app.py

import gradio as gr

def ner(text):
    api = gr.Interface.load("ugaray96/biobert_ncbi_disease_ner", src='models')
    spans = api(text)
    replaced_spans = [(key, None) if value=='No Disease' else (key, value) for (key, value) in spans]
    return replaced_spans

interface = gr.Interface(ner, inputs=gr.Textbox(label="Input", value="Autophagy maintains tumour growth through circulating arginine. Acute, \
whole-body deletion of the essential autophagy gene Atg7 in adult mice causes a systemic metabolic defect that manifests as starvation  \
intolerance and gradual loss of white adipose tissue, liver glycogen and muscle mass. Cancer cells also benefit from autophagy."), outputs="highlightedtext")

interface.launch()