Spaces:
Runtime error
Runtime error
import gradio as gr | |
from fastai.vision.all import * | |
import skimage | |
import pathlib | |
plt = platform.system() | |
if plt == 'Linux' : pathlib.WindowsPath = pathlib.PosixPath | |
learn = load_learner('xres18.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 = 'Cell Identifier' | |
description = 'A cell identifier detector trained on custom dataset with fastai. Created using Gradio and HuggingFace Spaces.' | |
examples = [] | |
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, enable_queue=enable_queue).launch(share=True) |