Spaces:
Running on T4
Running on T4
Update app.py
Browse files
app.py
CHANGED
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@@ -851,6 +851,215 @@ async def multi_face_swap_api(
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except Exception as e:
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raise HTTPException(status_code=500, detail=str(e))
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@fastapi_app.post("/face-swap-couple", dependencies=[Depends(verify_token)])
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async def face_swap_api(
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image1: UploadFile = File(...),
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@@ -904,51 +1113,208 @@ async def face_swap_api(
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src_images.append(cv2.cvtColor(src2, cv2.COLOR_BGR2RGB))
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# -----------------------------
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-
#
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# -----------------------------
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-
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-
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if new_category_id:
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-
doc = await subcategories_col.find_one({
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if not doc:
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raise HTTPException(404, "Asset image not found")
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-
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if not asset:
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raise HTTPException(404, "Asset image URL not found")
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target_url = asset["url"]
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client = get_spaces_client()
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base_prefix = "faceswap/target/"
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-
resp = client.list_objects_v2(
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categories = [p["Prefix"].split("/")[2] for p in resp.get("CommonPrefixes", [])]
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-
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for category in categories:
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original_prefix = f"faceswap/target/{category}/original/"
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for idx, filename in enumerate(original_filenames, start=1):
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cid = f"{category.lower()}image_{idx}"
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if cid == target_category_id:
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target_url = f"{DO_SPACES_ENDPOINT}/{DO_SPACES_BUCKET}/{original_prefix}{filename}"
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break
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if target_url:
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break
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if not target_url:
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raise HTTPException(404, "Target categoryId not found")
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# -----------------------------
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-
# Download target image
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# -----------------------------
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async with httpx.AsyncClient(timeout=30.0) as client:
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-
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tgt_bgr = cv2.imdecode(np.frombuffer(
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if tgt_bgr is None:
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raise HTTPException(400, "Invalid target image data")
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target_rgb = cv2.cvtColor(tgt_bgr, cv2.COLOR_BGR2RGB)
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# -----------------------------
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# Merge all source faces
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@@ -1062,6 +1428,7 @@ async def face_swap_api(
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# --------------------- Mount Gradio ---------------------
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multi_faceswap_app = build_multi_faceswap_gradio()
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except Exception as e:
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raise HTTPException(status_code=500, detail=str(e))
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+
# @fastapi_app.post("/face-swap-couple", dependencies=[Depends(verify_token)])
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# async def face_swap_api(
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# image1: UploadFile = File(...),
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# image2: Optional[UploadFile] = File(None),
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# target_category_id: str = Form(None),
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# new_category_id: str = Form(None),
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# user_id: Optional[str] = Form(None),
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# credentials: HTTPAuthorizationCredentials = Security(security)
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# ):
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# """
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# Production-ready face swap endpoint supporting:
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# - Multiple source images (image1 + optional image2)
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# - Gender-based pairing
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# - Merged faces from multiple sources
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# - Mandatory CodeFormer enhancement
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# """
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# start_time = datetime.utcnow()
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+
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# try:
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# # -----------------------------
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# # Validate input
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# # -----------------------------
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# if target_category_id == "":
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# target_category_id = None
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# if new_category_id == "":
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# new_category_id = None
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# if user_id == "":
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# user_id = None
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# if target_category_id and new_category_id:
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# raise HTTPException(400, "Provide only one of new_category_id or target_category_id.")
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# if not target_category_id and not new_category_id:
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# raise HTTPException(400, "Either new_category_id or target_category_id is required.")
