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import gradio as gr
import logging
import requests
import time
from bs4 import BeautifulSoup
from datetime import datetime
from typing import List, Optional, Tuple
from urllib.parse import urljoin, urlparse
import random
import nltk
from nltk.tokenize import sent_tokenize
import PyPDF2
from joblib import dump, load
from transformers import AutoTokenizer, AutoModelForCausalLM
from sentence_transformers import SentenceTransformer
from sklearn.metrics.pairwise import cosine_similarity
import numpy as np
from icalendar import Calendar
from requests.adapters import HTTPAdapter
from requests.packages.urllib3.util.retry import Retry
from fake_useragent import UserAgent
from concurrent.futures import ThreadPoolExecutor
# Configure logging
logging.basicConfig(
level=logging.INFO,
format="%(asctime)s - %(name)s - %(levelname)s - %(message)s"
)
logger = logging.getLogger(__name__)
nltk.download('punkt')
class Config:
MODEL_NAME = "microsoft/DialoGPT-medium"
EMBEDDING_MODEL = "sentence-transformers/all-MiniLM-L6-v2"
MAX_TOKENS = 1000
REQUEST_TIMEOUT = 10
MAX_DEPTH = 1
SIMILARITY_THRESHOLD = 0.5
INDEXED_URLS = {"https://calendar.google.com/calendar/ical/south.spencer%40sspencer.k12.in.us/public/basic.ics", "https://calendar.google.com/calendar/ical/hs.spencer%40sspencer.k12.in.us/public/basic.ics", "https://calendar.google.com/calendar/ical/le.spencer%40sspencer.k12.in.us/public/basic.ics", "https://calendar.google.com/calendar/ical/re.spencer%40sspencer.k12.in.us/public/basic.ics", "https://drive.google.com/file/d/1gNTdzCSRG8h-GY21zMsmuyQEv_16eiq_/view?usp=drive_link", "https://drive.google.com/file/d/1wxQKZuI77-3cPceJ8mKbREQDSgEKXCFX/view?usp=drive_link", "https://drive.google.com/file/d/1vDix0a2shD7U46IVOprqnNWMzC7D01vl/view?usp=drive_link", "https://drive.google.com/file/d/1ShYZl7re5cdNoORTCJ-6vVp2rKM9xa_d/view?usp=drive_link", "https://drive.google.com/file/d/1Gky4kY1KGt6P4wxx7OPatmfSc_VZGx6v/view?usp=drive_link", "https://drive.google.com/file/d/1aoK7oA45je8Tkl7v2dEnYseHXFaisJ-W/view?usp=drive_link", "https://drive.google.com/file/d/1NG3ak3YqLtNEbYwT5U52tnmgyTK_6NMo/view?usp=drive_link", "https://drive.google.com/file/d/1FH8r8JeOEXhS7BUIWKM-FyrLN8Nu3oHm/view?usp=drive_link", "https://drive.google.com/file/d/1YZ4dushzkbmQPI98rnUJqfmDQJoVfvpn/view?usp=drive_link", "https://drive.google.com/file/d/1PJj23lAF45N0sBg6PknJLHl-OYsF0QWU/view?usp=drive_link", "https://drive.google.com/file/d/1DeJ3fTy61I7n86ofmrZUg6jzAqOsg-w-/view?usp=drive_link", "https://drive.google.com/file/d/1aunHxceGluv4l9cWWEKadWzNwnpEeFX2/view?usp=drive_link", "https://drive.google.com/file/d/1FBhLaXc1To-I21eqhVMzneDnmsZSfi3r/view?usp=drive_link", "https://drive.google.com/file/d/1Kvjpiq9Y_zUviyxYN9SERJ8dHxco_br8/view?usp=drive_link", "https://drive.google.com/file/d/18YN4uX8o108FpYqiWHbOqynnMT-w7fIe/view?usp=drive_link", "https://drive.google.com/file/d/1ju5O6J_3w5ffjWJcIfzQmTa2JFiK4rG_/view?usp=drive_link", "https://drive.google.com/file/d/1awbYPSnxSIx2Gb08DSJgUyx-dGDkgmHH/view?usp=drive_link", 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"https://drive.google.com/file/d/172lJEJzjhCdsSzNUjic1ScSv4-yHWZ4Z/view?usp=drive_link", "https://drive.google.com/file/d/1WuYV94zyY5JcBHC95yAdQ8Fv0VW2kCi4/view?usp=drive_link", "https://drive.google.com/file/d/1tbH4SbyxnPgBVywkl0ly-4Qes6pVR4VS/view?usp=drive_link", "https://drive.google.com/file/d/15rIIb-gLoSzxWH9qbBl1KFg9pEYPmrqb/view?usp=drive_link", "https://drive.google.com/file/d/1obuQsljm6X2oghShpL-Ly52VOSyhoUz7/view?usp=drive_link", "https://drive.google.com/file/d/1vXpzgINbmwZE7otwbAJ1jBB8-UoJHsry/view?usp=drive_link", "https://drive.google.com/file/d/1YfwW9vmslG5CmU8fBt2GEk9m_Y8DpXKN/view?usp=drive_link", "https://drive.google.com/file/d/1Sgy4DA8BZ22e4Zkl2FutGGVedlSTgHaR/view?usp=drive_link", "https://drive.google.com/file/d/1GR5ex2fMX3F3plPsH9p0rkmeFsdp5b0K/view?usp=drive_link", "https://drive.google.com/file/d/1nqUYxeBpf5mwJOsdEv5OyFy6XLMGZwbO/view?usp=drive_link", "https://drive.google.com/file/d/1WZCvU3v3lyVOCJGXKCbimXmpJOky_P2P/view?usp=drive_link", 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class ResourceItem:
