Spaces:
Running
on
T4
Running
on
T4
Update app.py
Browse files
app.py
CHANGED
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@@ -14,13 +14,12 @@ import insightface
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from insightface.app import FaceAnalysis
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from huggingface_hub import hf_hub_download
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-
from fastapi import FastAPI, UploadFile, File, HTTPException, Response, Depends, Security,
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from fastapi.responses import RedirectResponse
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from fastapi.security import HTTPBearer, HTTPAuthorizationCredentials
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from fastapi.concurrency import run_in_threadpool
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from pydantic import BaseModel
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from motor.motor_asyncio import AsyncIOMotorClient
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-
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import uvicorn
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import gradio as gr
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from gradio import mount_gradio_app
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@@ -28,36 +27,41 @@ from gradio import mount_gradio_app
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# DigitalOcean Spaces
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import boto3
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from botocore.client import Config
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from
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# --------------------- Logging ---------------------
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger(__name__)
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# --------------------- Paths
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REPO_ID = "HariLogicgo/face_swap_models"
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BASE_DIR = "./workspace"
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MODELS_DIR = "./models"
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os.makedirs(MODELS_DIR, exist_ok=True)
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-
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admin_client = AsyncIOMotorClient(ADMIN_MONGO_URL)
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admin_db = admin_client.adminPanel
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subcategories_col = admin_db.subcategories
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media_clicks_col = admin_db.media_clicks
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# --------------------- Download Models ---------------------
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def download_models():
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logger.info("Downloading models
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inswapper_path = hf_hub_download(
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repo_id=REPO_ID,
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filename="models/inswapper_128.onnx",
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@@ -66,24 +70,20 @@ def download_models():
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token=HF_TOKEN
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)
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buffalo_files = [
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"1k3d68.onnx",
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"2d106det.onnx",
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"genderage.onnx",
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"det_10g.onnx",
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"w600k_r50.onnx"
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]
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for f in buffalo_files:
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hf_hub_download(
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repo_id=REPO_ID,
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filename=f"models/buffalo_l/
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repo_type="model",
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local_dir=MODELS_DIR,
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token=HF_TOKEN
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)
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return inswapper_path
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inswapper_path = download_models()
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# --------------------- Face Analysis + Swapper ---------------------
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@@ -105,11 +105,6 @@ def ensure_codeformer():
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ensure_codeformer()
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# --------------------- MongoDB (for API logs only) ---------------------
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MONGODB_URL = os.getenv("MONGODB_URL")
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client = None
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database = None
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# --------------------- FastAPI ---------------------
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fastapi_app = FastAPI()
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@@ -259,106 +254,63 @@ async def face_swap_api(
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source: UploadFile = File(...),
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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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start_time = datetime.utcnow()
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try:
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#
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if target_category_id and new_category_id:
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raise HTTPException(
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status_code=400,
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detail="Provide only one of new_category_id or target_category_id, not both."
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)
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if not target_category_id and not new_category_id:
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raise HTTPException(
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status_code=400,
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detail="Either new_category_id or target_category_id is required."
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)
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#
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src_bytes = await source.read()
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# Save source to Spaces
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src_key = f"faceswap/source/{uuid.uuid4().hex}_{source.filename}"
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upload_to_spaces(src_bytes, src_key
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#
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# CASE 1: NEW_CATEGORY_ID → Fetch from MongoDB
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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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"asset_images._id": ObjectId(new_category_id)
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})
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if not doc:
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raise HTTPException(
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#
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asset = None
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for img in doc["asset_images"]:
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if str(img["_id"]) == str(new_category_id):
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asset = img
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break
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if not asset:
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raise HTTPException(
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target_url = asset["url"]
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#
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# ---------- media_clicks update only if user_id exists ----------
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if user_id:
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try:
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logger.info(f"category_id resolved from subcategory: {category_id}")
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logger.info(f"ADMIN_MONGO_URL: {ADMIN_MONGO_URL}")
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try:
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user_oid = ObjectId(user_id)
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cat_oid = ObjectId(category_id)
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except Exception as conv_err:
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logger.error(f"❌ ObjectId conversion failed: {conv_err}")
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raise HTTPException(status_code=400, detail=f"Invalid user_id or category_id: {conv_err}")
