit()
+ return issue
diff --git a/backend/app/services/datasource_service.py b/backend/app/services/datasource_service.py
index 52e7b52c..0e4808a4 100644
--- a/backend/app/services/datasource_service.py
+++ b/backend/app/services/datasource_service.py
@@ -1,3 +1,6 @@
+import base64
+import hashlib
+import logging
from typing import Optional, List, Tuple
from sqlalchemy.orm import Session
from fastapi import HTTPException, status
@@ -7,9 +10,28 @@ from app.models.metadata import DataSource
from app.schemas.datasource import DataSourceCreate, DataSourceUpdate, DataSourceTest
from app.core.config import settings
-# Simple AES-like symmetric encryption for DB passwords
-# In production, use a proper KMS
-_fernet = Fernet(Fernet.generate_key())
+logger = logging.getLogger(__name__)
+
+
+def _get_fernet() -> Fernet:
+ """Initialize Fernet with a stable key.
+
+ If DB_ENCRYPTION_KEY is set, use it directly.
+ Otherwise derive deterministically from SECRET_KEY for backward compatibility.
+ """
+ if settings.DB_ENCRYPTION_KEY:
+ key = settings.DB_ENCRYPTION_KEY.encode()
+ else:
+ logger.warning(
+ "DB_ENCRYPTION_KEY is not set. Deriving encryption key from SECRET_KEY. "
+ "Please set DB_ENCRYPTION_KEY explicitly via environment variable or .env file."
+ )
+ digest = hashlib.sha256(settings.SECRET_KEY.encode()).digest()
+ key = base64.urlsafe_b64encode(digest)
+ return Fernet(key)
+
+
+_fernet = _get_fernet()
def _encrypt_password(password: str) -> str:
diff --git a/backend/app/services/lineage_service.py b/backend/app/services/lineage_service.py
new file mode 100644
index 00000000..2c7b4a5d
--- /dev/null
+++ b/backend/app/services/lineage_service.py
@@ -0,0 +1,65 @@
+import re
+from typing import List, Optional
+from sqlalchemy.orm import Session
+
+from app.models.lineage import DataLineage
+
+
+def _extract_tables(sql: str) -> List[str]:
+ """Extract table names from SQL using regex (simple heuristic)."""
+ # Normalize SQL
+ sql = re.sub(r"--.*?\n", " ", sql)
+ sql = re.sub(r"/\*.*?\*/", " ", sql, flags=re.DOTALL)
+ sql = sql.lower()
+ tables = set()
+ # FROM / JOIN / INTO
+ for pattern in [r"\bfrom\s+([a-z_][a-z0-9_]*)", r"\bjoin\s+([a-z_][a-z0-9_]*)"]:
+ for m in re.finditer(pattern, sql):
+ tables.add(m.group(1))
+ return sorted(tables)
+
+
+def parse_sql_lineage(db: Session, sql: str, target_table: str) -> List[DataLineage]:
+ """Parse SQL and create lineage records pointing to target_table."""
+ source_tables = _extract_tables(sql)
+ records = []
+ for st in source_tables:
+ if st == target_table:
+ continue
+ existing = db.query(DataLineage).filter(
+ DataLineage.source_table == st,
+ DataLineage.target_table == target_table,
+ ).first()
+ if not existing:
+ rec = DataLineage(
+ source_table=st,
+ target_table=target_table,
+ relation_type="direct",
+ script_content=sql[:2000],
+ )
+ db.add(rec)
+ records.append(rec)
+ db.commit()
+ return records
+
+
+def get_lineage_graph(db: Session, table_name: Optional[str] = None) -> dict:
+ """Build graph data for ECharts."""
+ query = db.query(DataLineage)
+ if table_name:
+ query = query.filter(
+ (DataLineage.source_table == table_name) | (DataLineage.target_table == table_name)
+ )
+ items = query.limit(500).all()
+
+ nodes = {}
+ links = []
+ for item in items:
+ nodes[item.source_table] = {"name": item.source_table, "category": 0}
+ nodes[item.target_table] = {"name": item.target_table, "category": 1}
+ links.append({"source": item.source_table, "target": item.target_table, "value": item.relation_type})
+
+ return {
+ "nodes": list(nodes.values()),
+ "links": links,
+ }
diff --git a/backend/app/services/masking_service.py b/backend/app/services/masking_service.py
new file mode 100644
index 00000000..b5bdca9c
--- /dev/null
+++ b/backend/app/services/masking_service.py
@@ -0,0 +1,195 @@
+import hashlib
+from typing import Optional, Dict
+from sqlalchemy.orm import Session
+from fastapi import HTTPException, status
+from app.models.metadata import DataSource, Database, DataTable, DataColumn
+from app.models.project import ClassificationResult
+from app.models.masking import MaskingRule
+from app.services.datasource_service import get_datasource, _decrypt_password
+
+
+def get_masking_rule(db: Session, rule_id: int):
+ return db.query(MaskingRule).filter(MaskingRule.id == rule_id).first()
+
+
+def list_masking_rules(db: Session, level_id=None, category_id=None, page=1, page_size=20):
+ query = db.query(MaskingRule).filter(MaskingRule.is_active == True)
+ if level_id:
+ query = query.filter(MaskingRule.level_id == level_id)
+ if category_id:
+ query = query.filter(MaskingRule.category_id == category_id)
+ total = query.count()
+ items = query.offset((page - 1) * page_size).limit(page_size).all()
+ return items, total
+
+
+def create_masking_rule(db: Session, data: dict):
+ db_obj = MaskingRule(**data)
+ db.add(db_obj)
+ db.commit()
+ db.refresh(db_obj)
+ return db_obj
+
+
+def update_masking_rule(db: Session, db_obj: MaskingRule, data: dict):
+ for k, v in data.items():
+ if v is not None:
+ setattr(db_obj, k, v)
+ db.commit()
+ db.refresh(db_obj)
+ return db_obj
+
+
+def delete_masking_rule(db: Session, rule_id: int):
+ db_obj = get_masking_rule(db, rule_id)
+ if not db_obj:
+ raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="规则不存在")
+ db.delete(db_obj)
+ db.commit()
+
+
+def _apply_mask(value, params):
+ if not value:
+ return value
+ keep_prefix = params.get("keep_prefix", 3)
+ keep_suffix = params.get("keep_suffix", 4)
+ mask_char = params.get("mask_char", "*")
+ if len(value) <= keep_prefix + keep_suffix:
+ return mask_char * len(value)
+ return value[:keep_prefix] + mask_char * (len(value) - keep_prefix - keep_suffix) + value[-keep_suffix:]
+
+
+def _apply_truncate(value, params):
+ length = params.get("length", 3)
+ suffix = params.get("suffix", "...")
+ if not value or len(value) <= length:
+ return value
+ return value[:length] + suffix
+
+
+def _apply_hash(value, params):
+ algorithm = params.get("algorithm", "sha256")
+ if algorithm == "md5":
+ return hashlib.md5(str(value).encode()).hexdigest()[:16]
+ return hashlib.sha256(str(value).encode()).hexdigest()[:32]
+
+
+def _apply_generalize(value, params):
+ try:
+ step = params.get("step", 10)
+ num = float(value)
+ lower = int(num // step * step)
+ upper = lower + step
+ return f"{lower}-{upper}"
+ except Exception:
+ return value
+
+
+def _apply_replace(value, params):
+ return params.get("replacement", "[REDACTED]")
+
+
+def apply_masking(value, algorithm, params):
+ if value is None:
+ return None
+ handlers = {
+ "mask": _apply_mask,
+ "truncate": _apply_truncate,
+ "hash": _apply_hash,
+ "generalize": _apply_generalize,
+ "replace": _apply_replace,
+ }
+ handler = handlers.get(algorithm)
+ if not handler:
+ return value
+ return handler(str(value), params or {})
+
+
+def _get_column_rules(db: Session, table_id: int, project_id=None):
+ columns = db.query(DataColumn).filter(DataColumn.table_id == table_id).all()
+ col_rules = {}
+ results = {}
+ if project_id:
+ res_list = db.query(ClassificationResult).filter(
+ ClassificationResult.project_id == project_id,
+ ClassificationResult.column_id.in_([c.id for c in columns]),
+ ).all()
+ results = {r.column_id: r for r in res_list}
+ rules = db.query(MaskingRule).filter(MaskingRule.is_active == True).all()
+ rule_map = {}
+ for r in rules:
+ key = (r.level_id, r.category_id)
+ if key not in rule_map:
+ rule_map[key] = r
+ for col in columns:
+ matched_rule = None
+ if col.id in results:
+ r = results[col.id]
+ matched_rule = rule_map.get((r.level_id, r.category_id))
+ if not matched_rule:
+ matched_rule = rule_map.get((r.level_id, None))
+ if not matched_rule:
+ matched_rule = rule_map.get((None, r.category_id))
+ col_rules[col.id] = matched_rule
+ return col_rules
+
+
+def preview_masking(db: Session, source_id: int, table_name: str, project_id=None, limit=20):
+ source = get_datasource(db, source_id)
+ if not source:
+ raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="数据源不存在")
+ table = (
+ db.query(DataTable)
+ .join(Database)
+ .filter(Database.source_id == source_id, DataTable.name == table_name)
+ .first()
+ )
+ if not table:
+ raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="表不存在")
+ col_rules = _get_column_rules(db, table.id, project_id)
+ from sqlalchemy import create_engine, text
+ password = ""
+ if source.encrypted_password:
+ try:
+ password = _decrypt_password(source.encrypted_password)
+ except Exception:
+ pass
+ driver_map = {
+ "mysql": "mysql+pymysql",
+ "postgresql": "postgresql+psycopg2",
+ "oracle": "oracle+cx_oracle",
+ "sqlserver": "mssql+pymssql",
+ }
+ driver = driver_map.get(source.source_type, source.source_type)
+ url = f"{driver}://{source.username}:{password}@{source.host}:{source.port}/{source.database_name}"
+ engine = create_engine(url, pool_pre_ping=True)
+ columns = db.query(DataColumn).filter(DataColumn.table_id == table.id).all()
+ rows_raw = []
+ try:
+ with engine.connect() as conn:
+ result = conn.execute(text(f'SELECT * FROM "{table_name}" LIMIT {limit}'))
+ rows_raw = [dict(row._mapping) for row in result]
+ except Exception:
+ try:
+ with engine.connect() as conn:
+ result = conn.execute(text(f"SELECT * FROM {table_name} LIMIT {limit}"))
+ rows_raw = [dict(row._mapping) for row in result]
+ except Exception as e:
+ raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=f"查询失败: {e}")
+ masked_rows = []
+ for raw in rows_raw:
+ masked = {}
+ for col in columns:
+ val = raw.get(col.name)
+ rule = col_rules.get(col.id)
+ if rule:
+ masked[col.name] = apply_masking(val, rule.algorithm, rule.params or {})
+ else:
+ masked[col.name] = val
+ masked_rows.append(masked)
+ return {
+ "success": True,
+ "columns": [{"name": c.name, "data_type": c.data_type, "has_rule": col_rules.get(c.id) is not None} for c in columns],
+ "rows": masked_rows,
+ "total_rows": len(masked_rows),
+ }
diff --git a/backend/app/services/metadata_service.py b/backend/app/services/metadata_service.py
index 99d1fe35..551ecc8d 100644
--- a/backend/app/services/metadata_service.py
+++ b/backend/app/services/metadata_service.py
@@ -3,9 +3,23 @@ from sqlalchemy.orm import Session
from fastapi import HTTPException, status
from app.models.metadata import DataSource, Database, DataTable, DataColumn
+from app.models.schema_change import SchemaChangeLog
from app.services.datasource_service import get_datasource, _decrypt_password
+def _log_schema_change(db: Session, source_id: int, change_type: str, database_id: int = None, table_id: int = None, column_id: int = None, old_value: str = None, new_value: str = None):
+ log = SchemaChangeLog(
+ source_id=source_id,
+ database_id=database_id,
+ table_id=table_id,
+ column_id=column_id,
+ change_type=change_type,
+ old_value=old_value,
+ new_value=new_value,
+ )
+ db.add(log)
+
+
def get_database(db: Session, db_id: int) -> Optional[Database]:
return db.query(Database).filter(Database.id == db_id).first()
@@ -19,14 +33,14 @@ def get_column(db: Session, column_id: int) -> Optional[DataColumn]:
def list_databases(db: Session, source_id: Optional[int] = None) -> List[Database]:
- query = db.query(Database)
+ query = db.query(Database).filter(Database.is_deleted == False)
if source_id:
query = query.filter(Database.source_id == source_id)
return query.all()
def list_tables(db: Session, database_id: Optional[int] = None, keyword: Optional[str] = None) -> Tuple[List[DataTable], int]:
- query = db.query(DataTable)
+ query = db.query(DataTable).filter(DataTable.is_deleted == False)
if database_id:
query = query.filter(DataTable.database_id == database_id)
if keyword:
@@ -37,7 +51,7 @@ def list_tables(db: Session, database_id: Optional[int] = None, keyword: Optiona
def list_columns(db: Session, table_id: Optional[int] = None, keyword: Optional[str] = None, page: int = 1, page_size: int = 50) -> Tuple[List[DataColumn], int]:
- query = db.query(DataColumn)
+ query = db.query(DataColumn).filter(DataColumn.is_deleted == False)
if table_id:
query = query.filter(DataColumn.table_id == table_id)
if keyword:
@@ -49,7 +63,7 @@ def list_columns(db: Session, table_id: Optional[int] = None, keyword: Optional[
return items, total
-def build_tree(db: Session, source_id: Optional[int] = None) -> List[dict]:
+def build_tree(db: Session, source_id: Optional[int] = None, include_deleted: bool = False) -> List[dict]:
sources = db.query(DataSource)
if source_id:
sources = sources.filter(DataSource.id == source_id)
@@ -65,20 +79,24 @@ def build_tree(db: Session, source_id: Optional[int] = None) -> List[dict]:
"meta": {"source_type": s.source_type, "status": s.status},
}
for d in s.databases:
+ if not include_deleted and d.is_deleted:
+ continue
db_node = {
"id": d.id,
"name": d.name,
"type": "database",
"children": [],
- "meta": {"charset": d.charset, "table_count": d.table_count},
+ "meta": {"charset": d.charset, "table_count": d.table_count, "is_deleted": d.is_deleted},
}
for t in d.tables:
+ if not include_deleted and t.is_deleted:
+ continue
table_node = {
"id": t.id,
"name": t.name,
"type": "table",
"children": [],
- "meta": {"comment": t.comment, "row_count": t.row_count, "column_count": t.column_count},
+ "meta": {"comment": t.comment, "row_count": t.row_count, "column_count": t.column_count, "is_deleted": t.is_deleted},
}
db_node["children"].append(table_node)
source_node["children"].append(db_node)
@@ -86,9 +104,16 @@ def build_tree(db: Session, source_id: Optional[int] = None) -> List[dict]:
return result
+def _compute_checksum(data: dict) -> str:
+ import hashlib, json
+ payload = json.dumps(data, sort_keys=True, ensure_ascii=False, default=str)
+ return hashlib.sha256(payload.encode()).hexdigest()[:32]
+
+
def sync_metadata(db: Session, source_id: int, user_id: int) -> dict:
from sqlalchemy import create_engine, inspect, text
import json
+ from datetime import datetime
source = get_datasource(db, source_id)
if not source:
@@ -118,29 +143,56 @@ def sync_metadata(db: Session, source_id: int, user_id: int) -> dict:
inspector = inspect(engine)
db_names = inspector.get_schema_names() or [source.database_name]
+ scan_time = datetime.utcnow()
total_tables = 0
total_columns = 0
+ updated_tables = 0
+ updated_columns = 0
for db_name in db_names:
- db_obj = db.query(Database).filter(Database.source_id == source.id, Database.name == db_name).first()
+ db_checksum = _compute_checksum({"name": db_name})
+ db_obj = db.query(Database).filter(
+ Database.source_id == source.id, Database.name == db_name
+ ).first()
if not db_obj:
- db_obj = Database(source_id=source.id, name=db_name)
+ db_obj = Database(source_id=source.id, name=db_name, checksum=db_checksum, last_scanned_at=scan_time)
db.add(db_obj)
- db.commit()
- db.refresh(db_obj)
+ else:
+ db_obj.checksum = db_checksum
+ db_obj.last_scanned_at = scan_time
+ db_obj.is_deleted = False
+ db_obj.deleted_at = None
table_names = inspector.get_table_names(schema=db_name)
for tname in table_names:
- table_obj = db.query(DataTable).filter(DataTable.database_id == db_obj.id, DataTable.name == tname).first()
+ t_checksum = _compute_checksum({"name": tname})
+ table_obj = db.query(DataTable).filter(
+ DataTable.database_id == db_obj.id, DataTable.name == tname
+ ).first()
if not table_obj:
- table_obj = DataTable(database_id=db_obj.id, name=tname)
+ table_obj = DataTable(database_id=db_obj.id, name=tname, checksum=t_checksum, last_scanned_at=scan_time)
db.add(table_obj)
- db.commit()
- db.refresh(table_obj)
+ _log_schema_change(db, source.id, "add_table", database_id=db_obj.id, table_id=table_obj.id, new_value=tname)
+ else:
+ if table_obj.checksum != t_checksum:
+ table_obj.checksum = t_checksum
+ updated_tables += 1
+ table_obj.last_scanned_at = scan_time
+ table_obj.is_deleted = False
+ table_obj.deleted_at = None
columns = inspector.get_columns(tname, schema=db_name)
for col in columns:
- col_obj = db.query(DataColumn).filter(DataColumn.table_id == table_obj.id, DataColumn.name == col["name"]).first()
+ col_checksum = _compute_checksum({
+ "name": col["name"],
+ "type": str(col.get("type", "")),
+ "max_length": col.get("max_length"),
+ "comment": col.get("comment"),
+ "nullable": col.get("nullable", True),
+ })
+ col_obj = db.query(DataColumn).filter(
+ DataColumn.table_id == table_obj.id, DataColumn.name == col["name"]
+ ).first()
if not col_obj:
sample = None
try:
@@ -150,7 +202,6 @@ def sync_metadata(db: Session, source_id: int, user_id: int) -> dict:
sample = json.dumps(samples, ensure_ascii=False)
except Exception:
pass
-
col_obj = DataColumn(
table_id=table_obj.id,
name=col["name"],
@@ -159,13 +210,58 @@ def sync_metadata(db: Session, source_id: int, user_id: int) -> dict:
comment=col.get("comment"),
is_nullable=col.get("nullable", True),
sample_data=sample,
+ checksum=col_checksum,
+ last_scanned_at=scan_time,
)
db.add(col_obj)
total_columns += 1
+ _log_schema_change(db, source.id, "add_column", database_id=db_obj.id, table_id=table_obj.id, column_id=col_obj.id, new_value=col["name"])
+ else:
+ if col_obj.checksum != col_checksum:
+ old_val = f"type={col_obj.data_type}, len={col_obj.length}, comment={col_obj.comment}"
+ new_val = f"type={str(col.get('type', ''))}, len={col.get('max_length')}, comment={col.get('comment')}"
+ _log_schema_change(db, source.id, "change_type", database_id=db_obj.id, table_id=table_obj.id, column_id=col_obj.id, old_value=old_val, new_value=new_val)
+ col_obj.checksum = col_checksum
+ col_obj.data_type = str(col.get("type", ""))
+ col_obj.length = col.get("max_length")
+ col_obj.comment = col.get("comment")
+ col_obj.is_nullable = col.get("nullable", True)
+ updated_columns += 1
+ col_obj.last_scanned_at = scan_time
+ col_obj.is_deleted = False
+ col_obj.deleted_at = None
total_tables += 1
- db.commit()
+ # Soft-delete objects not seen in this scan and log changes
+ deleted_dbs = db.query(Database).filter(
+ Database.source_id == source.id,
+ Database.last_scanned_at < scan_time,
+ ).all()
+ for d in deleted_dbs:
+ _log_schema_change(db, source.id, "drop_database", database_id=d.id, old_value=d.name)
+ d.is_deleted = True
+ d.deleted_at = scan_time
+
+ for db_obj in db.query(Database).filter(Database.source_id == source.id).all():
+ deleted_tables = db.query(DataTable).filter(
+ DataTable.database_id == db_obj.id,
+ DataTable.last_scanned_at < scan_time,
+ ).all()
+ for t in deleted_tables:
+ _log_schema_change(db, source.id, "drop_table", database_id=db_obj.id, table_id=t.id, old_value=t.name)
+ t.is_deleted = True
+ t.deleted_at = scan_time
+
+ for table_obj in db.query(DataTable).filter(DataTable.database_id == db_obj.id).all():
+ deleted_cols = db.query(DataColumn).filter(
+ DataColumn.table_id == table_obj.id,
+ DataColumn.last_scanned_at < scan_time,
+ ).all()
+ for c in deleted_cols:
+ _log_schema_change(db, source.id, "drop_column", database_id=db_obj.id, table_id=table_obj.id, column_id=c.id, old_value=c.name)
+ c.is_deleted = True
+ c.deleted_at = scan_time
source.status = "active"
db.commit()
@@ -176,6 +272,8 @@ def sync_metadata(db: Session, source_id: int, user_id: int) -> dict:
"databases": len(db_names),
"tables": total_tables,
"columns": total_columns,
+ "updated_tables": updated_tables,
+ "updated_columns": updated_columns,
}
except Exception as e:
source.status = "error"
diff --git a/backend/app/services/metadata_service.py.bak b/backend/app/services/metadata_service.py.bak
new file mode 100644
index 00000000..99d1fe35
--- /dev/null
+++ b/backend/app/services/metadata_service.py.bak
@@ -0,0 +1,183 @@
+from typing import Optional, List, Tuple
+from sqlalchemy.orm import Session
+from fastapi import HTTPException, status
+
+from app.models.metadata import DataSource, Database, DataTable, DataColumn
+from app.services.datasource_service import get_datasource, _decrypt_password
+
+
+def get_database(db: Session, db_id: int) -> Optional[Database]:
+ return db.query(Database).filter(Database.id == db_id).first()
+
+
+def get_table(db: Session, table_id: int) -> Optional[DataTable]:
+ return db.query(DataTable).filter(DataTable.id == table_id).first()
+
+
+def get_column(db: Session, column_id: int) -> Optional[DataColumn]:
+ return db.query(DataColumn).filter(DataColumn.id == column_id).first()
+
+
+def list_databases(db: Session, source_id: Optional[int] = None) -> List[Database]:
+ query = db.query(Database)
+ if source_id:
+ query = query.filter(Database.source_id == source_id)
+ return query.all()
+
+
+def list_tables(db: Session, database_id: Optional[int] = None, keyword: Optional[str] = None) -> Tuple[List[DataTable], int]:
+ query = db.query(DataTable)
+ if database_id:
+ query = query.filter(DataTable.database_id == database_id)
+ if keyword:
+ query = query.filter(
+ (DataTable.name.contains(keyword)) | (DataTable.comment.contains(keyword))
+ )
+ return query.all(), query.count()
+
+
+def list_columns(db: Session, table_id: Optional[int] = None, keyword: Optional[str] = None, page: int = 1, page_size: int = 50) -> Tuple[List[DataColumn], int]:
+ query = db.query(DataColumn)
+ if table_id:
+ query = query.filter(DataColumn.table_id == table_id)
+ if keyword:
+ query = query.filter(
+ (DataColumn.name.contains(keyword)) | (DataColumn.comment.contains(keyword))
+ )
+ total = query.count()
+ items = query.offset((page - 1) * page_size).limit(page_size).all()
+ return items, total
+
+
+def build_tree(db: Session, source_id: Optional[int] = None) -> List[dict]:
+ sources = db.query(DataSource)
+ if source_id:
+ sources = sources.filter(DataSource.id == source_id)
+ sources = sources.all()
+
+ result = []
+ for s in sources:
+ source_node = {
+ "id": s.id,
+ "name": s.name,
+ "type": "source",
+ "children": [],
+ "meta": {"source_type": s.source_type, "status": s.status},
+ }
+ for d in s.databases:
+ db_node = {
+ "id": d.id,
+ "name": d.name,
+ "type": "database",
+ "children": [],
+ "meta": {"charset": d.charset, "table_count": d.table_count},
+ }
+ for t in d.tables:
+ table_node = {
+ "id": t.id,
+ "name": t.name,
+ "type": "table",
+ "children": [],
+ "meta": {"comment": t.comment, "row_count": t.row_count, "column_count": t.column_count},
+ }
+ db_node["children"].append(table_node)
+ source_node["children"].append(db_node)
+ result.append(source_node)
+ return result
+
+
+def sync_metadata(db: Session, source_id: int, user_id: int) -> dict:
+ from sqlalchemy import create_engine, inspect, text
+ import json
+
+ source = get_datasource(db, source_id)
+ if not source:
+ raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="数据源不存在")
+
+ driver_map = {
+ "mysql": "mysql+pymysql",
+ "postgresql": "postgresql+psycopg2",
+ "oracle": "oracle+cx_oracle",
+ "sqlserver": "mssql+pymssql",
+ }
+ driver = driver_map.get(source.source_type, source.source_type)
+
+ if source.source_type == "dm":
+ return {"success": True, "message": "达梦数据库同步成功（模拟）", "databases": 0, "tables": 0, "columns": 0}
+
+ password = ""
+ if source.encrypted_password:
+ try:
+ password = _decrypt_password(source.encrypted_password)
+ except Exception:
+ pass
+
+ try:
+ url = f"{driver}://{source.username}:{password}@{source.host}:{source.port}/{source.database_name}"
+ engine = create_engine(url, pool_pre_ping=True)
+ inspector = inspect(engine)
+
+ db_names = inspector.get_schema_names() or [source.database_name]
+ total_tables = 0
+ total_columns = 0
+
+ for db_name in db_names:
+ db_obj = db.query(Database).filter(Database.source_id == source.id, Database.name == db_name).first()
+ if not db_obj:
+ db_obj = Database(source_id=source.id, name=db_name)
+ db.add(db_obj)
+ db.commit()
+ db.refresh(db_obj)
+
+ table_names = inspector.get_table_names(schema=db_name)
+ for tname in table_names:
+ table_obj = db.query(DataTable).filter(DataTable.database_id == db_obj.id, DataTable.name == tname).first()
+ if not table_obj:
+ table_obj = DataTable(database_id=db_obj.id, name=tname)
+ db.add(table_obj)
+ db.commit()
+ db.refresh(table_obj)
+
+ columns = inspector.get_columns(tname, schema=db_name)
+ for col in columns:
+ col_obj = db.query(DataColumn).filter(DataColumn.table_id == table_obj.id, DataColumn.name == col["name"]).first()
+ if not col_obj:
+ sample = None
+ try:
+ with engine.connect() as conn:
+ result = conn.execute(text(f'SELECT "{col["name"]}" FROM "{db_name}"."{tname}" LIMIT 5'))
+ samples = [str(r[0]) for r in result if r[0] is not None]
+ sample = json.dumps(samples, ensure_ascii=False)
+ except Exception:
+ pass
+
+ col_obj = DataColumn(
+ table_id=table_obj.id,
+ name=col["name"],
+ data_type=str(col.get("type", "")),
+ length=col.get("max_length"),
+ comment=col.get("comment"),
+ is_nullable=col.get("nullable", True),
+ sample_data=sample,
+ )
+ db.add(col_obj)
+ total_columns += 1
+
+ total_tables += 1
+
+ db.commit()
+
+ source.status = "active"
+ db.commit()
+
+ return {
+ "success": True,
+ "message": "元数据同步成功",
+ "databases": len(db_names),
+ "tables": total_tables,
+ "columns": total_columns,
+ }
+ except Exception as e:
+ source.status = "error"
+ db.commit()
+ return {"success": False, "message": f"同步失败: {str(e)}", "databases": 0, "tables": 0, "columns": 0}
diff --git a/backend/app/services/ml_service.py b/backend/app/services/ml_service.py
new file mode 100644
index 00000000..321b309d
--- /dev/null
+++ b/backend/app/services/ml_service.py
@@ -0,0 +1,195 @@
+import os
+import json
+import logging
+from typing import List, Optional, Tuple
+from datetime import datetime
+
+import joblib
+import numpy as np
+from sklearn.feature_extraction.text import TfidfVectorizer
+from sklearn.linear_model import LogisticRegression
+from sklearn.ensemble import RandomForestClassifier
+from sklearn.model_selection import train_test_split
+from sklearn.metrics import accuracy_score
+from sqlalchemy.orm import Session
+
+from app.models.project import ClassificationResult
+from app.models.classification import Category
+from app.models.ml import MLModelVersion
+
+logger = logging.getLogger(__name__)
+
+MODELS_DIR = os.path.join(os.path.dirname(os.path.dirname(__file__)), "ml_models")
+os.makedirs(MODELS_DIR, exist_ok=True)
+
+
+def _build_text_features(column_name: str, comment: Optional[str], sample_data: Optional[str]) -> str:
+ parts = [column_name]
+ if comment:
+ parts.append(comment)
+ if sample_data:
+ try:
+ samples = json.loads(sample_data)
+ if isinstance(samples, list):
+ parts.extend([str(s) for s in samples[:5]])
+ except Exception:
+ parts.append(sample_data)
+ return " ".join(parts)
+
+
+def _fetch_training_data(db: Session, min_samples_per_class: int = 5):
+ results = (
+ db.query(ClassificationResult)
+ .filter(ClassificationResult.source == "manual")
+ .filter(ClassificationResult.category_id.isnot(None))
+ .all()
+ )
+ texts = []
+ labels = []
+ for r in results:
+ if r.column:
+ text = _build_text_features(r.column.name, r.column.comment, r.column.sample_data)
+ texts.append(text)
+ labels.append(r.category_id)
+ from collections import Counter
+ counts = Counter(labels)
+ valid_classes = {c for c, n in counts.items() if n >= min_samples_per_class}
+ filtered_texts = []
+ filtered_labels = []
+ for t, l in zip(texts, labels):
+ if l in valid_classes:
+ filtered_texts.append(t)
+ filtered_labels.append(l)
+ return filtered_texts, filtered_labels, len(filtered_labels)
+
+
+def train_model(db: Session, model_name: Optional[str] = None, algorithm: str = "logistic_regression", test_size: float = 0.2):
+ texts, labels, total = _fetch_training_data(db)
+ if total < 20:
+ logger.warning("Not enough training data (need >= 20, got %d)", total)
+ return None
+ X_train, X_test, y_train, y_test = train_test_split(
+ texts, labels, test_size=test_size, random_state=42, stratify=labels
+ )
+ vectorizer = TfidfVectorizer(analyzer="char_wb", ngram_range=(2, 4), max_features=5000)
+ X_train_vec = vectorizer.fit_transform(X_train)
+ X_test_vec = vectorizer.transform(X_test)
+ if algorithm == "logistic_regression":
+ clf = LogisticRegression(max_iter=1000, multi_class="multinomial", solver="lbfgs")
+ elif algorithm == "random_forest":
+ clf = RandomForestClassifier(n_estimators=100, random_state=42, n_jobs=-1)
+ else:
+ clf = LogisticRegression(max_iter=1000, multi_class="multinomial", solver="lbfgs")
+ clf.fit(X_train_vec, y_train)
+ y_pred = clf.predict(X_test_vec)
+ acc = accuracy_score(y_test, y_pred)
+ timestamp = datetime.utcnow().strftime("%Y%m%d_%H%M%S")
+ name = model_name or f"model_{timestamp}"
+ model_path = os.path.join(MODELS_DIR, f"{name}_clf.joblib")
+ vec_path = os.path.join(MODELS_DIR, f"{name}_tfidf.joblib")
+ joblib.dump(clf, model_path)
+ joblib.dump(vectorizer, vec_path)
+ db.query(MLModelVersion).filter(MLModelVersion.is_active == True).update({"is_active": False})
+ mv = MLModelVersion(
+ name=name,
+ model_path=model_path,
+ vectorizer_path=vec_path,
+ accuracy=acc,
+ train_samples=total,
+ is_active=True,
+ description=f"Algorithm: {algorithm}, test_accuracy: {acc:.4f}",
+ )
+ db.add(mv)
+ db.commit()
+ db.refresh(mv)
+ logger.info("Trained model %s with accuracy %.4f on %d samples", name, acc, total)
+ return mv
+
+
+def _get_active_model(db: Session):
+ mv = db.query(MLModelVersion).filter(MLModelVersion.is_active == True).first()
+ if not mv or not os.path.exists(mv.model_path) or not os.path.exists(mv.vectorizer_path):
+ return None
+ clf = joblib.load(mv.model_path)
+ vectorizer = joblib.load(mv.vectorizer_path)
+ return clf, vectorizer, mv
+
+
+def predict_categories(db: Session, texts: List[str], top_k: int = 3):
+ model_tuple = _get_active_model(db)
+ if not model_tuple:
+ return [[] for _ in texts]
+ clf, vectorizer, mv = model_tuple
+ X = vectorizer.transform(texts)
+ if hasattr(clf, "predict_proba"):
+ probs = clf.predict_proba(X)
+ else:
+ preds = clf.predict(X)
+ return [[{"category_id": int(p), "confidence": 1.0}] for p in preds]
+ classes = [int(c) for c in clf.classes_]
+ results = []
+ for prob in probs:
+ top_idx = np.argsort(prob)[::-1][:top_k]
+ suggestions = []
+ for idx in top_idx:
+ cat_id = classes[idx]
+ confidence = float(prob[idx])
+ if confidence > 0.01:
+ suggestions.append({"category_id": cat_id, "confidence": round(confidence, 4)})
+ results.append(suggestions)
+ return results
+
+
+def suggest_for_project_columns(db: Session, project_id: int, column_ids: Optional[List[int]] = None, top_k: int = 3):
+ from app.models.project import ClassificationProject
+ from app.models.metadata import DataColumn
+
+ project = db.query(ClassificationProject).filter(ClassificationProject.id == project_id).first()
+ if not project:
+ return {"success": False, "message": "项目不存在"}
+
+ query = db.query(DataColumn).join(
+ ClassificationResult,
+ (ClassificationResult.column_id == DataColumn.id) & (ClassificationResult.project_id == project_id),
+ isouter=True,
+ )
+ if column_ids:
+ query = query.filter(DataColumn.id.in_(column_ids))
+
+ columns = query.all()
+ texts = []
+ col_map = []
+ for col in columns:
+ texts.append(_build_text_features(col.name, col.comment, col.sample_data))
+ col_map.append(col)
+
+ if not texts:
+ return {"success": True, "suggestions": [], "message": "没有可预测的字段"}
+
+ predictions = predict_categories(db, texts, top_k=top_k)
+ suggestions = []
+ all_category_ids = set()
+ for col, preds in zip(col_map, predictions):
+ for p in preds:
+ all_category_ids.add(p["category_id"])
+
+ categories = {c.id: c for c in db.query(Category).filter(Category.id.in_(list(all_category_ids))).all()}
+
+ for col, preds in zip(col_map, predictions):
+ item = {
+ "column_id": col.id,
+ "column_name": col.name,
+ "table_name": col.table.name if col.table else None,
+ "suggestions": [],
+ }
+ for p in preds:
+ cat = categories.get(p["category_id"])
+ item["suggestions"].append({
+ "category_id": p["category_id"],
+ "category_name": cat.name if cat else None,
+ "category_code": cat.code if cat else None,
+ "confidence": p["confidence"],
+ })
+ suggestions.append(item)
+
+ return {"success": True, "suggestions": suggestions}
diff --git a/backend/app/services/report_service.py b/backend/app/services/report_service.py
index b7fc3c4b..c0311f9a 100644
--- a/backend/app/services/report_service.py
+++ b/backend/app/services/report_service.py
@@ -94,3 +94,155 @@ def generate_classification_report(db: Session, project_id: int) -> bytes:
doc.save(buffer)
buffer.seek(0)
return buffer.read()
+
+
+def generate_excel_report(db: Session, project_id: int) -> bytes:
+ """Generate an Excel report for a classification project."""
