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import asyncio
import csv
import hashlib
import os
from typing import List, Tuple, Dict, Any, Optional
import datetime
import signal
import feedparser
import aiohttp
import gradio as gr
from huggingface_hub import InferenceClient
from sqlalchemy import create_engine, Column, Integer, String, Text, DateTime
from sqlalchemy.exc import SQLAlchemyError
from sqlalchemy.orm import declarative_base, sessionmaker
from urllib.parse import urljoin
import logging
from sqlalchemy.orm import Session
from sqlalchemy.future import select
from bs4 import BeautifulSoup
import validators
Base = declarative_base()
class Article(Base):
__tablename__ = 'articles'
id = Column(Integer, primary_key=True)
url = Column('url', String(2048), nullable=False, unique=True)
title = Column('title', String(255))
content = Column('content', Text())
hash_value = Column('hash', String(32))
timestamp = Column('timestamp', DateTime(), default=datetime.datetime.utcnow)
# Configure logging
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
logger = logging.getLogger(__name__)
# Configuration
HUGGINGFACE_API_KEY = os.getenv("HUGGINGFACE_API_KEY")
DEFAULT_MONITORING_INTERVAL = 300
MAX_MONITORING_INTERVAL = 600
CHANGE_FREQUENCY_THRESHOLD = 3
# Global variables
monitoring_tasks = {}
url_monitoring_intervals = {}
change_counts = {}
history = []
db_session = None # Initialize db_session globally
async def create_db_engine(db_url):
try:
engine = create_engine(db_url)
Base.metadata.create_all(engine)
return engine, sessionmaker(bind=engine)
except SQLAlchemyError as e:
logger.error(f"Database error: {e}")
raise
def sanitize_url(url: str) -> str:
return url if validators.url(url) else None
async def fetch_url_content(url: str,
session: aiohttp.ClientSession) -> Tuple[str, str]:
async with session.get(url) as response:
content = await response.text()
soup = BeautifulSoup(content, 'html.parser')
title = soup.title.string if soup.title else "No Title"
return title, content
async def save_to_database(session, url: str, title: str, content: str,
hash: str):
try:
article = Article(url=url, title=title, content=content, hash=hash)
session.add(article)
await session.commit()
except SQLAlchemyError as e:
logger.error(f"Database error: {e}")
await session.rollback()
async def save_to_csv(storage_location: str, url: str, title: str,
content: str, timestamp: datetime.datetime):
try:
os.makedirs(os.path.dirname(storage_location), exist_ok=True)
with open(storage_location, "a", newline='',
encoding="utf-8") as csvfile:
csv_writer = csv.writer(csvfile)
csv_writer.writerow([
timestamp.strftime("%Y-%m-%d %H:%M:%S"), url, title, content
])
except IOError as e:
logger.error(f"IOError saving to CSV: {e}")
except Exception as e:
logger.error(f"Unexpected error saving to CSV: {e}")
async def monitor_url(url: str, interval: int, storage_location: str,
feed_rss: bool, db_session):
previous_hash = ""
async with aiohttp.ClientSession() as session:
while True:
try:
title, content = await fetch_url_content(url, session)
current_hash = hashlib.md5(content.encode('utf-8')).hexdigest()
if current_hash != previous_hash:
previous_hash = current_hash
timestamp = datetime.datetime.now()
if feed_rss:
try:
await save_to_database(db_session, url, title,
content, current_hash)
except SQLAlchemyError as e:
logger.error(
f"Database error while saving {url}: {e}")
if storage_location:
await save_to_csv(storage_location, url, title,
content, timestamp)
history.append(
f"Change detected at {url} on {timestamp.strftime('%Y-%m-%d %H:%M:%S')}"
)
logger.info(f"Change detected at {url}")
change_counts[url] = change_counts.get(url, 0) + 1
if change_counts[url] >= CHANGE_FREQUENCY_THRESHOLD:
interval = max(60, interval // 2)
else:
change_counts[url] = 0
interval = min(interval * 2, MAX_MONITORING_INTERVAL)
url_monitoring_intervals[url] = interval
except aiohttp.ClientError as e:
logger.error(f"Network error monitoring {url}: {e}")
history.append(f"Network error monitoring {url}: {e}")
except Exception as e:
logger.error(f"Unexpected error monitoring {url}: {e}")
history.append(f"Unexpected error monitoring {url}: {e}")
await asyncio.sleep(interval)
async def start_monitoring(urls: List[str], storage_location: str,
feed_rss: bool):
global db_session
for url in urls:
if url not in monitoring_tasks:
sanitized_url = sanitize_url(url)
if sanitized_url:
task = asyncio.create_task(
monitor_url(sanitized_url, DEFAULT_MONITORING_INTERVAL,
storage_location, feed_rss, db_session))
monitoring_tasks[sanitized_url] = task
else:
logger.warning(f"Invalid URL: {url}")
history.append(f"Invalid URL: {url}")
return "Monitoring started"
async def cleanup_resources(url: str):
# Add any cleanup logic here, e.g., closing database connections
pass
def stop_monitoring(url: str):
if url in monitoring_tasks:
monitoring_tasks[url].cancel()
asyncio.create_task(cleanup_resources(url))
del monitoring_tasks[url]
return "Monitoring stopped"
def generate_rss_feed():
session = Session()
try:
articles = session.query(Article).order_by(
Article.timestamp.desc()).limit(20).all()
feed = feedparser.FeedParserDict()
feed['title'] = 'Website Changes Feed'
feed['link'] = 'http://yourwebsite.com/feed' # Replace if needed
feed['description'] = 'Feed of changes detected on monitored websites.'