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now = datetime.utcnow()
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update_result = await media_clicks_col.update_one(
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{
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"
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"categories
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},
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{
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"$set": {
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"updatedAt": now,
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"categories.$.lastClickedAt": now
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},
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"$inc": {
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"categories.$.click_count": 1
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}
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}
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)
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logger.info(f"Existing category update matched_count: {update_result.matched_count}")
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logger.info(f"Existing category update modified_count: {update_result.modified_count}")
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if update_result.matched_count == 0:
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insert_result = await media_clicks_col.update_one(
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{"userId": user_oid},
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{
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"$setOnInsert": {"createdAt": now},
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"$set": {"updatedAt": now},
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"$push": {
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"categories": {
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"categoryId":
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"click_count": 1,
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"lastClickedAt": now
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}
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@@ -366,151 +318,62 @@ async def face_swap_api(
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},
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upsert=True
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)
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except Exception as media_err:
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print("❌ ERROR while saving media_clicks:", str(media_err))
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# DO NOT break the face-swap flow
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# if user_id:
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# user_oid = ObjectId(user_id)
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# cat_oid = ObjectId(category_id)
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# now = datetime.utcnow()
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# # Try to update existing category entry
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# update_result = await media_clicks_col.update_one(
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# {
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# "userId": user_oid,
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# "categories.categoryId": cat_oid
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# },
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# {
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# "$set": {
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# "updatedAt": now,
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# "categories.$.lastClickedAt": now
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# },
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# "$inc": {
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# "categories.$.click_count": 1
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# }
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# }
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# )
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# # If category did not exist, push new category object
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# if update_result.matched_count == 0:
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# await media_clicks_col.update_one(
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# {"userId": user_oid},
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# {
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# "$setOnInsert": {"createdAt": now},
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# "$set": {"updatedAt": now},
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# "$push": {
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# "categories": {
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# "categoryId": cat_oid,
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# "click_count": 1,
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# "lastClickedAt": now
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# }
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# }
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# },
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# upsert=True
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# )
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# ==========================================================
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# CASE 2: EXISTING TARGET_CATEGORY_ID (DigitalOcean)
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# ==========================================================
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if 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 = [prefix["Prefix"].split("/")[2] for prefix 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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original_objects = client.list_objects_v2(Bucket=DO_SPACES_BUCKET, Prefix=original_prefix)
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thumb_objects = client.list_objects_v2(Bucket=DO_SPACES_BUCKET, Prefix=thumb_prefix)
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thumb_files = [obj["Key"].split("/")[-1] for obj in thumb_objects.get("Contents", []) if obj["Key"].endswith(".png")]
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for idx, filename in enumerate(sorted(original_files), start=1):
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cid = f"{category.lower()}image_{idx}"
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if
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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(
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# ==========================================================
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# DOWNLOAD TARGET IMAGE
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# ==========================================================
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resp = requests.get(target_url)
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if resp.status_code != 200:
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raise HTTPException(status_code=404, detail="Target image could not be fetched")
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tgt_bytes = resp.content
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# Decode images
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src_array = np.frombuffer(src_bytes, np.uint8)
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tgt_array = np.frombuffer(tgt_bytes, np.uint8)
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if src_bgr is None or tgt_bgr is None:
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raise HTTPException(
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src_rgb = cv2.cvtColor(src_bgr, cv2.COLOR_BGR2RGB)
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tgt_rgb = cv2.cvtColor(tgt_bgr, cv2.COLOR_BGR2RGB)
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# ==========================================================
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# FACE SWAP
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# ==========================================================
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final_img, final_path, err = face_swap_and_enhance(src_rgb, tgt_rgb)
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if err:
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raise HTTPException(
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result_key = f"faceswap/result/{uuid.uuid4().hex}_enhanced.png"
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result_url = upload_to_spaces(result_bytes, result_key, content_type="image/png")
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# Log success
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end_time = datetime.utcnow()
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response_time_ms = (end_time - start_time).total_seconds() * 1000
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if database is not None:
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await database.api_logs.insert_one({
