cat_dogs / app.py
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import gradio as gr
from fastai.vision.all import *
def is_cat(x): return x[0].isupper()
learn_inf = load_learner('DogCat.pkl')
labels = learn_inf.dls.vocab
labels = ['Cat', 'Not_cat']
def predict(img):
img = PILImage.create(img)
pred, pred_idx, probs = learn_inf.predict(img)
# Check if the prediction is "Cat" and return the appropriate string
if pred == 'Cat':
return "Yes, this is a cat"
else:
return "No, this is not a cat"
title = "Is this image of a cat?"
iface = gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(512,512)), outputs=gr.outputs.Label(num_top_classes=2), title=title)
iface.launch()