feat: CVAT 标注引擎、我的标注收件箱与 ADAS Cuboid 送标

- 统一标注引擎为 CVAT：客户端/配置/格式转换、iframe 标注页、docker-compose.cvat.yml 与 no_auth 补丁
- 移除 Label Studio 相关配置与构建脚本，清理 embedded.bak 备份与误提交的 node_modules
- 新增「我的标注」：跨 Campaign 收件箱、逐张清单、CVAT frame 跳转
- 飞书任务分配：通讯录同步选人、按量分配、分配后 DM 通知（含 my-tasks 链接）
- ADAS cuboid_7cls 数据湖接入：workflow 路径、register-batch、开标上传与标注同步
- 数据湖挂载 AS_DATA_LAKE_ROOT、datasets/adas 符号链接、reset_labeling 运维脚本
- 补充 docs/HANDOVER.md 项目交接文档

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

platform/as_platform/api/labeling_routes.py

@@ -20,7 +20,10 @@ from as_platform.labeling.lock import acquire_lock, release_lock, renew_lock
 from as_platform.labeling.progress import (
     assign_tasks_even,
     assign_tasks_explicit,
+    assign_tasks_quantized,
+    campaign_my_tasks,
     campaign_progress,
+    list_my_assignments,
     release_task_assignment,
     reassign_task,
     user_is_coordinator,
@@ -41,12 +44,13 @@ router = APIRouter(tags=["labeling"])
 
 
 class OpenCampaignBody(BaseModel):
-    project: str = Field(..., pattern="^(dms|lane)$")
+    project: str = Field(..., pattern="^(dms|lane|adas)$")
     task: str
     batch: str
     mode: str | None = None
     pack: str | None = None
     location: str = "inbox"
+    annotation_types: list[str] | None = None
 
 
 class AssignCampaignBody(BaseModel):
@@ -63,10 +67,16 @@ class AssignTasksExplicitItem(BaseModel):
     task_ids: list[str] = Field(default_factory=list)
 
 
+class AssignTasksQuantizedItem(BaseModel):
+    user_id: int
+    count: int = 0
+
+
 class AssignTasksBody(BaseModel):
     mode: str = "even"
     user_ids: list[int] | None = None
     items: list[AssignTasksExplicitItem] | None = None
+    quantized_items: list[AssignTasksQuantizedItem] | None = None
 
 
 class ReassignTaskBody(BaseModel):
@@ -80,6 +90,24 @@ def api_labeling_assignees(
     return list_labeling_assignees()
 
 
+@router.get("/api/v1/labeling/my-assignments")
+def api_my_assignments(
+    user: Annotated[User, Depends(require_permission("read:pending"))],
+) -> dict[str, Any]:
+    return list_my_assignments(user.id)
+
+
+@router.get("/api/v1/labeling/campaigns/{campaign_id}/my-tasks")
+def api_campaign_my_tasks(
+    campaign_id: str,
+    user: Annotated[User, Depends(require_permission("read:pending"))],
+) -> dict[str, Any]:
+    try:
+        return campaign_my_tasks(campaign_id, user.id)
+    except FileNotFoundError:
+        raise HTTPException(404, "campaign not found") from None
+
+
 @router.patch("/api/v1/labeling/campaigns/{campaign_id}/assign")
 def api_assign_campaign(
     campaign_id: str,
@@ -166,6 +194,9 @@ def api_assign_tasks(
         if body.mode == "explicit":
             items = [{"user_id": i.user_id, "task_ids": i.task_ids} for i in (body.items or [])]
             return assign_tasks_explicit(campaign_id, items, assigned_by_user_id=user.id)
+        if body.mode == "quantized":
+            items = [{"user_id": i.user_id, "count": i.count} for i in (body.quantized_items or [])]
+            return assign_tasks_quantized(campaign_id, items, assigned_by_user_id=user.id)
         if not body.user_ids:
             raise ValueError("even 模式需要 user_ids")
         return assign_tasks_even(campaign_id, body.user_ids, assigned_by_user_id=user.id)
@@ -368,6 +399,37 @@ def api_labeling_lock_renew(
     return result
 
