Sprint 6: report review workflow, CI/K8s, and client tabs.

Add coach review APIs, pose calibration thresholds, Gitea CI, Kubernetes skeleton, H5 practice page, and mini program tab bar.

Co-authored-by: Cursor <cursoragent@cursor.com>

apps/api/app/ai/calibration.py

@@ -0,0 +1,13 @@
+"""Configurable thresholds for pose metric calibration."""
+
+CALIBRATION = {
+    "head_forward_scale": 180.0,
+    "shoulder_asymmetry_scale": 220.0,
+    "pelvic_tilt_scale": 4.5,
+    "normal_max": 35,
+    "low_max": 55,
+    "medium_max": 75,
+    "review_required_min": 75,
+}
+
+METRIC_NAMES = ("头前伸", "高低肩", "骨盆倾斜")

apps/api/app/ai/pose_metrics.py

@@ -15,7 +15,7 @@ RIGHT_HIP = 24
 Landmark = dict[str, float]
 FrameLandmarks = dict[int, Landmark]
 
-METRIC_NAMES = ("头前伸", "高低肩", "骨盆倾斜")
+from app.ai.calibration import CALIBRATION, METRIC_NAMES
 
 
 def _point(frame: FrameLandmarks, idx: int) -> Landmark | None:
@@ -43,7 +43,7 @@ def score_head_forward(frame: FrameLandmarks) -> float | None:
         return None
     mid_x = (left["x"] + right["x"]) / 2
     offset = abs(nose["x"] - mid_x) / width
-    return min(100.0, max(0.0, offset * 180))
+    return min(100.0, max(0.0, offset * CALIBRATION["head_forward_scale"]))
 
 
 def score_shoulder_asymmetry(frame: FrameLandmarks) -> float | None:
@@ -53,7 +53,7 @@ def score_shoulder_asymmetry(frame: FrameLandmarks) -> float | None:
     if not left or not right or not width:
         return None
     diff = abs(left["y"] - right["y"]) / width
-    return min(100.0, max(0.0, diff * 220))
+    return min(100.0, max(0.0, diff * CALIBRATION["shoulder_asymmetry_scale"]))
 
 
 def score_pelvic_tilt(frame: FrameLandmarks) -> float | None:
@@ -63,15 +63,15 @@ def score_pelvic_tilt(frame: FrameLandmarks) -> float | None:
         return None
     angle = abs(math.degrees(math.atan2(right["y"] - left["y"], right["x"] - left["x"])))
     tilt = min(angle, 180 - angle)
-    return min(100.0, max(0.0, tilt * 4.5))
+    return min(100.0, max(0.0, tilt * CALIBRATION["pelvic_tilt_scale"]))
 
 
 def value_to_level(value: float) -> str:
-    if value < 35:
+    if value < CALIBRATION["normal_max"]:
         return "normal"
-    if value < 55:
+    if value < CALIBRATION["low_max"]:
         return "low"
-    if value < 75:
+    if value < CALIBRATION["medium_max"]:
         return "medium"
     return "high"
 
@@ -111,12 +111,16 @@ def build_screening_report(frames: list[FrameLandmarks]) -> dict:
 
     worst = max((m["value"] for m in metrics), default=0)
     risk_level = value_to_level(worst)
+    if worst >= CALIBRATION["review_required_min"]:
+        risk_level = "review_required"
     if risk_level == "normal":
         summary = "体态指标整体正常，建议保持日常活动与姿势习惯"
     elif risk_level == "low":
         summary = "存在轻度体态偏差，建议开始基础纠正训练"
     elif risk_level == "medium":
         summary = "建议关注头前伸与高低肩，开始针对性训练"
+    elif risk_level == "review_required":
+        summary = "指标偏高，已提交机构教练复核"
     else:
         summary = "多项指标偏高，建议尽快安排专业评估与干预"
 

apps/api/app/db/seed.py

@@ -35,6 +35,20 @@ def seed() -> None:
             db.add(user)
             db.flush()
 
