Spaces:
Build error
Build error
import gradio as gr | |
from fastai.vision.all import * | |
import skimage | |
learn load_learner('export.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 = 'NYC Iconic Buildings Classifier' | |
description = 'This is a classifier based on fastai course, lesson 2.' | |
interpretation = 'default' | |
examples = ['empire_state_building.jpg', 'flatiron_building.jpg', 'chrysler_building.jpg'] | |
enable_queue = True | |
gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(512, 512)), | |
outputs=gr.outputs.Label(num_top_classes=3), title=title, | |
description=description, | |
examples=examples, | |
interpretation=interpretation, enable_queue=enable_queue).launch() |