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Duplicate from asquirous/tv_desktop_classifier

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  1. .gitattributes +35 -0
  2. README.md +14 -0
  3. app.py +32 -0
  4. model_tvdesktop.pkl +3 -0
  5. requirements.txt +1 -0
.gitattributes ADDED
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README.md ADDED
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+ ---
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+ title: Tv Desktop Classifier
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+ emoji: 📊
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+ colorFrom: blue
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+ colorTo: gray
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+ sdk: gradio
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+ sdk_version: 3.35.2
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+ app_file: app.py
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+ pinned: false
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+ license: apache-2.0
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+ duplicated_from: asquirous/tv_desktop_classifier
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+ ---
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+
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+ Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
app.py ADDED
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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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+ learn = load_learner("model_tvdesktop.pkl")
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+ labels = learn.dls.vocab
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+
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+ def classify_image(img):
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+ img = PILImage.create(img)
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+ pred, idx, probs = learn.predict(img)
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+ output = dict(zip(labels, map(float, probs)))
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+ print(probs[0])
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+ for out in output:
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+ val = output[out]
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+ if val < 60:
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+ return {"Not Sure/Others": 0}
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+ return output
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+
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+ image = gr.inputs.Image(shape=(224, 224))
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+ label = gr.outputs.Label()
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+
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+ title = "CRT TV and Desktop Monitor Classifier"
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+ description = "A simple image classifier."
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+
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+ intf = 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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+ title=title,
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+ description=description
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+ )
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+
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+ intf.launch(inline=False)
model_tvdesktop.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:09df325b82c70199049fe42e01fb8b3a5ef8c8595ddd46de3a8fda24828d9d6d
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+ size 87471729
requirements.txt ADDED
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+ fastai