Spaces:
Runtime error
Runtime error
Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,32 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
"""
|
2 |
+
Run a rest API exposing the yolov5s object detection model
|
3 |
+
"""
|
4 |
+
import argparse
|
5 |
+
import io
|
6 |
+
import torch
|
7 |
+
from flask import Flask, request
|
8 |
+
from PIL import Image
|
9 |
+
|
10 |
+
app = Flask(__name__)
|
11 |
+
|
12 |
+
DETECTION_URL = "/v1/detect"
|
13 |
+
|
14 |
+
|
15 |
+
@app.route(DETECTION_URL, methods=["POST"])
|
16 |
+
def predict():
|
17 |
+
if not request.method == "POST":
|
18 |
+
return
|
19 |
+
|
20 |
+
if request.files.get("image"):
|
21 |
+
image_file = request.files["image"]
|
22 |
+
image_bytes = image_file.read()
|
23 |
+
|
24 |
+
img = Image.open(io.BytesIO(image_bytes))
|
25 |
+
|
26 |
+
results = model(img, size=640) # reduce size=320 for faster inference
|
27 |
+
return results.pandas().xyxy[0].to_json(orient="records")
|
28 |
+
|
29 |
+
|
30 |
+
if __name__ == "__main__":
|
31 |
+
model = torch.hub.load('ultralytics/yolov5', 'custom', path='best.pt', force_reload=True) # force_reload to recache
|
32 |
+
app.run(host="0.0.0.0", port=7860,debug =True) # debug=True causes Restarting with stat
|