+ from openpyxl import Workbook
+ from openpyxl.styles import Font, PatternFill, Alignment, Border, Side
+ from openpyxl.chart import PieChart, Reference
+ from sqlalchemy import func
+
+ project = db.query(ClassificationProject).filter(ClassificationProject.id == project_id).first()
+ if not project:
+ raise ValueError("项目不存在")
+
+ wb = Workbook()
+ ws = wb.active
+ ws.title = "报告概览"
+
+ # Title
+ ws.merge_cells('A1:D1')
+ ws['A1'] = '数据分类分级项目报告'
+ ws['A1'].font = Font(size=18, bold=True)
+ ws['A1'].alignment = Alignment(horizontal='center')
+
+ # Basic info
+ ws['A3'] = '项目名称'
+ ws['B3'] = project.name
+ ws['A4'] = '报告生成时间'
+ ws['B4'] = datetime.now().strftime('%Y-%m-%d %H:%M:%S')
+ ws['A5'] = '项目状态'
+ ws['B5'] = project.status
+ ws['A6'] = '模板版本'
+ ws['B6'] = project.template.version if project.template else 'N/A'
+
+ # Statistics
+ results = db.query(ClassificationResult).filter(ClassificationResult.project_id == project_id).all()
+ total = len(results)
+ auto_count = sum(1 for r in results if r.source == 'auto')
+ manual_count = sum(1 for r in results if r.source == 'manual')
+
+ ws['A8'] = '总字段数'
+ ws['B8'] = total
+ ws['A9'] = '自动识别'
+ ws['B9'] = auto_count
+ ws['A10'] = '人工打标'
+ ws['B10'] = manual_count
+
+ # Level distribution
+ ws['A12'] = '分级'
+ ws['B12'] = '数量'
+ ws['C12'] = '占比'
+ ws['A12'].font = Font(bold=True)
+ ws['B12'].font = Font(bold=True)
+ ws['C12'].font = Font(bold=True)
+
+ level_stats = {}
+ for r in results:
+ if r.level:
+ level_stats[r.level.name] = level_stats.get(r.level.name, 0) + 1
+
+ red_fill = PatternFill(start_color='FFCCCC', end_color='FFCCCC', fill_type='solid')
+ row = 13
+ for level_name, count in sorted(level_stats.items(), key=lambda x: -x[1]):
+ ws.cell(row=row, column=1, value=level_name)
+ ws.cell(row=row, column=2, value=count)
+ pct = f'{count / total * 100:.1f}%' if total > 0 else '0%'
+ ws.cell(row=row, column=3, value=pct)
+ if 'L4' in level_name or 'L5' in level_name:
+ for c in range(1, 4):
+ ws.cell(row=row, column=c).fill = red_fill
+ row += 1
+
+ # High risk sheet
+ ws2 = wb.create_sheet("高敏感数据清单")
+ ws2.append(['字段名', '所属表', '分类', '分级', '来源', '置信度'])
+ for cell in ws2[1]:
+ cell.font = Font(bold=True)
+ cell.fill = PatternFill(start_color='DDEBF7', end_color='DDEBF7', fill_type='solid')
+
+ high_risk = [r for r in results if r.level and r.level.code in ('L4', 'L5')]
+ for r in high_risk[:500]:
+ ws2.append([
+ r.column.name if r.column else 'N/A',
+ r.column.table.name if r.column and r.column.table else 'N/A',
+ r.category.name if r.category else 'N/A',
+ r.level.name if r.level else 'N/A',
+ '自动' if r.source == 'auto' else '人工',
+ r.confidence,
+ ])
+
+ # Auto-fit column widths roughly
+ for ws_sheet in [ws, ws2]:
+ for column in ws_sheet.columns:
+ max_length = 0
+ column_letter = column[0].column_letter
+ for cell in column:
+ try:
+ if len(str(cell.value)) > max_length:
+ max_length = len(str(cell.value))
+ except:
+ pass
+ adjusted_width = min(max_length + 2, 50)
+ ws_sheet.column_dimensions[column_letter].width = adjusted_width
+
+ buffer = BytesIO()
+ wb.save(buffer)
+ buffer.seek(0)
+ return buffer.read()
+
+
+def get_report_summary(db: Session, project_id: int) -> dict:
+ """Get aggregated report data for PDF generation (frontend)."""
+ from sqlalchemy import func
+ project = db.query(ClassificationProject).filter(ClassificationProject.id == project_id).first()
+ if not project:
+ raise ValueError("项目不存在")
+
+ results = db.query(ClassificationResult).filter(ClassificationResult.project_id == project_id).all()
+ total = len(results)
+ auto_count = sum(1 for r in results if r.source == 'auto')
+ manual_count = sum(1 for r in results if r.source == 'manual')
+
+ level_stats = {}
+ for r in results:
+ if r.level:
+ level_stats[r.level.name] = level_stats.get(r.level.name, 0) + 1
+
+ high_risk = []
+ for r in results:
+ if r.level and r.level.code in ('L4', 'L5'):
+ high_risk.append({
+ "column_name": r.column.name if r.column else 'N/A',
+ "table_name": r.column.table.name if r.column and r.column.table else 'N/A',
+ "category_name": r.category.name if r.category else 'N/A',
+ "level_name": r.level.name if r.level else 'N/A',
+ "source": '自动' if r.source == 'auto' else '人工',
+ "confidence": r.confidence,
+ })
+
+ return {
+ "project_name": project.name,
+ "status": project.status,
+ "template_version": project.template.version if project.template else 'N/A',
+ "generated_at": datetime.now().isoformat(),
+ "total": total,
+ "auto": auto_count,
+ "manual": manual_count,
+ "level_distribution": [
+ {"name": name, "count": count}
+ for name, count in sorted(level_stats.items(), key=lambda x: -x[1])
+ ],
+ "high_risk": high_risk[:100],
+ }
diff --git a/backend/app/services/risk_service.py b/backend/app/services/risk_service.py
new file mode 100644
index 00000000..f883a839
--- /dev/null
+++ b/backend/app/services/risk_service.py
@@ -0,0 +1,125 @@
+from typing import List, Optional
+from sqlalchemy.orm import Session
+from datetime import datetime
+
+from app.models.project import ClassificationProject, ClassificationResult
+from app.models.classification import DataLevel
+from app.models.metadata import DataSource, Database, DataTable, DataColumn
+from app.models.masking import MaskingRule
+from app.models.risk import RiskAssessment
+
+
+def _get_level_weight(level_code: str) -> int:
+ weights = {"L1": 1, "L2": 2, "L3": 3, "L4": 4, "L5": 5}
+ return weights.get(level_code, 1)
+
+
+def calculate_project_risk(db: Session, project_id: int) -> RiskAssessment:
+ """Calculate risk score for a project."""
+ project = db.query(ClassificationProject).filter(ClassificationProject.id == project_id).first()
+ if not project:
+ return None
+
+ results = db.query(ClassificationResult).filter(
+ ClassificationResult.project_id == project_id,
+ ClassificationResult.level_id.isnot(None),
+ ).all()
+
+ total_risk = 0.0
+ total_sensitivity = 0.0
+ total_exposure = 0.0
+ total_protection = 0.0
+ detail_items = []
+
+ # Get all active masking rules for quick lookup
+ rules = db.query(MaskingRule).filter(MaskingRule.is_active == True).all()
+ rule_level_ids = {r.level_id for r in rules if r.level_id}
+ rule_cat_ids = {r.category_id for r in rules if r.category_id}
+
+ for r in results:
+ if not r.level:
+ continue
+ level_weight = _get_level_weight(r.level.code)
+ # Exposure: count source connections for the column's table
+ source_count = 1
+ if r.column and r.column.table and r.column.table.database:
+ # Simple: if table exists in multiple dbs (rare), count them
+ source_count = max(1, len(r.column.table.database.source.databases or []))
+ exposure_factor = 1 + source_count * 0.2
+
+ # Protection: check if masking rule exists for this level/category
+ has_masking = (r.level_id in rule_level_ids) or (r.category_id in rule_cat_ids)
+ protection_rate = 0.3 if has_masking else 0.0
+
+ item_risk = level_weight * exposure_factor * (1 - protection_rate)
+ total_risk += item_risk
+ total_sensitivity += level_weight
+ total_exposure += exposure_factor
+ total_protection += protection_rate
+
+ detail_items.append({
+ "column_id": r.column_id,
+ "column_name": r.column.name if r.column else None,
+ "level": r.level.code if r.level else None,
+ "level_weight": level_weight,
+ "exposure_factor": round(exposure_factor, 2),
+ "protection_rate": protection_rate,
+ "item_risk": round(item_risk, 2),
+ })
+
+ # Normalize to 0-100 (heuristic: assume max reasonable raw score is 15 per field)
+ count = len(detail_items) or 1
+ max_raw = count * 15
+ risk_score = min(100, (total_risk / max_raw) * 100) if max_raw > 0 else 0
+
+ # Upsert risk assessment
+ existing = db.query(RiskAssessment).filter(
+ RiskAssessment.entity_type == "project",
+ RiskAssessment.entity_id == project_id,
+ ).first()
+
+ if existing:
+ existing.risk_score = round(risk_score, 2)
+ existing.sensitivity_score = round(total_sensitivity / count, 2)
+ existing.exposure_score = round(total_exposure / count, 2)
+ existing.protection_score = round(total_protection / count, 2)
+ existing.details = {"items": detail_items[:100], "total_items": len(detail_items)}
+ existing.updated_at = datetime.utcnow()
+ else:
+ existing = RiskAssessment(
+ entity_type="project",
+ entity_id=project_id,
+ entity_name=project.name,
+ risk_score=round(risk_score, 2),
+ sensitivity_score=round(total_sensitivity / count, 2),
+ exposure_score=round(total_exposure / count, 2),
+ protection_score=round(total_protection / count, 2),
+ details={"items": detail_items[:100], "total_items": len(detail_items)},
+ )
+ db.add(existing)
+
+ db.commit()
+ return existing
+
+
+def calculate_all_projects_risk(db: Session) -> dict:
+ """Batch calculate risk for all projects."""
+ projects = db.query(ClassificationProject).all()
+ updated = 0
+ for p in projects:
+ try:
+ calculate_project_risk(db, p.id)
+ updated += 1
+ except Exception:
+ pass
+ return {"updated": updated}
+
+
+def get_risk_top_n(db: Session, entity_type: str = "project", n: int = 10) -> List[RiskAssessment]:
+ return (
+ db.query(RiskAssessment)
+ .filter(RiskAssessment.entity_type == entity_type)
+ .order_by(RiskAssessment.risk_score.desc())
+ .limit(n)
+ .all()
+ )
diff --git a/backend/app/services/unstructured_service.py b/backend/app/services/unstructured_service.py
new file mode 100644
index 00000000..2d248369
--- /dev/null
+++ b/backend/app/services/unstructured_service.py
@@ -0,0 +1,99 @@
+import os
+import re
+import json
+from typing import Optional, List
+from sqlalchemy.orm import Session
+from fastapi import HTTPException, status
+
+from app.models.metadata import UnstructuredFile
+from app.core.events import minio_client
+from app.core.config import settings
+
+
+def extract_text_from_file(file_path: str, file_type: str) -> str:
+ text = ""
+ ft = file_type.lower()
+ if ft in ("word", "docx"):
+ try:
+ from docx import Document
+ doc = Document(file_path)
+ text = "\n".join([p.text for p in doc.paragraphs if p.text])
+ except Exception as e:
+ raise ValueError(f"解析Word失败: {e}")
+ elif ft in ("excel", "xlsx", "xls"):
+ try:
+ from openpyxl import load_workbook
+ wb = load_workbook(file_path, data_only=True)
+ parts = []
+ for sheet in wb.worksheets:
+ for row in sheet.iter_rows(values_only=True):
+ parts.append(" ".join([str(c) for c in row if c is not None]))
+ text = "\n".join(parts)
+ except Exception as e:
+ raise ValueError(f"解析Excel失败: {e}")
+ elif ft == "pdf":
+ try:
+ import pdfplumber
+ with pdfplumber.open(file_path) as pdf:
+ text = "\n".join([page.extract_text() or "" for page in pdf.pages])
+ except Exception as e:
+ raise ValueError(f"解析PDF失败: {e}")
+ elif ft == "txt":
+ with open(file_path, "r", encoding="utf-8", errors="ignore") as f:
+ text = f.read()
+ else:
+ raise ValueError(f"不支持的文件类型: {ft}")
+ return text
+
+
+def scan_text_for_sensitive(text: str) -> List[dict]:
+ """Scan extracted text for sensitive patterns using built-in rules."""
+ matches = []
+ # ID card
+ id_pattern = re.compile(r"(? dict:
+ file_obj = db.query(UnstructuredFile).filter(UnstructuredFile.id == file_id).first()
+ if not file_obj:
+ raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="文件不存在")
+ if not file_obj.storage_path:
+ raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="文件未上传")
+
+ # Download from MinIO to temp
+ tmp_path = f"/tmp/unstructured_{file_id}_{file_obj.original_name}"
+ try:
+ minio_client.fget_object(settings.MINIO_BUCKET_NAME, file_obj.storage_path, tmp_path)
+ text = extract_text_from_file(tmp_path, file_obj.file_type or "")
+ file_obj.extracted_text = text[:50000] # limit storage
+ matches = scan_text_for_sensitive(text)
+ file_obj.analysis_result = {"matches": matches, "total_chars": len(text)}
+ file_obj.status = "processed"
+ db.commit()
+ return {"success": True, "matches": matches, "total_chars": len(text)}
+ except Exception as e:
+ file_obj.status = "error"
+ db.commit()
+ raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=str(e))
+ finally:
+ if os.path.exists(tmp_path):
+ os.remove(tmp_path)
diff --git a/backend/app/services/watermark_service.py b/backend/app/services/watermark_service.py
new file mode 100644
index 00000000..c7c8f831
--- /dev/null
+++ b/backend/app/services/watermark_service.py
@@ -0,0 +1,97 @@
+import secrets
+from typing import Optional, Tuple
+from sqlalchemy.orm import Session
+from app.models.watermark import WatermarkLog
+
+# Zero-width characters for binary encoding
+ZW_SPACE = "\u200b" # zero-width space -> 0
+ZW_NOJOIN = "\u200c" # zero-width non-joiner -> 1
+MARKER = "\u200d" # zero-width joiner -> start marker
+
+
+def _int_to_binary_bits(n: int, bits: int = 32) -> str:
+ return format(n, f"0{bits}b")
+
+
+def _binary_bits_to_int(bits: str) -> int:
+ return int(bits, 2)
+
+
+def embed_watermark(text: str, user_id: int, key: str) -> str:
+ """Embed invisible watermark into text using zero-width characters."""
+ # Encode user_id as 32-bit binary
+ bits = _int_to_binary_bits(user_id)
+ # Encode key hash as 16-bit for verification
+ key_bits = _int_to_binary_bits(hash(key) & 0xFFFF, 16)
+ payload = key_bits + bits
+ watermark_chars = MARKER + "".join(ZW_NOJOIN if b == "1" else ZW_SPACE for b in payload)
+ # Append watermark at the end of the text (before trailing newlines if any)
+ text = text.rstrip("\n")
+ return text + watermark_chars + "\n"
+
+
+def extract_watermark(text: str) -> Tuple[Optional[int], Optional[str]]:
+ """Extract watermark from text. Returns (user_id, key_hash_bits) or (None, None)."""
+ if MARKER not in text:
+ return None, None
+ idx = text.index(MARKER)
+ payload = text[idx + len(MARKER):]
+ bits = ""
+ for ch in payload:
+ if ch == ZW_SPACE:
+ bits += "0"
+ elif ch == ZW_NOJOIN:
+ bits += "1"
+ else:
+ # Stop at first non-watermark character
+ break
+ if len(bits) < 16:
+ return None, None
+ key_bits = bits[:16]
+ user_bits = bits[16:48]
+ try:
+ user_id = _binary_bits_to_int(user_bits)
+ return user_id, key_bits
+ except Exception:
+ return None, None
+
+
+def apply_watermark_to_lines(lines: list, user_id: int, key: str) -> list:
+ """Apply watermark to each line of CSV/TXT."""
+ return [embed_watermark(line, user_id, key) for line in lines]
+
+
+def create_watermark_log(db: Session, user_id: int, export_type: str, data_scope: dict) -> WatermarkLog:
+ key = secrets.token_hex(16)
+ log = WatermarkLog(
+ user_id=user_id,
+ export_type=export_type,
+ data_scope=str(data_scope),
+ watermark_key=key,
+ )
+ db.add(log)
+ db.commit()
+ db.refresh(log)
+ return log
+
+
+def trace_watermark(db: Session, text: str) -> Optional[dict]:
+ """Trace leaked text back to user."""
+ user_id, _ = extract_watermark(text)
+ if user_id is None:
+ return None
+ log = (
+ db.query(WatermarkLog)
+ .filter(WatermarkLog.user_id == user_id)
+ .order_by(WatermarkLog.created_at.desc())
+ .first()
+ )
+ if not log:
+ return None
+ return {
+ "user_id": log.user_id,
+ "username": log.user.username if log.user else None,
+ "export_type": log.export_type,
+ "data_scope": log.data_scope,
+ "created_at": log.created_at.isoformat() if log.created_at else None,
+ }
diff --git a/backend/app/tasks/classification_tasks.py b/backend/app/tasks/classification_tasks.py
index 82d11131..98c1e7ea 100644
--- a/backend/app/tasks/classification_tasks.py
+++ b/backend/app/tasks/classification_tasks.py
@@ -1,3 +1,4 @@
+import json
from app.tasks.worker import celery_app
@@ -5,12 +6,10 @@ from app.tasks.worker import celery_app
def auto_classify_task(self, project_id: int, source_ids: list = None):
"""
Async task to run automatic classification on metadata.
- Phase 1 placeholder.
"""
from app.core.database import SessionLocal
- from app.models.project import ClassificationProject, ClassificationResult, ResultStatus
- from app.models.classification import RecognitionRule
- from app.models.metadata import DataColumn
+ from app.models.project import ClassificationProject
+ from app.services.classification_engine import run_auto_classification
db = SessionLocal()
try:
@@ -18,15 +17,46 @@ def auto_classify_task(self, project_id: int, source_ids: list = None):
if not project:
return {"status": "failed", "reason": "project not found"}
- # Update project status
+ def progress_callback(scanned, matched, total):
+ percent = int(scanned / total * 100) if total else 0
+ meta = {
+ "scanned": scanned,
+ "matched": matched,
+ "total": total,
+ "percent": percent,
+ }
+ self.update_state(state="PROGRESS", meta=meta)
+ # Persist lightweight progress to DB for UI polling
+ project.scan_progress = json.dumps(meta)
+ db.commit()
+
+ # Initialize
project.status = "scanning"
+ project.scan_progress = json.dumps({"scanned": 0, "matched": 0, "total": 0, "percent": 0})
db.commit()
- rules = db.query(RecognitionRule).filter(RecognitionRule.is_active == True).all()
- # TODO: implement rule matching logic in Phase 2
+ result = run_auto_classification(
+ db,
+ project_id,
+ source_ids=source_ids,
+ progress_callback=progress_callback,
+ )
- project.status = "assigning"
+ if result.get("success"):
+ project.status = "assigning"
+ else:
+ project.status = "created"
+
+ project.celery_task_id = None
db.commit()
- return {"status": "completed", "project_id": project_id, "matched": 0}
+ return {"status": "completed", "project_id": project_id, "result": result}
+ except Exception as e:
+ db.rollback()
+ project = db.query(ClassificationProject).filter(ClassificationProject.id == project_id).first()
+ if project:
+ project.status = "created"
+ project.celery_task_id = None
+ db.commit()
+ return {"status": "failed", "reason": str(e)}
finally:
db.close()
diff --git a/backend/app/tasks/ml_tasks.py b/backend/app/tasks/ml_tasks.py
new file mode 100644
index 00000000..1cd73349
--- /dev/null
+++ b/backend/app/tasks/ml_tasks.py
@@ -0,0 +1,26 @@
+from app.tasks.worker import celery_app
+
+
+@celery_app.task(bind=True)
+def train_ml_model_task(self, model_name: str = None, algorithm: str = "logistic_regression"):
+ from app.core.database import SessionLocal
+ from app.services.ml_service import train_model
+
+ db = SessionLocal()
+ try:
+ self.update_state(state="PROGRESS", meta={"message": "Fetching training data"})
+ mv = train_model(db, model_name=model_name, algorithm=algorithm)
+ if mv:
+ return {
+ "status": "completed",
+ "model_id": mv.id,
+ "name": mv.name,
+ "accuracy": mv.accuracy,
+ "train_samples": mv.train_samples,
+ }
+ else:
+ return {"status": "failed", "reason": "Not enough training data (need >= 20 samples)"}
+ except Exception as e:
+ return {"status": "failed", "reason": str(e)}
+ finally:
+ db.close()
diff --git a/backend/app/tasks/worker.py b/backend/app/tasks/worker.py
index d70b8678..194173b1 100644
--- a/backend/app/tasks/worker.py
+++ b/backend/app/tasks/worker.py
@@ -5,7 +5,7 @@ celery_app = Celery(
"data_pointer",
broker=settings.REDIS_URL,
backend=settings.REDIS_URL,
- include=["app.tasks.classification_tasks"],
+ include=["app.tasks.classification_tasks", "app.tasks.ml_tasks"],
)
celery_app.conf.update(
diff --git a/backend/scripts/api_integration_test.py b/backend/scripts/api_integration_test.py
new file mode 100644
index 00000000..50b24a00
--- /dev/null
+++ b/backend/scripts/api_integration_test.py
@@ -0,0 +1,124 @@
+import sys, requests
+BASE = "http://localhost:8000"
+API = f"{BASE}/api/v1"
+errors, passed = [], []
+
+def check(name, ok, detail=""):
+ if ok:
+ passed.append(name); print(f" ✅ {name}")
+ else:
+ errors.append((name, detail)); print(f" ❌ {name}: {detail}")
+
+def get_items(resp):
+ d = resp.json().get("data", [])
+ if isinstance(d, list):
+ return d
+ if isinstance(d, dict):
+ return d.get("items", [])
+ return []
+
+def get_total(resp):
+ return resp.json().get("total", 0)
+
+print("\n[1/15] Health")
+r = requests.get(f"{BASE}/health")
+check("health", r.status_code == 200 and r.json().get("status") == "ok")
+
+print("\n[2/15] Auth")
+r = requests.post(f"{API}/auth/login", json={"username": "admin", "password": "admin123"})
+check("login", r.status_code == 200)
+token = r.json().get("data", {}).get("access_token", "")
+check("token", bool(token))
+headers = {"Authorization": f"Bearer {token}"}
+
+print("\n[3/15] User")
+r = requests.get(f"{API}/users/me", headers=headers)
+check("me", r.status_code == 200 and r.json()["data"]["username"] == "admin")
+r = requests.get(f"{API}/users?page_size=100", headers=headers)
+check("users", r.status_code == 200 and len(get_items(r)) >= 80, f"got {len(get_items(r))}")
+
+print("\n[4/15] Depts")
+r = requests.get(f"{API}/users/depts", headers=headers)
+check("depts", r.status_code == 200 and len(r.json().get("data", [])) >= 12, f"got {len(r.json().get('data', []))}")
+
+print("\n[5/15] DataSources")
+r = requests.get(f"{API}/datasources", headers=headers)
+check("datasources", r.status_code == 200 and len(get_items(r)) >= 12, f"got {len(get_items(r))}")
+
+print("\n[6/15] Metadata")
+r = requests.get(f"{API}/metadata/databases", headers=headers)
+check("databases", r.status_code == 200 and len(get_items(r)) >= 31, f"got {len(get_items(r))}")
+r = requests.get(f"{API}/metadata/tables", headers=headers)
+check("tables", r.status_code == 200 and len(get_items(r)) >= 800, f"got {len(get_items(r))}")
+r = requests.get(f"{API}/metadata/columns", headers=headers)
+check("columns", r.status_code == 200 and get_total(r) >= 10000, f"total={get_total(r)}")
+
+print("\n[7/15] Classification")
+r = requests.get(f"{API}/classifications/levels", headers=headers)
+check("levels", r.status_code == 200 and len(r.json().get("data", [])) == 5)
+r = requests.get(f"{API}/classifications/categories", headers=headers)
+check("categories", r.status_code == 200 and len(r.json().get("data", [])) >= 20, f"got {len(r.json().get('data', []))}")
+r = requests.get(f"{API}/classifications/results", headers=headers)
+check("results", r.status_code == 200 and get_total(r) >= 1000, f"total={get_total(r)}")
+
+print("\n[8/15] Projects")
+r = requests.get(f"{API}/projects", headers=headers)
+check("projects", r.status_code == 200 and len(get_items(r)) >= 8, f"got {len(get_items(r))}")
+
+print("\n[9/15] Tasks")
+r = requests.get(f"{API}/tasks/my-tasks", headers=headers)
+check("tasks", r.status_code == 200 and len(get_items(r)) >= 20, f"got {len(get_items(r))}")
+
+print("\n[10/15] Dashboard")
+r = requests.get(f"{API}/dashboard/stats", headers=headers)
+check("stats", r.status_code == 200)
+stats = r.json().get("data", {})
+check("stats.data_sources", stats.get("data_sources", 0) >= 12, f"got {stats.get('data_sources')}")
+check("stats.tables", stats.get("tables", 0) >= 800, f"got {stats.get('tables')}")
+check("stats.columns", stats.get("columns", 0) >= 10000, f"got {stats.get('columns')}")
+check("stats.labeled", stats.get("labeled", 0) >= 10000, f"got {stats.get('labeled')}")
+r = requests.get(f"{API}/dashboard/distribution", headers=headers)
+check("distribution", r.status_code == 200 and "level_distribution" in r.json().get("data", {}))
+
+print("\n[11/15] Reports")
+r = requests.get(f"{API}/reports/stats", headers=headers)
+check("report stats", r.status_code == 200)
+
+print("\n[12/15] Masking")
+r = requests.get(f"{API}/masking/rules", headers=headers)
+check("masking rules", r.status_code == 200)
+
+print("\n[13/15] Watermark")
+r = requests.post(f"{API}/watermark/trace", headers={**headers, "Content-Type": "application/json"}, json={"content": "test watermark"})
+check("watermark trace", r.status_code == 200)
+
+print("\n[14/15] Risk")
+r = requests.get(f"{API}/risk/top", headers=headers)
+check("risk top", r.status_code == 200)
+
+print("\n[15/15] Compliance")
+r = requests.get(f"{API}/compliance/issues", headers=headers)
+check("compliance issues", r.status_code == 200)
+
+# Additional modules
+print("\n[Bonus] Additional modules")
+r = requests.get(f"{API}/lineage/graph", headers=headers)
+check("lineage graph", r.status_code == 200 and "nodes" in r.json().get("data", {}))
+r = requests.get(f"{API}/alerts/records", headers=headers)
+check("alert records", r.status_code == 200)
+r = requests.get(f"{API}/schema-changes/logs", headers=headers)
+check("schema changes logs", r.status_code == 200)
+r = requests.get(f"{API}/unstructured/files", headers=headers)
+check("unstructured files", r.status_code == 200)
+r = requests.get(f"{API}/api-assets", headers=headers)
+check("api assets", r.status_code == 200)
+
+print("\n" + "="*60)
+print(f"Results: {len(passed)} passed, {len(errors)} failed")
+print("="*60)
+if errors:
+ for n, d in errors: print(f" ❌ {n}: {d}")
+ sys.exit(1)
+else:
+ print("🎉 All integration tests passed!")
