ayoubkirouane
commited on
Commit
•
66e303c
1
Parent(s):
058319a
Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
from transformers import pipeline
|
3 |
+
|
4 |
+
# Load the question answering pipeline with your fine-tuned model
|
5 |
+
qa_pipe = pipeline("question-answering", model="ayoubkirouane/QA-DistilBERT-base-squad")
|
6 |
+
|
7 |
+
def answer_question(context, question):
|
8 |
+
result = qa_pipe(question=question, context=context)
|
9 |
+
return result['answer']
|
10 |
+
|
11 |
+
# Create a Gradio interface
|
12 |
+
iface = gr.Interface(
|
13 |
+
fn=answer_question,
|
14 |
+
inputs=["text", "text"],
|
15 |
+
outputs="text",
|
16 |
+
title="Question Answering with QA-DistilBERT-base-squad",
|
17 |
+
description="Provide a context and a question to get an answer.",
|
18 |
+
)
|
19 |
+
|
20 |
+
# Launch the Gradio app
|
21 |
+
iface.launch(debug=True)
|