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Anthony-Ml
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2b5c78c
deleted 3 bak files
Browse files- .gitignore.bak +0 -1
- app.py.bak +0 -21
- style.css +0 -41
.gitignore.bak
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/predictcovidfastaifinal18102023.pkl
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app.py.bak
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import gradio as gr
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from fastai.vision.all import *
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from efficientnet_pytorch import EfficientNet
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learn = load_learner('/model/predictcovidfastaifinal18102023.pkl')
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categories = learn.dls.vocab
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def predict_image(get_image):
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pred, idx, probs = learn.predict(get_image)
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return dict(zip(categories, map(float, probs)))
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title = "Detect COVID_19 Infection Xray Chest Images"
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description = "A covid19 infection classifier trained on the anasmohammedtahir/covidqu dataset with efficientnetb0 base model. Created demo using Gradio and HuggingFace Spaces."
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examples = ['/covid/covid_1038.png', '/covid/covid_1034.png', '/covid/cd.png', '/covid/covid_1021.png', '/covid/covid_1027.png', '/covid/covid_1042.png', '/covid/covid_1031.png']
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article="<p style='text-align: center'><a href='https://www.kaggle.com/datasets/anasmohammedtahir/covidqu' target='_blank'>COVID-QU-Ex Dataset</a></p>"
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interpretation='default'
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enable_queue=True
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gr.Interface(fn=predict_image, inputs=gr.Image(shape=(224,224)),
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outputs = gr.Label(num_top_classes=3),title=title,description=description,examples=examples,article=article, interpretation=interpretation,enable_queue=enable_queue).launch(share=False)
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style.css
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html,
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body {
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font-family: Arial, Helvetica, sans-serif;
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}
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.container {
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margin: 40px auto;
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width: max(50vw, 400px);
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display: flex;
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flex-direction: column;
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align-items: center;
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}
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.custom-file-upload {
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display: flex;
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align-items: center;
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cursor: pointer;
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gap: 10px;
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border: 2px solid black;
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padding: 8px 16px;
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cursor: pointer;
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border-radius: 6px;
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}
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#file-upload {
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display: none;
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}
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.upload-icon {
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width: 30px;
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}
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#image-container {
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width: 100%;
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margin-top: 20px;
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position: relative;
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}
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#image-container>img {
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width: 100%;
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}
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