digitRecogniser / app.py
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Create app.py
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import gradio as gr
from fastai.vision.all import *
import skimage
def label_func(x):
return x.parent.name
learn = load_learner("model.pkl")
labels = learn.dls.vocab
def predict(img):
img = PILImage.create(img)
pred, pred_idx, probs = learn.predict(img)
return {labels[i]: float(probs[i]) for i in range(len(labels))}
title = "MNIST"
description = "Fast.ai Lesson 2"
interpretation = "default"
enable_queue = True
gr.Interface(
fn=predict,
inputs=gr.inputs.Image(shape=(512,512)),
outputs=gr.outputs.Label(num_top_classes=18),
title=title,
description=description,
interpretation=interpretation,
enable_queue=enable_queue
).launch()