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# logger.info(f"[FaceSwap] Incoming request → target_category_id={target_category_id}, new_category_id={new_category_id}, user_id={user_id}")
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+
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# # -----------------------------
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# # Read source images
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# # -----------------------------
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# src_images = []
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# img1_bytes = await image1.read()
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# src1 = cv2.imdecode(np.frombuffer(img1_bytes, np.uint8), cv2.IMREAD_COLOR)
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# if src1 is None:
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# raise HTTPException(400, "Invalid image1 data")
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# src_images.append(cv2.cvtColor(src1, cv2.COLOR_BGR2RGB))
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# if image2:
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# img2_bytes = await image2.read()
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# src2 = cv2.imdecode(np.frombuffer(img2_bytes, np.uint8), cv2.IMREAD_COLOR)
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# if src2 is not None:
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# src_images.append(cv2.cvtColor(src2, cv2.COLOR_BGR2RGB))
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# # -----------------------------
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# # Determine target image
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# # -----------------------------
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# target_bytes = None
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# if new_category_id:
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# doc = await subcategories_col.find_one({"asset_images._id": ObjectId(new_category_id)})
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# if not doc:
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# raise HTTPException(404, "Asset image not found")
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# asset = next((img for img in doc["asset_images"] if str(img["_id"]) == new_category_id), None)
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# if not asset:
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# raise HTTPException(404, "Asset image URL not found")
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# target_url = asset["url"]
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# elif target_category_id:
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# client = get_spaces_client()
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# base_prefix = "faceswap/target/"
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# resp = client.list_objects_v2(Bucket=DO_SPACES_BUCKET, Prefix=base_prefix, Delimiter="/")
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# categories = [p["Prefix"].split("/")[2] for p in resp.get("CommonPrefixes", [])]
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# target_url = None
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# for category in categories:
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# original_prefix = f"faceswap/target/{category}/original/"
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# objects = client.list_objects_v2(Bucket=DO_SPACES_BUCKET, Prefix=original_prefix).get("Contents", [])
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# original_filenames = sorted([obj["Key"].split("/")[-1] for obj in objects if obj["Key"].endswith(".png")])
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# for idx, filename in enumerate(original_filenames, start=1):
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# cid = f"{category.lower()}image_{idx}"
