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Update app.py
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app.py
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@@ -5,10 +5,13 @@ from torchvision.models import resnet50
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from PIL import Image
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# Load the model
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device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
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model = resnet50(pretrained=False)
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model.fc = torch.nn.Linear(model.fc.in_features, 14) # Adjust for 14 classes
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model.eval()
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# Define image transformations
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from PIL import Image
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# Load the model
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from huggingface_hub import hf_hub_download
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device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
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model = resnet50(pretrained=False)
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model.fc = torch.nn.Linear(model.fc.in_features, 14) # Adjust for 14 classes
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model_path = hf_hub_download(repo_id="iamomtiwari/resnet50-crop-disease", filename="resnet50_model_hf.pt")
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model.load_state_dict(torch.load(model_path, map_location=device))
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model.eval()
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# Define image transformations
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