+ sys.exit(0)
diff --git a/backend/scripts/generate_ml_training_data.py b/backend/scripts/generate_ml_training_data.py
new file mode 100644
index 00000000..c9975ca0
--- /dev/null
+++ b/backend/scripts/generate_ml_training_data.py
@@ -0,0 +1,59 @@
+"""
+Generate synthetic manual-labeled data for ML model training/demo.
+Run this script after metadata has been scanned so there are columns to label.
+"""
+import random
+import sys
+import os
+
+sys.path.insert(0, os.path.join(os.path.dirname(__file__), ".."))
+
+from app.core.database import SessionLocal
+from app.models.metadata import DataColumn
+from app.models.classification import Category
+from app.models.project import ClassificationResult
+
+
+def main():
+ db = SessionLocal()
+ try:
+ columns = db.query(DataColumn).limit(300).all()
+ if not columns:
+ print("No columns found in database. Please scan a data source first.")
+ return
+
+ categories = db.query(Category).filter(Category.level == 2).all()
+ if not categories:
+ print("No sub-categories found.")
+ return
+
+ # Clear old manual labels to avoid duplicates
+ db.query(ClassificationResult).filter(ClassificationResult.source == "manual").delete()
+ db.commit()
+
+ count = 0
+ for col in columns:
+ # Deterministic pseudo-random based on column name for reproducibility
+ rng = random.Random(col.name)
+ cat = rng.choice(categories)
+ # Create a fake manual result (project_id=1 assumed to exist or None)
+ result = ClassificationResult(
+ project_id=None,
+ column_id=col.id,
+ category_id=cat.id,
+ level_id=cat.parent.level if cat.parent else 3, # fallback
+ source="manual",
+ confidence=1.0,
+ status="manual",
+ )
+ db.add(result)
+ count += 1
+
+ db.commit()
+ print(f"Generated {count} manual labels across {len(categories)} categories.")
+ finally:
+ db.close()
+
+
+if __name__ == "__main__":
+ main()
diff --git a/backend/scripts/patch_metadata.py b/backend/scripts/patch_metadata.py
new file mode 100644
index 00000000..4fe8c214
--- /dev/null
+++ b/backend/scripts/patch_metadata.py
@@ -0,0 +1,176 @@
+import sys
+
+with open(sys.argv[1], 'r') as f:
+ content = f.read()
+
+marker = 'def sync_metadata(db: Session, source_id: int, user_id: int) -> dict:'
+idx = content.find(marker)
+if idx == -1:
+ print('Marker not found')
+ sys.exit(1)
+
+new_func = '''def _compute_checksum(data: dict) -> str:
+ import hashlib, json
+ payload = json.dumps(data, sort_keys=True, ensure_ascii=False, default=str)
+ return hashlib.sha256(payload.encode()).hexdigest()[:32]
+
+
+def sync_metadata(db: Session, source_id: int, user_id: int) -> dict:
+ from sqlalchemy import create_engine, inspect, text
+ import json
+ from datetime import datetime
+
+ source = get_datasource(db, source_id)
+ if not source:
+ raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="数据源不存在")
+
+ driver_map = {
+ "mysql": "mysql+pymysql",
+ "postgresql": "postgresql+psycopg2",
+ "oracle": "oracle+cx_oracle",
+ "sqlserver": "mssql+pymssql",
+ }
+ driver = driver_map.get(source.source_type, source.source_type)
+
+ if source.source_type == "dm":
+ return {"success": True, "message": "达梦数据库同步成功（模拟）", "databases": 0, "tables": 0, "columns": 0}
+
+ password = ""
+ if source.encrypted_password:
+ try:
+ password = _decrypt_password(source.encrypted_password)
+ except Exception:
+ pass
+
+ try:
+ url = f"{driver}://{source.username}:{password}@{source.host}:{source.port}/{source.database_name}"
+ engine = create_engine(url, pool_pre_ping=True)
+ inspector = inspect(engine)
+
+ db_names = inspector.get_schema_names() or [source.database_name]
+ scan_time = datetime.utcnow()
+ total_tables = 0
+ total_columns = 0
+ updated_tables = 0
+ updated_columns = 0
+
+ for db_name in db_names:
+ db_checksum = _compute_checksum({"name": db_name})
+ db_obj = db.query(Database).filter(
+ Database.source_id == source.id, Database.name == db_name
+ ).first()
+ if not db_obj:
+ db_obj = Database(source_id=source.id, name=db_name, checksum=db_checksum, last_scanned_at=scan_time)
+ db.add(db_obj)
+ else:
+ db_obj.checksum = db_checksum
+ db_obj.last_scanned_at = scan_time
+ db_obj.is_deleted = False
+ db_obj.deleted_at = None
+
+ table_names = inspector.get_table_names(schema=db_name)
+ for tname in table_names:
+ t_checksum = _compute_checksum({"name": tname})
+ table_obj = db.query(DataTable).filter(
+ DataTable.database_id == db_obj.id, DataTable.name == tname
+ ).first()
+ if not table_obj:
+ table_obj = DataTable(database_id=db_obj.id, name=tname, checksum=t_checksum, last_scanned_at=scan_time)
+ db.add(table_obj)
+ else:
+ if table_obj.checksum != t_checksum:
+ table_obj.checksum = t_checksum
+ updated_tables += 1
+ table_obj.last_scanned_at = scan_time
+ table_obj.is_deleted = False
+ table_obj.deleted_at = None
+
+ columns = inspector.get_columns(tname, schema=db_name)
+ for col in columns:
+ col_checksum = _compute_checksum({
+ "name": col["name"],
+ "type": str(col.get("type", "")),
+ "max_length": col.get("max_length"),
+ "comment": col.get("comment"),
+ "nullable": col.get("nullable", True),
+ })
+ col_obj = db.query(DataColumn).filter(
+ DataColumn.table_id == table_obj.id, DataColumn.name == col["name"]
+ ).first()
+ if not col_obj:
+ sample = None
+ try:
+ with engine.connect() as conn:
+ result = conn.execute(text(f'SELECT "{col["name"]}" FROM "{db_name}"."{tname}" LIMIT 5'))
+ samples = [str(r[0]) for r in result if r[0] is not None]
+ sample = json.dumps(samples, ensure_ascii=False)
+ except Exception:
+ pass
+ col_obj = DataColumn(
+ table_id=table_obj.id,
+ name=col["name"],
+ data_type=str(col.get("type", "")),
+ length=col.get("max_length"),
+ comment=col.get("comment"),
+ is_nullable=col.get("nullable", True),
+ sample_data=sample,
+ checksum=col_checksum,
+ last_scanned_at=scan_time,
+ )
+ db.add(col_obj)
+ total_columns += 1
+ else:
+ if col_obj.checksum != col_checksum:
+ col_obj.checksum = col_checksum
+ col_obj.data_type = str(col.get("type", ""))
+ col_obj.length = col.get("max_length")
+ col_obj.comment = col.get("comment")
+ col_obj.is_nullable = col.get("nullable", True)
+ updated_columns += 1
+ col_obj.last_scanned_at = scan_time
+ col_obj.is_deleted = False
+ col_obj.deleted_at = None
+
+ total_tables += 1
+
+ # Soft-delete objects not seen in this scan
+ db.query(Database).filter(
+ Database.source_id == source.id,
+ Database.last_scanned_at < scan_time,
+ ).update({"is_deleted": True, "deleted_at": scan_time}, synchronize_session=False)
+
+ for db_obj in db.query(Database).filter(Database.source_id == source.id).all():
+ db.query(DataTable).filter(
+ DataTable.database_id == db_obj.id,
+ DataTable.last_scanned_at < scan_time,
+ ).update({"is_deleted": True, "deleted_at": scan_time}, synchronize_session=False)
+ for table_obj in db.query(DataTable).filter(DataTable.database_id == db_obj.id).all():
+ db.query(DataColumn).filter(
+ DataColumn.table_id == table_obj.id,
+ DataColumn.last_scanned_at < scan_time,
+ ).update({"is_deleted": True, "deleted_at": scan_time}, synchronize_session=False)
+
+ source.status = "active"
+ db.commit()
+
+ return {
+ "success": True,
+ "message": "元数据同步成功",
+ "databases": len(db_names),
+ "tables": total_tables,
+ "columns": total_columns,
+ "updated_tables": updated_tables,
+ "updated_columns": updated_columns,
+ }
+ except Exception as e:
+ source.status = "error"
+ db.commit()
+ return {"success": False, "message": f"同步失败: {str(e)}", "databases": 0, "tables": 0, "columns": 0}
+'''
+
+new_content = content[:idx] + new_func
+
+with open(sys.argv[1], 'w') as f:
+ f.write(new_content)
+
+print('Patched successfully')
diff --git a/docker-compose.yml b/docker-compose.yml
index 7213c91b..30e2f0dd 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -54,6 +54,7 @@ services:
- MINIO_ACCESS_KEY=pdgminio
- MINIO_SECRET_KEY=pdgminio_secret_2024
- SECRET_KEY=prop-data-guard-super-secret-key-change-in-production
+ - DB_ENCRYPTION_KEY=${DB_ENCRYPTION_KEY:-}
- ACCESS_TOKEN_EXPIRE_MINUTES=30
- REFRESH_TOKEN_EXPIRE_DAYS=7
volumes:
@@ -88,6 +89,7 @@ services:
- DATABASE_URL=postgresql+psycopg2://pdg:pdg_secret_2024@db:5432/prop_data_guard
- REDIS_URL=redis://redis:6379/0
- SECRET_KEY=prop-data-guard-super-secret-key-change-in-production
+ - DB_ENCRYPTION_KEY=${DB_ENCRYPTION_KEY:-}
volumes:
- ./backend:/app
depends_on:
@@ -103,6 +105,7 @@ services:
- DATABASE_URL=postgresql+psycopg2://pdg:pdg_secret_2024@db:5432/prop_data_guard
- REDIS_URL=redis://redis:6379/0
- SECRET_KEY=prop-data-guard-super-secret-key-change-in-production
+ - DB_ENCRYPTION_KEY=${DB_ENCRYPTION_KEY:-}
volumes:
- ./backend:/app
depends_on:
diff --git a/frontend/dist/assets/Category-B9_ZSQhL.css b/frontend/dist/assets/Category-B9_ZSQhL.css
deleted file mode 100644
index 14a22391..00000000
--- a/frontend/dist/assets/Category-B9_ZSQhL.css
+++ /dev/null
@@ -1 +0,0 @@
-.page-title[data-v-0ac8aaa8]{font-size:20px;font-weight:600;margin-bottom:20px;color:#303133}.section[data-v-0ac8aaa8]{margin-bottom:24px}.section .section-header[data-v-0ac8aaa8]{display:flex;align-items:center;justify-content:space-between;margin-bottom:12px}.section .section-title[data-v-0ac8aaa8]{font-size:16px;font-weight:600;color:#303133}.level-card[data-v-0ac8aaa8]{padding:16px;margin-bottom:12px;background:#fff;border-radius:8px}.level-card .level-header[data-v-0ac8aaa8]{display:flex;align-items:center;gap:10px;margin-bottom:8px}.level-card .level-name[data-v-0ac8aaa8]{font-size:15px;font-weight:600;color:#303133}.level-card .level-desc[data-v-0ac8aaa8]{font-size:13px;color:#606266;line-height:1.5;margin-bottom:8px}.level-card .level-ctrl .ctrl-item[data-v-0ac8aaa8]{font-size:12px;color:#909399;margin-bottom:2px}.level-card .level-ctrl .ctrl-item .ctrl-key[data-v-0ac8aaa8]{font-weight:500;color:#606266}.category-tree[data-v-0ac8aaa8]{padding:16px;background:#fff;border-radius:8px}.category-tree .custom-tree-node[data-v-0ac8aaa8]{display:flex;align-items:center;justify-content:space-between;flex:1;overflow:hidden}.category-tree .custom-tree-node .node-label[data-v-0ac8aaa8]{display:flex;align-items:center;gap:8px;overflow:hidden}.category-tree .custom-tree-node .node-label .code-tag[data-v-0ac8aaa8]{font-size:11px;flex-shrink:0}.category-tree .custom-tree-node .node-actions[data-v-0ac8aaa8]{flex-shrink:0}.table-card[data-v-0ac8aaa8]{padding:16px;background:#fff;border-radius:8px}
diff --git a/frontend/dist/assets/DataSource-DBPYeC9V.css b/frontend/dist/assets/DataSource-DBPYeC9V.css
deleted file mode 100644
index 7ded0676..00000000
--- a/frontend/dist/assets/DataSource-DBPYeC9V.css
+++ /dev/null
@@ -1 +0,0 @@
-.page-header[data-v-e577ddaa]{display:flex;align-items:center;justify-content:space-between;margin-bottom:16px}.page-header .page-title[data-v-e577ddaa]{font-size:20px;font-weight:600;color:#303133}.search-bar[data-v-e577ddaa]{padding:16px;margin-bottom:16px}.table-card[data-v-e577ddaa]{padding:16px}.pagination-bar[data-v-e577ddaa]{display:flex;justify-content:flex-end;margin-top:16px}
diff --git a/frontend/dist/assets/Layout-7AUm9Wj-.css b/frontend/dist/assets/Layout-7AUm9Wj-.css
deleted file mode 100644
index bb54b9c6..00000000
--- a/frontend/dist/assets/Layout-7AUm9Wj-.css
+++ /dev/null
@@ -1 +0,0 @@
-.layout-container[data-v-6b05a74f]{height:100vh}.layout-aside[data-v-6b05a74f]{background-color:#1a2b4a;display:flex;flex-direction:column}.logo[data-v-6b05a74f]{height:56px;display:flex;align-items:center;justify-content:center;gap:10px;background-color:#13203a;flex-shrink:0}.logo .logo-text[data-v-6b05a74f]{color:#fff;font-size:16px;font-weight:600;letter-spacing:1px}.layout-menu[data-v-6b05a74f]{border-right:none;flex:1}.layout-header[data-v-6b05a74f]{background-color:#fff;display:flex;align-items:center;justify-content:space-between;box-shadow:0 1px 4px #0000000d;padding:0 16px}.layout-header .header-left[data-v-6b05a74f]{display:flex;align-items:center;gap:12px}.layout-header .header-title[data-v-6b05a74f]{font-size:16px;font-weight:600;color:#303133}.layout-header .header-right .user-info[data-v-6b05a74f]{display:flex;align-items:center;gap:8px;cursor:pointer;color:#606266}.layout-header .header-right .user-info .username[data-v-6b05a74f]{font-size:14px;max-width:100px;overflow:hidden;text-overflow:ellipsis;white-space:nowrap}.layout-main[data-v-6b05a74f]{background-color:#f5f7fa;padding:0;overflow-y:auto}[data-v-6b05a74f] .mobile-drawer .el-drawer__body{padding:0;background-color:#1a2b4a;display:flex;flex-direction:column}
diff --git a/frontend/dist/assets/Login-BDSQKn9t.css b/frontend/dist/assets/Login-BDSQKn9t.css
deleted file mode 100644
index e8fbaa33..00000000
--- a/frontend/dist/assets/Login-BDSQKn9t.css
+++ /dev/null
@@ -1 +0,0 @@
-.login-page[data-v-8c2e034d]{min-height:100vh;display:flex;align-items:center;justify-content:center;background:linear-gradient(135deg,#1a2b4a,#2d4a7c);padding:16px}.login-box[data-v-8c2e034d]{width:100%;max-width:420px;padding:40px 32px;background:#fff;border-radius:12px}.login-header[data-v-8c2e034d]{text-align:center;margin-bottom:32px}.login-header .login-title[data-v-8c2e034d]{font-size:24px;font-weight:700;color:#1a2b4a;margin-top:12px}.login-header .login-subtitle[data-v-8c2e034d]{font-size:14px;color:#909399;margin-top:8px}.login-btn[data-v-8c2e034d]{width:100%;height:44px;font-size:16px;border-radius:6px}.login-footer[data-v-8c2e034d]{margin-top:24px;text-align:center;font-size:12px;color:#c0c4cc}
diff --git a/frontend/dist/assets/Metadata-BXIwI_Qd.css b/frontend/dist/assets/Metadata-BXIwI_Qd.css
deleted file mode 100644
index 385c77c3..00000000
--- a/frontend/dist/assets/Metadata-BXIwI_Qd.css
+++ /dev/null
@@ -1 +0,0 @@
-.metadata-page .page-title[data-v-866ea4fc]{font-size:20px;font-weight:600;margin-bottom:16px;color:#303133}.content-row .el-col[data-v-866ea4fc]{margin-bottom:16px}.tree-card[data-v-866ea4fc]{padding:16px;height:calc(100vh - 140px);overflow-y:auto}.tree-card .tree-header[data-v-866ea4fc]{font-size:16px;font-weight:600;margin-bottom:12px;color:#303133}.tree-card .tree-search[data-v-866ea4fc]{margin-bottom:12px}.custom-tree-node[data-v-866ea4fc]{display:flex;align-items:center;gap:6px;flex:1;overflow:hidden}.custom-tree-node .node-label[data-v-866ea4fc]{flex:1;overflow:hidden;text-overflow:ellipsis;white-space:nowrap}.custom-tree-node .node-badge[data-v-866ea4fc]{font-size:11px;color:#909399;background:#f2f6fc;padding:0 6px;border-radius:10px}.detail-card[data-v-866ea4fc]{padding:16px;height:calc(100vh - 140px);display:flex;flex-direction:column}.detail-card .detail-header[data-v-866ea4fc]{display:flex;align-items:center;justify-content:space-between;margin-bottom:16px;flex-wrap:wrap;gap:12px}.detail-card .detail-header .detail-title[data-v-866ea4fc]{display:flex;align-items:center;gap:10px;font-size:16px;font-weight:600;color:#303133}.detail-card .detail-header .detail-title .placeholder[data-v-866ea4fc]{color:#909399;font-weight:400}.sample-text[data-v-866ea4fc]{color:#909399;font-size:12px}
diff --git a/frontend/dist/assets/Project-C3Fnk4wf.css b/frontend/dist/assets/Project-C3Fnk4wf.css
deleted file mode 100644
index 31e046cc..00000000
--- a/frontend/dist/assets/Project-C3Fnk4wf.css
+++ /dev/null
@@ -1 +0,0 @@
-.page-header[data-v-5fcafe59]{display:flex;align-items:center;justify-content:space-between;margin-bottom:16px}.page-header .page-title[data-v-5fcafe59]{font-size:20px;font-weight:600;color:#303133}.search-bar[data-v-5fcafe59]{padding:16px;margin-bottom:16px}.project-list .el-col[data-v-5fcafe59]{margin-bottom:16px}.project-card[data-v-5fcafe59]{padding:20px;background:#fff;border-radius:8px;transition:box-shadow .2s}.project-card[data-v-5fcafe59]:hover{box-shadow:0 4px 16px #00000014}.project-card .project-header[data-v-5fcafe59]{display:flex;align-items:center;justify-content:space-between;margin-bottom:8px}.project-card .project-header .project-name[data-v-5fcafe59]{font-size:16px;font-weight:600;color:#303133}.project-card .project-desc[data-v-5fcafe59]{font-size:13px;color:#909399;margin-bottom:16px;min-height:20px}.project-card .project-stats[data-v-5fcafe59]{display:flex;gap:16px;margin-bottom:16px;padding:12px 0;border-top:1px solid #f0f0f0;border-bottom:1px solid #f0f0f0}.project-card .project-stats .stat-item[data-v-5fcafe59]{text-align:center;flex:1}.project-card .project-stats .stat-item .stat-num[data-v-5fcafe59]{font-size:18px;font-weight:700;color:#303133}.project-card .project-stats .stat-item .stat-label[data-v-5fcafe59]{font-size:12px;color:#909399;margin-top:2px}.project-card .project-actions[data-v-5fcafe59]{display:flex;justify-content:flex-end;gap:8px}
diff --git a/frontend/dist/assets/System-zrM6wI5r.css b/frontend/dist/assets/System-zrM6wI5r.css
deleted file mode 100644
index d99fa80e..00000000
--- a/frontend/dist/assets/System-zrM6wI5r.css
+++ /dev/null
@@ -1 +0,0 @@
-.page-title[data-v-d05c8e34]{font-size:20px;font-weight:600;margin-bottom:16px;color:#303133}.system-tabs[data-v-d05c8e34]{background:#fff;padding:16px;border-radius:8px}.table-card[data-v-d05c8e34]{padding:16px}.table-card .table-header[data-v-d05c8e34]{display:flex;align-items:center;gap:12px;margin-bottom:16px}
diff --git a/frontend/dist/assets/index-s_XEM0GP.css b/frontend/dist/assets/index-s_XEM0GP.css
deleted file mode 100644
index 1d787554..00000000
--- a/frontend/dist/assets/index-s_XEM0GP.css
+++ /dev/null
@@ -1 +0,0 @@
-@charset "UTF-8";:root{--el-color-white:#fff;--el-color-black:#000;--el-color-primary-rgb:64, 158, 255;--el-color-success-rgb:103, 194, 58;--el-color-warning-rgb:230, 162, 60;--el-color-danger-rgb:245, 108, 108;--el-color-error-rgb:245, 108, 108;--el-color-info-rgb:144, 147, 153;--el-font-size-extra-large:20px;--el-font-size-large:18px;--el-font-size-medium:16px;--el-font-size-base:14px;--el-font-size-small:13px;--el-font-size-extra-small:12px;--el-font-family:"Helvetica Neue", Helvetica, "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei", "微软雅黑", Arial, sans-serif;--el-font-weight-primary:500;--el-font-line-height-primary:24px;--el-index-normal:1;--el-index-top:1000;--el-index-popper:2000;--el-border-radius-base:4px;--el-border-radius-small:2px;--el-border-radius-round:20px;--el-border-radius-circle:100%;--el-transition-duration:.3s;--el-transition-duration-fast:.2s;--el-transition-function-ease-in-out-bezier:cubic-bezier(.645, .045, .355, 1);--el-transition-function-fast-bezier:cubic-bezier(.23, 1, .32, 1);--el-transition-all:all var(--el-transition-duration) var(--el-transition-function-ease-in-out-bezier);--el-transition-fade:opacity var(--el-transition-duration) var(--el-transition-function-fast-bezier);--el-transition-md-fade:transform var(--el-transition-duration) var(--el-transition-function-fast-bezier), opacity var(--el-transition-duration) var(--el-transition-function-fast-bezier);--el-transition-fade-linear:opacity var(--el-transition-duration-fast) linear;--el-transition-border:border-color var(--el-transition-duration-fast) var(--el-transition-function-ease-in-out-bezier);--el-transition-box-shadow:box-shadow var(--el-transition-duration-fast) var(--el-transition-function-ease-in-out-bezier);--el-transition-color:color var(--el-transition-duration-fast) var(--el-transition-function-ease-in-out-bezier);--el-component-size-large:40px;--el-component-size:32px;--el-component-size-small:24px;--lightningcss-light:initial;--lightningcss-dark: ;color-scheme:light;--el-color-primary:#409eff;--el-color-primary-light-3:#79bbff;--el-color-primary-light-5:#a0cfff;--el-color-primary-light-7:#c6e2ff;--el-color-primary-light-8:#d9ecff;--el-color-primary-light-9:#ecf5ff;--el-color-primary-dark-2:#337ecc;--el-color-success:#67c23a;--el-color-success-light-3:#95d475;--el-color-success-light-5:#b3e19d;--el-color-success-light-7:#d1edc4;--el-color-success-light-8:#e1f3d8;--el-color-success-light-9:#f0f9eb;--el-color-success-dark-2:#529b2e;--el-color-warning:#e6a23c;--el-color-warning-light-3:#eebe77;--el-color-warning-light-5:#f3d19e;--el-color-warning-light-7:#f8e3c5;--el-color-warning-light-8:#faecd8;--el-color-warning-light-9:#fdf6ec;--el-color-warning-dark-2:#b88230;--el-color-danger:#f56c6c;--el-color-danger-light-3:#f89898;--el-color-danger-light-5:#fab6b6;--el-color-danger-light-7:#fcd3d3;--el-color-danger-light-8:#fde2e2;--el-color-danger-light-9:#fef0f0;--el-color-danger-dark-2:#c45656;--el-color-error:#f56c6c;--el-color-error-light-3:#f89898;--el-color-error-light-5:#fab6b6;--el-color-error-light-7:#fcd3d3;--el-color-error-light-8:#fde2e2;--el-color-error-light-9:#fef0f0;--el-color-error-dark-2:#c45656;--el-color-info:#909399;--el-color-info-light-3:#b1b3b8;--el-color-info-light-5:#c8c9cc;--el-color-info-light-7:#dedfe0;--el-color-info-light-8:#e9e9eb;--el-color-info-light-9:#f4f4f5;--el-color-info-dark-2:#73767a;--el-bg-color:#fff;--el-bg-color-page:#f2f3f5;--el-bg-color-overlay:#fff;--el-text-color-primary:#303133;--el-text-color-regular:#606266;--el-text-color-secondary:#909399;--el-text-color-placeholder:#a8abb2;--el-text-color-disabled:#c0c4cc;--el-border-color:#dcdfe6;--el-border-color-light:#e4e7ed;--el-border-color-lighter:#ebeef5;--el-border-color-extra-light:#f2f6fc;--el-border-color-dark:#d4d7de;--el-border-color-darker:#cdd0d6;--el-fill-color:#f0f2f5;--el-fill-color-light:#f5f7fa;--el-fill-color-lighter:#fafafa;--el-fill-color-extra-light:#fafcff;--el-fill-color-dark:#ebedf0;--el-fill-color-darker:#e6e8eb;--el-fill-color-blank:#fff;--el-box-shadow:0px 12px 32px 4px #0000000a, 0px 8px 20px #00000014;--el-box-shadow-light:0px 0px 12px #0000001f;--el-box-shadow-lighter:0px 0px 6px #0000001f;--el-box-shadow-dark:0px 16px 48px 16px #00000014, 0px 12px 32px #0000001f, 0px 8px 16px -8px #00000029;--el-disabled-bg-color:var(--el-fill-color-light);--el-disabled-text-color:var(--el-text-color-placeholder);--el-disabled-border-color:var(--el-border-color-light);--el-overlay-color:#000c;--el-overlay-color-light:#000000b3;--el-overlay-color-lighter:#00000080;--el-mask-color:#ffffffe6;--el-mask-color-extra-light:#ffffff4d;--el-border-width:1px;--el-border-style:solid;--el-border-color-hover:var(--el-text-color-disabled);--el-border:var(--el-border-width) var(--el-border-style) var(--el-border-color);--el-svg-monochrome-grey:var(--el-border-color)}.fade-in-linear-enter-active,.fade-in-linear-leave-active{transition:var(--el-transition-fade-linear)}.fade-in-linear-enter-from,.fade-in-linear-leave-to{opacity:0}.el-fade-in-linear-enter-active,.el-fade-in-linear-leave-active{transition:var(--el-transition-fade-linear)}.el-fade-in-linear-enter-from,.el-fade-in-linear-leave-to{opacity:0}.el-fade-in-enter-active,.el-fade-in-leave-active{transition:all var(--el-transition-duration) cubic-bezier(.55,0,.1,1)}.el-fade-in-enter-from,.el-fade-in-leave-active{opacity:0}.el-zoom-in-center-enter-active,.el-zoom-in-center-leave-active{transition:all var(--el-transition-duration) 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var(--el-transition-duration) cubic-bezier(.55,0,.1,1)}.el-icon--right{margin-left:5px}.el-icon--left{margin-right:5px}@keyframes rotating{0%{transform:rotate(0)}to{transform:rotate(360deg)}}.el-icon{--color:inherit;fill:currentColor;width:1em;height:1em;color:var(--color);line-height:1em;font-size:inherit;justify-content:center;align-items:center;display:inline-flex;position:relative}.el-icon.is-loading{animation:2s linear infinite rotating}.el-icon svg{width:1em;height:1em}.el-affix--fixed{position:fixed}.el-alert{--el-alert-padding:8px 16px;--el-alert-border-radius-base:var(--el-border-radius-base);--el-alert-title-font-size:14px;--el-alert-title-with-description-font-size:16px;--el-alert-description-font-size:14px;--el-alert-close-font-size:16px;--el-alert-close-customed-font-size:14px;--el-alert-icon-size:16px;--el-alert-icon-large-size:28px;width:100%;padding:var(--el-alert-padding);box-sizing:border-box;border-radius:var(--el-alert-border-radius-base);background-color:var(--el-color-white);opacity:1;transition:opacity var(--el-transition-duration-fast);align-items:center;margin:0;display:flex;position:relative;overflow:hidden}.el-alert.is-light .el-alert__close-btn{color:var(--el-text-color-placeholder)}.el-alert.is-dark .el-alert__close-btn,.el-alert.is-dark .el-alert__description{color:var(--el-color-white)}.el-alert.is-center{justify-content:center}.el-alert--primary{--el-alert-bg-color:var(--el-color-primary-light-9)}.el-alert--primary.is-light{background-color:var(--el-alert-bg-color);color:var(--el-color-primary)}.el-alert--primary.is-light .el-alert__description{color:var(--el-color-primary)}.el-alert--primary.is-dark{background-color:var(--el-color-primary);color:var(--el-color-white)}.el-alert--success{--el-alert-bg-color:var(--el-color-success-light-9)}.el-alert--success.is-light{background-color:var(--el-alert-bg-color);color:var(--el-color-success)}.el-alert--success.is-light .el-alert__description{color:var(--el-color-success)}.el-alert--success.is-dark{background-color:var(--el-color-success);color:var(--el-color-white)}.el-alert--info{--el-alert-bg-color:var(--el-color-info-light-9)}.el-alert--info.is-light{background-color:var(--el-alert-bg-color);color:var(--el-color-info)}.el-alert--info.is-light 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inset;--el-input-border-color:var(--el-border-color);--el-input-border-radius:var(--el-border-radius-base);--el-input-bg-color:var(--el-fill-color-blank);--el-input-icon-color:var(--el-text-color-placeholder);--el-input-placeholder-color:var(--el-text-color-placeholder);--el-input-hover-border-color:var(--el-border-color-hover);--el-input-clear-hover-color:var(--el-text-color-secondary);--el-input-focus-border-color:var(--el-color-primary);--el-input-width:100%;width:var(--el-input-width);display:inline-block;position:relative}.el-autocomplete__popper.el-popper{background:var(--el-bg-color-overlay);border:1px solid var(--el-border-color-light);box-shadow:var(--el-box-shadow-light)}.el-autocomplete__popper.el-popper .el-popper__arrow:before{border:1px solid var(--el-border-color-light)}.el-autocomplete__popper.el-popper[data-popper-placement^=top] .el-popper__arrow:before{border-top-color:#0000;border-left-color:#0000}.el-autocomplete__popper.el-popper[data-popper-placement^=bottom] 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li{cursor:pointer;color:var(--el-text-color-regular);line-height:34px;font-size:var(--el-font-size-base);text-align:left;text-overflow:ellipsis;white-space:nowrap;margin:0;padding:0 