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# if cid == target_category_id:
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# target_url = f"{DO_SPACES_ENDPOINT}/{DO_SPACES_BUCKET}/{original_prefix}{filename}"
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# break
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# if target_url:
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# break
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# if not target_url:
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# raise HTTPException(404, "Target categoryId not found")
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# # -----------------------------
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# # Download target image
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# # -----------------------------
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# async with httpx.AsyncClient(timeout=30.0) as client:
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# resp = await client.get(target_url)
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# resp.raise_for_status()
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# target_bytes = resp.content
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# tgt_bgr = cv2.imdecode(np.frombuffer(target_bytes, np.uint8), cv2.IMREAD_COLOR)
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# if tgt_bgr is None:
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# raise HTTPException(400, "Invalid target image data")
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# target_rgb = cv2.cvtColor(tgt_bgr, cv2.COLOR_BGR2RGB)
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# # -----------------------------
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# # Merge all source faces
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# # -----------------------------
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# all_src_faces = []
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# for img in src_images:
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# faces = face_analysis_app.get(cv2.cvtColor(img, cv2.COLOR_RGB2BGR))
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# all_src_faces.extend(faces)
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# if not all_src_faces:
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# raise HTTPException(400, "No faces detected in source images")
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# tgt_faces = face_analysis_app.get(tgt_bgr)
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# if not tgt_faces:
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# raise HTTPException(400, "No faces detected in target image")
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# # -----------------------------
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# # Gender-based pairing
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# # -----------------------------
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# def face_sort_key(face):
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# x1, y1, x2, y2 = face.bbox
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# area = (x2 - x1) * (y2 - y1)
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# cx = (x1 + x2) / 2
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# return (-area, cx)
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# # Separate by gender
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# src_male = sorted([f for f in all_src_faces if f.gender == 1], key=face_sort_key)
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# src_female = sorted([f for f in all_src_faces if f.gender == 0], key=face_sort_key)
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# tgt_male = sorted([f for f in tgt_faces if f.gender == 1], key=face_sort_key)
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# tgt_female = sorted([f for f in tgt_faces if f.gender == 0], key=face_sort_key)