def __init__(self, url: str, content: str, resource_type: str):
self.url = url
self.content = content
self.type = resource_type
self.embedding = None
def __str__(self):
return f"ResourceItem(type={self.type}, url={self.url}, content_length={len(self.content)})"
class RobustCrawler:
def __init__(self, max_retries=3, backoff_factor=0.3, proxies=None):
self.ua = UserAgent()
self.proxies = proxies or {}
self.session = self._create_robust_session(max_retries, backoff_factor)
def _create_robust_session(self, max_retries, backoff_factor):
session = requests.Session()
retry_strategy = Retry(
total=max_retries,
status_forcelist=[429, 500, 502, 503, 504],
method_whitelist=["HEAD", "GET", "OPTIONS"],
backoff_factor=backoff_factor,
raise_on_status=False
)
adapter = HTTPAdapter(max_retries=retry_strategy)
session.mount("https://", adapter)
session.mount("http://", adapter)
return session
def get_headers(self):
return {
"User-Agent": self.ua.random,
"Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,*/*;q=0.8",
"Accept-Language": "en-US,en;q=0.5",
"Referer": "https://www.google.com/",
"DNT": "1",
"Connection": "keep-alive",
"Upgrade-Insecure-Requests": "1"
}
def crawl_with_exponential_backoff(self, url, timeout=10):
try:
time.sleep(random.uniform(0.5, 2.0))
response = self.session.get(
url,
headers=self.get_headers(),
timeout=timeout
)
response.raise_for_status()
return response
except requests.exceptions.RequestException as e:
logger.error(f"Crawling error for {url}: {e}")
return None
class SchoolChatbot:
def __init__(self):
print("Initializing SchoolChatbot...")
self.setup_models()
self.resources = []
self.visited_urls = set()
self.crawl_and_index_resources()
def setup_models(self):
logger.info("Setting up models...")
self.tokenizer = AutoTokenizer.from_pretrained(Config.MODEL_NAME)
self.model = AutoModelForCausalLM.from_pretrained(Config.MODEL_NAME)
self.embedding_model = SentenceTransformer(Config.EMBEDDING_MODEL)
logger.info("Models setup completed successfully.")
def crawl_and_index_resources(self):
logger.info("Starting to crawl and index resources...")
with ThreadPoolExecutor(max_workers=5) as executor:
for url in Config.INDEXED_URLS:
executor.submit(self.crawl_url, url, 0)
logger.info("Crawling and indexing completed.")
def crawl_url(self, url, depth):
if depth > Config.MAX_DEPTH or url in self.visited_urls:
return
self.visited_urls.add(url)
crawler = RobustCrawler()
response = crawler.crawl_with_exponential_backoff(url)
if not response:
logger.warning(f"Failed to retrieve {url}")
return
content_type = response.headers.get("Content-Type", "").lower()
if "text/calendar" in content_type or url.endswith(".ics"):
self.extract_ics_content(url, response.text)
elif "text/html" in content_type:
soup = BeautifulSoup(response.content, 'html.parser')
self.extract_page_content(url, soup)
if depth < Config.MAX_DEPTH:
for link in soup.find_all('a', href=True):
full_url = urljoin(url, link['href'])
if self.is_valid_url(full_url):
time.sleep(random.uniform(0.5, 2.0))
self.crawl_url(full_url, depth + 1)
elif "application/pdf" in content_type:
self.extract_pdf_content(url, response.content)
else:
logger.warning(f"Unrecognized content-type ({content_type}). Storing as raw.")