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"endpoint": "/face-swap",
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"status": "success",
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"response_time_ms": response_time_ms,
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"timestamp": end_time
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})
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return {"result_key": result_key, "result_url": result_url}
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except Exception as e:
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response_time_ms = (end_time - start_time).total_seconds() * 1000
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if database is not None:
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await database.api_logs.insert_one({
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"endpoint": "/face-swap",
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"status": "fail",
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"response_time_ms": response_time_ms,
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"timestamp": end_time,
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"error": str(e)
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})
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raise HTTPException(status_code=500, detail=f"Face swap failed: {str(e)}")
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# @fastapi_app.post("/face-swap", dependencies=[Depends(verify_token)])
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# async def face_swap_api(
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from insightface.app import FaceAnalysis
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from huggingface_hub import hf_hub_download
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from fastapi import FastAPI, UploadFile, File, HTTPException, Response, Depends, Security, Form
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from fastapi.responses import RedirectResponse
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from fastapi.security import HTTPBearer, HTTPAuthorizationCredentials
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from motor.motor_asyncio import AsyncIOMotorClient
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from bson import ObjectId
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import requests
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import uvicorn
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import gradio as gr
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from gradio import mount_gradio_app
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# DigitalOcean Spaces
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import boto3
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from botocore.client import Config
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from typing import Optional
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# --------------------- Logging ---------------------
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger(__name__)
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# --------------------- Secrets & Paths ---------------------
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REPO_ID = "HariLogicgo/face_swap_models"
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MODELS_DIR = "./models"
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os.makedirs(MODELS_DIR, exist_ok=True)
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HF_TOKEN = os.getenv("HF_TOKEN")
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API_SECRET_TOKEN = os.getenv("API_SECRET_TOKEN")
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DO_SPACES_REGION = os.getenv("DO_SPACES_REGION", "blr1")
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DO_SPACES_ENDPOINT = f"https://{DO_SPACES_REGION}.digitaloceanspaces.com"
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DO_SPACES_KEY = os.getenv("DO_SPACES_KEY")
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DO_SPACES_SECRET = os.getenv("DO_SPACES_SECRET")
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DO_SPACES_BUCKET = os.getenv("DO_SPACES_BUCKET")
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# NEW admin DB
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ADMIN_MONGO_URL = os.getenv("ADMIN_MONGO_URL")
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admin_client = AsyncIOMotorClient(ADMIN_MONGO_URL)
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admin_db = admin_client.adminPanel
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subcategories_col = admin_db.subcategories
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media_clicks_col = admin_db.media_clicks
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# OLD logs DB
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MONGODB_URL = os.getenv("MONGODB_URL")
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client = None
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database = None
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# --------------------- Download Models ---------------------
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def download_models():
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logger.info("Downloading models...")
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inswapper_path = hf_hub_download(
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repo_id=REPO_ID,
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filename="models/inswapper_128.onnx",
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token=HF_TOKEN
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)
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buffalo_files = ["1k3d68.onnx", "2d106det.onnx", "genderage.onnx", "det_10g.onnx", "w600k_r50.onnx"]
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for f in buffalo_files:
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hf_hub_download(
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repo_id=REPO_ID,
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filename=f"models/buffalo_l/" + f,
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repo_type="model",
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local_dir=MODELS_DIR,
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token=HF_TOKEN
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)
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+
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logger.info("Models downloaded.")
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return inswapper_path
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+
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inswapper_path = download_models()
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# --------------------- Face Analysis + Swapper ---------------------
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| 105 |
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| 106 |
ensure_codeformer()
|
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| 109 |
# --------------------- FastAPI ---------------------
|
| 110 |
fastapi_app = FastAPI()
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| 254 |
source: UploadFile = File(...),
|
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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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):
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start_time = datetime.utcnow()
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| 261 |
try:
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+
# ============ VALIDATION ============
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if target_category_id and new_category_id:
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| 264 |
+
raise HTTPException(400, "Provide only one of new_category_id or target_category_id.")
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| 266 |
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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| 269 |
+
# Read source image
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src_bytes = await source.read()
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src_key = f"faceswap/source/{uuid.uuid4().hex}_{source.filename}"
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+
upload_to_spaces(src_bytes, src_key)
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| 274 |
+
# ============ CASE 1: MongoDB new_category_id ============
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if new_category_id:
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| 276 |
+
doc = await subcategories_col.find_one({"asset_images._id": ObjectId(new_category_id)})
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| 278 |
if not doc:
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| 279 |
+
raise HTTPException(404, "Asset image not found.")
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| 280 |
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| 281 |
+
# find correct asset image
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| 282 |
+
asset = next((img for img in doc["asset_images"] if str(img["_id"]) == new_category_id), None)
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| 283 |
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| 284 |
if not asset:
|
| 285 |
+
raise HTTPException(404, "Asset image URL not found.")