+        coach_hash = hash_phone("18600000001")
+        coach = db.scalar(select(User).where(User.phone_hash == coach_hash))
+        if not coach:
+            coach = User(
+                tenant_id=tenant.id,
+                phone="18600000001",
+                phone_hash=coach_hash,
+                role="coach",
+                status="active",
+                consent_signed=True,
+            )
+            db.add(coach)
+            db.flush()
+
         child = db.scalar(
             select(Child).where(Child.parent_user_id == user.id, Child.name == "小明")
         )
@@ -80,7 +94,10 @@ def seed() -> None:
         child_row = db.scalar(
             select(Child).where(Child.parent_user_id == user.id, Child.name == "小明")
         )
-        print(f"Seed OK · tenant={tenant.id} user={user.id} child={child_row.id if child_row else '-'}")
+        print(
+            f"Seed OK · tenant={tenant.id} user={user.id} coach={coach.id if coach else '-'} "
+            f"child={child_row.id if child_row else '-'}"
+        )
     finally:
         db.close()
 

apps/api/app/main.py

@@ -11,10 +11,10 @@ CONTRACTS_OPENAPI = Path(__file__).resolve().parents[3] / "contracts" / "openapi
 
 app = FastAPI(
     title="Kids AI Posture Platform API",
-    version="0.6.0",
+    version="0.7.0",
     description=(
-        "儿童 AI 体态管理平台 API · Sprint 5。"
-        "MediaPipe 帧级评分 + PDF 导出 + OSS 生产配置 + H5/小程序对接。"
+        "儿童 AI 体态管理平台 API · Sprint 6。"
+        "报告复核工作流 + 模型标定 + CI/K8s 部署骨架。"
     ),
 )
 
@@ -47,7 +47,7 @@ async def http_exception_handler(request: Request, exc: HTTPException):
 
 @app.get("/health")
 def health():
-    return {"status": "ok", "env": settings.app_env, "stage": "sprint5"}
+    return {"status": "ok", "env": settings.app_env, "stage": "sprint6"}
 
 
 @app.get("/")
@@ -56,5 +56,5 @@ def root():
         "name": settings.app_name,
         "docs": "/docs",
         "contract": str(CONTRACTS_OPENAPI),
-        "stage": "sprint5-mediapipe-pdf-oss",
+        "stage": "sprint6-review-ci-k8s",
     }

apps/api/app/routers/admin.py

@@ -1,11 +1,15 @@
 from fastapi import APIRouter, Depends, Request
+from fastapi.responses import JSONResponse
 from sqlalchemy.orm import Session
 
-from app.core.response import ok
+from app.core.response import error, ok
 from app.db.models import User
 from app.db.session import get_db
 from app.deps import require_staff
+from app.schemas.models import ReportReviewRequest
 from app.services import admin as admin_service
+from app.services import report_review as review_service
+from app.services.reports import report_to_dict
 
 router = APIRouter(prefix="/api/admin", tags=["Admin"])
 
@@ -18,3 +22,47 @@ def admin_dashboard(
 ):
     metrics = admin_service.get_dashboard_metrics(db, tenant_id=current_user.tenant_id)
     return ok(metrics, request_id=request.state.request_id)
+
+
+@router.get("/reports/pending")
+def pending_reports(
+    request: Request,
+    db: Session = Depends(get_db),
+    current_user: User = Depends(require_staff),
+):
+    items = review_service.list_pending_reports(db, tenant_id=current_user.tenant_id)
+    return ok({"list": items}, request_id=request.state.request_id)
+
+
+@router.post("/reports/{report_id}/review")
+def review_report(
+    report_id: int,
+    body: ReportReviewRequest,
+    request: Request,
+    db: Session = Depends(get_db),
+    current_user: User = Depends(require_staff),
+):
+    report, err = review_service.review_report(
+        db,
+        current_user.id,
+        report_id,
+        body.action,
+        tenant_id=current_user.tenant_id,
+        note=body.note,
+    )
+    if err == "report_not_found":
+        return JSONResponse(
+            status_code=404,
+            content=error(10008, "report_not_found", request.state.request_id),
+        )
+    if err == "invalid_status":
+        return JSONResponse(
+            status_code=409,
+            content=error(10012, "invalid_report_status", request.state.request_id),
+        )
+    if err == "invalid_action":
+        return JSONResponse(
+            status_code=400,
+            content=error(10013, "invalid_review_action", request.state.request_id),
+        )
+    return ok(report_to_dict(report), message="reviewed", request_id=request.state.request_id)

