Linhh commited on
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c4ca59f
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1 Parent(s): c4b68c1

Update app.py

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  1. app.py +13 -0
app.py CHANGED
@@ -1,8 +1,21 @@
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  from fastai.vision.all import *
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  import gradio as gr
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  learn = load_learner('export.pkl')
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  labels = learn.dls.vocab
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  def predict(img):
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  img = PILImage.create(img)
 
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  from fastai.vision.all import *
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  import gradio as gr
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+ path = untar_data(URLs.PETS)
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+
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  learn = load_learner('export.pkl')
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+ files = get_image_files(path/'images')
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+
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+ pat = r'^(.*)_\d+.jpg'
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+
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+ dls = ImageDataLoaders.from_name_re(path, files, pat, item_tfms=Resize(460),
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+ batch_tfms=aug_transforms(size=224))
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+
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+ learn = vision_learner(dls, resnet34, metrics=error_rate)
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+
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+ learn.fine_tune(2, 0.0008)
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+
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  labels = learn.dls.vocab
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  def predict(img):
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  img = PILImage.create(img)