DawnC commited on
Commit
45d344c
1 Parent(s): 73cee42

Update app.py

Browse files
Files changed (1) hide show
  1. app.py +15 -14
app.py CHANGED
@@ -267,6 +267,9 @@ def get_akc_breeds_link():
267
  # iface.launch()
268
 
269
  def predict(image):
 
 
 
270
  try:
271
  image_tensor = preprocess_image(image)
272
  with torch.no_grad():
@@ -281,22 +284,19 @@ def predict(image):
281
  topk_probs_percent = [f"{prob.item() * 100:.2f}%" for prob in topk_probs[0]]
282
 
283
  if top1_prob >= 0.5:
284
- # High confidence prediction
285
  breed = topk_breeds[0]
286
  description = get_dog_description(breed)
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  return format_description(description, breed), gr.update(visible=False), gr.update(visible=False), gr.update(visible=False)
288
 
289
  elif top1_prob < 0.1:
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- # Very low confidence prediction
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  return ("The image is too unclear or the dog breed is not in the dataset. Please upload a clearer image of the dog.",
292
  gr.update(visible=False), gr.update(visible=False), gr.update(visible=False))
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  else:
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- # Medium confidence prediction
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  explanation = (
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- f"The model couldn't confidently identify the breed. Here are the top 3 possible breeds:\n"
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- f"1. {topk_breeds[0]} ({topk_probs_percent[0]} confidence)\n"
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- f"2. {topk_breeds[1]} ({topk_probs_percent[1]} confidence)\n"
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- f"3. {topk_breeds[2]} ({topk_probs_percent[2]} confidence)\n\n"
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  "Click on a button to view more information about the breed."
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  )
302
  return explanation, gr.update(visible=True, value=f"More about {topk_breeds[0]}"), gr.update(visible=True, value=f"More about {topk_breeds[1]}"), gr.update(visible=True, value=f"More about {topk_breeds[2]}")
@@ -306,24 +306,25 @@ def predict(image):
306
 
307
  def format_description(description, breed):
308
  if isinstance(description, dict):
309
- description_str = "\n\n".join([f"**{key}**: {value}" for key, value in description.items()])
310
  else:
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- description_str = description
312
 
313
  akc_link = get_akc_breeds_link()
314
- description_str += f"\n\n**Want to learn more about dog breeds?** [Visit the AKC dog breeds page]({akc_link}) and search for {breed} to find detailed information."
315
 
316
  disclaimer = ("\n\n*Disclaimer: The external link provided leads to the American Kennel Club (AKC) dog breeds page. "
317
  "You may need to search for the specific breed on that page. "
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  "I am not responsible for the content on external sites. "
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  "Please refer to the AKC's terms of use and privacy policy.*")
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- description_str += disclaimer
321
 
322
- return description_str
323
 
324
  def show_details(breed):
325
- description = get_dog_description(breed)
326
- return format_description(description, breed)
 
327
 
328
  with gr.Blocks(css="""
329
  .container {
 
267
  # iface.launch()
268
 
269
  def predict(image):
270
+ if image is None:
271
+ return "Please upload an image to get started.", gr.update(visible=False), gr.update(visible=False), gr.update(visible=False)
272
+
273
  try:
274
  image_tensor = preprocess_image(image)
275
  with torch.no_grad():
 
284
  topk_probs_percent = [f"{prob.item() * 100:.2f}%" for prob in topk_probs[0]]
285
 
286
  if top1_prob >= 0.5:
 
287
  breed = topk_breeds[0]
288
  description = get_dog_description(breed)
289
  return format_description(description, breed), gr.update(visible=False), gr.update(visible=False), gr.update(visible=False)
290
 
291
  elif top1_prob < 0.1:
 
292
  return ("The image is too unclear or the dog breed is not in the dataset. Please upload a clearer image of the dog.",
293
  gr.update(visible=False), gr.update(visible=False), gr.update(visible=False))
294
  else:
 
295
  explanation = (
296
+ f"The model couldn't confidently identify the breed. Here are the top 3 possible breeds:\n\n"
297
+ f"1. **{topk_breeds[0]}** ({topk_probs_percent[0]} confidence)\n"
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+ f"2. **{topk_breeds[1]}** ({topk_probs_percent[1]} confidence)\n"
299
+ f"3. **{topk_breeds[2]}** ({topk_probs_percent[2]} confidence)\n\n"
300
  "Click on a button to view more information about the breed."
301
  )
302
  return explanation, gr.update(visible=True, value=f"More about {topk_breeds[0]}"), gr.update(visible=True, value=f"More about {topk_breeds[1]}"), gr.update(visible=True, value=f"More about {topk_breeds[2]}")
 
306
 
307
  def format_description(description, breed):
308
  if isinstance(description, dict):
309
+ formatted_description = "\n\n".join([f"**{key}**: {value}" for key, value in description.items()])
310
  else:
311
+ formatted_description = description
312
 
313
  akc_link = get_akc_breeds_link()
314
+ formatted_description += f"\n\n**Want to learn more about dog breeds?** [Visit the AKC dog breeds page]({akc_link}) and search for {breed} to find detailed information."
315
 
316
  disclaimer = ("\n\n*Disclaimer: The external link provided leads to the American Kennel Club (AKC) dog breeds page. "
317
  "You may need to search for the specific breed on that page. "
318
  "I am not responsible for the content on external sites. "
319
  "Please refer to the AKC's terms of use and privacy policy.*")
320
+ formatted_description += disclaimer
321
 
322
+ return formatted_description
323
 
324
  def show_details(breed):
325
+ breed_name = breed.split("More about ")[-1]
326
+ description = get_dog_description(breed_name)
327
+ return format_description(description, breed_name)
328
 
329
  with gr.Blocks(css="""
330
  .container {