20px;list-style:none;overflow:hidden}.el-autocomplete-suggestion li:hover,.el-autocomplete-suggestion li.highlighted{background-color:var(--el-fill-color-light)}.el-autocomplete-suggestion li.divider{border-top:1px solid var(--el-color-black);margin-top:6px}.el-autocomplete-suggestion li.divider:last-child{margin-bottom:-6px}.el-autocomplete-suggestion.is-loading li{cursor:default;height:100px;color:var(--el-text-color-secondary);justify-content:center;align-items:center;font-size:20px;display:flex}.el-autocomplete-suggestion.is-loading li:hover{background-color:var(--el-bg-color-overlay)}.el-avatar{--el-avatar-text-color:var(--el-color-white);--el-avatar-bg-color:var(--el-text-color-disabled);--el-avatar-text-size:14px;--el-avatar-icon-size:18px;--el-avatar-border-radius:var(--el-border-radius-base);--el-avatar-size-large:56px;--el-avatar-size:40px;--el-avatar-size-small:24px;box-sizing:border-box;text-align:center;color:var(--el-avatar-text-color);background:var(--el-avatar-bg-color);width:var(--el-avatar-size);height:var(--el-avatar-size);font-size:var(--el-avatar-text-size);outline:none;justify-content:center;align-items:center;display:inline-flex;overflow:hidden}.el-avatar>img{width:100%;height:100%;display:block}.el-avatar--circle{border-radius:50%}.el-avatar--square{border-radius:var(--el-avatar-border-radius)}.el-avatar--icon{font-size:var(--el-avatar-icon-size)}.el-avatar--small{--el-avatar-size:24px}.el-avatar--large{--el-avatar-size:56px}.el-avatar-group{--el-avatar-group-item-gap:-8px;--el-avatar-group-collapse-item-gap:4px;display:inline-flex}.el-avatar-group .el-avatar{border:1px solid var(--el-border-color-extra-light)}.el-avatar-group .el-avatar:not(:first-child){margin-left:var(--el-avatar-group-item-gap)}.el-avatar-group__collapse-avatars{--el-avatar-group-item-gap:-8px;--el-avatar-group-collapse-item-gap:4px}.el-avatar-group__collapse-avatars .el-avatar:not(:first-child){margin-left:var(--el-avatar-group-collapse-item-gap)}.el-backtop{--el-backtop-bg-color:var(--el-bg-color-overlay);--el-backtop-text-color:var(--el-color-primary);--el-backtop-hover-bg-color:var(--el-border-color-extra-light);background-color:var(--el-backtop-bg-color);width:40px;height:40px;color:var(--el-backtop-text-color);box-shadow:var(--el-box-shadow-lighter);cursor:pointer;z-index:5;border-radius:50%;justify-content:center;align-items:center;font-size:20px;display:flex;position:fixed}.el-backtop:hover{background-color:var(--el-backtop-hover-bg-color)}.el-backtop__icon{font-size:20px}.el-badge{--el-badge-bg-color:var(--el-color-danger);--el-badge-radius:10px;--el-badge-font-size:12px;--el-badge-padding:6px;--el-badge-size:18px;vertical-align:middle;width:-moz-fit-content;width:fit-content;display:inline-block;position:relative}.el-badge__content{background-color:var(--el-badge-bg-color);border-radius:var(--el-badge-radius);color:var(--el-color-white);font-size:var(--el-badge-font-size);height:var(--el-badge-size);padding:0 var(--el-badge-padding);white-space:nowrap;border:1px solid var(--el-bg-color);justify-content:center;align-items:center;display:inline-flex}.el-badge__content.is-fixed{top:0;right:calc(1px + var(--el-badge-size) / 2);z-index:var(--el-index-normal);position:absolute;transform:translateY(-50%)translate(100%)}.el-badge__content.is-fixed.is-dot{right:5px}.el-badge__content.is-dot{border-radius:50%;width:8px;height:8px;padding:0;right:0}.el-badge__content.is-hide-zero{display:none}.el-badge__content--primary{background-color:var(--el-color-primary)}.el-badge__content--success{background-color:var(--el-color-success)}.el-badge__content--warning{background-color:var(--el-color-warning)}.el-badge__content--info{background-color:var(--el-color-info)}.el-badge__content--danger{background-color:var(--el-color-danger)}.el-breadcrumb__separator{color:var(--el-text-color-placeholder);margin:0 9px;font-weight:700}.el-breadcrumb__separator.el-icon{margin:0 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.el-button--primary:first-child{border-right-color:var(--el-button-divide-border-color)}.el-button-group--horizontal .el-button--primary:last-child{border-left-color:var(--el-button-divide-border-color)}.el-button-group--horizontal .el-button--primary:not(:first-child):not(:last-child){border-left-color:var(--el-button-divide-border-color);border-right-color:var(--el-button-divide-border-color)}.el-button-group--horizontal .el-button--success:first-child{border-right-color:var(--el-button-divide-border-color)}.el-button-group--horizontal .el-button--success:last-child{border-left-color:var(--el-button-divide-border-color)}.el-button-group--horizontal .el-button--success:not(:first-child):not(:last-child){border-left-color:var(--el-button-divide-border-color);border-right-color:var(--el-button-divide-border-color)}.el-button-group--horizontal .el-button--warning:first-child{border-right-color:var(--el-button-divide-border-color)}.el-button-group--horizontal .el-button--warning:last-child{border-left-color:var(--el-button-divide-border-color)}.el-button-group--horizontal .el-button--warning:not(:first-child):not(:last-child){border-left-color:var(--el-button-divide-border-color);border-right-color:var(--el-button-divide-border-color)}.el-button-group--horizontal .el-button--danger:first-child{border-right-color:var(--el-button-divide-border-color)}.el-button-group--horizontal .el-button--danger:last-child{border-left-color:var(--el-button-divide-border-color)}.el-button-group--horizontal .el-button--danger:not(:first-child):not(:last-child){border-left-color:var(--el-button-divide-border-color);border-right-color:var(--el-button-divide-border-color)}.el-button-group--horizontal .el-button--info:first-child{border-right-color:var(--el-button-divide-border-color)}.el-button-group--horizontal .el-button--info:last-child{border-left-color:var(--el-button-divide-border-color)}.el-button-group--horizontal 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.el-button--warning:last-child{border-top-color:var(--el-button-divide-border-color)}.el-button-group--vertical .el-button--warning:not(:first-child):not(:last-child){border-top-color:var(--el-button-divide-border-color);border-bottom-color:var(--el-button-divide-border-color)}.el-button-group--vertical .el-button--danger:first-child{border-bottom-color:var(--el-button-divide-border-color)}.el-button-group--vertical .el-button--danger:last-child{border-top-color:var(--el-button-divide-border-color)}.el-button-group--vertical .el-button--danger:not(:first-child):not(:last-child){border-top-color:var(--el-button-divide-border-color);border-bottom-color:var(--el-button-divide-border-color)}.el-button-group--vertical .el-button--info:first-child{border-bottom-color:var(--el-button-divide-border-color)}.el-button-group--vertical .el-button--info:last-child{border-top-color:var(--el-button-divide-border-color)}.el-button-group--vertical .el-button--info:not(:first-child):not(:last-child){border-top-color:var(--el-button-divide-border-color);border-bottom-color:var(--el-button-divide-border-color)}.el-button{--el-button-font-weight:var(--el-font-weight-primary);--el-button-border-color:var(--el-border-color);--el-button-bg-color:var(--el-fill-color-blank);--el-button-text-color:var(--el-text-color-regular);--el-button-disabled-text-color:var(--el-disabled-text-color);--el-button-disabled-bg-color:var(--el-fill-color-blank);--el-button-disabled-border-color:var(--el-border-color-light);--el-button-divide-border-color:#ffffff80;--el-button-hover-text-color:var(--el-color-primary);--el-button-hover-bg-color:var(--el-color-primary-light-9);--el-button-hover-border-color:var(--el-color-primary-light-7);--el-button-active-text-color:var(--el-button-hover-text-color);--el-button-active-border-color:var(--el-color-primary);--el-button-active-bg-color:var(--el-button-hover-bg-color);--el-button-outline-color:var(--el-color-primary-light-5);--el-button-hover-link-text-color:var(--el-text-color-secondary);--el-button-active-color:var(--el-text-color-primary);white-space:nowrap;cursor:pointer;height:32px;color:var(--el-button-text-color);text-align:center;box-sizing:border-box;line-height:1;font-weight:var(--el-button-font-weight);-webkit-user-select:none;user-select:none;vertical-align:middle;-webkit-appearance:none;background-color:var(--el-button-bg-color);border:var(--el-border);border-color:var(--el-button-border-color);outline:none;justify-content:center;align-items:center;transition:all .1s;display:inline-flex}.el-button:hover{color:var(--el-button-hover-text-color);border-color:var(--el-button-hover-border-color);background-color:var(--el-button-hover-bg-color);outline:none}.el-button:active{color:var(--el-button-active-text-color);border-color:var(--el-button-active-border-color);background-color:var(--el-button-active-bg-color);outline:none}.el-button:focus-visible{outline:2px solid var(--el-button-outline-color);outline-offset:1px;transition:outline-offset,outline}.el-button>span{align-items:center;display:inline-flex}.el-button+.el-button{margin-left:12px}.el-button{font-size:var(--el-font-size-base);border-radius:var(--el-border-radius-base);padding:8px 15px}.el-button.is-round{padding:8px 15px}.el-button::-moz-focus-inner{border:0}.el-button [class*=el-icon]+span{margin-left:6px}.el-button [class*=el-icon] svg{vertical-align:bottom}.el-button.is-plain{--el-button-hover-text-color:var(--el-color-primary);--el-button-hover-bg-color:var(--el-fill-color-blank);--el-button-hover-border-color:var(--el-color-primary)}.el-button.is-active{color:var(--el-button-active-text-color);border-color:var(--el-button-active-border-color);background-color:var(--el-button-active-bg-color);outline:none}.el-button.is-disabled,.el-button.is-disabled:hover{color:var(--el-button-disabled-text-color);cursor:not-allowed;background-image:none;background-color:var(--el-button-disabled-bg-color);border-color:var(--el-button-disabled-border-color)}.el-button.is-loading{pointer-events:none;position:relative}.el-button.is-loading:before{z-index:1;pointer-events:none;content:"";border-radius:inherit;background-color:var(--el-mask-color-extra-light);position:absolute;top:-1px;bottom:-1px;left:-1px;right:-1px}.el-button.is-round{border-radius:var(--el-border-radius-round)}.el-button.is-dashed{--el-button-hover-text-color:var(--el-color-primary);--el-button-hover-bg-color:var(--el-fill-color-blank);--el-button-hover-border-color:var(--el-color-primary);border-style:dashed}.el-button.is-circle{border-radius:50%;width:32px;padding:8px}.el-button.is-text{color:var(--el-button-text-color);background-color:#0000;border:0 solid #0000}.el-button.is-text.is-disabled{color:var(--el-button-disabled-text-color);background-color:#0000!important}.el-button.is-text:not(.is-disabled):hover{background-color:var(--el-fill-color-light)}.el-button.is-text:not(.is-disabled):focus-visible{outline:2px solid var(--el-button-outline-color);outline-offset:1px;transition:outline-offset,outline}.el-button.is-text:not(.is-disabled):active{background-color:var(--el-fill-color)}.el-button.is-text:not(.is-disabled).is-has-bg{background-color:var(--el-fill-color-light)}.el-button.is-text:not(.is-disabled).is-has-bg:hover{background-color:var(--el-fill-color)}.el-button.is-text:not(.is-disabled).is-has-bg:active{background-color:var(--el-fill-color-dark)}.el-button__text--expand{letter-spacing:.3em;margin-right:-.3em}.el-button.is-link{color:var(--el-button-text-color);background:0 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.el-carousel__button{width:auto;height:auto}.carousel-arrow-left-enter-from,.carousel-arrow-left-leave-active{opacity:0;transform:translateY(-50%)translate(-10px)}.carousel-arrow-right-enter-from,.carousel-arrow-right-leave-active{opacity:0;transform:translateY(-50%)translate(10px)}.el-transitioning{filter:url(#elCarouselHorizontal)}.el-transitioning-vertical{filter:url(#elCarouselVertical)}.el-cascader-panel{--el-cascader-menu-text-color:var(--el-text-color-regular);--el-cascader-menu-selected-text-color:var(--el-color-primary);--el-cascader-menu-fill:var(--el-bg-color-overlay);--el-cascader-menu-font-size:var(--el-font-size-base);--el-cascader-menu-radius:var(--el-border-radius-base);--el-cascader-menu-border:solid 1px var(--el-border-color-light);--el-cascader-menu-shadow:var(--el-box-shadow-light);--el-cascader-node-background-hover:var(--el-fill-color-light);--el-cascader-node-color-disabled:var(--el-text-color-placeholder);--el-cascader-color-empty:var(--el-text-color-placeholder);--el-cascader-tag-background:var(--el-fill-color);border-radius:var(--el-cascader-menu-radius);width:-moz-fit-content;width:fit-content;font-size:var(--el-cascader-menu-font-size);display:flex}.el-cascader-panel.is-bordered{border:var(--el-cascader-menu-border);border-radius:var(--el-cascader-menu-radius)}.el-cascader-menu{box-sizing:border-box;min-width:180px;color:var(--el-cascader-menu-text-color);border-right:var(--el-cascader-menu-border)}.el-cascader-menu:last-child{border-right:none}.el-cascader-menu:last-child .el-cascader-node{padding-right:20px}.el-cascader-menu__wrap.el-scrollbar__wrap{height:204px}.el-cascader-menu__list{box-sizing:border-box;min-height:100%;margin:0;padding:6px 0;list-style:none;position:relative}.el-cascader-menu__hover-zone{pointer-events:none;width:100%;height:100%;position:absolute;top:0;left:0}.el-cascader-menu__empty-text{color:var(--el-cascader-color-empty);align-items:center;display:flex;position:absolute;top:50%;left:50%;transform:translate(-50%,-50%)}.el-cascader-menu__empty-text .is-loading{margin-right:2px}.el-cascader-node{outline:none;align-items:center;height:34px;padding:0 30px 0 20px;line-height:34px;display:flex;position:relative}.el-cascader-node.is-selectable.in-active-path{color:var(--el-cascader-menu-text-color)}.el-cascader-node.in-active-path,.el-cascader-node.is-selectable.in-checked-path,.el-cascader-node.is-active{color:var(--el-cascader-menu-selected-text-color);font-weight:700}.el-cascader-node:not(.is-disabled){cursor:pointer}.el-cascader-node:not(.is-disabled):hover,.el-cascader-node:not(.is-disabled):focus{background:var(--el-cascader-node-background-hover)}.el-cascader-node.is-disabled{color:var(--el-cascader-node-color-disabled);cursor:not-allowed}.el-cascader-node__prefix{position:absolute;left:10px}.el-cascader-node__postfix{position:absolute;right:10px}.el-cascader-node__label{text-align:left;white-space:nowrap;text-overflow:ellipsis;flex:1;padding:0 8px;overflow:hidden}.el-cascader-node>.el-checkbox,.el-cascader-node>.el-radio{margin-right:0}.el-cascader-node>.el-radio .el-radio__label{padding-left:0}.el-cascader{--el-cascader-menu-text-color:var(--el-text-color-regular);--el-cascader-menu-selected-text-color:var(--el-color-primary);--el-cascader-menu-fill:var(--el-bg-color-overlay);--el-cascader-menu-font-size:var(--el-font-size-base);--el-cascader-menu-radius:var(--el-border-radius-base);--el-cascader-menu-border:solid 1px var(--el-border-color-light);--el-cascader-menu-shadow:var(--el-box-shadow-light);--el-cascader-node-background-hover:var(--el-fill-color-light);--el-cascader-node-color-disabled:var(--el-text-color-placeholder);--el-cascader-color-empty:var(--el-text-color-placeholder);--el-cascader-tag-background:var(--el-fill-color);vertical-align:middle;font-size:var(--el-font-size-base);outline:none;line-height:32px;display:inline-block;position:relative}.el-cascader:not(.is-disabled):hover .el-input__wrapper{cursor:pointer;box-shadow:0 0 0 1px var(--el-input-hover-border-color) inset}.el-cascader .el-input{cursor:pointer;display:flex}.el-cascader .el-input .el-input__inner{text-overflow:ellipsis}.el-cascader .el-input .el-input__inner:read-only{cursor:pointer}.el-cascader .el-input .el-input__inner:disabled{cursor:not-allowed}.el-cascader .el-input .el-input__suffix-inner .el-icon svg{vertical-align:middle}.el-cascader .el-input .icon-arrow-down{transition:transform var(--el-transition-duration);font-size:14px}.el-cascader .el-input .icon-arrow-down.is-reverse{transform:rotate(180deg)}.el-cascader .el-input .icon-circle-close:hover{color:var(--el-input-clear-hover-color,var(--el-text-color-secondary))}.el-cascader .el-input.is-focus .el-input__wrapper{box-shadow:0 0 0 1px var(--el-input-focus-border-color,var(--el-color-primary)) inset}.el-cascader--large{font-size:14px;line-height:40px}.el-cascader--large .el-cascader__tags{gap:6px;padding:8px}.el-cascader--large .el-cascader__search-input{height:24px;margin-left:7px}.el-cascader--small{font-size:12px;line-height:24px}.el-cascader--small .el-cascader__tags{gap:4px;padding:2px}.el-cascader--small .el-cascader__search-input{height:20px;margin-left:5px}.el-cascader.is-disabled .el-cascader__label{z-index:calc(var(--el-index-normal) + 1);color:var(--el-disabled-text-color)}.el-cascader__dropdown{--el-cascader-menu-text-color:var(--el-text-color-regular);--el-cascader-menu-selected-text-color:var(--el-color-primary);--el-cascader-menu-fill:var(--el-bg-color-overlay);--el-cascader-menu-font-size:var(--el-font-size-base);--el-cascader-menu-radius:var(--el-border-radius-base);--el-cascader-menu-border:solid 1px var(--el-border-color-light);--el-cascader-menu-shadow:var(--el-box-shadow-light);--el-cascader-node-background-hover:var(--el-fill-color-light);--el-cascader-node-color-disabled:var(--el-text-color-placeholder);--el-cascader-color-empty:var(--el-text-color-placeholder);--el-cascader-tag-background:var(--el-fill-color);font-size:var(--el-cascader-menu-font-size);border-radius:var(--el-cascader-menu-radius)}.el-cascader__dropdown.el-popper{background:var(--el-cascader-menu-fill);border:var(--el-cascader-menu-border);box-shadow:var(--el-cascader-menu-shadow)}.el-cascader__dropdown.el-popper .el-popper__arrow:before{border:var(--el-cascader-menu-border)}.el-cascader__dropdown.el-popper[data-popper-placement^=top] .el-popper__arrow:before{border-top-color:#0000;border-left-color:#0000}.el-cascader__dropdown.el-popper[data-popper-placement^=bottom] .el-popper__arrow:before{border-bottom-color:#0000;border-right-color:#0000}.el-cascader__dropdown.el-popper[data-popper-placement^=left] .el-popper__arrow:before{border-bottom-color:#0000;border-left-color:#0000}.el-cascader__dropdown.el-popper[data-popper-placement^=right] .el-popper__arrow:before{border-top-color:#0000;border-right-color:#0000}.el-cascader__dropdown.el-popper{box-shadow:var(--el-cascader-menu-shadow)}.el-cascader__header{border-bottom:1px solid var(--el-border-color-light);padding:10px}.el-cascader__footer{border-top:1px solid var(--el-border-color-light);padding:10px}.el-cascader__tags{text-align:left;box-sizing:border-box;flex-wrap:wrap;gap:6px;padding:4px;line-height:normal;display:flex;position:absolute;top:50%;left:0;right:30px;transform:translateY(-50%)}.el-cascader__tags .el-tag{text-overflow:ellipsis;background:var(--el-cascader-tag-background);align-items:center;max-width:100%;display:inline-flex}.el-cascader__tags .el-tag.el-tag--dark,.el-cascader__tags .el-tag.el-tag--plain{background-color:var(--el-tag-bg-color)}.el-cascader__tags .el-tag:not(.is-hit){border-color:#0000}.el-cascader__tags .el-tag:not(.is-hit).el-tag--dark,.el-cascader__tags .el-tag:not(.is-hit).el-tag--plain{border-color:var(--el-tag-border-color)}.el-cascader__tags .el-tag>span{text-overflow:ellipsis;flex:1;line-height:normal;overflow:hidden}.el-cascader__tags .el-tag .el-icon-close{background-color:var(--el-text-color-placeholder);color:var(--el-color-white);flex:none}.el-cascader__tags .el-tag .el-icon-close:hover{background-color:var(--el-text-color-secondary)}.el-cascader__tags .el-tag+input{margin-left:0}.el-cascader__tags.is-validate{right:55px}.el-cascader__collapse-tags{white-space:normal;z-index:var(--el-index-normal)}.el-cascader__collapse-tags .el-tag{text-overflow:ellipsis;background:var(--el-fill-color);align-items:center;max-width:100%;display:inline-flex}.el-cascader__collapse-tags .el-tag.el-tag--dark,.el-cascader__collapse-tags .el-tag.el-tag--plain{background-color:var(--el-tag-bg-color)}.el-cascader__collapse-tags .el-tag:not(.is-hit){border-color:#0000}.el-cascader__collapse-tags .el-tag:not(.is-hit).el-tag--dark,.el-cascader__collapse-tags .el-tag:not(.is-hit).el-tag--plain{border-color:var(--el-tag-border-color)}.el-cascader__collapse-tags .el-tag>span{text-overflow:ellipsis;flex:1;line-height:normal;overflow:hidden}.el-cascader__collapse-tags .el-tag .el-icon-close{background-color:var(--el-text-color-placeholder);color:var(--el-color-white);flex:none}.el-cascader__collapse-tags .el-tag .el-icon-close:hover{background-color:var(--el-text-color-secondary)}.el-cascader__collapse-tags .el-tag+input{margin-left:0}.el-cascader__collapse-tags .el-tag{margin:2px 0}.el-cascader__suggestion-panel{border-radius:var(--el-cascader-menu-radius)}.el-cascader__suggestion-list{max-height:204px;font-size:var(--el-font-size-base);color:var(--el-cascader-menu-text-color);text-align:center;margin:0;padding:6px 0}.el-cascader__suggestion-item{text-align:left;cursor:pointer;outline:none;justify-content:space-between;align-items:center;height:34px;padding:0 15px;display:flex}.el-cascader__suggestion-item:hover,.el-cascader__suggestion-item:focus{background:var(--el-cascader-node-background-hover)}.el-cascader__suggestion-item.is-checked{color:var(--el-cascader-menu-selected-text-color);font-weight:700}.el-cascader__suggestion-item>span{margin-right:10px}.el-cascader__empty-text{color:var(--el-cascader-color-empty);margin:10px 0}.el-cascader__search-input{min-width:60px;height:24px;color:var(--el-cascader-menu-text-color);box-sizing:border-box;background:0 0;border:none;outline:none;flex:1;margin-left:7px;padding:0}.el-cascader__search-input::placeholder{color:#0000}.el-check-tag{background-color:var(--el-color-info-light-9);border-radius:var(--el-border-radius-base);color:var(--el-color-info);cursor:pointer;font-size:var(--el-font-size-base);line-height:var(--el-font-size-base);transition:var(--el-transition-all);padding:7px 15px;font-weight:700;display:inline-block}.el-check-tag:hover{background-color:var(--el-color-info-light-7)}.el-check-tag.el-check-tag--primary.is-checked{background-color:var(--el-color-primary-light-8);color:var(--el-color-primary)}.el-check-tag.el-check-tag--primary.is-checked:hover{background-color:var(--el-color-primary-light-7)}.el-check-tag.el-check-tag--primary.is-checked.is-disabled{background-color:var(--el-color-primary-light-8);color:var(--el-disabled-text-color);cursor:not-allowed}.el-check-tag.el-check-tag--primary.is-checked.is-disabled:hover{background-color:var(--el-color-primary-light-8)}.el-check-tag.el-check-tag--primary.is-disabled{background-color:var(--el-color-info-light-9);color:var(--el-disabled-text-color);cursor:not-allowed}.el-check-tag.el-check-tag--primary.is-disabled:hover{background-color:var(--el-color-info-light-9)}.el-check-tag.el-check-tag--success.is-checked{background-color:var(--el-color-success-light-8);color:var(--el-color-success)}.el-check-tag.el-check-tag--success.is-checked:hover{background-color:var(--el-color-success-light-7)}.el-check-tag.el-check-tag--success.is-checked.is-disabled{background-color:var(--el-color-success-light-8);color:var(--el-disabled-text-color);cursor:not-allowed}.el-check-tag.el-check-tag--success.is-checked.is-disabled:hover{background-color:var(--el-color-success-light-8)}.el-check-tag.el-check-tag--success.is-disabled{background-color:var(--el-color-success-light-9);color:var(--el-disabled-text-color);cursor:not-allowed}.el-check-tag.el-check-tag--success.is-disabled:hover{background-color:var(--el-color-success-light-9)}.el-check-tag.el-check-tag--warning.is-checked{background-color:var(--el-color-warning-light-8);color:var(--el-color-warning)}.el-check-tag.el-check-tag--warning.is-checked:hover{background-color:var(--el-color-warning-light-7)}.el-check-tag.el-check-tag--warning.is-checked.is-disabled{background-color:var(--el-color-warning-light-8);color:var(--el-disabled-text-color);cursor:not-allowed}.el-check-tag.el-check-tag--warning.is-checked.is-disabled:hover{background-color:var(--el-color-warning-light-8)}.el-check-tag.el-check-tag--warning.is-disabled{background-color:var(--el-color-warning-light-9);color:var(--el-disabled-text-color);cursor:not-allowed}.el-check-tag.el-check-tag--warning.is-disabled:hover{background-color:var(--el-color-warning-light-9)}.el-check-tag.el-check-tag--danger.is-checked{background-color:var(--el-color-danger-light-8);color:var(--el-color-danger)}.el-check-tag.el-check-tag--danger.is-checked:hover{background-color:var(--el-color-danger-light-7)}.el-check-tag.el-check-tag--danger.is-checked.is-disabled{background-color:var(--el-color-danger-light-8);color:var(--el-disabled-text-color);cursor:not-allowed}.el-check-tag.el-check-tag--danger.is-checked.is-disabled:hover{background-color:var(--el-color-danger-light-8)}.el-check-tag.el-check-tag--danger.is-disabled{background-color:var(--el-color-danger-light-9);color:var(--el-disabled-text-color);cursor:not-allowed}.el-check-tag.el-check-tag--danger.is-disabled:hover{background-color:var(--el-color-danger-light-9)}.el-check-tag.el-check-tag--error.is-checked{background-color:var(--el-color-error-light-8);color:var(--el-color-error)}.el-check-tag.el-check-tag--error.is-checked:hover{background-color:var(--el-color-error-light-7)}.el-check-tag.el-check-tag--error.is-checked.is-disabled{background-color:var(--el-color-error-light-8);color:var(--el-disabled-text-color);cursor:not-allowed}.el-check-tag.el-check-tag--error.is-checked.is-disabled:hover{background-color:var(--el-color-error-light-8)}.el-check-tag.el-check-tag--error.is-disabled{background-color:var(--el-color-error-light-9);color:var(--el-disabled-text-color);cursor:not-allowed}.el-check-tag.el-check-tag--error.is-disabled:hover{background-color:var(--el-color-error-light-9)}.el-check-tag.el-check-tag--info.is-checked{background-color:var(--el-color-info-light-8);color:var(--el-color-info)}.el-check-tag.el-check-tag--info.is-checked:hover{background-color:var(--el-color-info-light-7)}.el-check-tag.el-check-tag--info.is-checked.is-disabled{background-color:var(--el-color-info-light-8);color:var(--el-disabled-text-color);cursor:not-allowed}.el-check-tag.el-check-tag--info.is-checked.is-disabled:hover{background-color:var(--el-color-info-light-8)}.el-check-tag.el-check-tag--info.is-disabled{background-color:var(--el-color-info-light-9);color:var(--el-disabled-text-color);cursor:not-allowed}.el-check-tag.el-check-tag--info.is-disabled:hover{background-color:var(--el-color-info-light-9)}.el-checkbox-button{--el-checkbox-button-checked-bg-color:var(--el-color-primary);--el-checkbox-button-checked-text-color:var(--el-color-white);--el-checkbox-button-checked-border-color:var(--el-color-primary);--el-checkbox-button-disabled-checked-fill:var(--el-border-color-extra-light);display:inline-block;position:relative}.el-checkbox-button__inner{line-height:1;font-weight:var(--el-checkbox-font-weight);white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15px;display:inline-block;position:relative}.el-checkbox-button__inner.is-round{padding:8px 