pryanshusharma
commited on
Commit
•
1feeb09
1
Parent(s):
8b75ff9
Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,76 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import time
|
2 |
+
import requests
|
3 |
+
import gradio as gr
|
4 |
+
|
5 |
+
def read_image_from_stream(image_path, subscription_key, endpoint):
|
6 |
+
with open(image_path, 'rb') as image_file:
|
7 |
+
image_data = image_file.read()
|
8 |
+
|
9 |
+
headers = {
|
10 |
+
'Ocp-Apim-Subscription-Key': subscription_key,
|
11 |
+
'Content-Type': 'application/octet-stream'
|
12 |
+
}
|
13 |
+
|
14 |
+
response = requests.post(f"{endpoint}/vision/v3.2/read/analyze", headers=headers, data=image_data)
|
15 |
+
|
16 |
+
if response.status_code == 202:
|
17 |
+
read_response_headers = response.headers
|
18 |
+
operation_location = read_response_headers["Operation-Location"]
|
19 |
+
else:
|
20 |
+
raise Exception(f"Unexpected response status: {response.status_code}")
|
21 |
+
|
22 |
+
return operation_location
|
23 |
+
|
24 |
+
def get_read_result(operation_location, subscription_key):
|
25 |
+
headers = {
|
26 |
+
'Ocp-Apim-Subscription-Key': subscription_key
|
27 |
+
}
|
28 |
+
|
29 |
+
while True:
|
30 |
+
response = requests.get(operation_location, headers=headers)
|
31 |
+
if response.status_code == 200: # HTTP 200 indicates success
|
32 |
+
read_result = response.json()
|
33 |
+
status = read_result['status']
|
34 |
+
if status == 'succeeded':
|
35 |
+
break
|
36 |
+
elif status in ['failed', 'notStarted', 'running']:
|
37 |
+
time.sleep(1) # Wait before polling again
|
38 |
+
else:
|
39 |
+
raise Exception(f"Unexpected status: {status}")
|
40 |
+
else:
|
41 |
+
raise Exception(f"Unexpected response status: {response.status_code}")
|
42 |
+
|
43 |
+
return read_result
|
44 |
+
|
45 |
+
def process_image(image_path, subscription_key, endpoint):
|
46 |
+
operation_location = read_image_from_stream(image_path, subscription_key, endpoint)
|
47 |
+
operation_id = operation_location.split("/")[-1]
|
48 |
+
operation_location = f"{endpoint}/vision/v3.2/read/analyzeResults/{operation_id}"
|
49 |
+
|
50 |
+
read_result = get_read_result(operation_location, subscription_key)
|
51 |
+
|
52 |
+
if read_result['status'] == 'succeeded':
|
53 |
+
output = []
|
54 |
+
for text_result in read_result['analyzeResult']['readResults']:
|
55 |
+
for line in text_result['lines']:
|
56 |
+
output.append(line['text'])
|
57 |
+
return " ".join(output).replace("\n", " ") # Join lines and replace newlines with spaces
|
58 |
+
else:
|
59 |
+
return "Processing failed or did not succeed."
|
60 |
+
|
61 |
+
def main():
|
62 |
+
interface = gr.Interface(
|
63 |
+
fn=process_image,
|
64 |
+
inputs=[
|
65 |
+
gr.Image(type="filepath", label="Upload Image"),
|
66 |
+
gr.Textbox(label="Subscription Key"),
|
67 |
+
gr.Textbox(label="Endpoint URL")
|
68 |
+
],
|
69 |
+
outputs=gr.Textbox(),
|
70 |
+
title="Azure OCR with Gradio",
|
71 |
+
description="Upload an image, provide your Azure subscription key and endpoint URL to perform OCR and get the text."
|
72 |
+
)
|
73 |
+
interface.launch()
|
74 |
+
|
75 |
+
if __name__ == "__main__":
|
76 |
+
main()
|