test handler
Browse files- handler.py +49 -0
- requirements.txt +2 -0
handler.py
ADDED
@@ -0,0 +1,49 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from typing import Any, Dict, List
|
2 |
+
import base64
|
3 |
+
import io
|
4 |
+
import tempfile
|
5 |
+
from PIL import Image
|
6 |
+
from pdf2image import convert_from_path
|
7 |
+
|
8 |
+
|
9 |
+
def process_image(pdfdata):
|
10 |
+
prompt = "detect the accident diagram"
|
11 |
+
# PDF input -> convert to images -> find crash diagram
|
12 |
+
with tempfile.NamedTemporaryFile(delete=False) as temp_file:
|
13 |
+
temp_file.write(pdfdata)
|
14 |
+
temp_file.flush()
|
15 |
+
print("temporary name:", temp_file.name)
|
16 |
+
images = convert_from_path(temp_file.name)
|
17 |
+
|
18 |
+
crash_img = None
|
19 |
+
for img in images:
|
20 |
+
crash_img = img.crop((0,0, 200, 200))
|
21 |
+
break
|
22 |
+
|
23 |
+
if crash_img:
|
24 |
+
img_io = io.BytesIO()
|
25 |
+
crash_img.save(img_io, "PNG")
|
26 |
+
img_io.seek(0)
|
27 |
+
# Return the cropped image as base64
|
28 |
+
return {"data": base64.b64encode(img_io.read()).decode("utf-8"), "mime_type": "image/png"}
|
29 |
+
else:
|
30 |
+
return {"error": "No crash diagram detected"}
|
31 |
+
|
32 |
+
|
33 |
+
class EndpointHandler:
|
34 |
+
def __init__(self, path: str = ""):
|
35 |
+
"""Initialize the endpoint handler.
|
36 |
+
|
37 |
+
Args:
|
38 |
+
path: Path to the model artifacts
|
39 |
+
"""
|
40 |
+
print("initialized")
|
41 |
+
pass
|
42 |
+
|
43 |
+
def __call__(self, data: Any) -> List[List[Dict[str, str]]]:
|
44 |
+
pdfdata = data.pop("filedata", data)
|
45 |
+
if isinstance(pdfdata, str):
|
46 |
+
print("decoding pdfdata")
|
47 |
+
pdfdata = base64.b64decode(pdfdata)
|
48 |
+
|
49 |
+
return process_image(pdfdata)
|
requirements.txt
ADDED
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
1 |
+
pdf2image==1.17.0
|
2 |
+
pillow==10.4.0
|