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# pairs = []
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# for s, t in zip(src_male, tgt_male):
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# pairs.append((s, t))
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| 986 |
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# for s, t in zip(src_female, tgt_female):
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| 987 |
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# pairs.append((s, t))
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| 988 |
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| 989 |
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# # fallback if gender mismatch
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| 990 |
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# if not pairs:
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| 991 |
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# src_all = sorted(all_src_faces, key=face_sort_key)
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| 992 |
+
# tgt_all = sorted(tgt_faces, key=face_sort_key)
|
| 993 |
+
# pairs = list(zip(src_all, tgt_all))
|
| 994 |
+
|
| 995 |
+
# # -----------------------------
|
| 996 |
+
# # Perform face swap
|
| 997 |
+
# # -----------------------------
|
| 998 |
+
# with swap_lock:
|
| 999 |
+
# result_img = tgt_bgr.copy()
|
| 1000 |
+
# for src_face, _ in pairs:
|
| 1001 |
+
# current_faces = sorted(face_analysis_app.get(result_img), key=face_sort_key)
|
| 1002 |
+
# candidates = [f for f in current_faces if f.gender == src_face.gender] or current_faces
|
| 1003 |
+
# target_face = candidates[0]
|
| 1004 |
+
# result_img = swapper.get(result_img, target_face, src_face, paste_back=True)
|
| 1005 |
+
|
| 1006 |
+
# result_rgb = cv2.cvtColor(result_img, cv2.COLOR_BGR2RGB)
|
| 1007 |
+
|
| 1008 |
+
# # -----------------------------
|
| 1009 |
+
# # Mandatory enhancement
|
| 1010 |
+
# # -----------------------------
|
| 1011 |
+
# enhanced_rgb = mandatory_enhancement(result_rgb)
|
| 1012 |
+
# enhanced_bgr = cv2.cvtColor(enhanced_rgb, cv2.COLOR_RGB2BGR)
|
| 1013 |
+
|
| 1014 |
+
# # -----------------------------
|
| 1015 |
+
# # Save, upload, compress
|
| 1016 |
+
# # -----------------------------
|
| 1017 |
+
# temp_dir = tempfile.mkdtemp(prefix="faceswap_")
|
| 1018 |
+
# final_path = os.path.join(temp_dir, "result.png")
|
| 1019 |
+
# cv2.imwrite(final_path, enhanced_bgr)
|
| 1020 |
+
|
| 1021 |
+
# with open(final_path, "rb") as f:
|
| 1022 |
+
# result_bytes = f.read()
|
| 1023 |
+
|
| 1024 |
+
# result_key = f"faceswap/result/{uuid.uuid4().hex}_enhanced.png"
|
| 1025 |
+
# result_url = upload_to_spaces(result_bytes, result_key)
|
| 1026 |
+
|
| 1027 |
+
# compressed_bytes = compress_image(result_bytes, max_size=(1280, 1280), quality=72)
|
| 1028 |
+
# compressed_key = f"faceswap/result/{uuid.uuid4().hex}_enhanced_compressed.jpg"
|
| 1029 |
+
# compressed_url = upload_to_spaces(compressed_bytes, compressed_key, content_type="image/jpeg")
|
| 1030 |
+
|
| 1031 |
+
# # -----------------------------
|
| 1032 |
+
# # Log API usage
|
| 1033 |
+
# # -----------------------------
|
| 1034 |
+
# end_time = datetime.utcnow()
|
| 1035 |
+
# response_time_ms = (end_time - start_time).total_seconds() * 1000
|
| 1036 |
+
# if database is not None:
|
| 1037 |
+
# await database.api_logs.insert_one({
|
| 1038 |
+
# "endpoint": "/face-swap",
|
| 1039 |
+
# "status": "success",
|
| 1040 |
+
# "response_time_ms": response_time_ms,
|
| 1041 |
+
# "timestamp": end_time
|
| 1042 |
+
# })
|
| 1043 |
+
|
| 1044 |
+
# return {
|
| 1045 |
+
# "result_key": result_key,
|
| 1046 |
+
# "result_url": result_url,
|
| 1047 |
+
# "compressed_url": compressed_url
|
| 1048 |
+
# }
|
| 1049 |
+
|
| 1050 |
+
# except Exception as e:
|
| 1051 |
+
# end_time = datetime.utcnow()
|
| 1052 |
+
# response_time_ms = (end_time - start_time).total_seconds() * 1000
|
| 1053 |
+
# if database is not None:
|
| 1054 |
+
# await database.api_logs.insert_one({
|
