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5c16577
1
Parent(s):
ee9c769
Update app.py
Browse files
app.py
CHANGED
@@ -135,28 +135,30 @@ def make_prediction(image, choose_resolution, taxonomic_level):
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else:
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return make_prediction_auto(image)
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#
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interface = gr.Interface(
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fn=make_prediction,
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inputs=[
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gr.Image(type="pil"),
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gr.Radio(choices=["Yes, I want to specify the taxonomic level", "No, I will let the model decide"],
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label="Do you want to choose the taxonomic resolution for predictions?", value="No, I will let the model decide"),
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gr.Dropdown(choices=taxonomic_levels, label="Taxonomic level", value="species", interactive=True)],
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outputs="html",
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title="Amazon arboreal species classification",
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description="Upload an image and select the taxonomic level (optional) to classify the species."
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)
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# Add custom logic to disable the "Taxonomic level" dropdown when "No, I will let the model decide" is selected
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def update_taxonomic_level_interface(choose_resolution):
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if choose_resolution == "No, I will let the model decide":
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return gr.Dropdown.update(interactive=False)
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else:
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return gr.Dropdown.update(interactive=True)
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#
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# Launch the Gradio interface
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interface.launch()
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else:
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return make_prediction_auto(image)
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# Function to dynamically disable/enable the taxonomic level dropdown
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def update_taxonomic_level_interface(choose_resolution):
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if choose_resolution == "No, I will let the model decide":
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return gr.Dropdown.update(interactive=False)
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else:
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return gr.Dropdown.update(interactive=True)
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# Define the Gradio interface
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with gr.Blocks() as interface:
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with gr.Row():
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image_input = gr.Image(type="pil")
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choose_resolution = gr.Radio(
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choices=["Yes, I want to specify the taxonomic level", "No, I will let the model decide"],
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label="Do you want to choose the taxonomic resolution for predictions?", value="No, I will let the model decide"
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)
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taxonomic_level = gr.Dropdown(
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choices=taxonomic_levels, label="Taxonomic level", value="species", interactive=True
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)
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result_output = gr.HTML()
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# Bind the prediction function to the inputs
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choose_resolution.change(fn=update_taxonomic_level_interface, inputs=choose_resolution, outputs=taxonomic_level)
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image_input.submit(fn=make_prediction, inputs=[image_input, choose_resolution, taxonomic_level], outputs=result_output)
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# Launch the Gradio interface
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interface.launch()
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