self.store_resource(url, response.text, 'unknown')
def extract_ics_content(self, url, ics_text):
try:
cal = Calendar.from_ical(ics_text)
events = []
for component in cal.walk():
if component.name == "VEVENT":
summary = component.get("SUMMARY", "No Summary")
dtstart = component.get("DTSTART", "No Start Date")
dtend = component.get("DTEND", "No End Date")
event_str = f"{summary} from {dtstart} to {dtend}"
events.append(event_str)
if events:
combined_text = "\n".join(events)
self.store_resource(url, combined_text, 'calendar')
except Exception as e:
logger.error(f"Error parsing ICS from {url}: {e}")
def extract_page_content(self, url, soup):
content_sections = []
for tag in soup.find_all(['main', 'article', 'section']):
text_found = tag.get_text(strip=True)
if text_found:
content_sections.append(text_found)
for heading in soup.find_all(['h1', 'h2', 'h3']):
section_content = [heading.get_text(strip=True)]
next_elem = heading.find_next_sibling()
while next_elem and next_elem.name in ['p', 'ul', 'ol']:
section_content.append(next_elem.get_text(strip=True))
next_elem = next_elem.find_next_sibling()
if section_content:
content_sections.append(' '.join(section_content))
if content_sections:
full_content = ' '.join(content_sections)
self.store_resource(url, full_content, 'webpage')
def extract_pdf_content(self, url, pdf_content):
try:
pdf_reader = PyPDF2.PdfFileReader(pdf_content)
text = ''
for page in range(pdf_reader.getNumPages()):
text += pdf_reader.getPage(page).extractText()
if text:
self.store_resource(url, text, 'pdf')
except Exception as e:
logger.error(f"Error extracting PDF content from {url}: {e}")
def store_resource(self, url, text_data, resource_type):
try:
text_chunks = [text_data[i:i+512] for i in range(0, len(text_data), 512)]
embeddings = [self.embedding_model.encode(chunk) for chunk in text_chunks]
average_embedding = np.mean(embeddings, axis=0)
item = ResourceItem(url, text_data, resource_type)
item.embedding = average_embedding
self.resources.append(item)
logger.debug(f"Stored resource: {url} (type={resource_type}). Total resources: {len(self.resources)}")
except Exception as e:
logger.error(f"Error storing resource {url}: {e}")
def is_valid_url(self, url):
parsed = urlparse(url)
return bool(parsed.scheme) and bool(parsed.netloc)
def find_best_matching_resource(self, query):
if not self.resources:
return None, -1.0
query_embedding = self.embedding_model.encode(query)
best_resource, best_score = None, -1.0
for resource in self.resources:
if resource.embedding is not None:
score = cosine_similarity([query_embedding], [resource.embedding])[0][0]
if score > best_score:
best_score = score
best_resource = resource
return best_resource, best_score
def extract_relevant_snippet(self, content, query):
sentences = sent_tokenize(content)
query_embedding = self.embedding_model.encode(query)
sentence_embeddings = self.embedding_model.encode(sentences)
similarities = cosine_similarity([query_embedding], sentence_embeddings)[0]
best_idx = np.argmax(similarities)
start_idx = max(0, best_idx - 1)
end_idx = min(len(sentences), best_idx + 2)
snippet = ' '.join(sentences[start_idx:end_idx])
return snippet
def generate_response(self, user_input):
best_resource, similarity_score = self.find_best_matching_resource(user_input)
if best_resource is None or similarity_score < Config.SIMILARITY_THRESHOLD:
return "Great question! According to my resources, I couldn't find a direct answer. Please rephrase your query or contact support for more information."
snippet = self.extract_relevant_snippet(best_resource.content, user_input)
conversation_history = f"User: {user_input}\nAssistant: {snippet}"
new_user_input_ids = self.tokenizer.encode(conversation_history + self.tokenizer.eos_token, return_tensors='pt')
chat_history_ids = self.model.generate(new_user_input_ids, max_length=Config.MAX_TOKENS, pad_token_id=self.tokenizer.eos_token_id)
response = self.tokenizer.decode(chat_history_ids[:, new_user_input_ids.shape[-1]:][0], skip_special_tokens=True)
return f"Great question! According to my resources, {response}. For more details, see the answer in full context here: {best_resource.url}"
def create_gradio_interface(chatbot):
def respond(user_input):
return chatbot.generate_response(user_input)
interface = gr.Interface(
fn=respond,
inputs=gr.Textbox(label="Ask a Question", placeholder="Type your question here..."),
outputs=gr.Textbox(label="Answer", placeholder="Response will appear here..."),
title="School Information Chatbot",
description="Ask about school events, holidays, or other information. Supports calendar and website queries.",
examples=[
["What events are happening this week?"],
["When is the next board meeting?"],
["Are there any upcoming holidays?"]
],
theme=gr.themes.Monochrome(),
flagging_mode="never" # Replaced allow_flagging with flagging_mode
)
return interface
if __name__ == "__main__":
chatbot = SchoolChatbot()
interface = create_gradio_interface(chatbot)
interface.launch(server_name="0.0.0.0", server_port=7860, inbrowser=True) |