| 1055 |
+
# "endpoint": "/face-swap",
|
| 1056 |
+
# "status": "fail",
|
| 1057 |
+
# "response_time_ms": response_time_ms,
|
| 1058 |
+
# "timestamp": end_time,
|
| 1059 |
+
# "error": str(e)
|
| 1060 |
+
# })
|
| 1061 |
+
# raise HTTPException(500, f"Face swap failed: {str(e)}")
|
| 1062 |
+
|
| 1063 |
@fastapi_app.post("/face-swap-couple", dependencies=[Depends(verify_token)])
|
| 1064 |
async def face_swap_api(
|
| 1065 |
image1: UploadFile = File(...),
|
|
|
|
| 1113 |
src_images.append(cv2.cvtColor(src2, cv2.COLOR_BGR2RGB))
|
| 1114 |
|
| 1115 |
# -----------------------------
|
| 1116 |
+
# Resolve target image
|
| 1117 |
# -----------------------------
|
| 1118 |
+
target_url = None
|
|
|
|
| 1119 |
if new_category_id:
|
| 1120 |
+
doc = await subcategories_col.find_one({
|
| 1121 |
+
"asset_images._id": ObjectId(new_category_id)
|
| 1122 |
+
})
|
| 1123 |
+
|
| 1124 |
if not doc:
|
| 1125 |
+
raise HTTPException(404, "Asset image not found in database")
|
| 1126 |
+
|
| 1127 |
+
asset = next(
|
| 1128 |
+
(img for img in doc["asset_images"] if str(img["_id"]) == new_category_id),
|
| 1129 |
+
None
|
| 1130 |
+
)
|
| 1131 |
+
|
| 1132 |
if not asset:
|
| 1133 |
raise HTTPException(404, "Asset image URL not found")
|
| 1134 |
+
|
| 1135 |
target_url = asset["url"]
|
| 1136 |
+
subcategory_oid = doc["_id"]
|
| 1137 |
|
| 1138 |
+
if user_id:
|
| 1139 |
+
try:
|
| 1140 |
+
user_id_clean = user_id.strip()
|
| 1141 |
+
if not user_id_clean:
|
| 1142 |
+
raise ValueError("user_id cannot be empty")
|
| 1143 |
+
try:
|
| 1144 |
+
user_oid = ObjectId(user_id_clean)
|
| 1145 |
+
except (InvalidId, ValueError):
|
| 1146 |
+
logger.error(f"Invalid user_id format: {user_id_clean}")
|
| 1147 |
+
raise ValueError(f"Invalid user_id format: {user_id_clean}")
|
| 1148 |
+
|
| 1149 |
+
now = datetime.utcnow()
|
| 1150 |
+
|
| 1151 |
+
# Step 1: ensure root document exists
|
| 1152 |
+
await media_clicks_col.update_one(
|
| 1153 |
+
{"userId": user_oid},
|
| 1154 |
+
{
|
| 1155 |
+
"$setOnInsert": {
|
| 1156 |
+
"userId": user_oid,
|
| 1157 |
+
"createdAt": now,
|
| 1158 |
+
"ai_edit_complete": 0,
|
| 1159 |
+
"ai_edit_daily_count": []
|
| 1160 |
+
}
|
| 1161 |
+
},
|
| 1162 |
+
upsert=True
|
| 1163 |
+
)
|
| 1164 |
+
|
| 1165 |
+
# Step 2: handle daily usage (binary, no duplicates)
|
| 1166 |
+
doc = await media_clicks_col.find_one(
|
| 1167 |
+
{"userId": user_oid},
|
| 1168 |
+
{"ai_edit_daily_count": 1}
|
| 1169 |
+
)
|
| 1170 |
+
|
| 1171 |
+
daily_entries = doc.get("ai_edit_daily_count", []) if doc else []
|
| 1172 |
+
|
| 1173 |
+
today_date = datetime(now.year, now.month, now.day)
|
| 1174 |
+
|
| 1175 |
+
daily_map = {}
|
| 1176 |
+
for entry in daily_entries:
|
| 1177 |
+
d = entry["date"]
|
| 1178 |
+
if isinstance(d, datetime):
|
| 1179 |
+
d = datetime(d.year, d.month, d.day)
|
| 1180 |
+
daily_map[d] = entry["count"]
|
| 1181 |
+
|
| 1182 |
+
last_date = max(daily_map.keys()) if daily_map else None
|
| 1183 |
+
|
| 1184 |
+
if last_date != today_date:
|
| 1185 |
+
daily_map[today_date] = 1
|
| 1186 |
+
|
| 1187 |
+
final_daily_entries = [
|
| 1188 |
+
{"date": d, "count": daily_map[d]}
|
| 1189 |
+
for d in sorted(daily_map.keys())
|
| 1190 |
+
]
|
| 1191 |
+
|
| 1192 |
+
final_daily_entries = final_daily_entries[-32:]
|
| 1193 |
+
|
| 1194 |
+
await media_clicks_col.update_one(
|
| 1195 |
+
{"userId": user_oid},
|
| 1196 |
+
{
|
| 1197 |
+
"$set": {
|
| 1198 |
+
"ai_edit_daily_count": final_daily_entries,
|
| 1199 |
+
"updatedAt": now
|
| 1200 |
+
}
|
| 1201 |
+
}
|
| 1202 |
+
)
|
| 1203 |
+
|
| 1204 |
+
# Step 3: try updating existing subCategory
|
| 1205 |
+
update_result = await media_clicks_col.update_one(
|
| 1206 |
+
{
|
| 1207 |
+
"userId": user_oid,
|
| 1208 |
+
"subCategories.subCategoryId": subcategory_oid
|
| 1209 |
+
},
|
| 1210 |
+
{
|
| 1211 |
+
"$inc": {
|
| 1212 |
+
"subCategories.$.click_count": 1,
|
| 1213 |
+
"ai_edit_complete": 1
|
| 1214 |
+
},
|
| 1215 |
+
"$set": {
|
| 1216 |
+
"subCategories.$.lastClickedAt": now,