 
+# ── CVAT 集成端点 ──
+
+
+@router.get("/api/v1/labeling/cvat/status/{campaign_id}")
+def api_cvat_status(
+    campaign_id: str,
+    _user: Annotated[User, Depends(require_permission("read:pending"))],
+) -> dict[str, Any]:
+    from as_platform.labeling.service import get_cvat_status
+    try:
+        return get_cvat_status(campaign_id)
+    except FileNotFoundError:
+        raise HTTPException(404, "campaign not found") from None
+
+
+@router.post("/api/v1/labeling/cvat/sync/{campaign_id}")
+def api_cvat_sync(
+    campaign_id: str,
+    _user: Annotated[User, Depends(require_permission("read:pending"))],
+) -> dict[str, Any]:
+    from as_platform.labeling.service import sync_cvat_annotations
+    try:
+        return sync_cvat_annotations(campaign_id)
+    except FileNotFoundError:
+        raise HTTPException(404, "campaign not found") from None
+    except ValueError as e:
+        raise HTTPException(400, str(e)) from e
+    except Exception as e:
+        raise HTTPException(500, f"CVAT 同步失败: {e}") from e
+
+
 # ── 标注质检 (Quality Review) ──
 
 class ReviewScoreBody(BaseModel):

platform/as_platform/api/server.py

@@ -708,18 +708,14 @@ def api_scan_inbox(
             if batch_name in registered:
                 continue  # 已登记
 
-            # Count images
-            img_count = 0
-            lbl_count = 0
-            has_labels = False
-            for ext in ["*.jpg", "*.jpeg", "*.png", "*.bmp"]:
-                for _ in batch_dir.glob(ext):
-                    img_count += 1
-            if (batch_dir / "labels").is_dir():
-                has_labels = True
-                for ext in ["*.txt", "*.json"]:
-                    for _ in (batch_dir / "labels").glob(ext):
-                        lbl_count += 1
+            # Count images (含 images/ 子目录)
+            from as_platform.data.batch import count_images, count_label_files, dms_has_labels
+
+            img_count = count_images(batch_dir)
+            if not img_count and (batch_dir / "images").is_dir():
+                img_count = count_images(batch_dir / "images")
+            lbl_count = count_label_files(batch_dir / "labels") if (batch_dir / "labels").is_dir() else 0
+            has_labels = lbl_count > 0 or dms_has_labels(batch_dir)
 
             items.append({
                 "project": project,
@@ -879,9 +875,6 @@ def _mount_ui() -> None:
         assets = ui / "assets"
         if assets.is_dir():
             app.mount("/assets", StaticFiles(directory=str(assets)), name="ui-assets")
-        annotate = ui / "annotate"
-        if annotate.is_dir():
-            app.mount("/annotate", StaticFiles(directory=str(annotate), html=True), name="ui-annotate")
         return
 
 
@@ -889,14 +882,10 @@ _mount_ui()
 
 
 @app.get("/labeling/campaigns/{campaign_id}/annotate", include_in_schema=False)
-def serve_annotate_app(campaign_id: str):
-    """标注编辑器页面 — 返回旧 Label Studio 构建产物"""
-    if not _UI_DIR:
-        raise HTTPException(404, "UI not built")
-    annotate_index = _UI_DIR / "annotate" / "index.html"
-    if annotate_index.is_file():
-        return FileResponse(annotate_index)
-    raise HTTPException(404, "标注编辑器未构建")
+def serve_annotate_app_redirect(campaign_id: str):
+    """标注编辑器 — 已迁移至 CVAT，302 重定向到新路由"""
+    from fastapi.responses import RedirectResponse
+    return RedirectResponse(f"/labeling/annotate/{campaign_id}", status_code=302)
 
 
 @app.get("/{full_path:path}", include_in_schema=False)