apps/api/app/schemas/models.py

@@ -163,3 +163,8 @@ class ReportMetric(BaseModel):
     value: float
     level: str
     confidence: float
+
+
+class ReportReviewRequest(BaseModel):
+    action: str = Field(description="approve or reject")
+    note: str | None = None

apps/api/app/services/analysis.py

@@ -56,16 +56,18 @@ def create_report_for_task(db: Session, task: AnalysisTask, analysis: dict) -> R
         )
     else:
         payload = {**MOCK_REPORT, **report_data, "childId": task.child_id, "taskId": task.id}
+        risk_level = payload.get("riskLevel", "medium")
+        report_status = "pending_review" if risk_level in ("high", "review_required") else "published"
         report = Report(
             child_id=task.child_id,
             task_id=task.id,
             report_type="posture_screening",
-            risk_level=payload.get("riskLevel", "medium"),
+            risk_level=risk_level,
             summary=payload.get("summary", MOCK_REPORT["summary"]),
             metrics=payload.get("metrics", MOCK_REPORT["metrics"]),
             recommendations=payload.get("recommendations", MOCK_REPORT["recommendations"]),
             disclaimer=payload.get("disclaimer", DISCLAIMER_SCREENING),
-            status="published",
+            status=report_status,
         )
     db.add(report)
     db.flush()

apps/api/app/services/report_review.py

@@ -0,0 +1,82 @@
+"""Report review workflow for staff."""
+
+from datetime import datetime, timezone
+
+from sqlalchemy import select
+from sqlalchemy.orm import Session
+
+from app.db.models import Child, Report
+
+
+def report_admin_dict(report: Report, child: Child | None = None) -> dict:
+    return {
+        "id": report.id,
+        "childId": report.child_id,
+        "childName": child.name if child else None,
+        "taskId": report.task_id,
+        "reportType": report.report_type,
+        "riskLevel": report.risk_level,
+        "summary": report.summary,
+        "status": report.status,
+        "reviewedBy": report.reviewed_by,
+        "createdAt": report.created_at.isoformat() if report.created_at else None,
+    }
+
+
+def list_pending_reports(db: Session, tenant_id: int | None = None) -> list[dict]:
+    query = (
+        select(Report, Child)
+        .join(Child, Child.id == Report.child_id)
+        .where(Report.status == "pending_review")
+        .order_by(Report.id.desc())
+    )
+    if tenant_id:
+        query = query.where(Child.tenant_id == tenant_id)
+
+    rows = db.execute(query).all()
+    return [report_admin_dict(report, child) for report, child in rows]
+
+
+def get_report_for_review(db: Session, report_id: int, tenant_id: int | None = None) -> Report | None:
+    report = db.get(Report, report_id)
+    if not report:
+        return None
+    child = db.get(Child, report.child_id)
+    if not child:
+        return None
+    if tenant_id and child.tenant_id != tenant_id:
+        return None
+    return report
+
+
+def review_report(
+    db: Session,
+    reviewer_id: int,
+    report_id: int,
+    action: str,
+    tenant_id: int | None = None,
+    note: str | None = None,
+) -> tuple[Report | None, str | None]:
+    report = get_report_for_review(db, report_id, tenant_id)
+    if not report:
+        return None, "report_not_found"
+    if report.status != "pending_review":
+        return None, "invalid_status"
+
+    if action == "approve":
+        report.status = "published"
+    elif action == "reject":
+        report.status = "rejected"
+    else:
+        return None, "invalid_action"
+
+    report.reviewed_by = reviewer_id
+    report.updated_at = datetime.now(timezone.utc)
+    if note:
+        recommendations = list(report.recommendations or [])
+        recommendations.append(f"复核备注：{note}")
+        report.recommendations = recommendations
+
+    db.commit()
+    db.refresh(report)
+    return report, None

apps/api/app/services/reports.py

@@ -37,6 +37,7 @@ def report_to_dict(report: Report) -> dict:
         "metrics": report.metrics,
         "recommendations": report.recommendations,
         "disclaimer": report.disclaimer,
+        "status": report.status,
         "reviewedBy": report.reviewed_by,
     }