Spaces:
Running
on
CPU Upgrade
Running
on
CPU Upgrade
Commit
Β·
5f629ed
1
Parent(s):
e3a01f4
lazy loading
Browse files
main.py
CHANGED
|
@@ -1,55 +1,28 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
from fastapi import FastAPI, UploadFile, File
|
| 4 |
from fastapi.responses import HTMLResponse
|
| 5 |
-
from fastapi.staticfiles import StaticFiles
|
| 6 |
-
import shutil
|
| 7 |
-
from pathlib import Path
|
| 8 |
import uvicorn
|
| 9 |
-
|
| 10 |
from vit_captioning.generate import CaptionGenerator
|
| 11 |
|
| 12 |
app = FastAPI()
|
| 13 |
-
|
| 14 |
-
|
| 15 |
-
|
| 16 |
-
|
| 17 |
-
|
| 18 |
-
|
| 19 |
-
|
| 20 |
-
|
| 21 |
-
|
| 22 |
-
|
| 23 |
-
|
| 24 |
-
|
| 25 |
-
|
| 26 |
-
|
| 27 |
-
|
| 28 |
-
|
| 29 |
-
|
| 30 |
-
|
| 31 |
-
|
| 32 |
-
|
| 33 |
-
|
| 34 |
-
|
| 35 |
-
return "<h1>Coming Soon: Project 2</h1>"
|
| 36 |
-
|
| 37 |
-
# β
Caption generation endpoint for captioning app
|
| 38 |
-
# Keep the path consistent with your JS fetch()!
|
| 39 |
-
caption_generator = CaptionGenerator(
|
| 40 |
-
model_type="CLIPEncoder",
|
| 41 |
-
checkpoint_path="./vit_captioning/artifacts/CLIPEncoder_40epochs_unfreeze12.pth",
|
| 42 |
-
quantized=False
|
| 43 |
-
)
|
| 44 |
-
|
| 45 |
-
@app.post("/generate")
|
| 46 |
-
async def generate(file: UploadFile = File(...)):
|
| 47 |
-
temp_file = f"temp_{file.filename}"
|
| 48 |
-
with open(temp_file, "wb") as buffer:
|
| 49 |
-
shutil.copyfileobj(file.file, buffer)
|
| 50 |
-
|
| 51 |
-
captions = caption_generator.generate_caption(temp_file)
|
| 52 |
-
return captions
|
| 53 |
-
|
| 54 |
-
# if __name__ == "__main__":
|
| 55 |
-
# uvicorn.run(app, host="0.0.0.0", port=8000)
|
|
|
|
| 1 |
+
from fastapi import FastAPI
|
|
|
|
|
|
|
| 2 |
from fastapi.responses import HTMLResponse
|
|
|
|
|
|
|
|
|
|
| 3 |
import uvicorn
|
|
|
|
| 4 |
from vit_captioning.generate import CaptionGenerator
|
| 5 |
|
| 6 |
app = FastAPI()
|
| 7 |
+
caption_generator = None # Lazy-load placeholder
|
| 8 |
+
|
| 9 |
+
@app.on_event("startup")
|
| 10 |
+
def startup_event():
|
| 11 |
+
global caption_generator
|
| 12 |
+
if caption_generator is None:
|
| 13 |
+
print("Loading CaptionGenerator...")
|
| 14 |
+
caption_generator = CaptionGenerator()
|
| 15 |
+
|
| 16 |
+
@app.get("/", response_class=HTMLResponse)
|
| 17 |
+
def root():
|
| 18 |
+
return "<h3>β
Hugging Face Space is alive</h3>"
|
| 19 |
+
|
| 20 |
+
# Example endpoint to trigger model
|
| 21 |
+
@app.get("/caption")
|
| 22 |
+
def caption():
|
| 23 |
+
if caption_generator is None:
|
| 24 |
+
return {"error": "Model not loaded"}
|
| 25 |
+
return {"result": "dummy caption"} # Replace with real logic
|
| 26 |
+
|
| 27 |
+
if __name__ == "__main__":
|
| 28 |
+
uvicorn.run(app, host="0.0.0.0", port=8000)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|