15px}.el-checkbox-button__inner:hover{color:var(--el-color-primary)}.el-checkbox-button__inner [class*=el-icon-]{line-height:.9}.el-checkbox-button__inner [class*=el-icon-]+span{margin-left:5px}.el-checkbox-button__original{opacity:0;z-index:-1;outline:none;margin:0;position:absolute}.el-checkbox-button.is-checked .el-checkbox-button__inner{color:var(--el-checkbox-button-checked-text-color);background-color:var(--el-checkbox-button-checked-bg-color);border-color:var(--el-checkbox-button-checked-border-color);box-shadow:-1px 0 0 0 var(--el-color-primary-light-7)}.el-checkbox-button.is-checked:first-child .el-checkbox-button__inner{border-left-color:var(--el-checkbox-button-checked-border-color)}.el-checkbox-button.is-disabled .el-checkbox-button__inner{color:var(--el-disabled-text-color);cursor:not-allowed;background-image:none;background-color:var(--el-button-disabled-bg-color,var(--el-fill-color-blank));border-color:var(--el-button-disabled-border-color,var(--el-border-color-light));box-shadow:none}.el-checkbox-button.is-disabled:first-child .el-checkbox-button__inner{border-left-color:var(--el-button-disabled-border-color,var(--el-border-color-light))}.el-checkbox-button.is-disabled.is-checked .el-checkbox-button__inner{background-color:var(--el-checkbox-button-disabled-checked-fill)}.el-checkbox-button:first-child .el-checkbox-button__inner{border-top-left-radius:var(--el-border-radius-base);border-bottom-left-radius:var(--el-border-radius-base);box-shadow:none!important}.el-checkbox-button.is-focus .el-checkbox-button__inner{border-color:var(--el-checkbox-button-checked-border-color)}.el-checkbox-button:last-child .el-checkbox-button__inner{border-top-right-radius:var(--el-border-radius-base);border-bottom-right-radius:var(--el-border-radius-base)}.el-checkbox-button--large .el-checkbox-button__inner{font-size:var(--el-font-size-base);border-radius:0;padding:12px 19px}.el-checkbox-button--large .el-checkbox-button__inner.is-round{padding:12px 19px}.el-checkbox-button--small .el-checkbox-button__inner{border-radius:0;padding:5px 11px;font-size:12px}.el-checkbox-button--small .el-checkbox-button__inner.is-round{padding:5px 11px}.el-checkbox-group{font-size:0;line-height:0}.el-checkbox{--el-checkbox-font-size:14px;--el-checkbox-font-weight:var(--el-font-weight-primary);--el-checkbox-text-color:var(--el-text-color-regular);--el-checkbox-input-height:14px;--el-checkbox-input-width:14px;--el-checkbox-border-radius:var(--el-border-radius-small);--el-checkbox-bg-color:var(--el-fill-color-blank);--el-checkbox-input-border:var(--el-border);--el-checkbox-disabled-border-color:var(--el-border-color);--el-checkbox-disabled-input-fill:var(--el-fill-color-light);--el-checkbox-disabled-icon-color:var(--el-text-color-placeholder);--el-checkbox-disabled-checked-input-fill:var(--el-border-color-extra-light);--el-checkbox-disabled-checked-input-border-color:var(--el-border-color);--el-checkbox-disabled-checked-icon-color:var(--el-text-color-placeholder);--el-checkbox-checked-text-color:var(--el-color-primary);--el-checkbox-checked-input-border-color:var(--el-color-primary);--el-checkbox-checked-bg-color:var(--el-color-primary);--el-checkbox-checked-icon-color:var(--el-color-white);--el-checkbox-input-border-color-hover:var(--el-color-primary);color:var(--el-checkbox-text-color);font-weight:var(--el-checkbox-font-weight);font-size:var(--el-font-size-base);cursor:pointer;white-space:nowrap;-webkit-user-select:none;user-select:none;height:var(--el-checkbox-height,32px);align-items:center;margin-right:30px;display:inline-flex;position:relative}.el-checkbox.is-disabled{cursor:not-allowed}.el-checkbox.is-bordered{border-radius:var(--el-border-radius-base);border:var(--el-border);box-sizing:border-box;padding:0 15px 0 9px}.el-checkbox.is-bordered.is-checked{border-color:var(--el-color-primary)}.el-checkbox.is-bordered.is-disabled{border-color:var(--el-border-color-lighter)}.el-checkbox.is-bordered.el-checkbox--large{border-radius:var(--el-border-radius-base);padding:0 19px 0 11px}.el-checkbox.is-bordered.el-checkbox--large .el-checkbox__label{font-size:var(--el-font-size-base)}.el-checkbox.is-bordered.el-checkbox--large .el-checkbox__inner{width:14px;height:14px}.el-checkbox.is-bordered.el-checkbox--small{border-radius:calc(var(--el-border-radius-base) - 1px);padding:0 11px 0 7px}.el-checkbox.is-bordered.el-checkbox--small .el-checkbox__label{font-size:12px}.el-checkbox.is-bordered.el-checkbox--small .el-checkbox__inner{width:12px;height:12px}.el-checkbox.is-bordered.el-checkbox--small .el-checkbox__inner:after{width:2px;height:6px}.el-checkbox input:focus-visible+.el-checkbox__inner{outline:2px solid var(--el-checkbox-input-border-color-hover);outline-offset:1px;border-radius:var(--el-checkbox-border-radius)}.el-checkbox__input{white-space:nowrap;cursor:pointer;outline:none;display:inline-flex;position:relative}.el-checkbox__input.is-disabled .el-checkbox__inner{background-color:var(--el-checkbox-disabled-input-fill);border-color:var(--el-checkbox-disabled-border-color);cursor:not-allowed}.el-checkbox__input.is-disabled .el-checkbox__inner:after{cursor:not-allowed;border-color:var(--el-checkbox-disabled-icon-color);will-change:transform}.el-checkbox__input.is-disabled.is-checked .el-checkbox__inner{background-color:var(--el-checkbox-disabled-checked-input-fill);border-color:var(--el-checkbox-disabled-checked-input-border-color)}.el-checkbox__input.is-disabled.is-checked .el-checkbox__inner:after{border-color:var(--el-checkbox-disabled-checked-icon-color)}.el-checkbox__input.is-disabled.is-indeterminate .el-checkbox__inner{background-color:var(--el-checkbox-disabled-checked-input-fill);border-color:var(--el-checkbox-disabled-checked-input-border-color)}.el-checkbox__input.is-disabled.is-indeterminate .el-checkbox__inner:before{background-color:var(--el-checkbox-disabled-checked-icon-color);border-color:var(--el-checkbox-disabled-checked-icon-color)}.el-checkbox__input.is-disabled+span.el-checkbox__label{color:var(--el-disabled-text-color);cursor:not-allowed}.el-checkbox__input.is-checked .el-checkbox__inner{background-color:var(--el-checkbox-checked-bg-color);border-color:var(--el-checkbox-checked-input-border-color)}.el-checkbox__input.is-checked .el-checkbox__inner:after{border-color:var(--el-checkbox-checked-icon-color);transform:translate(-45%,-60%)rotate(45deg)scaleY(1)}.el-checkbox__input.is-checked+.el-checkbox__label{color:var(--el-checkbox-checked-text-color)}.el-checkbox__input.is-focus:not(.is-checked) .el-checkbox__original:not(:focus-visible){border-color:var(--el-checkbox-input-border-color-hover)}.el-checkbox__input.is-indeterminate .el-checkbox__inner{background-color:var(--el-checkbox-checked-bg-color);border-color:var(--el-checkbox-checked-input-border-color)}.el-checkbox__input.is-indeterminate .el-checkbox__inner:before{content:"";background-color:var(--el-checkbox-checked-icon-color);height:2px;display:block;position:absolute;top:5px;left:0;right:0;transform:scale(.5)}.el-checkbox__input.is-indeterminate .el-checkbox__inner:after{display:none}.el-checkbox__inner{border:var(--el-checkbox-input-border);border-radius:var(--el-checkbox-border-radius);box-sizing:border-box;width:var(--el-checkbox-input-width);height:var(--el-checkbox-input-height);background-color:var(--el-checkbox-bg-color);z-index:var(--el-index-normal);transition:border-color .25s cubic-bezier(.71,-.46,.29,1.46),background-color .25s cubic-bezier(.71,-.46,.29,1.46),outline .25s cubic-bezier(.71,-.46,.29,1.46);display:inline-block;position:relative}.el-checkbox__inner:hover{border-color:var(--el-checkbox-input-border-color-hover)}.el-checkbox__inner:after{box-sizing:content-box;content:"";transform-origin:50%;border:1px solid #0000;border-top:0;border-left:0;width:3px;height:7px;transition:transform .15s ease-in 50ms;position:absolute;top:50%;left:50%;transform:translate(-45%,-60%)rotate(45deg)scaleY(0)}.el-checkbox__original{opacity:0;z-index:-1;outline:none;width:0;height:0;margin:0;position:absolute}.el-checkbox__label{line-height:1;font-size:var(--el-checkbox-font-size);padding-left:8px;display:inline-block}.el-checkbox.el-checkbox--large{height:40px}.el-checkbox.el-checkbox--large .el-checkbox__label{font-size:14px}.el-checkbox.el-checkbox--large .el-checkbox__inner{width:14px;height:14px}.el-checkbox.el-checkbox--small{height:24px}.el-checkbox.el-checkbox--small .el-checkbox__label{font-size:12px}.el-checkbox.el-checkbox--small .el-checkbox__inner{width:12px;height:12px}.el-checkbox.el-checkbox--small .el-checkbox__input.is-indeterminate .el-checkbox__inner:before{top:4px}.el-checkbox.el-checkbox--small .el-checkbox__inner:after{width:2px;height:6px}.el-checkbox:last-of-type{margin-right:0}[class*=el-col-]{box-sizing:border-box}[class*=el-col-].is-guttered{min-height:1px;display:block}.el-col-0{flex:0 0;max-width:0%;display:none}.el-col-0.is-guttered{display:none}.el-col-offset-0{margin-left:0%}.el-col-pull-0{position:relative;right:0%}.el-col-push-0{position:relative;left:0%}.el-col-1{flex:0 0 4.16667%;max-width:4.16667%;display:block}.el-col-1.is-guttered{display:block}.el-col-offset-1{margin-left:4.16667%}.el-col-pull-1{position:relative;right:4.16667%}.el-col-push-1{position:relative;left:4.16667%}.el-col-2{flex:0 0 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87.5%;max-width:87.5%;display:block}.el-col-xs-21.is-guttered{display:block}.el-col-xs-offset-21{margin-left:87.5%}.el-col-xs-pull-21{position:relative;right:87.5%}.el-col-xs-push-21{position:relative;left:87.5%}.el-col-xs-22{flex:0 0 91.6667%;max-width:91.6667%;display:block}.el-col-xs-22.is-guttered{display:block}.el-col-xs-offset-22{margin-left:91.6667%}.el-col-xs-pull-22{position:relative;right:91.6667%}.el-col-xs-push-22{position:relative;left:91.6667%}.el-col-xs-23{flex:0 0 95.8333%;max-width:95.8333%;display:block}.el-col-xs-23.is-guttered{display:block}.el-col-xs-offset-23{margin-left:95.8333%}.el-col-xs-pull-23{position:relative;right:95.8333%}.el-col-xs-push-23{position:relative;left:95.8333%}.el-col-xs-24{flex:0 0 100%;max-width:100%;display:block}.el-col-xs-24.is-guttered{display:block}.el-col-xs-offset-24{margin-left:100%}.el-col-xs-pull-24{position:relative;right:100%}.el-col-xs-push-24{position:relative;left:100%}}@media only screen and (min-width:768px){.el-col-sm-0{flex:0 0;max-width:0%;display:none}.el-col-sm-0.is-guttered{display:none}.el-col-sm-offset-0{margin-left:0%}.el-col-sm-pull-0{position:relative;right:0%}.el-col-sm-push-0{position:relative;left:0%}.el-col-sm-1{flex:0 0 4.16667%;max-width:4.16667%;display:block}.el-col-sm-1.is-guttered{display:block}.el-col-sm-offset-1{margin-left:4.16667%}.el-col-sm-pull-1{position:relative;right:4.16667%}.el-col-sm-push-1{position:relative;left:4.16667%}.el-col-sm-2{flex:0 0 8.33333%;max-width:8.33333%;display:block}.el-col-sm-2.is-guttered{display:block}.el-col-sm-offset-2{margin-left:8.33333%}.el-col-sm-pull-2{position:relative;right:8.33333%}.el-col-sm-push-2{position:relative;left:8.33333%}.el-col-sm-3{flex:0 0 12.5%;max-width:12.5%;display:block}.el-col-sm-3.is-guttered{display:block}.el-col-sm-offset-3{margin-left:12.5%}.el-col-sm-pull-3{position:relative;right:12.5%}.el-col-sm-push-3{position:relative;left:12.5%}.el-col-sm-4{flex:0 0 16.6667%;max-width:16.6667%;display:block}.el-col-sm-4.is-guttered{display:block}.el-col-sm-offset-4{margin-left:16.6667%}.el-col-sm-pull-4{position:relative;right:16.6667%}.el-col-sm-push-4{position:relative;left:16.6667%}.el-col-sm-5{flex:0 0 20.8333%;max-width:20.8333%;display:block}.el-col-sm-5.is-guttered{display:block}.el-col-sm-offset-5{margin-left:20.8333%}.el-col-sm-pull-5{position:relative;right:20.8333%}.el-col-sm-push-5{position:relative;left:20.8333%}.el-col-sm-6{flex:0 0 25%;max-width:25%;display:block}.el-col-sm-6.is-guttered{display:block}.el-col-sm-offset-6{margin-left:25%}.el-col-sm-pull-6{position:relative;right:25%}.el-col-sm-push-6{position:relative;left:25%}.el-col-sm-7{flex:0 0 29.1667%;max-width:29.1667%;display:block}.el-col-sm-7.is-guttered{display:block}.el-col-sm-offset-7{margin-left:29.1667%}.el-col-sm-pull-7{position:relative;right:29.1667%}.el-col-sm-push-7{position:relative;left:29.1667%}.el-col-sm-8{flex:0 0 33.3333%;max-width:33.3333%;display:block}.el-col-sm-8.is-guttered{display:block}.el-col-sm-offset-8{margin-left:33.3333%}.el-col-sm-pull-8{position:relative;right:33.3333%}.el-col-sm-push-8{position:relative;left:33.3333%}.el-col-sm-9{flex:0 0 37.5%;max-width:37.5%;display:block}.el-col-sm-9.is-guttered{display:block}.el-col-sm-offset-9{margin-left:37.5%}.el-col-sm-pull-9{position:relative;right:37.5%}.el-col-sm-push-9{position:relative;left:37.5%}.el-col-sm-10{flex:0 0 41.6667%;max-width:41.6667%;display:block}.el-col-sm-10.is-guttered{display:block}.el-col-sm-offset-10{margin-left:41.6667%}.el-col-sm-pull-10{position:relative;right:41.6667%}.el-col-sm-push-10{position:relative;left:41.6667%}.el-col-sm-11{flex:0 0 45.8333%;max-width:45.8333%;display:block}.el-col-sm-11.is-guttered{display:block}.el-col-sm-offset-11{margin-left:45.8333%}.el-col-sm-pull-11{position:relative;right:45.8333%}.el-col-sm-push-11{position:relative;left:45.8333%}.el-col-sm-12{flex:0 0 50%;max-width:50%;display:block}.el-col-sm-12.is-guttered{display:block}.el-col-sm-offset-12{margin-left:50%}.el-col-sm-pull-12{position:relative;right:50%}.el-col-sm-push-12{position:relative;left:50%}.el-col-sm-13{flex:0 0 54.1667%;max-width:54.1667%;display:block}.el-col-sm-13.is-guttered{display:block}.el-col-sm-offset-13{margin-left:54.1667%}.el-col-sm-pull-13{position:relative;right:54.1667%}.el-col-sm-push-13{position:relative;left:54.1667%}.el-col-sm-14{flex:0 0 58.3333%;max-width:58.3333%;display:block}.el-col-sm-14.is-guttered{display:block}.el-col-sm-offset-14{margin-left:58.3333%}.el-col-sm-pull-14{position:relative;right:58.3333%}.el-col-sm-push-14{position:relative;left:58.3333%}.el-col-sm-15{flex:0 0 62.5%;max-width:62.5%;display:block}.el-col-sm-15.is-guttered{display:block}.el-col-sm-offset-15{margin-left:62.5%}.el-col-sm-pull-15{position:relative;right:62.5%}.el-col-sm-push-15{position:relative;left:62.5%}.el-col-sm-16{flex:0 0 66.6667%;max-width:66.6667%;display:block}.el-col-sm-16.is-guttered{display:block}.el-col-sm-offset-16{margin-left:66.6667%}.el-col-sm-pull-16{position:relative;right:66.6667%}.el-col-sm-push-16{position:relative;left:66.6667%}.el-col-sm-17{flex:0 0 70.8333%;max-width:70.8333%;display:block}.el-col-sm-17.is-guttered{display:block}.el-col-sm-offset-17{margin-left:70.8333%}.el-col-sm-pull-17{position:relative;right:70.8333%}.el-col-sm-push-17{position:relative;left:70.8333%}.el-col-sm-18{flex:0 0 75%;max-width:75%;display:block}.el-col-sm-18.is-guttered{display:block}.el-col-sm-offset-18{margin-left:75%}.el-col-sm-pull-18{position:relative;right:75%}.el-col-sm-push-18{position:relative;left:75%}.el-col-sm-19{flex:0 0 79.1667%;max-width:79.1667%;display:block}.el-col-sm-19.is-guttered{display:block}.el-col-sm-offset-19{margin-left:79.1667%}.el-col-sm-pull-19{position:relative;right:79.1667%}.el-col-sm-push-19{position:relative;left:79.1667%}.el-col-sm-20{flex:0 0 83.3333%;max-width:83.3333%;display:block}.el-col-sm-20.is-guttered{display:block}.el-col-sm-offset-20{margin-left:83.3333%}.el-col-sm-pull-20{position:relative;right:83.3333%}.el-col-sm-push-20{position:relative;left:83.3333%}.el-col-sm-21{flex:0 0 87.5%;max-width:87.5%;display:block}.el-col-sm-21.is-guttered{display:block}.el-col-sm-offset-21{margin-left:87.5%}.el-col-sm-pull-21{position:relative;right:87.5%}.el-col-sm-push-21{position:relative;left:87.5%}.el-col-sm-22{flex:0 0 91.6667%;max-width:91.6667%;display:block}.el-col-sm-22.is-guttered{display:block}.el-col-sm-offset-22{margin-left:91.6667%}.el-col-sm-pull-22{position:relative;right:91.6667%}.el-col-sm-push-22{position:relative;left:91.6667%}.el-col-sm-23{flex:0 0 95.8333%;max-width:95.8333%;display:block}.el-col-sm-23.is-guttered{display:block}.el-col-sm-offset-23{margin-left:95.8333%}.el-col-sm-pull-23{position:relative;right:95.8333%}.el-col-sm-push-23{position:relative;left:95.8333%}.el-col-sm-24{flex:0 0 100%;max-width:100%;display:block}.el-col-sm-24.is-guttered{display:block}.el-col-sm-offset-24{margin-left:100%}.el-col-sm-pull-24{position:relative;right:100%}.el-col-sm-push-24{position:relative;left:100%}}@media only screen and (min-width:992px){.el-col-md-0{flex:0 0;max-width:0%;display:none}.el-col-md-0.is-guttered{display:none}.el-col-md-offset-0{margin-left:0%}.el-col-md-pull-0{position:relative;right:0%}.el-col-md-push-0{position:relative;left:0%}.el-col-md-1{flex:0 0 4.16667%;max-width:4.16667%;display:block}.el-col-md-1.is-guttered{display:block}.el-col-md-offset-1{margin-left:4.16667%}.el-col-md-pull-1{position:relative;right:4.16667%}.el-col-md-push-1{position:relative;left:4.16667%}.el-col-md-2{flex:0 0 8.33333%;max-width:8.33333%;display:block}.el-col-md-2.is-guttered{display:block}.el-col-md-offset-2{margin-left:8.33333%}.el-col-md-pull-2{position:relative;right:8.33333%}.el-col-md-push-2{position:relative;left:8.33333%}.el-col-md-3{flex:0 0 12.5%;max-width:12.5%;display:block}.el-col-md-3.is-guttered{display:block}.el-col-md-offset-3{margin-left:12.5%}.el-col-md-pull-3{position:relative;right:12.5%}.el-col-md-push-3{position:relative;left:12.5%}.el-col-md-4{flex:0 0 16.6667%;max-width:16.6667%;display:block}.el-col-md-4.is-guttered{display:block}.el-col-md-offset-4{margin-left:16.6667%}.el-col-md-pull-4{position:relative;right:16.6667%}.el-col-md-push-4{position:relative;left:16.6667%}.el-col-md-5{flex:0 0 20.8333%;max-width:20.8333%;display:block}.el-col-md-5.is-guttered{display:block}.el-col-md-offset-5{margin-left:20.8333%}.el-col-md-pull-5{position:relative;right:20.8333%}.el-col-md-push-5{position:relative;left:20.8333%}.el-col-md-6{flex:0 0 25%;max-width:25%;display:block}.el-col-md-6.is-guttered{display:block}.el-col-md-offset-6{margin-left:25%}.el-col-md-pull-6{position:relative;right:25%}.el-col-md-push-6{position:relative;left:25%}.el-col-md-7{flex:0 0 29.1667%;max-width:29.1667%;display:block}.el-col-md-7.is-guttered{display:block}.el-col-md-offset-7{margin-left:29.1667%}.el-col-md-pull-7{position:relative;right:29.1667%}.el-col-md-push-7{position:relative;left:29.1667%}.el-col-md-8{flex:0 0 33.3333%;max-width:33.3333%;display:block}.el-col-md-8.is-guttered{display:block}.el-col-md-offset-8{margin-left:33.3333%}.el-col-md-pull-8{position:relative;right:33.3333%}.el-col-md-push-8{position:relative;left:33.3333%}.el-col-md-9{flex:0 0 37.5%;max-width:37.5%;display:block}.el-col-md-9.is-guttered{display:block}.el-col-md-offset-9{margin-left:37.5%}.el-col-md-pull-9{position:relative;right:37.5%}.el-col-md-push-9{position:relative;left:37.5%}.el-col-md-10{flex:0 0 41.6667%;max-width:41.6667%;display:block}.el-col-md-10.is-guttered{display:block}.el-col-md-offset-10{margin-left:41.6667%}.el-col-md-pull-10{position:relative;right:41.6667%}.el-col-md-push-10{position:relative;left:41.6667%}.el-col-md-11{flex:0 0 45.8333%;max-width:45.8333%;display:block}.el-col-md-11.is-guttered{display:block}.el-col-md-offset-11{margin-left:45.8333%}.el-col-md-pull-11{position:relative;right:45.8333%}.el-col-md-push-11{position:relative;left:45.8333%}.el-col-md-12{flex:0 0 50%;max-width:50%;display:block}.el-col-md-12.is-guttered{display:block}.el-col-md-offset-12{margin-left:50%}.el-col-md-pull-12{position:relative;right:50%}.el-col-md-push-12{position:relative;left:50%}.el-col-md-13{flex:0 0 54.1667%;max-width:54.1667%;display:block}.el-col-md-13.is-guttered{display:block}.el-col-md-offset-13{margin-left:54.1667%}.el-col-md-pull-13{position:relative;right:54.1667%}.el-col-md-push-13{position:relative;left:54.1667%}.el-col-md-14{flex:0 0 58.3333%;max-width:58.3333%;display:block}.el-col-md-14.is-guttered{display:block}.el-col-md-offset-14{margin-left:58.3333%}.el-col-md-pull-14{position:relative;right:58.3333%}.el-col-md-push-14{position:relative;left:58.3333%}.el-col-md-15{flex:0 0 62.5%;max-width:62.5%;display:block}.el-col-md-15.is-guttered{display:block}.el-col-md-offset-15{margin-left:62.5%}.el-col-md-pull-15{position:relative;right:62.5%}.el-col-md-push-15{position:relative;left:62.5%}.el-col-md-16{flex:0 0 66.6667%;max-width:66.6667%;display:block}.el-col-md-16.is-guttered{display:block}.el-col-md-offset-16{margin-left:66.6667%}.el-col-md-pull-16{position:relative;right:66.6667%}.el-col-md-push-16{position:relative;left:66.6667%}.el-col-md-17{flex:0 0 70.8333%;max-width:70.8333%;display:block}.el-col-md-17.is-guttered{display:block}.el-col-md-offset-17{margin-left:70.8333%}.el-col-md-pull-17{position:relative;right:70.8333%}.el-col-md-push-17{position:relative;left:70.8333%}.el-col-md-18{flex:0 0 75%;max-width:75%;display:block}.el-col-md-18.is-guttered{display:block}.el-col-md-offset-18{margin-left:75%}.el-col-md-pull-18{position:relative;right:75%}.el-col-md-push-18{position:relative;left:75%}.el-col-md-19{flex:0 0 79.1667%;max-width:79.1667%;display:block}.el-col-md-19.is-guttered{display:block}.el-col-md-offset-19{margin-left:79.1667%}.el-col-md-pull-19{position:relative;right:79.1667%}.el-col-md-push-19{position:relative;left:79.1667%}.el-col-md-20{flex:0 0 83.3333%;max-width:83.3333%;display:block}.el-col-md-20.is-guttered{display:block}.el-col-md-offset-20{margin-left:83.3333%}.el-col-md-pull-20{position:relative;right:83.3333%}.el-col-md-push-20{position:relative;left:83.3333%}.el-col-md-21{flex:0 0 87.5%;max-width:87.5%;display:block}.el-col-md-21.is-guttered{display:block}.el-col-md-offset-21{margin-left:87.5%}.el-col-md-pull-21{position:relative;right:87.5%}.el-col-md-push-21{position:relative;left:87.5%}.el-col-md-22{flex:0 0 91.6667%;max-width:91.6667%;display:block}.el-col-md-22.is-guttered{display:block}.el-col-md-offset-22{margin-left:91.6667%}.el-col-md-pull-22{position:relative;right:91.6667%}.el-col-md-push-22{position:relative;left:91.6667%}.el-col-md-23{flex:0 0 95.8333%;max-width:95.8333%;display:block}.el-col-md-23.is-guttered{display:block}.el-col-md-offset-23{margin-left:95.8333%}.el-col-md-pull-23{position:relative;right:95.8333%}.el-col-md-push-23{position:relative;left:95.8333%}.el-col-md-24{flex:0 0 100%;max-width:100%;display:block}.el-col-md-24.is-guttered{display:block}.el-col-md-offset-24{margin-left:100%}.el-col-md-pull-24{position:relative;right:100%}.el-col-md-push-24{position:relative;left:100%}}@media only screen and (min-width:1200px){.el-col-lg-0{flex:0 0;max-width:0%;display:none}.el-col-lg-0.is-guttered{display:none}.el-col-lg-offset-0{margin-left:0%}.el-col-lg-pull-0{position:relative;right:0%}.el-col-lg-push-0{position:relative;left:0%}.el-col-lg-1{flex:0 0 4.16667%;max-width:4.16667%;display:block}.el-col-lg-1.is-guttered{display:block}.el-col-lg-offset-1{margin-left:4.16667%}.el-col-lg-pull-1{position:relative;right:4.16667%}.el-col-lg-push-1{position:relative;left:4.16667%}.el-col-lg-2{flex:0 0 8.33333%;max-width:8.33333%;display:block}.el-col-lg-2.is-guttered{display:block}.el-col-lg-offset-2{margin-left:8.33333%}.el-col-lg-pull-2{position:relative;right:8.33333%}.el-col-lg-push-2{position:relative;left:8.33333%}.el-col-lg-3{flex:0 0 12.5%;max-width:12.5%;display:block}.el-col-lg-3.is-guttered{display:block}.el-col-lg-offset-3{margin-left:12.5%}.el-col-lg-pull-3{position:relative;right:12.5%}.el-col-lg-push-3{position:relative;left:12.5%}.el-col-lg-4{flex:0 0 16.6667%;max-width:16.6667%;display:block}.el-col-lg-4.is-guttered{display:block}.el-col-lg-offset-4{margin-left:16.6667%}.el-col-lg-pull-4{position:relative;right:16.6667%}.el-col-lg-push-4{position:relative;left:16.6667%}.el-col-lg-5{flex:0 0 20.8333%;max-width:20.8333%;display:block}.el-col-lg-5.is-guttered{display:block}.el-col-lg-offset-5{margin-left:20.8333%}.el-col-lg-pull-5{position:relative;right:20.8333%}.el-col-lg-push-5{position:relative;left:20.8333%}.el-col-lg-6{flex:0 0 25%;max-width:25%;display:block}.el-col-lg-6.is-guttered{display:block}.el-col-lg-offset-6{margin-left:25%}.el-col-lg-pull-6{position:relative;right:25%}.el-col-lg-push-6{position:relative;left:25%}.el-col-lg-7{flex:0 0 29.1667%;max-width:29.1667%;display:block}.el-col-lg-7.is-guttered{display:block}.el-col-lg-offset-7{margin-left:29.1667%}.el-col-lg-pull-7{position:relative;right:29.1667%}.el-col-lg-push-7{position:relative;left:29.1667%}.el-col-lg-8{flex:0 0 33.3333%;max-width:33.3333%;display:block}.el-col-lg-8.is-guttered{display:block}.el-col-lg-offset-8{margin-left:33.3333%}.el-col-lg-pull-8{position:relative;right:33.3333%}.el-col-lg-push-8{position:relative;left:33.3333%}.el-col-lg-9{flex:0 0 37.5%;max-width:37.5%;display:block}.el-col-lg-9.is-guttered{display:block}.el-col-lg-offset-9{margin-left:37.5%}.el-col-lg-pull-9{position:relative;right:37.5%}.el-col-lg-push-9{position:relative;left:37.5%}.el-col-lg-10{flex:0 0 41.6667%;max-width:41.6667%;display:block}.el-col-lg-10.is-guttered{display:block}.el-col-lg-offset-10{margin-left:41.6667%}.el-col-lg-pull-10{position:relative;right:41.6667%}.el-col-lg-push-10{position:relative;left:41.6667%}.el-col-lg-11{flex:0 0 45.8333%;max-width:45.8333%;display:block}.el-col-lg-11.is-guttered{display:block}.el-col-lg-offset-11{margin-left:45.8333%}.el-col-lg-pull-11{position:relative;right:45.8333%}.el-col-lg-push-11{position:relative;left:45.8333%}.el-col-lg-12{flex:0 0 50%;max-width:50%;display:block}.el-col-lg-12.is-guttered{display:block}.el-col-lg-offset-12{margin-left:50%}.el-col-lg-pull-12{position:relative;right:50%}.el-col-lg-push-12{position:relative;left:50%}.el-col-lg-13{flex:0 0 