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add model v2 - more painters supported
Browse files- app.py +17 -3
- model_v2.pkl +3 -0
app.py
CHANGED
@@ -10,21 +10,35 @@ CATS_MAP = {
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"rembrandt": "Rembrandt",
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}
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# load pre-trained model
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model = load_learner("
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# get classes name in right order
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full_name_cats = [
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def classify_image(img) -> dict:
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category, idx, probs = model.predict(img)
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return dict(zip(full_name_cats, map(float, probs)))
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# Gradio control
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image = gr.inputs.Image(shape=(224, 224))
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label = gr.outputs.Label()
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examples = [
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f"images_examples/{filename}"
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for filename in ("mona_lisa.jpg", "starry_night.jpg", "le_reve.jpg")
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"rembrandt": "Rembrandt",
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}
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CATS_MAP_V2 = {
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"picasso": "Pablo Picasso",
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"vanGogh": "Vincent van Gogh",
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"dali": "Salvador Dalí",
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"daVinci": "Leonard da Vinci",
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"rembrandt": "Rembrandt",
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"monet": "Claude Monet",
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"caruso": "Santiago Caruso",
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"renoir": "Pierre-Auguste Renoir",
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"oKeeffe": "Georgia O’Keeffe",
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"krasner": "Lee Krasner",
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}
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# load pre-trained model
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model = load_learner("model_v2.pkl")
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# get classes name in right order
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full_name_cats = [CATS_MAP_V2[key_class] for key_class in model.dls.vocab]
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def classify_image(img) -> dict:
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category, idx, probs = model.predict(img)
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return dict(zip(full_name_cats, map(float, probs)))
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# Gradio control
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image = gr.inputs.Image(shape=(224, 224))
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label = gr.outputs.Label(num_top_classes=4)
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examples = [
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f"images_examples/{filename}"
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for filename in ("mona_lisa.jpg", "starry_night.jpg", "le_reve.jpg")
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model_v2.pkl
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:cb83103d6b4a409ecde5f5c0a17e7570beed3f8907821d91ba91b97ec4347d4f
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size 46999859
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