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Create app.py

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  1. app.py +27 -0
app.py ADDED
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+ import gradio as gr
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+ from fastai.vision.all import *
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+ from huggingface_hub import from_pretrained_fastai
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+
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+
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+ learn = from_pretrained_fastai("rubensg28/species-classifier-25")
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+ labels = learn.dls.vocab
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+
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+
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+ def predict(img):
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+ img = PILImage.create(img)
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+ pred, pred_idx, probs = learn.predict(img)
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+ return {labels[i]: float(probs[i]) for i in range(len(labels))}
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+
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+
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+ title = "Bad species predictor"
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+ description = "A bad model that tries to identify the type of species from the Canary Islands."
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+ examples = ['invasive', 'endemic']
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+
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+ gr.Interface(
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+ fn=predict,
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+ inputs=gr.Image(),
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+ outputs=gr.Label(num_top_classes=3),
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+ title=title,
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+ description=description,
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+ examples=examples,
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+ ).launch()