feed['entries'] = [{
'title': article.title,
'link': article.url,
'description': article.content,
'published': article.timestamp
} for article in articles]
return feedparser.FeedGenerator().feed_from_dictionary(
feed).writeString('utf-8')
except SQLAlchemyError as e:
logger.error(f"Database error: {e}")
return None
finally:
session.close()
async def chatbot_response(message: str, history: List[Tuple[str, str]]):
try:
client = InferenceClient("mistralai/Mixtral-8x7B-Instruct-v0.1",
token=HUGGINGFACE_API_KEY)
response = await client.text_generation(message, max_new_tokens=100)
history.append((message, response[0]['generated_text']))
return history, history
except Exception as e:
logger.error(f"Chatbot error: {e}")
history.append((message,
"Error: Could not get a response from the chatbot."))
return history, history
async def update_db_status(db_status_textbox):
while True:
try:
await db_session.execute("SELECT 1")
db_status = "Connected"
except SQLAlchemyError:
db_status = "Disconnected"
yield db_status # Use a generator to update the textbox
await asyncio.sleep(60) # Check every minute
async def update_feed_content(): # Remove db_session parameter
try:
articles = await db_session.query(Article).order_by(
Article.timestamp.desc()).limit(20).all()
feed = {
'title': 'Website Changes Feed',
'link': 'http://yourwebsite.com/feed',
'description': 'Feed of changes detected on monitored websites.',
'items': [{
'title': article.title,
'link': article.url,
'description': article.content,
'pubDate': str(article.timestamp) # Convert datetime to string
} for article in articles]
}
return feed
except SQLAlchemyError as e:
logger.error(f"Database error: {e}")
return None
async def periodic_update_with_error_handling():
while True:
try:
await asyncio.sleep(300) # Wait for 5 minutes
await update_feed_content()
except Exception as e:
logger.error(f"Error in periodic update: {e}")
async def main():
global db_session
try:
engine, Session = await create_db_engine("sqlite:///monitoring.db")
db_session = Session()
demo = gr.Blocks()
with demo:
gr.Markdown("# Website Monitor and Chatbot")
with gr.Row():
with gr.Column():
db_url = gr.Textbox(
label="Database URL", value="sqlite:///monitoring.db")
db_status_textbox = gr.Textbox(label="Database Status",
interactive=False,
value="Connected")
with gr.Column():
with gr.Tab("Configuration"):
target_urls = gr.Textbox(
label="Target URLs (comma-separated)",
placeholder=
"https://example.com, https://another-site.com")
storage_location = gr.Textbox(
label="Storage Location (CSV file path)",
placeholder="/path/to/your/file.csv")
feed_rss_checkbox = gr.Checkbox(label="Enable RSS Feed")
start_button = gr.Button("Start Monitoring")
stop_button = gr.Button("Stop Monitoring")
status_text = gr.Textbox(label="Status",
interactive=False)
history_text = gr.Textbox(label="History",
lines=10,
interactive=False)
with gr.Tab("User-End View"):
feed_content = gr.JSON(label="RSS Feed Content")
with gr.Tab("Chatbot"):
chatbot_interface = gr.Chatbot(type='messages')
message_input = gr.Textbox(
placeholder="Type your message here...")
send_button = gr.Button("Send")
async def on_start_click(target_urls_str: str, storage_loc: str,
feed_enabled: bool):
urls = [url.strip() for url in target_urls_str.split(",")]
await start_monitoring(urls,
storage_loc if storage_loc else None,
feed_enabled)
return "Monitoring started for valid URLs."
async def on_stop_click():
for url in list(monitoring_tasks.keys()):
stop_monitoring(url)
return "Monitoring stopped for all URLs."
start_button.click(
on_start_click,
inputs=[target_urls, storage_location, feed_rss_checkbox],
outputs=[status_text])
stop_button.click(on_stop_click, outputs=[status_text])
send_button.click(
chatbot_response,
inputs=[message_input, chatbot_interface],
outputs=[chatbot_interface, message_input])
# Set up the timer
feed_updater = gr.Timer(interval=300)
feed_updater.tick(fn=update_feed_content,
outputs=feed_content)
# Create background tasks
demo.load(update_db_status, outputs=db_status_textbox)
asyncio.create_task(periodic_update_with_error_handling())
# Launch the demo
await demo.launch()
except Exception as e:
logger.error(f"Error in main: {e}")
finally:
if db_session:
await db_session.close()
if engine:
engine.dispose()
def signal_handler():
for task in asyncio.all_tasks():
task.cancel()
return f"Processed: {input_text}"
# Create Gradio interface
with gr.Blocks() as demo:
gr.Markdown("# My Gradio App")
input_text = gr.Textbox(label="Input Text")
output_text = gr.Textbox(label="Output Text")
submit_button = gr.Button("Submit")
submit_button.click(fn=generate, inputs=input_text, outputs=output_text)
# Launch the app
if __name__ == "__main__":
demo.launch(share=True) |