archietram commited on
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9eba1bb
1 Parent(s): c155234

updated app.py

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  1. app.py +27 -0
app.py CHANGED
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+ from fastai.vision.all import *
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+ import gradio as gr
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+
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+ def get_bmi(): return _
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+ def get_age(): return _
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+ def combine_loss(): return _
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+ def age_loss(): return _
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+ def bmi_loss(): return _
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+
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+ learn = load_learner("export.pkl")
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+
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+
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+ def classify_image(img):
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+ tst_dl = learn.dls.test_dl(img)
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+ preds,_ = learn.get_preds(dl=tst_dl)
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+ result_text = "This is a picture of a " + round(preds[0], 0) + " person with a BMI of" + round(preds[0], 1) + " kg/m^2"
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+ return result_text
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+
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+ image = gr.inputs.Image(shape=(192,192))
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+ label = gr.outputs.Label()
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+ examples = ['A00147.png','A00360.png','angela lansbury.jpg']
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+ title = 'Predict Age and Body Mass Index from a Picture'
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+ description = 'This app predicts the age and BMI of a person just from their face.'
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+ article = "Author: <a href=\"https://huggingface.co/archietram\">Archie Tram</a>. "
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+
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+ intf = gr.Interface(fn=classify_image, inputs=image, outputs="text", examples=examples, title=title, description=description, article=article)
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+ intf.launch(inline=False)