Files
Pre_Seg_Server/backend/routers/dashboard.py
admin 689a9ba283 feat: 建立 SAM2 标注闭环基线
- 打通工作区真实标注闭环:支持手工多边形、矩形、圆形、点区域和线段生成 mask,并可保存、回显、更新和删除后端 annotation。

- 增强 polygon 编辑器:支持顶点拖动、顶点删除、边中点插入、多 polygon 子区域选择编辑,以及区域合并和区域去除。

- 接入 GT mask 导入:后端支持二值/多类别 mask 拆分、contour 转 polygon、distance transform seed point,前端支持导入、回显和 seed point 拖动编辑。

- 完善导出能力:COCO JSON 导出对齐前端,PNG mask ZIP 同时包含单标注 mask、按 zIndex 融合的 semantic_frame 和 semantic_classes.json。

- 打通异步任务管理:新增任务取消、重试、失败详情接口与 Dashboard 控件,worker 支持取消状态检查并通过 Redis/WebSocket 推送 cancelled 事件。

- 对接 Dashboard 后端数据:概览统计、解析队列和实时流转记录从 FastAPI 聚合接口与 WebSocket 更新。

- 增强 AI 推理参数:前端发送 crop_to_prompt、auto_filter_background 和 min_score,后端支持点/框 prompt 局部裁剪推理、结果回映射和负向点/低分过滤。

- 接入 SAM3 基础设施:新增独立 Python 3.12 sam3 环境安装脚本、外部 worker helper、后端桥接和真实 Python/CUDA/包/HF checkpoint access 状态检测。

- 保留 SAM3 授权边界:当前官方 facebook/sam3 gated 权重未授权时状态接口会返回不可用,不伪装成可推理。

- 增强前端状态管理:新增 mask undo/redo 历史栈、AI 模型选择状态、保存状态 dirty/draft/saved 流转和项目状态归一化。

- 更新前端 API 封装:补充 annotation CRUD、GT mask import、mask ZIP export、task cancel/retry/detail、AI runtime status 和 prediction options。

- 更新 UI 控件:ToolsPalette、AISegmentation、VideoWorkspace 和 CanvasArea 接入真实操作、导入导出、撤销重做、任务控制和模型状态。

- 新增 polygon-clipping 依赖,用于前端区域 union/difference 几何运算。

- 完善后端 schemas/status/progress:补充 AI 模型外部状态字段、任务 cancelled 状态和进度事件 payload。

- 补充测试覆盖:新增后端任务控制、SAM3 桥接、GT mask、导出融合、AI options 测试;补充前端 Canvas、Dashboard、VideoWorkspace、ToolsPalette、API 和 store 测试。

- 更新 README、AGENTS 和 doc 文档:冻结当前需求/设计/测试计划,标注真实功能、剩余 Mock、SAM3 授权边界和后续实施顺序。
2026-05-01 15:26:25 +08:00

141 lines
4.6 KiB
Python

"""Dashboard overview endpoints."""
import os
from datetime import datetime, timezone
from typing import Any
from fastapi import APIRouter, Depends
from sqlalchemy import func
from sqlalchemy.orm import Session
from database import get_db
from models import Annotation, Frame, ProcessingTask, Project, Template
router = APIRouter(prefix="/api/dashboard", tags=["Dashboard"])
ACTIVE_TASK_STATUSES = {"queued", "running"}
MONITORED_TASK_STATUSES = {"queued", "running", "failed", "cancelled"}
def _system_load_percent() -> int:
"""Return a real host load estimate without adding a psutil dependency."""
try:
load_1m = os.getloadavg()[0]
cpu_count = os.cpu_count() or 1
return min(100, max(0, round((load_1m / cpu_count) * 100)))
except (AttributeError, OSError):
return 0
def _iso_or_none(value: datetime | None) -> str | None:
if value is None:
return None
if value.tzinfo is None:
value = value.replace(tzinfo=timezone.utc)
return value.isoformat()
def _task_payload(task: ProcessingTask) -> dict[str, Any]:
return {
"id": f"task-{task.id}",
"task_id": task.id,
"project_id": task.project_id or 0,
"name": task.project.name if task.project else f"任务 {task.id}",
"progress": task.progress,
"status": task.message or task.status,
"raw_status": task.status,
"frame_count": (task.result or {}).get("frames_extracted", 0),
"error": task.error,
"updated_at": _iso_or_none(task.updated_at),
}
@router.get("/overview", summary="Get dashboard overview")
def get_dashboard_overview(db: Session = Depends(get_db)) -> dict[str, Any]:
"""Return live dashboard data derived from persisted backend records."""
project_count = db.query(func.count(Project.id)).scalar() or 0
frame_count = db.query(func.count(Frame.id)).scalar() or 0
annotation_count = db.query(func.count(Annotation.id)).scalar() or 0
template_count = db.query(func.count(Template.id)).scalar() or 0
active_task_count = (
db.query(func.count(ProcessingTask.id))
.filter(ProcessingTask.status.in_(ACTIVE_TASK_STATUSES))
.scalar()
or 0
)
projects = db.query(Project).order_by(Project.updated_at.desc()).all()
recent_tasks = (
db.query(ProcessingTask)
.order_by(ProcessingTask.created_at.desc())
.limit(50)
.all()
)
tasks = [_task_payload(task) for task in recent_tasks if task.status in MONITORED_TASK_STATUSES]
activities: list[dict[str, Any]] = []
for task in recent_tasks[:10]:
project_name = task.project.name if task.project else f"项目 {task.project_id}"
activities.append({
"id": f"task-{task.id}",
"kind": "task",
"time": _iso_or_none(task.updated_at),
"message": task.message or f"任务状态: {task.status}",
"project": project_name,
})
for project in projects[:10]:
activities.append({
"id": f"project-{project.id}",
"kind": "project",
"time": _iso_or_none(project.updated_at),
"message": f"项目状态: {project.status}",
"project": project.name,
})
recent_annotations = (
db.query(Annotation)
.order_by(Annotation.updated_at.desc())
.limit(10)
.all()
)
for annotation in recent_annotations:
project_name = annotation.project.name if annotation.project else f"项目 {annotation.project_id}"
activities.append({
"id": f"annotation-{annotation.id}",
"kind": "annotation",
"time": _iso_or_none(annotation.updated_at),
"message": f"标注已更新 #{annotation.id}",
"project": project_name,
})
recent_templates = (
db.query(Template)
.order_by(Template.created_at.desc())
.limit(10)
.all()
)
for template in recent_templates:
activities.append({
"id": f"template-{template.id}",
"kind": "template",
"time": _iso_or_none(template.created_at),
"message": f"模板可用: {template.name}",
"project": "系统",
})
activities.sort(key=lambda item: item["time"] or "", reverse=True)
return {
"summary": {
"project_count": project_count,
"parsing_task_count": active_task_count,
"annotation_count": annotation_count,
"frame_count": frame_count,
"template_count": template_count,
"system_load_percent": _system_load_percent(),
},
"tasks": tasks,
"activity": activities[:10],
}