|
| 1217 |
+
"ai_edit_last_date": now,
|
| 1218 |
+
"updatedAt": now
|
| 1219 |
+
}
|
| 1220 |
+
}
|
| 1221 |
+
)
|
| 1222 |
+
|
| 1223 |
+
# Step 4: push subCategory if missing
|
| 1224 |
+
if update_result.matched_count == 0:
|
| 1225 |
+
await media_clicks_col.update_one(
|
| 1226 |
+
{"userId": user_oid},
|
| 1227 |
+
{
|
| 1228 |
+
"$inc": {
|
| 1229 |
+
"ai_edit_complete": 1
|
| 1230 |
+
},
|
| 1231 |
+
"$set": {
|
| 1232 |
+
"ai_edit_last_date": now,
|
| 1233 |
+
"updatedAt": now
|
| 1234 |
+
},
|
| 1235 |
+
"$push": {
|
| 1236 |
+
"subCategories": {
|
| 1237 |
+
"subCategoryId": subcategory_oid,
|
| 1238 |
+
"click_count": 1,
|
| 1239 |
+
"lastClickedAt": now
|
| 1240 |
+
}
|
| 1241 |
+
}
|
| 1242 |
+
}
|
| 1243 |
+
)
|
| 1244 |
+
|
| 1245 |
+
# Step 5: sort subCategories by lastClickedAt (ascending)
|
| 1246 |
+
user_doc = await media_clicks_col.find_one({"userId": user_oid})
|
| 1247 |
+
if user_doc and "subCategories" in user_doc:
|
| 1248 |
+
subcategories = user_doc["subCategories"]
|
| 1249 |
+
subcategories_sorted = sorted(
|
| 1250 |
+
subcategories,
|
| 1251 |
+
key=lambda x: x.get("lastClickedAt") if x.get("lastClickedAt") is not None else datetime.min
|
| 1252 |
+
)
|
| 1253 |
+
await media_clicks_col.update_one(
|
| 1254 |
+
{"userId": user_oid},
|
| 1255 |
+
{
|
| 1256 |
+
"$set": {
|
| 1257 |
+
"subCategories": subcategories_sorted,
|
| 1258 |
+
"updatedAt": now
|
| 1259 |
+
}
|
| 1260 |
+
}
|
| 1261 |
+
)
|
| 1262 |
+
|
| 1263 |
+
logger.info(
|
| 1264 |
+
"[MEDIA_CLICK] user=%s subCategory=%s ai_edit_complete++ daily_tracked",
|
| 1265 |
+
user_id,
|
| 1266 |
+
str(subcategory_oid)
|
| 1267 |
+
)
|
| 1268 |
+
|
| 1269 |
+
except Exception as media_err:
|
| 1270 |
+
logger.error(f"MEDIA_CLICK ERROR: {media_err}")
|
| 1271 |
+
|
| 1272 |
+
if target_category_id:
|
| 1273 |
client = get_spaces_client()
|
| 1274 |
base_prefix = "faceswap/target/"
|
| 1275 |
+
resp = client.list_objects_v2(
|
| 1276 |
+
Bucket=DO_SPACES_BUCKET, Prefix=base_prefix, Delimiter="/"
|
| 1277 |
+
)
|
| 1278 |
+
|
| 1279 |
categories = [p["Prefix"].split("/")[2] for p in resp.get("CommonPrefixes", [])]
|
| 1280 |
+
|
| 1281 |
for category in categories:
|
| 1282 |
original_prefix = f"faceswap/target/{category}/original/"
|
| 1283 |
+
thumb_prefix = f"faceswap/target/{category}/thumb/"
|
| 1284 |
+
|
| 1285 |
+
original_objects = client.list_objects_v2(
|
| 1286 |
+
Bucket=DO_SPACES_BUCKET, Prefix=original_prefix
|
| 1287 |
+
).get("Contents", [])
|
| 1288 |
+
|
| 1289 |
+
thumb_objects = client.list_objects_v2(
|
| 1290 |
+
Bucket=DO_SPACES_BUCKET, Prefix=thumb_prefix
|
| 1291 |
+
).get("Contents", [])
|
| 1292 |
+
|
| 1293 |
+
original_filenames = sorted([
|
| 1294 |
+
obj["Key"].split("/")[-1] for obj in original_objects
|
| 1295 |
+
if obj["Key"].split("/")[-1].endswith(".png")
|
| 1296 |
+
])
|
| 1297 |
+
|
| 1298 |
for idx, filename in enumerate(original_filenames, start=1):
|
| 1299 |
cid = f"{category.lower()}image_{idx}"
|
| 1300 |
if cid == target_category_id:
|
| 1301 |
target_url = f"{DO_SPACES_ENDPOINT}/{DO_SPACES_BUCKET}/{original_prefix}{filename}"
|
| 1302 |
break
|
| 1303 |
+
|
| 1304 |
if target_url:
|
| 1305 |
break
|
| 1306 |
+
|
| 1307 |
if not target_url:
|
| 1308 |
raise HTTPException(404, "Target categoryId not found")
|
| 1309 |
|
|
|
|
|
|
|
|
|
|
| 1310 |
async with httpx.AsyncClient(timeout=30.0) as client:
|
| 1311 |
+
response = await client.get(target_url)
|
| 1312 |
+
response.raise_for_status()
|
| 1313 |
+
tgt_bytes = response.content
|
| 1314 |
|
| 1315 |
+
tgt_bgr = cv2.imdecode(np.frombuffer(tgt_bytes, np.uint8), cv2.IMREAD_COLOR)
|
| 1316 |
if tgt_bgr is None:
|
| 1317 |
raise HTTPException(400, "Invalid target image data")
|
|
|
|
| 1318 |
|
| 1319 |
# -----------------------------
|
| 1320 |
# Merge all source faces
|
|
|
|
| 1428 |
|
| 1429 |
|
| 1430 |
|
| 1431 |
+
|
| 1432 |
# --------------------- Mount Gradio ---------------------
|
| 1433 |
|
| 1434 |
multi_faceswap_app = build_multi_faceswap_gradio()
|