Dileep7729 commited on
Commit
e305da6
·
verified ·
1 Parent(s): dcff825

Update app.py

Browse files
Files changed (1) hide show
  1. app.py +21 -2
app.py CHANGED
@@ -67,6 +67,7 @@ def classify_image(image):
67
  }
68
 
69
  except Exception as e:
 
70
  print(f"Error during classification: {e}")
71
  return {"Error": str(e)}
72
 
@@ -74,13 +75,30 @@ def classify_image(image):
74
  iface = gr.Interface(
75
  fn=classify_image,
76
  inputs=gr.Image(type="pil"),
77
- outputs=gr.Label(label="Output"), # Display probabilities as a percentage scale
78
  title="Content Safety Classification",
79
  description="Upload an image to classify it as 'safe' or 'unsafe' with corresponding probabilities.",
80
  )
81
 
82
- # Step 4: Launch Gradio Interface
83
  if __name__ == "__main__":
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
84
  print("Launching the Gradio interface...")
85
  iface.launch()
86
 
@@ -109,5 +127,6 @@ if __name__ == "__main__":
109
 
110
 
111
 
 
112
 
113
 
 
67
  }
68
 
69
  except Exception as e:
70
+ # Log and return detailed error messages
71
  print(f"Error during classification: {e}")
72
  return {"Error": str(e)}
73
 
 
75
  iface = gr.Interface(
76
  fn=classify_image,
77
  inputs=gr.Image(type="pil"),
78
+ outputs=gr.Label(label="Output"), # Display probabilities as progress bars
79
  title="Content Safety Classification",
80
  description="Upload an image to classify it as 'safe' or 'unsafe' with corresponding probabilities.",
81
  )
82
 
83
+ # Step 4: Add Local Test Before Launching
84
  if __name__ == "__main__":
85
+ print("Testing model locally with a sample image...")
86
+ from PIL import Image
87
+ import requests
88
+
89
+ # Use a sample image
90
+ url = "https://huggingface.co/datasets/Narsil/image_dummy/raw/main/parrots.png"
91
+ try:
92
+ test_image = Image.open(requests.get(url, stream=True).raw)
93
+
94
+ # Test the classification function
95
+ print("Running local test...")
96
+ test_result = classify_image(test_image)
97
+ print(f"Local Test Result: {test_result}")
98
+ except Exception as e:
99
+ print(f"Error during local test: {e}")
100
+
101
+ # Launch Gradio Interface
102
  print("Launching the Gradio interface...")
103
  iface.launch()
104
 
 
127
 
128
 
129
 
130
+
131
 
132