Spaces:
Runtime error
Runtime error
File size: 748 Bytes
5c8653f 5936730 5c8653f |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 |
from fastai.text.all import *
import gradio as gr
learn = load_learner('model.pkl')
description = "Medical Diagnosis"
categories = (['Allergy', 'Anemia', 'Bronchitis', 'Diabetes', 'Diarrhea', 'Fatigue', 'Flu', 'Malaria', 'Stress'])
def classify_text(txt):
pred,idx,probs = learn.predict(txt)
return dict(zip(categories, map(float,probs)))
text = gr.inputs.Textbox(lines=2, label='Describe how you feel in great detail')
label = gr.outputs.Label()
examples = ['I have no intrest in physical activity. i am always thirsty', 'I am freezing', 'My eyes are pale']
intf = gr.Interface(fn=classify_text, inputs=text, outputs=label, examples=examples, description=description)
intf.launch(inline=False)
|