|
| 286 |
|
| 287 |
target_url = asset["url"]
|
| 288 |
+
category_oid = doc["categoryId"] # REAL ObjectId
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| 289 |
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| 290 |
+
# ---- MEDIA_CLICKS ONLY IF user_id EXISTS ----
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|
| 291 |
if user_id:
|
| 292 |
try:
|
| 293 |
+
user_id = user_id.strip()
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| 294 |
+
user_oid = ObjectId(user_id)
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|
| 295 |
now = datetime.utcnow()
|
| 296 |
+
|
| 297 |
update_result = await media_clicks_col.update_one(
|
| 298 |
+
{"userId": user_oid, "categories.categoryId": category_oid},
|
| 299 |
{
|
| 300 |
+
"$set": {"updatedAt": now, "categories.$.lastClickedAt": now},
|
| 301 |
+
"$inc": {"categories.$.click_count": 1}
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|
| 302 |
}
|
| 303 |
)
|
| 304 |
+
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|
| 305 |
if update_result.matched_count == 0:
|
| 306 |
+
await media_clicks_col.update_one(
|
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|
| 307 |
{"userId": user_oid},
|
| 308 |
{
|
| 309 |
"$setOnInsert": {"createdAt": now},
|
| 310 |
"$set": {"updatedAt": now},
|
| 311 |
"$push": {
|
| 312 |
"categories": {
|
| 313 |
+
"categoryId": category_oid,
|
| 314 |
"click_count": 1,
|
| 315 |
"lastClickedAt": now
|
| 316 |
}
|
|
|
|
| 318 |
},
|
| 319 |
upsert=True
|
| 320 |
)
|
| 321 |
+
|
| 322 |
+
except Exception as err:
|
| 323 |
+
logger.error(f"MEDIA_CLICK ERROR: {err}")
|
| 324 |
+
# Do NOT break face-swap
|
| 325 |
+
|
| 326 |
+
# ============ CASE 2: DigitalOcean target_category_id ============
|
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|
| 327 |
if target_category_id:
|
| 328 |
client = get_spaces_client()
|
| 329 |
base_prefix = "faceswap/target/"
|
| 330 |
resp = client.list_objects_v2(Bucket=DO_SPACES_BUCKET, Prefix=base_prefix, Delimiter="/")
|
|
|
|
| 331 |
|
| 332 |
+
categories = [p["Prefix"].split("/")[2] for p in resp.get("CommonPrefixes", [])]
|
| 333 |
target_url = None
|
| 334 |
+
|
| 335 |
for category in categories:
|
| 336 |
original_prefix = f"faceswap/target/{category}/original/"
|
| 337 |
+
original_files = client.list_objects_v2(Bucket=DO_SPACES_BUCKET, Prefix=original_prefix)
|
|
|
|
|
|
|
|
|
|
| 338 |
|
| 339 |
+
for idx, obj in enumerate(sorted(original_files.get("Contents", [])), start=1):
|
|
|
|
|
|
|
|
|
|
| 340 |
cid = f"{category.lower()}image_{idx}"
|
| 341 |
+
if cid == target_category_id:
|
| 342 |
+
filename = obj["Key"].split("/")[-1]
|
| 343 |
+
target_url = f"{DO_SPACES_ENDPOINT}/{DO_SPACES_BUCKET}/{original_prefix}{filename}"
|
| 344 |
break
|
| 345 |
+
|
| 346 |
if target_url:
|
| 347 |
break
|
| 348 |
|
| 349 |
if not target_url:
|
| 350 |
+
raise HTTPException(404, "Target categoryId not found.")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 351 |
|
| 352 |
+
# ============ DOWNLOAD TARGET IMAGE ============
|
| 353 |
+
target_bytes = requests.get(target_url).content
|
| 354 |
+
tgt_bgr = cv2.imdecode(np.frombuffer(target_bytes, np.uint8), cv2.IMREAD_COLOR)
|
| 355 |
+
src_bgr = cv2.imdecode(np.frombuffer(src_bytes, np.uint8), cv2.IMREAD_COLOR)
|
| 356 |
|
| 357 |
if src_bgr is None or tgt_bgr is None:
|
| 358 |
+
raise HTTPException(400, "Invalid image data")
|
| 359 |
|
| 360 |
+
# ============ FACE SWAP ============
|
| 361 |
src_rgb = cv2.cvtColor(src_bgr, cv2.COLOR_BGR2RGB)
|
| 362 |
tgt_rgb = cv2.cvtColor(tgt_bgr, cv2.COLOR_BGR2RGB)
|
| 363 |
|
|
|
|
|
|
|
|
|
|
| 364 |
final_img, final_path, err = face_swap_and_enhance(src_rgb, tgt_rgb)
|
| 365 |
if err:
|
| 366 |
+
raise HTTPException(500, err)
|
| 367 |
|
| 368 |
+
result_bytes = open(final_path, "rb").read()
|
| 369 |
+
result_key = f"faceswap/result/{uuid.uuid4().hex}.png"
|
| 370 |
+
result_url = upload_to_spaces(result_bytes, result_key)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 371 |
|
| 372 |
return {"result_key": result_key, "result_url": result_url}
|
| 373 |
|
| 374 |
except Exception as e:
|
| 375 |
+
raise HTTPException(500, f"Face swap failed: {str(e)}")
|
| 376 |
+
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 377 |
|
| 378 |
# @fastapi_app.post("/face-swap", dependencies=[Depends(verify_token)])
|
| 379 |
# async def face_swap_api(
|