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bb25891
interface now working after changing fastai ver
Browse filesSigned-off-by: Qile <43093685+GTHB317@users.noreply.github.com>
- app.py +55 -4
- requirements.txt +4 -0
app.py
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import gradio as gr
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import gradio as gr
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from fastai.vision.all import *
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from fastai import *
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#import pathlib
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#temp = pathlib.PosixPath
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#pathlib.PosixPath = pathlib.WindowsPath
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learn = load_learner('Bacteria-Classifier.pkl')
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categories = ('Acinetobacter.baumanii',
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'Actinetobacter.israeli',
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'Bacteroides.fragilis',
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'Bifidobacterium.spp',
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'Candida.albicans',
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'Clostridium.perfringens',
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'Enterococcus.faecalis',
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'Enterococcus.faecium',
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'Escherichia.coli',
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'Fusobacterium',
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'Lactobacillus.casei',
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'Lactobacillus.crispatus',
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'Lactobacillus.delbrueckii',
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'Lactobacillus.gasseri',
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'Lactobacillus.jehnsenii',
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'Lactobacillus.johnsonii',
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'Lactobacillus.paracasei',
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'Lactobacillus.plantarum',
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'Lactobacillus.reuteri',
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'Lactobacillus.rhamnosus',
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'Lactobacillus.salivarius',
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'Listeria.monocytogenes',
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'Micrococcus.spp',
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'Neisseria.gonorrhoeae',
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'Porfyromonas.gingivalis',
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'Propionibacterium.acnes',
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'Proteus',
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'Pseudomonas.aeruginosa',
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'Staphylococcus.aureus',
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'Staphylococcus.epidermidis',
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'Staphylococcus.saprophiticus',
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'Streptococcus.agalactiae',
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'Veionella')
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def classify_image(img):
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pred,idx,probs = learn.predict(img)
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return dict(zip(categories,map(float,probs)))
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image = gr.Image(shape=(244,244))
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label = gr.Label()
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examples = ['Fusobacterium_sample.png','Veionella_sample.png','Clostridium.perfringens_sample.png']
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demo = gr.Interface(
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fn=classify_image,
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inputs=image,
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outputs=label,
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examples=examples)
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demo.launch(inline=False)
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requirements.txt
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#-f https://download.pytorch.org/whl/cpu/torch_stable.html
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dvc==2.9.5
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torch==1.11
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fastai==2.7.7
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