eho69 commited on
Commit
3134165
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1 Parent(s): 63fdff1

Update app.py

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Files changed (1) hide show
  1. app.py +7 -1
app.py CHANGED
@@ -5,17 +5,22 @@ from PIL import Image
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  import torch
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  from transformers import DetrImageProcessor, DetrForObjectDetection
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  import os
 
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  # Load DETR model for object detection
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- # We use try-except to handle potential model loading issues in constrained environments
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  try:
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  processor = DetrImageProcessor.from_pretrained("facebook/detr-resnet-50")
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  model = DetrForObjectDetection.from_pretrained("facebook/detr-resnet-50")
 
 
 
 
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  except Exception as e:
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  print(f"Error loading model: {e}")
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  processor = None
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  model = None
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  def detect_objects(image):
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  """
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  Detect objects in an image using DETR model
@@ -144,3 +149,4 @@ with gr.Blocks(title="Object Scanner", theme=gr.themes.Soft()) as demo:
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  if __name__ == "__main__":
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  demo.launch()
 
 
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  import torch
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  from transformers import DetrImageProcessor, DetrForObjectDetection
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  import os
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+ import spaces
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  # Load DETR model for object detection
 
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  try:
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  processor = DetrImageProcessor.from_pretrained("facebook/detr-resnet-50")
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  model = DetrForObjectDetection.from_pretrained("facebook/detr-resnet-50")
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+ # Warm up the model
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+ dummy_input = processor(images=np.zeros((100, 100, 3)), return_tensors="pt")
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+ with torch.no_grad():
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+ _ = model(**dummy_input)
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  except Exception as e:
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  print(f"Error loading model: {e}")
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  processor = None
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  model = None
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+ @spaces.GPU
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  def detect_objects(image):
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  """
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  Detect objects in an image using DETR model
 
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  if __name__ == "__main__":
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  demo.launch()
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+