195 lines
5.7 KiB
Python
195 lines
5.7 KiB
Python
"""Annotation export endpoints (COCO, PNG masks)."""
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import io
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import json
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import logging
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import os
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import zipfile
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from datetime import datetime
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from typing import Any, Dict, List
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import numpy as np
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from fastapi import APIRouter, Depends, HTTPException, status
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from fastapi.responses import StreamingResponse
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from sqlalchemy.orm import Session
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from database import get_db
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from models import Project, Annotation, Frame, Template
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logger = logging.getLogger(__name__)
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router = APIRouter(prefix="/api/export", tags=["Export"])
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def _mask_from_polygon(
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polygon: List[List[float]],
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width: int,
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height: int,
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) -> np.ndarray:
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"""Render a normalized polygon to a binary mask."""
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import cv2
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pts = np.array(
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[[int(p[0] * width), int(p[1] * height)] for p in polygon],
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dtype=np.int32,
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)
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mask = np.zeros((height, width), dtype=np.uint8)
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cv2.fillPoly(mask, [pts], 255)
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return mask
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@router.get(
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"/{project_id}/coco",
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summary="Export annotations in COCO format",
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)
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def export_coco(project_id: int, db: Session = Depends(get_db)) -> StreamingResponse:
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"""Export all annotations for a project as a COCO-format JSON file."""
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project = db.query(Project).filter(Project.id == project_id).first()
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if not project:
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raise HTTPException(status_code=404, detail="Project not found")
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annotations = (
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db.query(Annotation)
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.filter(Annotation.project_id == project_id)
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.all()
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)
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frames = (
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db.query(Frame)
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.filter(Frame.project_id == project_id)
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.order_by(Frame.frame_index)
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.all()
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)
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templates = db.query(Template).all()
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# Build COCO structure
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images = []
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for idx, frame in enumerate(frames):
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images.append({
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"id": frame.id,
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"file_name": frame.image_url,
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"width": frame.width or 1920,
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"height": frame.height or 1080,
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"frame_index": idx,
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})
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categories = []
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template_id_to_cat_id: Dict[int, int] = {}
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for cat_idx, tmpl in enumerate(templates, start=1):
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categories.append({
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"id": cat_idx,
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"name": tmpl.name,
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"color": tmpl.color,
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})
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template_id_to_cat_id[tmpl.id] = cat_idx
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coco_annotations = []
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ann_id = 1
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for ann in annotations:
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if not ann.mask_data:
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continue
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polygons = ann.mask_data.get("polygons", [])
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if not polygons:
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continue
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# Use first polygon for bbox / area approximation
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first_poly = polygons[0]
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xs = [p[0] for p in first_poly]
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ys = [p[1] for p in first_poly]
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width = ann.frame.width if ann.frame else 1920
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height = ann.frame.height if ann.frame else 1080
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bbox = [
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min(xs) * width,
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min(ys) * height,
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(max(xs) - min(xs)) * width,
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(max(ys) - min(ys)) * height,
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]
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area = bbox[2] * bbox[3]
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segmentation = []
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for poly in polygons:
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flat = []
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for p in poly:
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flat.append(p[0] * width)
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flat.append(p[1] * height)
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segmentation.append(flat)
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coco_annotations.append({
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"id": ann_id,
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"image_id": ann.frame_id,
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"category_id": template_id_to_cat_id.get(ann.template_id, 0),
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"segmentation": segmentation,
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"area": area,
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"bbox": bbox,
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"iscrowd": 0,
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})
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ann_id += 1
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coco = {
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"info": {
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"description": f"Annotations for {project.name}",
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"version": "1.0",
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"year": datetime.now().year,
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"date_created": datetime.now().isoformat(),
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},
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"images": images,
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"annotations": coco_annotations,
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"categories": categories,
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}
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data = json.dumps(coco, ensure_ascii=False, indent=2).encode("utf-8")
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filename = f"project_{project_id}_coco.json"
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return StreamingResponse(
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io.BytesIO(data),
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media_type="application/json",
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headers={"Content-Disposition": f'attachment; filename="{filename}"'},
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)
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@router.get(
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"/{project_id}/masks",
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summary="Export PNG masks as a ZIP archive",
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)
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def export_masks(project_id: int, db: Session = Depends(get_db)) -> StreamingResponse:
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"""Export all annotation masks as individual PNG files inside a ZIP archive."""
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project = db.query(Project).filter(Project.id == project_id).first()
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if not project:
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raise HTTPException(status_code=404, detail="Project not found")
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annotations = (
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db.query(Annotation)
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.filter(Annotation.project_id == project_id)
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.all()
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)
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zip_buffer = io.BytesIO()
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with zipfile.ZipFile(zip_buffer, "w", zipfile.ZIP_DEFLATED) as zf:
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for ann in annotations:
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if not ann.mask_data:
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continue
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polygons = ann.mask_data.get("polygons", [])
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if not polygons:
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continue
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width = ann.frame.width if ann.frame else 1920
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height = ann.frame.height if ann.frame else 1080
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combined = np.zeros((height, width), dtype=np.uint8)
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for poly in polygons:
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mask = _mask_from_polygon(poly, width, height)
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combined = np.maximum(combined, mask)
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# Encode PNG
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import cv2
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_, encoded = cv2.imencode(".png", combined)
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fname = f"mask_{ann.id:06d}.png"
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zf.writestr(fname, encoded.tobytes())
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zip_buffer.seek(0)
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filename = f"project_{project_id}_masks.zip"
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return StreamingResponse(
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zip_buffer,
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media_type="application/zip",
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headers={"Content-Disposition": f'attachment; filename="{filename}"'},
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)
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