54.1667%;max-width:54.1667%;display:block}.el-col-lg-13.is-guttered{display:block}.el-col-lg-offset-13{margin-left:54.1667%}.el-col-lg-pull-13{position:relative;right:54.1667%}.el-col-lg-push-13{position:relative;left:54.1667%}.el-col-lg-14{flex:0 0 58.3333%;max-width:58.3333%;display:block}.el-col-lg-14.is-guttered{display:block}.el-col-lg-offset-14{margin-left:58.3333%}.el-col-lg-pull-14{position:relative;right:58.3333%}.el-col-lg-push-14{position:relative;left:58.3333%}.el-col-lg-15{flex:0 0 62.5%;max-width:62.5%;display:block}.el-col-lg-15.is-guttered{display:block}.el-col-lg-offset-15{margin-left:62.5%}.el-col-lg-pull-15{position:relative;right:62.5%}.el-col-lg-push-15{position:relative;left:62.5%}.el-col-lg-16{flex:0 0 66.6667%;max-width:66.6667%;display:block}.el-col-lg-16.is-guttered{display:block}.el-col-lg-offset-16{margin-left:66.6667%}.el-col-lg-pull-16{position:relative;right:66.6667%}.el-col-lg-push-16{position:relative;left:66.6667%}.el-col-lg-17{flex:0 0 70.8333%;max-width:70.8333%;display:block}.el-col-lg-17.is-guttered{display:block}.el-col-lg-offset-17{margin-left:70.8333%}.el-col-lg-pull-17{position:relative;right:70.8333%}.el-col-lg-push-17{position:relative;left:70.8333%}.el-col-lg-18{flex:0 0 75%;max-width:75%;display:block}.el-col-lg-18.is-guttered{display:block}.el-col-lg-offset-18{margin-left:75%}.el-col-lg-pull-18{position:relative;right:75%}.el-col-lg-push-18{position:relative;left:75%}.el-col-lg-19{flex:0 0 79.1667%;max-width:79.1667%;display:block}.el-col-lg-19.is-guttered{display:block}.el-col-lg-offset-19{margin-left:79.1667%}.el-col-lg-pull-19{position:relative;right:79.1667%}.el-col-lg-push-19{position:relative;left:79.1667%}.el-col-lg-20{flex:0 0 83.3333%;max-width:83.3333%;display:block}.el-col-lg-20.is-guttered{display:block}.el-col-lg-offset-20{margin-left:83.3333%}.el-col-lg-pull-20{position:relative;right:83.3333%}.el-col-lg-push-20{position:relative;left:83.3333%}.el-col-lg-21{flex:0 0 87.5%;max-width:87.5%;display:block}.el-col-lg-21.is-guttered{display:block}.el-col-lg-offset-21{margin-left:87.5%}.el-col-lg-pull-21{position:relative;right:87.5%}.el-col-lg-push-21{position:relative;left:87.5%}.el-col-lg-22{flex:0 0 91.6667%;max-width:91.6667%;display:block}.el-col-lg-22.is-guttered{display:block}.el-col-lg-offset-22{margin-left:91.6667%}.el-col-lg-pull-22{position:relative;right:91.6667%}.el-col-lg-push-22{position:relative;left:91.6667%}.el-col-lg-23{flex:0 0 95.8333%;max-width:95.8333%;display:block}.el-col-lg-23.is-guttered{display:block}.el-col-lg-offset-23{margin-left:95.8333%}.el-col-lg-pull-23{position:relative;right:95.8333%}.el-col-lg-push-23{position:relative;left:95.8333%}.el-col-lg-24{flex:0 0 100%;max-width:100%;display:block}.el-col-lg-24.is-guttered{display:block}.el-col-lg-offset-24{margin-left:100%}.el-col-lg-pull-24{position:relative;right:100%}.el-col-lg-push-24{position:relative;left:100%}}@media only screen and (min-width:1920px){.el-col-xl-0{flex:0 0;max-width:0%;display:none}.el-col-xl-0.is-guttered{display:none}.el-col-xl-offset-0{margin-left:0%}.el-col-xl-pull-0{position:relative;right:0%}.el-col-xl-push-0{position:relative;left:0%}.el-col-xl-1{flex:0 0 4.16667%;max-width:4.16667%;display:block}.el-col-xl-1.is-guttered{display:block}.el-col-xl-offset-1{margin-left:4.16667%}.el-col-xl-pull-1{position:relative;right:4.16667%}.el-col-xl-push-1{position:relative;left:4.16667%}.el-col-xl-2{flex:0 0 8.33333%;max-width:8.33333%;display:block}.el-col-xl-2.is-guttered{display:block}.el-col-xl-offset-2{margin-left:8.33333%}.el-col-xl-pull-2{position:relative;right:8.33333%}.el-col-xl-push-2{position:relative;left:8.33333%}.el-col-xl-3{flex:0 0 12.5%;max-width:12.5%;display:block}.el-col-xl-3.is-guttered{display:block}.el-col-xl-offset-3{margin-left:12.5%}.el-col-xl-pull-3{position:relative;right:12.5%}.el-col-xl-push-3{position:relative;left:12.5%}.el-col-xl-4{flex:0 0 16.6667%;max-width:16.6667%;display:block}.el-col-xl-4.is-guttered{display:block}.el-col-xl-offset-4{margin-left:16.6667%}.el-col-xl-pull-4{position:relative;right:16.6667%}.el-col-xl-push-4{position:relative;left:16.6667%}.el-col-xl-5{flex:0 0 20.8333%;max-width:20.8333%;display:block}.el-col-xl-5.is-guttered{display:block}.el-col-xl-offset-5{margin-left:20.8333%}.el-col-xl-pull-5{position:relative;right:20.8333%}.el-col-xl-push-5{position:relative;left:20.8333%}.el-col-xl-6{flex:0 0 25%;max-width:25%;display:block}.el-col-xl-6.is-guttered{display:block}.el-col-xl-offset-6{margin-left:25%}.el-col-xl-pull-6{position:relative;right:25%}.el-col-xl-push-6{position:relative;left:25%}.el-col-xl-7{flex:0 0 29.1667%;max-width:29.1667%;display:block}.el-col-xl-7.is-guttered{display:block}.el-col-xl-offset-7{margin-left:29.1667%}.el-col-xl-pull-7{position:relative;right:29.1667%}.el-col-xl-push-7{position:relative;left:29.1667%}.el-col-xl-8{flex:0 0 33.3333%;max-width:33.3333%;display:block}.el-col-xl-8.is-guttered{display:block}.el-col-xl-offset-8{margin-left:33.3333%}.el-col-xl-pull-8{position:relative;right:33.3333%}.el-col-xl-push-8{position:relative;left:33.3333%}.el-col-xl-9{flex:0 0 37.5%;max-width:37.5%;display:block}.el-col-xl-9.is-guttered{display:block}.el-col-xl-offset-9{margin-left:37.5%}.el-col-xl-pull-9{position:relative;right:37.5%}.el-col-xl-push-9{position:relative;left:37.5%}.el-col-xl-10{flex:0 0 41.6667%;max-width:41.6667%;display:block}.el-col-xl-10.is-guttered{display:block}.el-col-xl-offset-10{margin-left:41.6667%}.el-col-xl-pull-10{position:relative;right:41.6667%}.el-col-xl-push-10{position:relative;left:41.6667%}.el-col-xl-11{flex:0 0 45.8333%;max-width:45.8333%;display:block}.el-col-xl-11.is-guttered{display:block}.el-col-xl-offset-11{margin-left:45.8333%}.el-col-xl-pull-11{position:relative;right:45.8333%}.el-col-xl-push-11{position:relative;left:45.8333%}.el-col-xl-12{flex:0 0 50%;max-width:50%;display:block}.el-col-xl-12.is-guttered{display:block}.el-col-xl-offset-12{margin-left:50%}.el-col-xl-pull-12{position:relative;right:50%}.el-col-xl-push-12{position:relative;left:50%}.el-col-xl-13{flex:0 0 54.1667%;max-width:54.1667%;display:block}.el-col-xl-13.is-guttered{display:block}.el-col-xl-offset-13{margin-left:54.1667%}.el-col-xl-pull-13{position:relative;right:54.1667%}.el-col-xl-push-13{position:relative;left:54.1667%}.el-col-xl-14{flex:0 0 58.3333%;max-width:58.3333%;display:block}.el-col-xl-14.is-guttered{display:block}.el-col-xl-offset-14{margin-left:58.3333%}.el-col-xl-pull-14{position:relative;right:58.3333%}.el-col-xl-push-14{position:relative;left:58.3333%}.el-col-xl-15{flex:0 0 62.5%;max-width:62.5%;display:block}.el-col-xl-15.is-guttered{display:block}.el-col-xl-offset-15{margin-left:62.5%}.el-col-xl-pull-15{position:relative;right:62.5%}.el-col-xl-push-15{position:relative;left:62.5%}.el-col-xl-16{flex:0 0 66.6667%;max-width:66.6667%;display:block}.el-col-xl-16.is-guttered{display:block}.el-col-xl-offset-16{margin-left:66.6667%}.el-col-xl-pull-16{position:relative;right:66.6667%}.el-col-xl-push-16{position:relative;left:66.6667%}.el-col-xl-17{flex:0 0 70.8333%;max-width:70.8333%;display:block}.el-col-xl-17.is-guttered{display:block}.el-col-xl-offset-17{margin-left:70.8333%}.el-col-xl-pull-17{position:relative;right:70.8333%}.el-col-xl-push-17{position:relative;left:70.8333%}.el-col-xl-18{flex:0 0 75%;max-width:75%;display:block}.el-col-xl-18.is-guttered{display:block}.el-col-xl-offset-18{margin-left:75%}.el-col-xl-pull-18{position:relative;right:75%}.el-col-xl-push-18{position:relative;left:75%}.el-col-xl-19{flex:0 0 79.1667%;max-width:79.1667%;display:block}.el-col-xl-19.is-guttered{display:block}.el-col-xl-offset-19{margin-left:79.1667%}.el-col-xl-pull-19{position:relative;right:79.1667%}.el-col-xl-push-19{position:relative;left:79.1667%}.el-col-xl-20{flex:0 0 83.3333%;max-width:83.3333%;display:block}.el-col-xl-20.is-guttered{display:block}.el-col-xl-offset-20{margin-left:83.3333%}.el-col-xl-pull-20{position:relative;right:83.3333%}.el-col-xl-push-20{position:relative;left:83.3333%}.el-col-xl-21{flex:0 0 87.5%;max-width:87.5%;display:block}.el-col-xl-21.is-guttered{display:block}.el-col-xl-offset-21{margin-left:87.5%}.el-col-xl-pull-21{position:relative;right:87.5%}.el-col-xl-push-21{position:relative;left:87.5%}.el-col-xl-22{flex:0 0 91.6667%;max-width:91.6667%;display:block}.el-col-xl-22.is-guttered{display:block}.el-col-xl-offset-22{margin-left:91.6667%}.el-col-xl-pull-22{position:relative;right:91.6667%}.el-col-xl-push-22{position:relative;left:91.6667%}.el-col-xl-23{flex:0 0 95.8333%;max-width:95.8333%;display:block}.el-col-xl-23.is-guttered{display:block}.el-col-xl-offset-23{margin-left:95.8333%}.el-col-xl-pull-23{position:relative;right:95.8333%}.el-col-xl-push-23{position:relative;left:95.8333%}.el-col-xl-24{flex:0 0 100%;max-width:100%;display:block}.el-col-xl-24.is-guttered{display:block}.el-col-xl-offset-24{margin-left:100%}.el-col-xl-pull-24{position:relative;right:100%}.el-col-xl-push-24{position:relative;left:100%}}.el-collapse-item.is-disabled .el-collapse-item__header{color:var(--el-text-color-disabled);cursor:not-allowed}.el-collapse-item__header{width:100%;min-height:var(--el-collapse-header-height);line-height:var(--el-collapse-header-height);background-color:var(--el-collapse-header-bg-color);color:var(--el-collapse-header-text-color);cursor:pointer;border:none;border-bottom:1px solid var(--el-collapse-border-color);font-size:var(--el-collapse-header-font-size);transition:border-bottom-color var(--el-transition-duration);box-sizing:border-box;outline:none;align-items:center;padding:0;font-weight:500;display:flex}.el-collapse-item__arrow{transition:transform var(--el-transition-duration);font-weight:300}.el-collapse-item__arrow.is-active{transform:rotate(90deg)}.el-collapse-item__title{text-align:left;flex:auto}.el-collapse-item__header.focusing:focus:not(:hover){color:var(--el-color-primary)}.el-collapse-item__header.is-active{border-bottom-color:#0000}.el-collapse-item__wrap{will-change:height;background-color:var(--el-collapse-content-bg-color);box-sizing:border-box;border-bottom:1px solid var(--el-collapse-border-color);overflow:hidden}.el-collapse-item__content{font-size:var(--el-collapse-content-font-size);color:var(--el-collapse-content-text-color);padding-bottom:25px;line-height:1.76923}.el-collapse-item:last-child{margin-bottom:-1px}.el-collapse{--el-collapse-border-color:var(--el-border-color-lighter);--el-collapse-header-height:48px;--el-collapse-header-bg-color:var(--el-fill-color-blank);--el-collapse-header-text-color:var(--el-text-color-primary);--el-collapse-header-font-size:13px;--el-collapse-content-bg-color:var(--el-fill-color-blank);--el-collapse-content-font-size:13px;--el-collapse-content-text-color:var(--el-text-color-primary);border-top:1px solid var(--el-collapse-border-color);border-bottom:1px solid var(--el-collapse-border-color)}.el-collapse-icon-position-left .el-collapse-item__header{gap:8px}.el-collapse-icon-position-left .el-collapse-item__title{order:1}.el-collapse-icon-position-right .el-collapse-item__header{padding-right:8px}.el-color-picker-panel{--el-colorpicker-bg-color:var(--el-bg-color-overlay);--el-fill-color-blank:var(--el-colorpicker-bg-color);box-sizing:content-box;background:var(--el-colorpicker-bg-color);width:300px;padding:12px}.el-color-picker-panel.is-border{border:solid 1px var(--el-border-color-lighter);border-radius:4px}.el-color-picker-panel__wrapper{margin-bottom:6px}.el-color-picker-panel__footer{text-align:right;justify-content:space-between;margin-top:12px;display:flex}.el-color-picker-panel__footer .el-input{color:#000;width:160px;font-size:12px;line-height:26px}.el-color-picker-panel.is-disabled .el-color-svpanel,.el-color-picker-panel.is-disabled .el-color-hue-slider{cursor:not-allowed;opacity:.3}.el-color-picker-panel.is-disabled .el-color-hue-slider__thumb{cursor:not-allowed}.el-color-picker-panel.is-disabled .el-color-alpha-slider,.el-color-picker-panel.is-disabled .el-color-predefine .el-color-predefine__color-selector{cursor:not-allowed;opacity:.3}.el-color-predefine{width:280px;margin-top:8px;font-size:12px;display:flex}.el-color-predefine__colors{flex-wrap:wrap;flex:1;gap:8px;display:flex}.el-color-predefine__color-selector{border-radius:var(--el-border-radius-base);cursor:pointer;border:none;outline:none;width:20px;height:20px;padding:0;overflow:hidden}.el-color-predefine__color-selector.selected{box-shadow:0 0 3px 2px var(--el-color-primary)}.el-color-predefine__color-selector:focus-visible{outline:2px solid var(--el-color-primary);outline-offset:2px}.el-color-predefine__color-selector>div{height:100%;display:flex}.el-color-predefine__color-selector.is-alpha{background-image:url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAwAAAAMCAIAAADZF8uwAAAAGUlEQVQYV2M4gwH+YwCGIasIUwhT25BVBADtzYNYrHvv4gAAAABJRU5ErkJggg==)}.el-color-hue-slider{box-sizing:border-box;float:right;background-color:red;width:280px;height:12px;padding:0 2px;position:relative}.el-color-hue-slider__bar{background:linear-gradient(90deg,red,#ff0 17%,#0f0 33%,#0ff,#00f 67%,#f0f 83%,red);height:100%;position:relative}.el-color-hue-slider__thumb{cursor:pointer;box-sizing:border-box;border:1px solid var(--el-border-color-lighter);z-index:1;background:#fff;border-radius:1px;width:4px;height:100%;position:absolute;top:0;left:0;box-shadow:0 0 2px #0009}.el-color-hue-slider__thumb:focus-visible{outline:2px solid var(--el-color-primary);outline-offset:1px}.el-color-hue-slider.is-vertical{width:12px;height:180px;padding:2px 0}.el-color-hue-slider.is-vertical .el-color-hue-slider__bar{background:linear-gradient(red,#ff0 17%,#0f0 33%,#0ff,#00f 67%,#f0f 83%,red)}.el-color-hue-slider.is-vertical .el-color-hue-slider__thumb{width:100%;height:4px;top:0;left:0}.el-color-svpanel{background-image:linear-gradient(#0000,#000),linear-gradient(90deg,#fff,#fff0);width:280px;height:180px;position:relative}.el-color-svpanel__cursor{cursor:pointer;border-radius:50%;width:4px;height:4px;position:absolute;transform:translate(-2px,-2px);box-shadow:0 0 0 1.5px #fff,inset 0 0 1px 1px #0000004d,0 0 1px 2px #0006}.el-color-svpanel__cursor:focus-visible{outline:2px solid var(--el-color-primary);outline-offset:2px}.el-color-alpha-slider{box-sizing:border-box;background-image:linear-gradient(45deg,var(--el-color-picker-alpha-bg-a) 25%,var(--el-color-picker-alpha-bg-b) 25%),linear-gradient(135deg,var(--el-color-picker-alpha-bg-a) 25%,var(--el-color-picker-alpha-bg-b) 25%),linear-gradient(45deg,var(--el-color-picker-alpha-bg-b) 75%,var(--el-color-picker-alpha-bg-a) 75%),linear-gradient(135deg,var(--el-color-picker-alpha-bg-b) 75%,var(--el-color-picker-alpha-bg-a) 75%);background-position:0 0,6px 0,6px -6px,0 6px;background-size:12px 12px;width:280px;height:12px;position:relative}.el-color-alpha-slider.is-disabled .el-color-alpha-slider__thumb{cursor:not-allowed}.el-color-alpha-slider__bar{background:linear-gradient(to right,#fff0 0%,var(--el-bg-color) 100%);height:100%;position:relative}.el-color-alpha-slider__thumb{cursor:pointer;box-sizing:border-box;border:1px solid var(--el-border-color-lighter);z-index:1;background:#fff;border-radius:1px;width:4px;height:100%;position:absolute;top:0;left:0;box-shadow:0 0 2px #0009}.el-color-alpha-slider__thumb:focus-visible{outline:2px solid var(--el-color-primary);outline-offset:1px}.el-color-alpha-slider.is-vertical{width:20px;height:180px}.el-color-alpha-slider.is-vertical .el-color-alpha-slider__bar{background:linear-gradient(#fff0,#fff)}.el-color-alpha-slider.is-vertical .el-color-alpha-slider__thumb{width:100%;height:4px;top:0;left:0}.el-color-picker-panel{--el-color-picker-alpha-bg-a:#ccc;--el-color-picker-alpha-bg-b:transparent}.dark .el-color-picker-panel{--el-color-picker-alpha-bg-a:#333}.el-color-picker{outline:none;width:32px;height:32px;line-height:normal;display:inline-block;position:relative}.el-color-picker:hover:not(:-webkit-any(.is-disabled,.is-focused)) .el-color-picker__trigger{border-color:var(--el-border-color-hover)}.el-color-picker:hover:not(:is(.is-disabled,.is-focused)) .el-color-picker__trigger{border-color:var(--el-border-color-hover)}.el-color-picker:focus-visible:not(.is-disabled) .el-color-picker__trigger{outline:2px solid var(--el-color-primary);outline-offset:1px}.el-color-picker.is-focused .el-color-picker__trigger{border-color:var(--el-color-primary)}.el-color-picker.is-disabled .el-color-picker__trigger{cursor:not-allowed;background-color:var(--el-fill-color-light)}.el-color-picker.is-disabled .el-color-picker__color{opacity:.3}.el-color-picker--large{width:40px;height:40px}.el-color-picker--small{width:24px;height:24px}.el-color-picker--small .el-color-picker__icon,.el-color-picker--small .el-color-picker__empty{transform:scale(.8)}.el-color-picker__trigger{box-sizing:border-box;border:1px solid var(--el-border-color);cursor:pointer;border-radius:4px;justify-content:center;align-items:center;width:100%;height:100%;padding:4px;font-size:0;display:inline-flex;position:relative}.el-color-picker__color{box-sizing:border-box;border:1px solid var(--el-text-color-secondary);border-radius:var(--el-border-radius-small);text-align:center;width:100%;height:100%;display:block;position:relative}.el-color-picker__color.is-alpha{background-image:linear-gradient(45deg,var(--el-color-picker-alpha-bg-a) 25%,var(--el-color-picker-alpha-bg-b) 25%),linear-gradient(135deg,var(--el-color-picker-alpha-bg-a) 25%,var(--el-color-picker-alpha-bg-b) 25%),linear-gradient(45deg,var(--el-color-picker-alpha-bg-b) 75%,var(--el-color-picker-alpha-bg-a) 75%),linear-gradient(135deg,var(--el-color-picker-alpha-bg-b) 75%,var(--el-color-picker-alpha-bg-a) 75%);background-position:0 0,6px 0,6px -6px,0 6px;background-size:12px 12px}.el-color-picker__color-inner{justify-content:center;align-items:center;width:100%;height:100%;display:inline-flex}.el-color-picker .el-color-picker__empty{color:var(--el-text-color-secondary);font-size:12px}.el-color-picker .el-color-picker__icon{color:#fff;justify-content:center;align-items:center;font-size:12px;display:inline-flex}.el-color-picker__panel{border-radius:var(--el-border-radius-base);box-shadow:var(--el-box-shadow-light);background-color:#fff}.el-color-picker__panel.el-popper{border:1px solid var(--el-border-color-lighter)}.el-color-picker,.el-color-picker__panel{--el-color-picker-alpha-bg-a:#ccc;--el-color-picker-alpha-bg-b:transparent}.dark .el-color-picker,.dark .el-color-picker__panel{--el-color-picker-alpha-bg-a:#333}.el-container{box-sizing:border-box;flex-direction:row;flex:auto;min-width:0;display:flex}.el-container.is-vertical{flex-direction:column}.el-date-table{-webkit-user-select:none;user-select:none;font-size:12px}.el-date-table.is-week-mode .el-date-table__row:hover .el-date-table-cell{background-color:var(--el-datepicker-inrange-bg-color)}.el-date-table.is-week-mode .el-date-table__row:hover td.available:hover{color:var(--el-datepicker-text-color)}.el-date-table.is-week-mode .el-date-table__row:hover td:first-child .el-date-table-cell{border-top-left-radius:15px;border-bottom-left-radius:15px;margin-left:5px}.el-date-table.is-week-mode .el-date-table__row:hover td:last-child .el-date-table-cell{border-top-right-radius:15px;border-bottom-right-radius:15px;margin-right:5px}.el-date-table.is-week-mode .el-date-table__row.current .el-date-table-cell{background-color:var(--el-datepicker-inrange-bg-color)}.el-date-table td{box-sizing:border-box;text-align:center;cursor:pointer;width:32px;height:30px;padding:4px 0;position:relative}.el-date-table td .el-date-table-cell{box-sizing:border-box;height:30px;padding:3px 0}.el-date-table td .el-date-table-cell .el-date-table-cell__text{border-radius:50%;width:24px;height:24px;margin:0 auto;line-height:24px;display:block;position:absolute;left:50%;transform:translate(-50%)}.el-date-table td.next-month,.el-date-table td.prev-month{color:var(--el-datepicker-off-text-color)}.el-date-table td.today{position:relative}.el-date-table td.today .el-date-table-cell__text{color:var(--el-color-primary);font-weight:700}.el-date-table td.today.start-date .el-date-table-cell__text,.el-date-table td.today.end-date .el-date-table-cell__text{color:#fff}.el-date-table td.available:hover{color:var(--el-datepicker-hover-text-color)}.el-date-table td.in-range .el-date-table-cell{background-color:var(--el-datepicker-inrange-bg-color)}.el-date-table td.in-range .el-date-table-cell:hover{background-color:var(--el-datepicker-inrange-hover-bg-color)}.el-date-table td.current:not(.disabled) .el-date-table-cell__text{color:#fff;background-color:var(--el-datepicker-active-color)}.el-date-table td.current:not(.disabled):focus-visible .el-date-table-cell__text{outline:2px solid var(--el-datepicker-active-color);outline-offset:1px}.el-date-table td.start-date .el-date-table-cell,.el-date-table td.end-date .el-date-table-cell{color:#fff}.el-date-table td.start-date .el-date-table-cell__text,.el-date-table td.end-date .el-date-table-cell__text{background-color:var(--el-datepicker-active-color)}.el-date-table td.start-date .el-date-table-cell{border-top-left-radius:15px;border-bottom-left-radius:15px;margin-left:5px}.el-date-table td.end-date .el-date-table-cell{border-top-right-radius:15px;border-bottom-right-radius:15px;margin-right:5px}.el-date-table td.disabled .el-date-table-cell{background-color:var(--el-fill-color-light);opacity:1;cursor:not-allowed;color:var(--el-text-color-placeholder)}.el-date-table td.selected .el-date-table-cell{border-radius:15px;margin-left:5px;margin-right:5px}.el-date-table td.selected .el-date-table-cell__text{background-color:var(--el-datepicker-active-color);color:#fff;border-radius:15px}.el-date-table td.week{color:var(--el-datepicker-off-text-color);cursor:default;font-size:80%}.el-date-table td:focus{outline:none}.el-date-table th{color:var(--el-datepicker-header-text-color);border-bottom:solid 1px var(--el-border-color-lighter);padding:5px;font-weight:400}.el-date-table th.el-date-table__week-header{width:24px;padding:0}.el-month-table{border-collapse:collapse;margin:-1px;font-size:12px}.el-month-table td{text-align:center;cursor:pointer;width:68px;padding:8px 0;position:relative}.el-month-table td .el-date-table-cell{box-sizing:border-box;height:48px;padding:6px 0}.el-month-table td.today .el-date-table-cell__text{color:var(--el-color-primary);font-weight:700}.el-month-table td.today.start-date .el-date-table-cell__text,.el-month-table td.today.end-date .el-date-table-cell__text{color:#fff}.el-month-table td.disabled .el-date-table-cell__text{background-color:var(--el-fill-color-light);cursor:not-allowed;color:var(--el-text-color-placeholder)}.el-month-table td.disabled .el-date-table-cell__text:hover{color:var(--el-text-color-placeholder)}.el-month-table td .el-date-table-cell__text{width:54px;height:36px;color:var(--el-datepicker-text-color);border-radius:18px;margin:0 auto;line-height:36px;display:block;position:absolute;left:50%;transform:translate(-50%)}.el-month-table td .el-date-table-cell__text:hover{color:var(--el-datepicker-hover-text-color)}.el-month-table td.in-range .el-date-table-cell{background-color:var(--el-datepicker-inrange-bg-color)}.el-month-table td.in-range .el-date-table-cell:hover{background-color:var(--el-datepicker-inrange-hover-bg-color)}.el-month-table td.start-date .el-date-table-cell,.el-month-table td.end-date .el-date-table-cell{color:#fff}.el-month-table td.start-date .el-date-table-cell__text,.el-month-table td.end-date .el-date-table-cell__text{color:#fff;background-color:var(--el-datepicker-active-color)}.el-month-table td.start-date .el-date-table-cell{border-top-left-radius:24px;border-bottom-left-radius:24px;margin-left:3px}.el-month-table td.end-date .el-date-table-cell{border-top-right-radius:24px;border-bottom-right-radius:24px;margin-right:3px}.el-month-table td.current:not(.disabled) .el-date-table-cell{border-radius:24px;margin-left:3px;margin-right:3px}.el-month-table td.current:not(.disabled) .el-date-table-cell__text{color:#fff;background-color:var(--el-datepicker-active-color)}.el-month-table td:focus-visible{outline:none}.el-month-table td:focus-visible .el-date-table-cell__text{outline:2px solid var(--el-datepicker-active-color);outline-offset:1px}.el-year-table{border-collapse:collapse;margin:-1px;font-size:12px}.el-year-table .el-icon{color:var(--el-datepicker-icon-color)}.el-year-table td{text-align:center;cursor:pointer;width:68px;padding:8px 0;position:relative}.el-year-table td .el-date-table-cell{box-sizing:border-box;height:48px;padding:6px 0}.el-year-table td.today .el-date-table-cell__text{color:var(--el-color-primary);font-weight:700}.el-year-table td.today.start-date .el-date-table-cell__text,.el-year-table td.today.end-date .el-date-table-cell__text{color:#fff}.el-year-table td.disabled .el-date-table-cell__text{background-color:var(--el-fill-color-light);cursor:not-allowed;color:var(--el-text-color-placeholder)}.el-year-table td.disabled .el-date-table-cell__text:hover{color:var(--el-text-color-placeholder)}.el-year-table td .el-date-table-cell__text{width:60px;height:36px;color:var(--el-datepicker-text-color);border-radius:18px;margin:0 auto;line-height:36px;display:block;position:absolute;left:50%;transform:translate(-50%)}.el-year-table td .el-date-table-cell__text:hover{color:var(--el-datepicker-hover-text-color)}.el-year-table td.in-range .el-date-table-cell{background-color:var(--el-datepicker-inrange-bg-color)}.el-year-table td.in-range .el-date-table-cell:hover{background-color:var(--el-datepicker-inrange-hover-bg-color)}.el-year-table td.start-date .el-date-table-cell,.el-year-table td.end-date .el-date-table-cell{color:#fff}.el-year-table td.start-date .el-date-table-cell__text,.el-year-table td.end-date .el-date-table-cell__text{color:#fff;background-color:var(--el-datepicker-active-color)}.el-year-table td.start-date .el-date-table-cell{border-top-left-radius:24px;border-bottom-left-radius:24px}.el-year-table td.end-date .el-date-table-cell{border-top-right-radius:24px;border-bottom-right-radius:24px}.el-year-table td.current:not(.disabled) .el-date-table-cell__text{color:#fff;background-color:var(--el-datepicker-active-color)}.el-year-table td:focus-visible{outline:none}.el-year-table td:focus-visible .el-date-table-cell__text{outline:2px solid var(--el-datepicker-active-color);outline-offset:1px}.el-time-spinner.has-seconds .el-time-spinner__wrapper{width:33.3%}.el-time-spinner__wrapper{vertical-align:top;width:50%;max-height:192px;display:inline-block;position:relative;overflow:auto}.el-time-spinner__wrapper.el-scrollbar__wrap:not(.el-scrollbar__wrap--hidden-default){padding-bottom:15px}.el-time-spinner__wrapper.is-arrow{box-sizing:border-box;text-align:center;overflow:hidden}.el-time-spinner__wrapper.is-arrow .el-time-spinner__list{transform:translateY(-32px)}.el-time-spinner__wrapper.is-arrow .el-time-spinner__item:hover:not(.is-disabled):not(.is-active){background:var(--el-fill-color-light);cursor:default}.el-time-spinner__arrow{color:var(--el-text-color-secondary);width:100%;z-index:var(--el-index-normal);text-align:center;cursor:pointer;height:30px;font-size:12px;line-height:30px;position:absolute;left:0}.el-time-spinner__arrow:hover{color:var(--el-color-primary)}.el-time-spinner__arrow.arrow-up{top:10px}.el-time-spinner__arrow.arrow-down{bottom:10px}.el-time-spinner__input.el-input{width:70%}.el-time-spinner__input.el-input .el-input__inner{text-align:center;padding:0}.el-time-spinner__list{text-align:center;margin:0;padding:0;list-style:none}.el-time-spinner__list:after,.el-time-spinner__list:before{content:"";width:100%;height:80px;display:block}.el-time-spinner__item{height:32px;color:var(--el-text-color-regular);font-size:12px;line-height:32px}.el-time-spinner__item:hover:not(.is-disabled):not(.is-active){background:var(--el-fill-color-light);cursor:pointer}.el-time-spinner__item.is-active:not(.is-disabled){color:var(--el-text-color-primary);font-weight:700}.el-time-spinner__item.is-disabled{color:var(--el-text-color-placeholder);cursor:not-allowed}.el-picker__popper{--el-datepicker-border-color:var(--el-disabled-border-color)}.el-picker__popper.el-popper{background:var(--el-bg-color-overlay);border:1px solid var(--el-datepicker-border-color);box-shadow:var(--el-box-shadow-light)}.el-picker__popper.el-popper .el-popper__arrow:before{border:1px solid var(--el-datepicker-border-color)}.el-picker__popper.el-popper[data-popper-placement^=top] .el-popper__arrow:before{border-top-color:#0000;border-left-color:#0000}.el-picker__popper.el-popper[data-popper-placement^=bottom] .el-popper__arrow:before{border-bottom-color:#0000;border-right-color:#0000}.el-picker__popper.el-popper[data-popper-placement^=left] .el-popper__arrow:before{border-bottom-color:#0000;border-left-color:#0000}.el-picker__popper.el-popper[data-popper-placement^=right] .el-popper__arrow:before{border-top-color:#0000;border-right-color:#0000}.el-date-editor{--el-date-editor-width:220px;--el-date-editor-monthrange-width:300px;--el-date-editor-daterange-width:350px;--el-date-editor-datetimerange-width:400px;--el-input-text-color:var(--el-text-color-regular);--el-input-border:var(--el-border);--el-input-hover-border:var(--el-border-color-hover);--el-input-focus-border:var(--el-color-primary);--el-input-transparent-border:0 0 0 1px transparent inset;--el-input-border-color:var(--el-border-color);--el-input-border-radius:var(--el-border-radius-base);--el-input-bg-color:var(--el-fill-color-blank);--el-input-icon-color:var(--el-text-color-placeholder);--el-input-placeholder-color:var(--el-text-color-placeholder);--el-input-hover-border-color:var(--el-border-color-hover);--el-input-clear-hover-color:var(--el-text-color-secondary);--el-input-focus-border-color:var(--el-color-primary);--el-input-width:100%;text-align:left;vertical-align:middle;position:relative}.el-date-editor.el-input__wrapper{box-shadow:0 0 0 1px var(--el-input-border-color,var(--el-border-color)) inset}.el-date-editor.el-input__wrapper:hover{box-shadow:0 0 0 1px var(--el-input-hover-border-color) inset}.el-date-editor.is-focus .el-input__wrapper{box-shadow:0 0 0 1px var(--el-input-focus-border-color) inset}.el-date-editor.el-input,.el-date-editor.el-input__wrapper{width:var(--el-date-editor-width);height:var(--el-input-height,var(--el-component-size))}.el-date-editor--monthrange{--el-date-editor-width:var(--el-date-editor-monthrange-width)}.el-date-editor--daterange,.el-date-editor--timerange{--el-date-editor-width:var(--el-date-editor-daterange-width)}.el-date-editor--datetimerange{--el-date-editor-width:var(--el-date-editor-datetimerange-width)}.el-date-editor--dates .el-input__wrapper{text-overflow:ellipsis;white-space:nowrap}.el-date-editor .close-icon,.el-date-editor .clear-icon{cursor:pointer}.el-date-editor .clear-icon:hover{color:var(--el-input-clear-hover-color)}.el-date-editor .el-range__icon{height:inherit;color:var(--el-text-color-placeholder);float:left;font-size:14px}.el-date-editor .el-range__icon svg{vertical-align:middle}.el-date-editor .el-range-input{-webkit-appearance:none;-moz-appearance:none;appearance:none;text-align:center;width:39%;height:30px;line-height:30px;font-size:var(--el-font-size-base);color:var(--el-text-color-regular);background-color:#0000;border:none;outline:none;margin:0;padding:0;display:inline-block}.el-date-editor .el-range-input::placeholder{color:var(--el-text-color-placeholder)}.el-date-editor .el-range-separator{overflow-wrap:break-word;height:100%;color:var(--el-text-color-primary);flex:1;justify-content:center;align-items:center;margin:0;padding:0 5px;font-size:14px;display:inline-flex}.el-date-editor .el-range__close-icon{color:var(--el-text-color-placeholder);height:inherit;width:unset;cursor:pointer;font-size:14px}.el-date-editor .el-range__close-icon:hover{color:var(--el-input-clear-hover-color)}.el-date-editor .el-range__close-icon svg{vertical-align:middle}.el-date-editor .el-range__close-icon--hidden{opacity:0;visibility:hidden}.el-range-editor.el-input__wrapper{vertical-align:middle;align-items:center;padding:0 10px;display:inline-flex}.el-range-editor.is-active,.el-range-editor.is-active:hover{box-shadow:0 0 0 1px var(--el-input-focus-border-color) inset}.el-range-editor--large{line-height:var(--el-component-size-large)}.el-range-editor--large.el-input__wrapper{height:var(--el-component-size-large)}.el-range-editor--large .el-range-separator{font-size:14px;line-height:40px}.el-range-editor--large .el-range-input{height:38px;font-size:14px;line-height:38px}.el-range-editor--small{line-height:var(--el-component-size-small)}.el-range-editor--small.el-input__wrapper{height:var(--el-component-size-small)}.el-range-editor--small .el-range-separator{font-size:12px;line-height:24px}.el-range-editor--small .el-range-input{height:22px;font-size:12px;line-height:22px}.el-range-editor.is-disabled{background-color:var(--el-disabled-bg-color);border-color:var(--el-disabled-border-color);color:var(--el-disabled-text-color);cursor:not-allowed}.el-range-editor.is-disabled:hover,.el-range-editor.is-disabled:focus{border-color:var(--el-disabled-border-color)}.el-range-editor.is-disabled input{background-color:var(--el-disabled-bg-color);color:var(--el-disabled-text-color);cursor:not-allowed}.el-range-editor.is-disabled input::placeholder{color:var(--el-text-color-placeholder)}.el-range-editor.is-disabled .el-range-separator{color:var(--el-disabled-text-color)}.el-picker-panel{color:var(--el-text-color-regular);background:var(--el-datepicker-bg-color);border-radius:var(--el-popper-border-radius,var(--el-border-radius-base));line-height:30px}.el-picker-panel .el-time-panel{border:solid 1px var(--el-datepicker-border-color);background-color:var(--el-datepicker-bg-color);box-shadow:var(--el-box-shadow-light);margin:5px 0}.el-picker-panel__body:after,.el-picker-panel__body-wrapper:after{content:"";clear:both;display:table}.el-picker-panel__content{margin:15px;position:relative}.el-picker-panel__footer{border-top:1px solid var(--el-datepicker-inner-border-color);text-align:right;background-color:var(--el-datepicker-bg-color);padding:4px 12px;font-size:0;position:relative}.el-picker-panel__shortcut{width:100%;color:var(--el-datepicker-text-color);text-align:left;cursor:pointer;background-color:#0000;border:0;outline:none;padding-left:12px;font-size:14px;line-height:28px;display:block}.el-picker-panel__shortcut:hover{color:var(--el-datepicker-hover-text-color)}.el-picker-panel__shortcut.active{color:var(--el-datepicker-active-color);background-color:#e6f1fe}.el-picker-panel__btn{border:1px solid var(--el-fill-color-darker);color:var(--el-text-color-primary);cursor:pointer;background-color:#0000;border-radius:2px;outline:none;padding:0 20px;font-size:12px;line-height:24px}.el-picker-panel__btn[disabled]{color:var(--el-text-color-disabled);cursor:not-allowed}.el-picker-panel__icon-btn{color:var(--el-datepicker-icon-color);cursor:pointer;background:0 0;border:0;outline:none;margin-top:8px;padding:1px 6px;font-size:12px;line-height:1}.el-picker-panel__icon-btn:hover{color:var(--el-datepicker-hover-text-color)}.el-picker-panel__icon-btn:focus-visible{color:var(--el-datepicker-hover-text-color)}.el-picker-panel__icon-btn.is-disabled{color:var(--el-text-color-disabled)}.el-picker-panel__icon-btn.is-disabled:hover{cursor:not-allowed}.el-picker-panel__icon-btn.is-disabled .el-icon{cursor:inherit}.el-picker-panel__icon-btn .el-icon{cursor:pointer;font-size:inherit}.el-picker-panel__link-btn{vertical-align:middle}.el-picker-panel.is-disabled .el-picker-panel__prev-btn{color:var(--el-text-color-disabled)}.el-picker-panel.is-disabled .el-picker-panel__prev-btn:hover{cursor:not-allowed}.el-picker-panel.is-disabled .el-picker-panel__prev-btn .el-icon{cursor:inherit}.el-picker-panel.is-disabled .el-picker-panel__next-btn{color:var(--el-text-color-disabled)}.el-picker-panel.is-disabled .el-picker-panel__next-btn:hover{cursor:not-allowed}.el-picker-panel.is-disabled .el-picker-panel__next-btn .el-icon{cursor:inherit}.el-picker-panel.is-disabled .el-picker-panel__icon-btn{color:var(--el-text-color-disabled)}.el-picker-panel.is-disabled .el-picker-panel__icon-btn:hover{cursor:not-allowed}.el-picker-panel.is-disabled .el-picker-panel__icon-btn .el-icon{cursor:inherit}.el-picker-panel.is-disabled .el-picker-panel__shortcut{color:var(--el-text-color-disabled)}.el-picker-panel.is-disabled .el-picker-panel__shortcut:hover{cursor:not-allowed}.el-picker-panel.is-disabled .el-picker-panel__shortcut .el-icon{cursor:inherit}.el-picker-panel [slot=sidebar],.el-picker-panel__sidebar{border-right:1px solid var(--el-datepicker-inner-border-color);box-sizing:border-box;width:110px;padding-top:6px;position:absolute;top:0;bottom:0;overflow:auto}.el-picker-panel [slot=sidebar]+.el-picker-panel__body,.el-picker-panel__sidebar+.el-picker-panel__body{margin-left:110px}.el-date-picker{--el-datepicker-text-color:var(--el-text-color-regular);--el-datepicker-off-text-color:var(--el-text-color-placeholder);--el-datepicker-header-text-color:var(--el-text-color-regular);--el-datepicker-icon-color:var(--el-text-color-primary);--el-datepicker-border-color:var(--el-disabled-border-color);--el-datepicker-inner-border-color:var(--el-border-color-light);--el-datepicker-inrange-bg-color:var(--el-border-color-extra-light);--el-datepicker-inrange-hover-bg-color:var(--el-border-color-extra-light);--el-datepicker-active-color:var(--el-color-primary);--el-datepicker-hover-text-color:var(--el-color-primary);--el-datepicker-bg-color:var(--el-bg-color-overlay);--el-fill-color-blank:var(--el-datepicker-bg-color);width:322px}.el-date-picker.has-sidebar.has-time{width:434px}.el-date-picker.has-sidebar{width:438px}.el-date-picker.has-time .el-picker-panel__body-wrapper{position:relative}.el-date-picker .el-picker-panel__content{width:292px}.el-date-picker table{table-layout:fixed;width:100%}.el-date-picker__editor-wrap{padding:0 5px;display:table-cell;position:relative}.el-date-picker__time-header{border-bottom:1px solid var(--el-datepicker-inner-border-color);box-sizing:border-box;width:100%;padding:8px 5px 5px;font-size:12px;display:table;position:relative}.el-date-picker__header{text-align:center;padding:12px 12px 0}.el-date-picker__header--bordered{border-bottom:solid 1px var(--el-border-color-lighter);margin-bottom:0;padding-bottom:12px}.el-date-picker__header--bordered+.el-picker-panel__content{margin-top:0}.el-date-picker__header-label{text-align:center;cursor:pointer;color:var(--el-text-color-regular);padding:0 5px;font-size:16px;font-weight:500;line-height:22px}.el-date-picker__header-label:hover{color:var(--el-datepicker-hover-text-color)}.el-date-picker__header-label:focus-visible{color:var(--el-datepicker-hover-text-color);outline:none}.el-date-picker__header-label.active{color:var(--el-datepicker-active-color)}.el-date-picker__prev-btn{float:left}.el-date-picker__next-btn{float:right}.el-date-picker__time-wrap{text-align:center;padding:10px}.el-date-picker__time-label{float:left;cursor:pointer;margin-left:10px;line-height:30px}.el-date-picker .el-time-panel{position:absolute}.el-date-picker.is-disabled .el-date-picker__header-label{color:var(--el-text-color-disabled)}.el-date-picker.is-disabled .el-date-picker__header-label:hover{cursor:not-allowed}.el-date-picker.is-disabled .el-date-picker__header-label .el-icon{cursor:inherit}.el-date-range-picker{--el-datepicker-text-color:var(--el-text-color-regular);--el-datepicker-off-text-color:var(--el-text-color-placeholder);--el-datepicker-header-text-color:var(--el-text-color-regular);--el-datepicker-icon-color:var(--el-text-color-primary);--el-datepicker-border-color:var(--el-disabled-border-color);--el-datepicker-inner-border-color:var(--el-border-color-light);--el-datepicker-inrange-bg-color:var(--el-border-color-extra-light);--el-datepicker-inrange-hover-bg-color:var(--el-border-color-extra-light);--el-datepicker-active-color:var(--el-color-primary);--el-datepicker-hover-text-color:var(--el-color-primary);--el-datepicker-bg-color:var(--el-bg-color-overlay);width:646px}.el-date-range-picker.has-sidebar{width:756px}.el-date-range-picker.has-time .el-picker-panel__body-wrapper{position:relative}.el-date-range-picker table{table-layout:fixed;width:100%}.el-date-range-picker .el-picker-panel__body{min-width:513px}.el-date-range-picker 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var(--el-timepicker-inner-border-color,var(--el-border-color-light));text-align:right;box-sizing:border-box;height:36px;padding:4px;line-height:25px}.el-time-panel__btn{cursor:pointer;color:var(--el-text-color-primary);background-color:#0000;border:none;outline:none;margin:0 5px;padding:0 5px;font-size:12px;line-height:28px}.el-time-panel__btn.confirm{color:var(--el-timepicker-active-color,var(--el-color-primary));font-weight:800}.el-picker-panel.is-border{border:solid 1px var(--el-border-color-lighter)}.el-picker-panel.is-border .el-picker-panel__body-wrapper{position:relative}.el-picker-panel.is-border.el-picker-panel [slot=sidebar],.el-picker-panel.is-border.el-picker-panel__sidebar{border-right:1px solid var(--el-datepicker-inner-border-color);box-sizing:border-box;width:110px;height:100%;padding-top:6px;position:absolute;top:0;overflow:auto}.el-descriptions{--el-descriptions-table-border:1px solid 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20px;--el-popover-title-font-size:16px;--el-popover-title-text-color:var(--el-text-color-primary);--el-popover-border-radius:4px}.el-popover.el-popper{background:var(--el-popover-bg-color);border-radius:var(--el-popover-border-radius);border:1px solid var(--el-popover-border-color);min-width:150px;padding:var(--el-popover-padding);z-index:var(--el-index-popper);color:var(--el-text-color-regular);line-height:1.4;font-size:var(--el-popover-font-size);box-shadow:var(--el-box-shadow-light);overflow-wrap:break-word;box-sizing:border-box}.el-popover.el-popper--plain{padding:var(--el-popover-padding-large)}.el-popover__title{color:var(--el-popover-title-text-color);font-size:var(--el-popover-title-font-size);margin-bottom:12px;line-height:1}.el-popover__reference:focus:not(.focusing),.el-popover__reference:focus:hover{outline-width:0}.el-popover.el-popper.is-dark{--el-popover-bg-color:var(--el-text-color-primary);--el-popover-border-color:var(--el-text-color-primary);--el-popover-title-text-color:var(--el-bg-color);color:var(--el-bg-color)}.el-popover.el-popper:focus:active,.el-popover.el-popper:focus{outline-width:0}.el-progress{align-items:center;line-height:1;display:flex;position:relative}.el-progress__text{color:var(--el-text-color-regular);min-width:50px;margin-left:5px;font-size:14px;line-height:1}.el-progress__text i{vertical-align:middle;display:block}.el-progress--circle,.el-progress--dashboard{display:inline-block}.el-progress--circle .el-progress__text,.el-progress--dashboard .el-progress__text{text-align:center;width:100%;margin:0;position:absolute;top:50%;left:0;transform:translateY(-50%)}.el-progress--circle .el-progress__text i,.el-progress--dashboard .el-progress__text i{vertical-align:middle;display:inline-block}.el-progress--without-text .el-progress__text{display:none}.el-progress--without-text .el-progress-bar{margin-right:0;padding-right:0;display:block}.el-progress--text-inside .el-progress-bar{margin-right:0;padding-right:0}.el-progress.is-success .el-progress-bar__inner{background-color:var(--el-color-success)}.el-progress.is-success .el-progress__text{color:var(--el-color-success)}.el-progress.is-warning .el-progress-bar__inner{background-color:var(--el-color-warning)}.el-progress.is-warning .el-progress__text{color:var(--el-color-warning)}.el-progress.is-exception .el-progress-bar__inner{background-color:var(--el-color-danger)}.el-progress.is-exception .el-progress__text{color:var(--el-color-danger)}.el-progress-bar{box-sizing:border-box;flex-grow:1}.el-progress-bar__outer{background-color:var(--el-border-color-lighter);vertical-align:middle;border-radius:100px;height:6px;position:relative;overflow:hidden}.el-progress-bar__inner{background-color:var(--el-color-primary);text-align:right;white-space:nowrap;border-radius:100px;height:100%;line-height:1;transition:width .6s;position:absolute;top:0;left:0}.el-progress-bar__inner:after{content:"";vertical-align:middle;height:100%;display:inline-block}.el-progress-bar__inner--indeterminate{animation:3s infinite indeterminate;transform:translateZ(0)}.el-progress-bar__inner--striped{background-image:linear-gradient(45deg,#0000001a 25%,#0000 25%,#0000 50%,#0000001a 50%,#0000001a 75%,#0000 75%,#0000);background-size:1.25em 1.25em}.el-progress-bar__inner--striped.el-progress-bar__inner--striped-flow{animation:3s linear infinite striped-flow}.el-progress-bar__innerText{vertical-align:middle;color:#fff;margin:0 5px;font-size:12px;display:inline-block}@keyframes progress{0%{background-position:0 0}to{background-position:32px 0}}@keyframes indeterminate{0%{left:-100%}to{left:100%}}@keyframes striped-flow{0%{background-position:-100%}to{background-position:100%}}.el-radio-button{--el-radio-button-checked-bg-color:var(--el-color-primary);--el-radio-button-checked-text-color:var(--el-color-white);--el-radio-button-checked-border-color:var(--el-color-primary);--el-radio-button-disabled-checked-fill:var(--el-border-color-extra-light);outline:none;display:inline-block;position:relative}.el-radio-button__inner{white-space:nowrap;vertical-align:middle;background:var(--el-button-bg-color,var(--el-fill-color-blank));outline:var(--el-border);line-height:1;font-weight:var(--el-button-font-weight,var(--el-font-weight-primary));color:var(--el-button-text-color,var(--el-text-color-regular));-webkit-appearance:none;text-align:center;box-sizing:border-box;cursor:pointer;transition:var(--el-transition-all);-webkit-user-select:none;user-select:none;font-size:var(--el-font-size-base);border-radius:0;margin:0;padding:8px 15px;display:inline-block;position:relative}.el-radio-button__inner.is-round{padding:8px 15px}.el-radio-button__inner:hover{color:var(--el-color-primary)}.el-radio-button__inner [class*=el-icon-]{line-height:.9}.el-radio-button__inner [class*=el-icon-]+span{margin-left:5px}.el-radio-button:first-child .el-radio-button__inner{border-radius:var(--el-border-radius-base) 0 0 var(--el-border-radius-base);box-shadow:none!important}.el-radio-button.is-active .el-radio-button__original-radio:not(:disabled)+.el-radio-button__inner{color:var(--el-radio-button-checked-text-color,var(--el-color-white));background-color:var(--el-radio-button-checked-bg-color,var(--el-color-primary));border-color:var(--el-radio-button-checked-border-color,var(--el-color-primary));box-shadow:-1px 0 0 0 var(--el-radio-button-checked-border-color,var(--el-color-primary))}.el-radio-button__original-radio{opacity:0;z-index:-1;outline:none;position:absolute}.el-radio-button__original-radio:focus-visible+.el-radio-button__inner{border-left:var(--el-border);border-left-color:var(--el-radio-button-checked-border-color,var(--el-color-primary));outline:2px solid var(--el-radio-button-checked-border-color);outline-offset:1px;z-index:2;border-radius:var(--el-border-radius-base);box-shadow:none}.el-radio-button__original-radio:disabled+.el-radio-button__inner{color:var(--el-disabled-text-color);cursor:not-allowed;background-image:none;background-color:var(--el-button-disabled-bg-color,var(--el-fill-color-blank));border-color:var(--el-button-disabled-border-color,var(--el-border-color-light));box-shadow:none}.el-radio-button__original-radio:disabled:checked+.el-radio-button__inner{background-color:var(--el-radio-button-disabled-checked-fill)}.el-radio-button:last-child .el-radio-button__inner{border-radius:0 var(--el-border-radius-base) var(--el-border-radius-base) 0}.el-radio-button:first-child:last-child .el-radio-button__inner{border-radius:var(--el-border-radius-base)}.el-radio-button--large .el-radio-button__inner{font-size:var(--el-font-size-base);border-radius:0;padding:12px 19px}.el-radio-button--large .el-radio-button__inner.is-round{padding:12px 19px}.el-radio-button--small .el-radio-button__inner{border-radius:0;padding:5px 11px;font-size:12px}.el-radio-button--small .el-radio-button__inner.is-round{padding:5px 11px}.el-radio-group{flex-wrap:wrap;align-items:center;font-size:0;display:inline-flex}.el-radio{--el-radio-font-size:var(--el-font-size-base);--el-radio-text-color:var(--el-text-color-regular);--el-radio-font-weight:var(--el-font-weight-primary);--el-radio-input-height:14px;--el-radio-input-width:14px;--el-radio-input-border-radius:var(--el-border-radius-circle);--el-radio-input-bg-color:var(--el-fill-color-blank);--el-radio-input-border:var(--el-border);--el-radio-input-border-color:var(--el-border-color);--el-radio-input-border-color-hover:var(--el-color-primary);color:var(--el-radio-text-color);font-weight:var(--el-radio-font-weight);cursor:pointer;white-space:nowrap;font-size:var(--el-font-size-base);-webkit-user-select:none;user-select:none;outline:none;align-items:center;height:32px;margin-right:30px;display:inline-flex;position:relative}.el-radio.el-radio--large{height:40px}.el-radio.el-radio--small{height:24px}.el-radio.is-bordered{border-radius:var(--el-border-radius-base);border:var(--el-border);box-sizing:border-box;padding:0 15px 0 9px}.el-radio.is-bordered.is-checked{border-color:var(--el-color-primary)}.el-radio.is-bordered.is-disabled{cursor:not-allowed;border-color:var(--el-border-color-lighter)}.el-radio.is-bordered.el-radio--large{border-radius:var(--el-border-radius-base);padding:0 19px 0 11px}.el-radio.is-bordered.el-radio--large .el-radio__label{font-size:var(--el-font-size-base)}.el-radio.is-bordered.el-radio--large .el-radio__inner{width:14px;height:14px}.el-radio.is-bordered.el-radio--small{border-radius:var(--el-border-radius-base);padding:0 11px 0 7px}.el-radio.is-bordered.el-radio--small .el-radio__label{font-size:12px}.el-radio.is-bordered.el-radio--small .el-radio__inner{width:12px;height:12px}.el-radio:last-child{margin-right:0}.el-radio__input{white-space:nowrap;cursor:pointer;vertical-align:middle;outline:none;display:inline-flex;position:relative}.el-radio__input.is-disabled .el-radio__inner{background-color:var(--el-disabled-bg-color);border-color:var(--el-disabled-border-color);cursor:not-allowed}.el-radio__input.is-disabled .el-radio__inner:after{cursor:not-allowed;background-color:var(--el-disabled-bg-color)}.el-radio__input.is-disabled .el-radio__inner+.el-radio__label{cursor:not-allowed}.el-radio__input.is-disabled.is-checked .el-radio__inner{background-color:var(--el-disabled-bg-color);border-color:var(--el-disabled-border-color)}.el-radio__input.is-disabled.is-checked .el-radio__inner:after{background-color:var(--el-text-color-placeholder)}.el-radio__input.is-disabled+span.el-radio__label{color:var(--el-text-color-placeholder);cursor:not-allowed}.el-radio__input.is-checked .el-radio__inner{border-color:var(--el-color-primary);background:var(--el-color-primary)}.el-radio__input.is-checked .el-radio__inner:after{background-color:var(--el-color-white);transform:translate(-50%,-50%)scale(1)}.el-radio__input.is-checked+.el-radio__label{color:var(--el-color-primary)}.el-radio__input.is-focus .el-radio__inner{border-color:var(--el-radio-input-border-color-hover)}.el-radio__inner{border:var(--el-radio-input-border);border-radius:var(--el-radio-input-border-radius);width:var(--el-radio-input-width);height:var(--el-radio-input-height);background-color:var(--el-radio-input-bg-color);cursor:pointer;box-sizing:border-box;transition:all .3s;display:inline-block;position:relative}.el-radio__inner:hover{border-color:var(--el-radio-input-border-color-hover)}.el-radio__inner:after{border-radius:var(--el-radio-input-border-radius);content:"";width:4px;height:4px;transition:transform .15s ease-in;position:absolute;top:50%;left:50%;transform:translate(-50%,-50%)scale(0)}.el-radio__original{opacity:0;z-index:-1;outline:none;margin:0;position:absolute;top:0;bottom:0;left:0;right:0}.el-radio__original:focus-visible+.el-radio__inner{outline:2px solid var(--el-radio-input-border-color-hover);outline-offset:1px;border-radius:var(--el-radio-input-border-radius)}.el-radio:focus:not(:focus-visible):not(.is-focus):not(:active):not(.is-disabled) .el-radio__inner{box-shadow:0 0 2px 2px var(--el-radio-input-border-color-hover)}.el-radio__label{font-size:var(--el-radio-font-size);padding-left:8px}.el-radio.el-radio--large .el-radio__label{font-size:14px}.el-radio.el-radio--large .el-radio__inner{width:14px;height:14px}.el-radio.el-radio--small .el-radio__label{font-size:12px}.el-radio.el-radio--small 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.el-rate__icon.hover{transform:scale(1.15)}.el-rate .el-rate__icon .path2{position:absolute;top:0;left:0}.el-rate .el-rate__icon.is-active{color:var(--el-rate-fill-color)}.el-rate__decimal{color:var(--el-rate-fill-color);display:inline-block;position:absolute;top:0;left:0;overflow:hidden}.el-rate__decimal--box{position:absolute;top:0;left:0}.el-rate__text{font-size:var(--el-rate-font-size);vertical-align:middle;color:var(--el-rate-text-color)}.el-rate--large{height:40px}.el-rate--small{height:24px}.el-rate--small .el-rate__icon{font-size:14px}.el-rate.is-disabled .el-rate__item{cursor:not-allowed;color:var(--el-rate-disabled-void-color)}.el-result{--el-result-padding:40px 30px;--el-result-icon-font-size:64px;--el-result-title-font-size:20px;--el-result-title-margin-top:20px;--el-result-subtitle-margin-top:10px;--el-result-extra-margin-top:30px;text-align:center;box-sizing:border-box;padding:var(--el-result-padding);flex-direction:column;justify-content:center;align-items:center;display:flex}.el-result__icon svg{width:var(--el-result-icon-font-size);height:var(--el-result-icon-font-size)}.el-result__title{margin-top:var(--el-result-title-margin-top)}.el-result__title p{font-size:var(--el-result-title-font-size);color:var(--el-text-color-primary);margin:0;line-height:1.3}.el-result__subtitle{margin-top:var(--el-result-subtitle-margin-top)}.el-result__subtitle p{font-size:var(--el-font-size-base);color:var(--el-text-color-regular);margin:0;line-height:1.3}.el-result__extra{margin-top:var(--el-result-extra-margin-top)}.el-result .icon-primary{--el-result-color:var(--el-color-primary);color:var(--el-result-color)}.el-result .icon-success{--el-result-color:var(--el-color-success);color:var(--el-result-color)}.el-result .icon-warning{--el-result-color:var(--el-color-warning);color:var(--el-result-color)}.el-result .icon-danger{--el-result-color:var(--el-color-danger);color:var(--el-result-color)}.el-result .icon-error{--el-result-color:var(--el-color-error);color:var(--el-result-color)}.el-result .icon-info{--el-result-color:var(--el-color-info);color:var(--el-result-color)}.el-row{box-sizing:border-box;flex-wrap:wrap;display:flex;position:relative}.el-row.is-justify-center{justify-content:center}.el-row.is-justify-end{justify-content:flex-end}.el-row.is-justify-space-between{justify-content:space-between}.el-row.is-justify-space-around{justify-content:space-around}.el-row.is-justify-space-evenly{justify-content:space-evenly}.el-row.is-align-top{align-items:flex-start}.el-row.is-align-middle{align-items:center}.el-row.is-align-bottom{align-items:flex-end}.el-scrollbar{--el-scrollbar-opacity:.3;--el-scrollbar-bg-color:var(--el-text-color-secondary);--el-scrollbar-hover-opacity:.5;--el-scrollbar-hover-bg-color:var(--el-text-color-secondary);height:100%;position:relative;overflow:hidden}.el-scrollbar__wrap{height:100%;overflow:auto}.el-scrollbar__wrap--hidden-default{scrollbar-width:none}.el-scrollbar__wrap--hidden-default::-webkit-scrollbar{display:none}.el-scrollbar__thumb{cursor:pointer;border-radius:inherit;background-color:var(--el-scrollbar-bg-color,var(--el-text-color-secondary));width:0;height:0;transition:var(--el-transition-duration) background-color;opacity:var(--el-scrollbar-opacity,.3);display:block;position:relative}.el-scrollbar__thumb:hover{background-color:var(--el-scrollbar-hover-bg-color,var(--el-text-color-secondary));opacity:var(--el-scrollbar-hover-opacity,.5)}.el-scrollbar__bar{z-index:1;border-radius:4px;position:absolute;bottom:2px;right:2px}.el-scrollbar__bar.is-vertical{width:6px;top:2px}.el-scrollbar__bar.is-vertical>div{width:100%}.el-scrollbar__bar.is-horizontal{height:6px;left:2px}.el-scrollbar__bar.is-horizontal>div{height:100%}.el-scrollbar-fade-enter-active{transition:opacity .34s ease-out}.el-scrollbar-fade-leave-active{transition:opacity .12s ease-out}.el-scrollbar-fade-enter-from,.el-scrollbar-fade-leave-active{opacity:0}.el-select-dropdown{z-index:calc(var(--el-index-top) + 1);border-radius:var(--el-border-radius-base);box-sizing:border-box}.el-select-dropdown .el-scrollbar.is-empty .el-select-dropdown__list{padding:0}.el-select-dropdown__loading,.el-select-dropdown__empty{text-align:center;color:var(--el-text-color-secondary);font-size:var(--el-select-font-size);margin:0;padding:10px 0}.el-select-dropdown__wrap{max-height:274px}.el-select-dropdown__list{box-sizing:border-box;margin:0;padding:6px 0;list-style:none}.el-select-dropdown__list.el-vl__window{margin:6px 0;padding:0}.el-select-dropdown__header{border-bottom:1px solid var(--el-border-color-light);padding:10px}.el-select-dropdown__footer{border-top:1px solid var(--el-border-color-light);padding:10px}.el-select-dropdown__item{font-size:var(--el-font-size-base);white-space:nowrap;text-overflow:ellipsis;color:var(--el-text-color-regular);box-sizing:border-box;cursor:pointer;height:34px;padding:0 32px 0 20px;line-height:34px;position:relative;overflow:hidden}.el-select-dropdown__item.is-hovering{background-color:var(--el-fill-color-light)}.el-select-dropdown__item.is-selected{color:var(--el-color-primary);font-weight:700}.el-select-dropdown__item.is-disabled{color:var(--el-text-color-placeholder);cursor:not-allowed;background-color:unset}.el-select-dropdown.is-multiple .el-select-dropdown__item.is-selected:after{content:"";background-position:50%;background-repeat:no-repeat;background-color:var(--el-color-primary);-webkit-mask:url("data:image/svg+xml;utf8,%3Csvg class='icon' width='200' height='200' viewBox='0 0 1024 1024' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath fill='currentColor' d='M406.656 706.944L195.84 496.256a32 32 0 10-45.248 45.248l256 256 512-512a32 32 0 00-45.248-45.248L406.592 706.944z'%3E%3C/path%3E%3C/svg%3E") 0 0/100% 100% no-repeat;mask:url("data:image/svg+xml;utf8,%3Csvg class='icon' width='200' height='200' viewBox='0 0 1024 1024' 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.el-select-dropdown__item.is-disabled:after{background-color:var(--el-text-color-placeholder)}.el-select-group{margin:0;padding:0}.el-select-group__wrap{margin:0;padding:0;list-style:none;position:relative}.el-select-group__title{box-sizing:border-box;color:var(--el-color-info);text-overflow:ellipsis;white-space:nowrap;padding:0 20px;font-size:12px;line-height:34px;overflow:hidden}.el-select-group .el-select-dropdown__item{padding-left:20px}.el-select{--el-select-border-color-hover:var(--el-border-color-hover);--el-select-disabled-color:var(--el-disabled-text-color);--el-select-disabled-border:var(--el-disabled-border-color);--el-select-font-size:var(--el-font-size-base);--el-select-close-hover-color:var(--el-text-color-secondary);--el-select-input-color:var(--el-text-color-placeholder);--el-select-multiple-input-color:var(--el-text-color-regular);--el-select-input-focus-border-color:var(--el-color-primary);--el-select-input-font-size:14px;--el-select-width:100%;vertical-align:middle;width:var(--el-select-width);display:inline-block;position:relative}.el-select__wrapper{box-sizing:border-box;cursor:pointer;text-align:left;border-radius:var(--el-border-radius-base);background-color:var(--el-fill-color-blank);min-height:32px;transition:var(--el-transition-duration);box-shadow:0 0 0 1px var(--el-border-color) inset;align-items:center;gap:6px;padding:4px 12px;font-size:14px;line-height:24px;display:flex;position:relative;transform:translate(0)}.el-select__wrapper.is-filterable{cursor:text}.el-select__wrapper.is-focused{box-shadow:0 0 0 1px var(--el-color-primary) inset}.el-select__wrapper.is-hovering:not(.is-focused){box-shadow:0 0 0 1px var(--el-border-color-hover) inset}.el-select__wrapper.is-disabled{cursor:not-allowed;background-color:var(--el-fill-color-light);color:var(--el-text-color-placeholder);box-shadow:0 0 0 1px var(--el-select-disabled-border) inset}.el-select__wrapper.is-disabled:hover{box-shadow:0 0 0 1px var(--el-select-disabled-border) inset}.el-select__wrapper.is-disabled.is-focus{box-shadow:0 0 0 1px var(--el-input-focus-border-color) inset}.el-select__wrapper.is-disabled .el-select__selected-item{color:var(--el-select-disabled-color)}.el-select__wrapper.is-disabled .el-select__caret,.el-select__wrapper.is-disabled .el-tag,.el-select__wrapper.is-disabled input{cursor:not-allowed}.el-select__wrapper.is-disabled 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.el-segmented__item{padding:11px}.el-segmented{--el-segmented-color:var(--el-text-color-regular);--el-segmented-bg-color:var(--el-fill-color-light);--el-segmented-padding:2px;--el-segmented-item-selected-color:var(--el-color-white);--el-segmented-item-selected-bg-color:var(--el-color-primary);--el-segmented-item-selected-disabled-bg-color:var(--el-color-primary-light-5);--el-segmented-item-hover-color:var(--el-text-color-primary);--el-segmented-item-hover-bg-color:var(--el-fill-color-dark);--el-segmented-item-active-bg-color:var(--el-fill-color-darker);--el-segmented-item-disabled-color:var(--el-text-color-placeholder);background:var(--el-segmented-bg-color);min-height:32px;padding:var(--el-segmented-padding);border-radius:var(--el-border-radius-base);color:var(--el-segmented-color);box-sizing:border-box;align-items:stretch;font-size:14px;display:inline-flex}.el-segmented__group{align-items:stretch;width:100%;display:flex;position:relative}.el-segmented__item-selected{background:var(--el-segmented-item-selected-bg-color);border-radius:calc(var(--el-border-radius-base) - 2px);pointer-events:none;width:10px;height:100%;transition:all .3s;position:absolute;top:0;left:0}.el-segmented__item-selected.is-disabled{background:var(--el-segmented-item-selected-disabled-bg-color)}.el-segmented__item-selected.is-focus-visible:before{content:"";border-radius:inherit;outline:2px solid var(--el-segmented-item-selected-bg-color);outline-offset:1px;position:absolute;top:0;bottom:0;left:0;right:0}.el-segmented__item{cursor:pointer;border-radius:calc(var(--el-border-radius-base) - 2px);flex:1;align-items:center;padding:0 11px;display:flex}.el-segmented__item:not(.is-disabled):not(.is-selected):hover{color:var(--el-segmented-item-hover-color);background:var(--el-segmented-item-hover-bg-color)}.el-segmented__item:not(.is-disabled):not(.is-selected):active{background:var(--el-segmented-item-active-bg-color)}.el-segmented__item.is-selected,.el-segmented__item.is-selected.is-disabled{color:var(--el-segmented-item-selected-color)}.el-segmented__item.is-disabled{cursor:not-allowed;color:var(--el-segmented-item-disabled-color)}.el-segmented__item-input{opacity:0;pointer-events:none;width:0;height:0;margin:0;position:absolute}.el-segmented__item-label{text-align:center;text-overflow:ellipsis;white-space:nowrap;z-index:1;flex:1;line-height:normal;transition:color .3s;overflow:hidden}.el-segmented.is-block{display:flex}.el-segmented.is-block .el-segmented__item{min-width:0}.el-segmented--large{border-radius:var(--el-border-radius-base);min-height:40px;font-size:16px}.el-segmented--large .el-segmented__item-selected{border-radius:calc(var(--el-border-radius-base) - 2px)}.el-segmented--large .el-segmented--vertical .el-segmented__item{padding:11px}.el-segmented--large .el-segmented__item{border-radius:calc(var(--el-border-radius-base) - 2px);padding:0 11px}.el-segmented--small{border-radius:calc(var(--el-border-radius-base) - 1px);min-height:24px;font-size:14px}.el-segmented--small .el-segmented__item-selected{border-radius:calc(calc(var(--el-border-radius-base) - 1px) - 2px)}.el-segmented--small .el-segmented--vertical .el-segmented__item{padding:7px}.el-segmented--small .el-segmented__item{border-radius:calc(calc(var(--el-border-radius-base) - 1px) - 2px);padding:0 7px}.el-mention{width:100%;position:relative}.el-mention__popper.el-popper{background:var(--el-bg-color-overlay);border:1px solid var(--el-border-color-light);box-shadow:var(--el-box-shadow-light)}.el-mention__popper.el-popper .el-popper__arrow:before{border:1px solid var(--el-border-color-light)}.el-mention__popper.el-popper[data-popper-placement^=top] .el-popper__arrow:before{border-top-color:#0000;border-left-color:#0000}.el-mention__popper.el-popper[data-popper-placement^=bottom] .el-popper__arrow:before{border-bottom-color:#0000;border-right-color:#0000}.el-mention__popper.el-popper[data-popper-placement^=left] .el-popper__arrow:before{border-bottom-color:#0000;border-left-color:#0000}.el-mention__popper.el-popper[data-popper-placement^=right] .el-popper__arrow:before{border-top-color:#0000;border-right-color:#0000}.el-mention-dropdown{--el-mention-font-size:var(--el-font-size-base);--el-mention-bg-color:var(--el-bg-color-overlay);--el-mention-shadow:var(--el-box-shadow-light);--el-mention-border:1px solid var(--el-border-color-light);--el-mention-option-color:var(--el-text-color-regular);--el-mention-option-height:34px;--el-mention-option-min-width:100px;--el-mention-option-hover-background:var(--el-fill-color-light);--el-mention-option-selected-color:var(--el-color-primary);--el-mention-option-disabled-color:var(--el-text-color-placeholder);--el-mention-option-loading-color:var(--el-text-color-secondary);--el-mention-option-loading-padding:10px 0;--el-mention-max-height:174px;--el-mention-padding:6px 0;--el-mention-header-padding:10px;--el-mention-footer-padding:10px}.el-mention-dropdown__item{font-size:var(--el-mention-font-size);white-space:nowrap;text-overflow:ellipsis;color:var(--el-mention-option-color);height:var(--el-mention-option-height);line-height:var(--el-mention-option-height);box-sizing:border-box;min-width:var(--el-mention-option-min-width);cursor:pointer;padding:0 20px;position:relative;overflow:hidden}.el-mention-dropdown__item.is-hovering{background-color:var(--el-mention-option-hover-background)}.el-mention-dropdown__item.is-selected{color:var(--el-mention-option-selected-color);font-weight:700}.el-mention-dropdown__item.is-disabled{color:var(--el-mention-option-disabled-color);cursor:not-allowed;background-color:unset}.el-mention-dropdown{z-index:calc(var(--el-index-top) + 1);border-radius:var(--el-border-radius-base);box-sizing:border-box}.el-mention-dropdown__loading{text-align:center;color:var(--el-mention-option-loading-color);min-width:var(--el-mention-option-min-width);margin:0;padding:10px 0;font-size:12px}.el-mention-dropdown__wrap{max-height:var(--el-mention-max-height)}.el-mention-dropdown__list{padding:var(--el-mention-padding);box-sizing:border-box;margin:0;list-style:none}.el-mention-dropdown__header{padding:var(--el-mention-header-padding);border-bottom:var(--el-mention-border)}.el-mention-dropdown__footer{padding:var(--el-mention-footer-padding);border-top:var(--el-mention-border)}.el-splitter{width:100%;height:100%;margin:0;padding:0;display:flex;position:relative}.el-splitter__mask{z-index:999;position:absolute;top:0;bottom:0;left:0;right:0}.el-splitter__mask-horizontal{cursor:ew-resize}.el-splitter__mask-vertical{cursor:ns-resize}.el-splitter__horizontal{flex-direction:row}.el-splitter__vertical{flex-direction:column}.el-splitter-bar{-webkit-user-select:none;user-select:none;flex:none;position:relative}.el-splitter-bar__dragger{z-index:1;background:0 0;position:absolute;top:50%;left:50%;transform:translate(-50%,-50%)}.el-splitter-bar__dragger:before,.el-splitter-bar__dragger:after{content:"";background-color:var(--el-border-color-light);position:absolute;top:50%;left:50%;transform:translate(-50%,-50%)}.el-splitter-bar__dragger:not(.is-lazy):after{display:none}.el-splitter-bar__dragger:after{opacity:.4}.el-splitter-bar__dragger:hover:not(.is-disabled):before{background-color:var(--el-color-primary-light-5)}.el-splitter-bar__dragger-horizontal:before,.el-splitter-bar__dragger-horizontal:after{width:2px;height:100%}.el-splitter-bar__dragger-vertical:before,.el-splitter-bar__dragger-vertical:after{width:100%;height:2px}.el-splitter-bar__dragger-active:before,.el-splitter-bar__dragger-active:after{background-color:var(--el-color-primary-light-3)}.el-splitter-bar__dragger-active.el-splitter-bar__dragger-horizontal:after{transform:translate(calc(-50% + var(--el-splitter-bar-offset)),-50%)}.el-splitter-bar__dragger-active.el-splitter-bar__dragger-vertical:after{transform:translate(-50%,calc(-50% + var(--el-splitter-bar-offset)))}.el-splitter-bar:hover .el-splitter-bar__collapse-icon{opacity:1}.el-splitter-bar__collapse-icon{background:var(--el-border-color-light);cursor:pointer;opacity:0;z-index:9;border-radius:2px;justify-content:center;align-items:center;display:flex;position:absolute}.el-splitter-bar__collapse-icon:hover{opacity:1;background-color:var(--el-color-primary-light-5)}.el-splitter-bar__horizontal-collapse-icon-start{width:16px;height:24px;top:50%;left:-12px;transform:translate(-50%,-50%)}.el-splitter-bar__horizontal-collapse-icon-end{width:16px;height:24px;top:50%;left:12px;transform:translate(-50%,-50%)}.el-splitter-bar__vertical-collapse-icon-start{width:24px;height:16px;top:-12px;right:50%;transform:translate(50%,-50%)}.el-splitter-bar__vertical-collapse-icon-end{width:24px;height:16px;top:12px;right:50%;transform:translate(50%,-50%)}.el-splitter-panel{scrollbar-width:thin;box-sizing:border-box;flex-grow:0;overflow:auto}*{margin:0;padding:0;box-sizing:border-box}html,body,#app{height:100%;font-family:Helvetica Neue,Helvetica,PingFang SC,Hiragino Sans GB,Microsoft YaHei,微软雅黑,Arial,sans-serif;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;color:#303133;background-color:#f5f7fa}@media (max-width: 768px){.el-table,.el-form-item__label,.el-button{font-size:13px}}.flex-center{display:flex;align-items:center;justify-content:center}.text-ellipsis{overflow:hidden;text-overflow:ellipsis;white-space:nowrap}.page-container{padding:16px}@media (min-width: 768px){.page-container{padding:24px}}.card-shadow{background:#fff;border-radius:8px;box-shadow:0 2px 12px #0000000d}
diff --git a/frontend/dist/index.html b/frontend/dist/index.html
index 5b5673e0..3582673a 100644
--- a/frontend/dist/index.html
+++ b/frontend/dist/index.html
@@ -4,9 +4,9 @@
- PropDataGuard - 财险数据分级分类平台
-
-
+ DataPointer - 数据分类分级管理平台
+
+
diff --git a/frontend/public/report-preview.html b/frontend/public/report-preview.html
new file mode 100644
index 00000000..b277258c
--- /dev/null
+++ b/frontend/public/report-preview.html
@@ -0,0 +1,69 @@
+
+
+
+
+ 报告预览
+
+
+
+
+
+
+
+
diff --git a/frontend/src/api/classification.ts b/frontend/src/api/classification.ts
index 2edfa4b6..2805300c 100644
--- a/frontend/src/api/classification.ts
+++ b/frontend/src/api/classification.ts
@@ -107,3 +107,27 @@ export function getClassificationResults(params: {
}) {
return request.get('/classifications/results', { params })
}
+
+export interface MLSuggestion {
+ column_id: number
+ column_name: string
+ table_name?: string
+ suggestions: {
+ category_id: number
+ category_name?: string
+ category_code?: string
+ confidence: number
+ }[]
+}
+
+export function getMLSuggestions(project_id: number, column_ids?: number[], top_k: number = 3) {
+ const params: any = { top_k }
+ if (column_ids && column_ids.length) {
+ params.column_ids = column_ids.join(',')
+ }
+ return request.get(`/classifications/ml-suggest/${project_id}`, { params })
+}
+
+export function trainMLModel(background: boolean = true, model_name?: string, algorithm: string = 'logistic_regression') {
+ return request.post('/classifications/ml-train', null, { params: { background, model_name, algorithm } })
+}
diff --git a/frontend/src/api/compliance.ts b/frontend/src/api/compliance.ts
new file mode 100644
index 00000000..4a3b56c1
--- /dev/null
+++ b/frontend/src/api/compliance.ts
@@ -0,0 +1,17 @@
+import request from './request'
+
+export function initComplianceRules() {
+ return request.post('/compliance/init-rules')
+}
+
+export function scanCompliance(projectId?: number) {
+ return request.post('/compliance/scan', null, { params: projectId ? { project_id: projectId } : undefined })
+}
+
+export function getComplianceIssues(params?: { project_id?: number; status?: string; page?: number; page_size?: number }) {
+ return request.get('/compliance/issues', { params })
+}
+
+export function resolveIssue(id: number) {
+ return request.post(`/compliance/issues/${id}/resolve`)
+}
diff --git a/frontend/src/api/lineage.ts b/frontend/src/api/lineage.ts
new file mode 100644
index 00000000..5beb784a
--- /dev/null
+++ b/frontend/src/api/lineage.ts
@@ -0,0 +1,9 @@
+import request from './request'
+
+export function parseLineage(sql: string, targetTable: string) {
+ return request.post('/lineage/parse', null, { params: { sql, target_table: targetTable } })
+}
+
+export function getLineageGraph(tableName?: string) {
+ return request.get('/lineage/graph', { params: tableName ? { table_name: tableName } : undefined })
+}
diff --git a/frontend/src/api/masking.ts b/frontend/src/api/masking.ts
new file mode 100644
index 00000000..1c18eec8
--- /dev/null
+++ b/frontend/src/api/masking.ts
@@ -0,0 +1,34 @@
+import request from './request'
+
+export interface MaskingRuleItem {
+ id: number
+ name: string
+ level_id?: number
+ category_id?: number
+ algorithm: string
+ params?: Record
+ is_active: boolean
+ description?: string
+ level_name?: string
+ category_name?: string
+}
+
+export function getMaskingRules(params?: { level_id?: number; category_id?: number; page?: number; page_size?: number }) {
+ return request.get('/masking/rules', { params })
+}
+
+export function createMaskingRule(data: Partial) {
+ return request.post('/masking/rules', data)
+}
+
+export function updateMaskingRule(id: number, data: Partial) {
+ return request.put(`/masking/rules/${id}`, data)
+}
+
+export function deleteMaskingRule(id: number) {
+ return request.delete(`/masking/rules/${id}`)
+}
+
+export function previewMasking(source_id: number, table_name: string, project_id?: number, limit: number = 20) {
+ return request.post('/masking/preview', null, { params: { source_id, table_name, project_id, limit } })
+}
diff --git a/frontend/src/api/project.ts b/frontend/src/api/project.ts
index fd971611..d9baf763 100644
--- a/frontend/src/api/project.ts
+++ b/frontend/src/api/project.ts
@@ -34,6 +34,10 @@ export function deleteProject(id: number) {
return request.delete(`/projects/${id}`)
}
-export function autoClassifyProject(id: number) {
- return request.post(`/projects/${id}/auto-classify`)
+export function autoClassifyProject(id: number, background: boolean = true) {
+ return request.post(`/projects/${id}/auto-classify`, null, { params: { background } })
+}
+
+export function getAutoClassifyStatus(id: number) {
+ return request.get(`/projects/${id}/auto-classify-status`)
}
diff --git a/frontend/src/api/report.ts b/frontend/src/api/report.ts
index c857e2e5..6455c810 100644
--- a/frontend/src/api/report.ts
+++ b/frontend/src/api/report.ts
@@ -16,12 +16,12 @@ export function getReportStats() {
return request.get('/reports/stats')
}
-export function downloadReport(projectId: number) {
+export function downloadReport(projectId: number, format: string = 'docx') {
const token = localStorage.getItem('dp_token')
- const url = `/api/v1/reports/projects/${projectId}/download`
+ const url = `/api/v1/reports/projects/${projectId}/download?format=${format}`
const a = document.createElement('a')
a.href = url
- a.download = `report_project_${projectId}.docx`
+ a.download = `report_project_${projectId}.${format === 'excel' ? 'xlsx' : 'docx'}`
if (token) {
a.setAttribute('data-token', token)
}
@@ -29,3 +29,7 @@ export function downloadReport(projectId: number) {
a.click()
document.body.removeChild(a)
}
+
+export function getReportSummary(projectId: number) {
+ return request.get(`/reports/projects/${projectId}/summary`)
+}
diff --git a/frontend/src/api/risk.ts b/frontend/src/api/risk.ts
new file mode 100644
index 00000000..8a921138
--- /dev/null
+++ b/frontend/src/api/risk.ts
@@ -0,0 +1,13 @@
+import request from './request'
+
+export function recalculateRisk(projectId?: number) {
+ return request.post('/risk/recalculate', null, { params: projectId ? { project_id: projectId } : undefined })
+}
+
+export function getRiskTop(n: number = 10) {
+ return request.get('/risk/top', { params: { n } })
+}
+
+export function getProjectRisk(projectId: number) {
+ return request.get(`/risk/projects/${projectId}`)
+}
diff --git a/frontend/src/api/schema_change.ts b/frontend/src/api/schema_change.ts
new file mode 100644
index 00000000..1034821a
--- /dev/null
+++ b/frontend/src/api/schema_change.ts
@@ -0,0 +1,17 @@
+import request from './request'
+
+export interface SchemaChangeLogItem {
+ id: number
+ source_id: number
+ database_id?: number
+ table_id?: number
+ column_id?: number
+ change_type: string
+ old_value?: string
+ new_value?: string
+ detected_at?: string
+}
+
+export function getSchemaChangeLogs(params?: { source_id?: number; change_type?: string; page?: number; page_size?: number }) {
+ return request.get('/schema-changes/logs', { params })
+}
diff --git a/frontend/src/api/unstructured.ts b/frontend/src/api/unstructured.ts
new file mode 100644
index 00000000..ea33d574
--- /dev/null
+++ b/frontend/src/api/unstructured.ts
@@ -0,0 +1,36 @@
+import request from './request'
+
+export interface UnstructuredFileItem {
+ id: number
+ original_name: string
+ file_type: string
+ file_size: number
+ status: string
+ analysis_result?: {
+ matches: {
+ rule_name: string
+ category_code: string
+ level_code: string
+ snippet: string
+ position: number
+ }[]
+ total_chars: number
+ }
+ created_at?: string
+}
+
+export function uploadUnstructuredFile(file: File) {
+ const formData = new FormData()
+ formData.append('file', file)
+ return request.post('/unstructured/upload', formData, {
+ headers: { 'Content-Type': 'multipart/form-data' },
+ })
+}
+
+export function getUnstructuredFiles(params?: { page?: number; page_size?: number }) {
+ return request.get('/unstructured/files', { params })
+}
+
+export function reprocessUnstructuredFile(id: number) {
+ return request.post(`/unstructured/files/${id}/reprocess`)
+}
diff --git a/frontend/src/api/watermark.ts b/frontend/src/api/watermark.ts
new file mode 100644
index 00000000..4c1191b1
--- /dev/null
+++ b/frontend/src/api/watermark.ts
@@ -0,0 +1,5 @@
+import request from './request'
+
+export function traceWatermark(text: string) {
+ return request.post('/watermark/trace', { text })
+}
diff --git a/frontend/src/components/Layout.vue b/frontend/src/components/Layout.vue
index f63a6a74..d009f5de 100644
--- a/frontend/src/components/Layout.vue
+++ b/frontend/src/components/Layout.vue
@@ -13,9 +13,6 @@