Spaces:
Sleeping
Sleeping
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,41 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
from transformers import pipeline
|
| 3 |
+
import textwrap
|
| 4 |
+
|
| 5 |
+
# Load the question-answering pipeline
|
| 6 |
+
qa_pipeline = pipeline("question-answering")
|
| 7 |
+
|
| 8 |
+
def chatbot(document, question):
|
| 9 |
+
# Define a set of greeting phrases
|
| 10 |
+
greetings = ["hi", "hello", "hey", "greetings", "what's up", "howdy"]
|
| 11 |
+
|
| 12 |
+
# Check if the input question is a greeting
|
| 13 |
+
question_lower = question.lower().strip()
|
| 14 |
+
if question_lower in greetings or any(question_lower.startswith(greeting) for greeting in greetings):
|
| 15 |
+
return "Hello! How can I assist you with the document today?"
|
| 16 |
+
|
| 17 |
+
# Otherwise, handle the question using the QA pipeline
|
| 18 |
+
result = qa_pipeline(question=question, context=document)
|
| 19 |
+
|
| 20 |
+
# Wrap the answer to ensure it is 3 to 4 lines long
|
| 21 |
+
wrapped_answer = textwrap.fill(result['answer'], width=70)
|
| 22 |
+
|
| 23 |
+
# Split the wrapped answer into lines and limit it to 3 to 4 lines
|
| 24 |
+
answer_lines = wrapped_answer.split('\n')
|
| 25 |
+
limited_answer = '\n'.join(answer_lines[:4])
|
| 26 |
+
|
| 27 |
+
return limited_answer
|
| 28 |
+
|
| 29 |
+
interface = gr.Interface(
|
| 30 |
+
fn=chatbot,
|
| 31 |
+
inputs=[
|
| 32 |
+
gr.components.Textbox(lines=20, placeholder="Paste your document here..."),
|
| 33 |
+
gr.components.Textbox(lines=2, placeholder="Ask a question about the document or say hello...")
|
| 34 |
+
],
|
| 35 |
+
outputs="text",
|
| 36 |
+
title="Document Chatbot",
|
| 37 |
+
description="Upload a document and ask questions about its content or just say hello."
|
| 38 |
+
)
|
| 39 |
+
|
| 40 |
+
if __name__ == "__main__":
|
| 41 |
+
interface.launch(debug=True)
|