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# %%
from fastai.vision.all import *

# %%
learn = load_learner("model.pkl")

# %%
categories = ("Bird", "Forest")

# %%
def classify_image(img):
    pred,idx,probs = learn.predict(img)
    print(probs)
    print(*map(float,probs))
    print(*zip(categories, map(float,probs)))
    print(dict(zip(categories, map(float,probs))))
    return dict(zip(categories, map(float,probs)))

# %% [markdown]
#
# im = PILImage.create("bird.jpg")
# im.to_thumb(256, 256)
# im

# %% [markdown]
# classify_image(im)