Create app.py

app.py

@@ -0,0 +1,16 @@
+import gradio as gr
+from transformers import pipeline
+
+model = 'MoritzLaurer/deberta-v3-base-zeroshot-v1.1-all-33'
+pipe = pipeline('zero-shot-classification', model=model)
+
+def infer(text, classes, multi_label):
+    output = pipe(text, classes, multi_label=multi_label)
+    return output
+
+text_input = gr.Textbox(lines=5, placeholder='Once upon a time...', label='Text Source', show_label=True)
+class_input = gr.Textbox(value='positive,negative', label='Class Label', show_label=True)
+allow_multi_label = gr.Checkbox(value=True, label='Multiple True Classes')
+
+app = gr.Interface(fn=infer, inputs=[text_input, class_input, allow_multi_label], outputs='label')
+app.launch()