Spaces:
Paused
Paused
Update main.py
Browse files
main.py
CHANGED
|
@@ -21,6 +21,9 @@ async def load_model():
|
|
| 21 |
global model
|
| 22 |
model = Model(device='cuda' if torch.cuda.is_available() else 'cpu')
|
| 23 |
|
|
|
|
|
|
|
|
|
|
| 24 |
@app.post("/upload/")
|
| 25 |
async def process_image(file: UploadFile = File(...), top: int = Form(...), bottom: int = Form(...), left: int = Form(...), right: int = Form(...)):
|
| 26 |
if model is None:
|
|
@@ -34,12 +37,11 @@ async def process_image(file: UploadFile = File(...), top: int = Form(...), bott
|
|
| 34 |
aligned_face, instyle, message = model.detect_and_align_image("uploaded_image.jpg", top, bottom, left, right)
|
| 35 |
processed_image, message = model.image_toonify(aligned_face, instyle, model.exstyle, style_degree=0.5, style_type='cartoon1')
|
| 36 |
|
| 37 |
-
#
|
| 38 |
-
|
| 39 |
-
result_buffer.write(processed_image)
|
| 40 |
|
| 41 |
-
# Return the processed image
|
| 42 |
-
return
|
| 43 |
|
| 44 |
|
| 45 |
app.mount("/", StaticFiles(directory="AB", html=True), name="static")
|
|
|
|
| 21 |
global model
|
| 22 |
model = Model(device='cuda' if torch.cuda.is_available() else 'cpu')
|
| 23 |
|
| 24 |
+
from fastapi.responses import StreamingResponse
|
| 25 |
+
from io import BytesIO
|
| 26 |
+
|
| 27 |
@app.post("/upload/")
|
| 28 |
async def process_image(file: UploadFile = File(...), top: int = Form(...), bottom: int = Form(...), left: int = Form(...), right: int = Form(...)):
|
| 29 |
if model is None:
|
|
|
|
| 37 |
aligned_face, instyle, message = model.detect_and_align_image("uploaded_image.jpg", top, bottom, left, right)
|
| 38 |
processed_image, message = model.image_toonify(aligned_face, instyle, model.exstyle, style_degree=0.5, style_type='cartoon1')
|
| 39 |
|
| 40 |
+
# Convert processed image to bytes
|
| 41 |
+
image_bytes = cv2.imencode('.jpg', processed_image)[1].tobytes()
|
|
|
|
| 42 |
|
| 43 |
+
# Return the processed image as a streaming response
|
| 44 |
+
return StreamingResponse(BytesIO(image_bytes), media_type="image/jpeg")
|
| 45 |
|
| 46 |
|
| 47 |
app.mount("/", StaticFiles(directory="AB", html=True), name="static")
|