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riyadifirman
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b5e285e
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Parent(s):
d75157f
Update app.py
Browse files
app.py
CHANGED
@@ -1,8 +1,9 @@
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import gradio as gr
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import torch
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from transformers import AutoImageProcessor, AutoModelForImageClassification
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from torchvision.transforms import Compose, Resize, ToTensor, Normalize,RandomHorizontalFlip, RandomRotation
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from PIL import Image
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# Load model and processor
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model_name = "riyadifirman/klasifikasiburung"
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@@ -20,17 +21,23 @@ transform = Compose([
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])
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def predict(image):
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# Create Gradio interface
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interface = gr.Interface(
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fn=predict,
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inputs=gr.
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outputs="text",
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title="Bird Classification",
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description="Upload an image of a bird to classify it."
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import gradio as gr
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import torch
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from transformers import AutoImageProcessor, AutoModelForImageClassification
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from torchvision.transforms import Compose, Resize, ToTensor, Normalize, RandomHorizontalFlip, RandomRotation
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from PIL import Image
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import traceback
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# Load model and processor
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model_name = "riyadifirman/klasifikasiburung"
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])
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def predict(image):
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try:
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image = Image.fromarray(image)
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inputs = transform(image).unsqueeze(0)
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outputs = model(inputs)
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logits = outputs.logits
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predicted_class_idx = logits.argmax(-1).item()
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return processor.decode(predicted_class_idx)
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except Exception as e:
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# Menampilkan error
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print("An error occurred:", e)
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print(traceback.format_exc()) # Ini akan print error secara detail
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return "An error occurred while processing your request."
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# Create Gradio interface
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interface = gr.Interface(
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fn=predict,
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inputs=gr.Image(type="numpy"),
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outputs="text",
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title="Bird Classification",
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description="Upload an image of a bird to classify it."
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