Spaces:
Sleeping
Sleeping
wikipedia chatbot
Browse files
app.py
CHANGED
|
@@ -1,7 +1,56 @@
|
|
|
|
|
|
|
|
|
|
|
| 1 |
import gradio as gr
|
|
|
|
| 2 |
|
| 3 |
-
|
| 4 |
-
|
|
|
|
| 5 |
|
| 6 |
-
|
| 7 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import os
|
| 2 |
+
import urllib.parse
|
| 3 |
+
import requests
|
| 4 |
import gradio as gr
|
| 5 |
+
from transformers import pipeline
|
| 6 |
|
| 7 |
+
class WikipediaBot:
|
| 8 |
+
SEARCH_TEMPLATE = "https://en.wikipedia.org/w/api.php?action=opensearch&search=%s&limit=1&namespace=0&format=json"
|
| 9 |
+
CONTENT_TEMPLATE = "https://en.wikipedia.org/w/api.php?format=json&action=query&prop=extracts&exintro&explaintext&redirects=1&titles=%s"
|
| 10 |
|
| 11 |
+
def __init__(self):
|
| 12 |
+
self.summarizer = pipeline("summarization", model="sshleifer/distilbart-cnn-12-6")
|
| 13 |
+
|
| 14 |
+
def search_wikipedia(self, query):
|
| 15 |
+
query = urllib.parse.quote_plus(query)
|
| 16 |
+
data = requests.get(self.SEARCH_TEMPLATE % query).json()
|
| 17 |
+
if data and data[1]:
|
| 18 |
+
page = urllib.parse.quote_plus(data[1][0])
|
| 19 |
+
content = requests.get(self.CONTENT_TEMPLATE % page).json()
|
| 20 |
+
content = list(content["query"]["pages"].values())[0]["extract"]
|
| 21 |
+
summary = self.summarizer(content, max_length=150, min_length=50, do_sample=False)[0]['summary_text']
|
| 22 |
+
source = data[3][0]
|
| 23 |
+
return summary, source
|
| 24 |
+
else:
|
| 25 |
+
return "No results found.", ""
|
| 26 |
+
|
| 27 |
+
def chatbot_response(self, message, history):
|
| 28 |
+
summary, source = self.search_wikipedia(message)
|
| 29 |
+
response = f"Here's a summary of the top Wikipedia result:\n\n{summary}"
|
| 30 |
+
if source:
|
| 31 |
+
response += f"\n\nSource: {source}"
|
| 32 |
+
history.append((message, response))
|
| 33 |
+
return history
|
| 34 |
+
|
| 35 |
+
def create_chatbot():
|
| 36 |
+
return WikipediaBot()
|
| 37 |
+
|
| 38 |
+
demo = gr.Blocks()
|
| 39 |
+
|
| 40 |
+
with demo:
|
| 41 |
+
gr.Markdown("# Wikipedia Chatbot")
|
| 42 |
+
gr.Markdown("This chatbot queries the Wikipedia API and summarizes the top result.")
|
| 43 |
+
|
| 44 |
+
chatbot = gr.Chatbot()
|
| 45 |
+
msg = gr.Textbox(label="Enter your query")
|
| 46 |
+
clear = gr.Button("Clear")
|
| 47 |
+
|
| 48 |
+
bot = create_chatbot()
|
| 49 |
+
|
| 50 |
+
msg.submit(bot.chatbot_response, [msg, chatbot], chatbot).then(
|
| 51 |
+
lambda: gr.update(value=""), None, [msg], queue=False
|
| 52 |
+
)
|
| 53 |
+
clear.click(lambda: None, None, chatbot, queue=False)
|
| 54 |
+
|
| 55 |
+
if __name__ == "__main__":
|
| 56 |
+
demo.launch()
|