tkelley353 commited on
Commit
66d9faa
1 Parent(s): 43cdfba

added app and requirements files

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Files changed (3) hide show
  1. app.py +23 -0
  2. c172-test.jpeg +0 -0
  3. requirements.txt +2 -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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+ import skimage
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+
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+ learn = load_learner('export.pkl')
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+
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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 = "Aircraft Classifier"
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+ description = "An aircraft classifier trained on internet photos with fastai. Created as a demo for Gradio and HuggingFace Spaces."
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+ examples = ['c172-test.jpeg']
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+ interpretation = 'default'
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+ enable_queue = True
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+
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+ gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(512, 512)), outputs=gr.outputs.Label(num_top_classes=3), title=title,
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+ description=description, examples=examples, interpretation=interpretation, enable_queue=enable_queue).launch()
c172-test.jpeg ADDED
requirements.txt ADDED
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+ fastai
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+ scikit-image