Create web_utils.py
Browse files- web_utils.py +462 -0
web_utils.py
ADDED
@@ -0,0 +1,462 @@
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1 |
+
"""
|
2 |
+
Web utilities for search, content extraction, and URL handling.
|
3 |
+
"""
|
4 |
+
|
5 |
+
import os
|
6 |
+
import re
|
7 |
+
import requests
|
8 |
+
from urllib.parse import urlparse, urljoin
|
9 |
+
from bs4 import BeautifulSoup
|
10 |
+
import html2text
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11 |
+
from typing import Optional, Dict, Tuple, List
|
12 |
+
import time
|
13 |
+
|
14 |
+
from tavily import TavilyClient
|
15 |
+
from config import TAVILY_API_KEY
|
16 |
+
|
17 |
+
# Initialize Tavily client if API key is available
|
18 |
+
tavily_client = None
|
19 |
+
if TAVILY_API_KEY:
|
20 |
+
try:
|
21 |
+
tavily_client = TavilyClient(api_key=TAVILY_API_KEY)
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22 |
+
print("[WebUtils] Tavily client initialized successfully")
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23 |
+
except Exception as e:
|
24 |
+
print(f"[WebUtils] Failed to initialize Tavily client: {e}")
|
25 |
+
tavily_client = None
|
26 |
+
else:
|
27 |
+
print("[WebUtils] Tavily API key not found - web search will be unavailable")
|
28 |
+
|
29 |
+
class WebContentExtractor:
|
30 |
+
"""Handles web content extraction and processing"""
|
31 |
+
|
32 |
+
@staticmethod
|
33 |
+
def extract_website_content(url: str) -> str:
|
34 |
+
"""Extract HTML code and content from a website URL"""
|
35 |
+
try:
|
36 |
+
# Validate and normalize URL
|
37 |
+
parsed_url = urlparse(url)
|
38 |
+
if not parsed_url.scheme:
|
39 |
+
url = "https://" + url
|
40 |
+
parsed_url = urlparse(url)
|
41 |
+
|
42 |
+
if not parsed_url.netloc:
|
43 |
+
return "Error: Invalid URL provided"
|
44 |
+
|
45 |
+
print(f"[WebExtract] Fetching content from: {url}")
|
46 |
+
|
47 |
+
# Set comprehensive headers
|
48 |
+
headers = {
|
49 |
+
'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36',
|
50 |
+
'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,image/apng,*/*;q=0.8',
|
51 |
+
'Accept-Language': 'en-US,en;q=0.9',
|
52 |
+
'Accept-Encoding': 'gzip, deflate, br',
|
53 |
+
'DNT': '1',
|
54 |
+
'Connection': 'keep-alive',
|
55 |
+
'Upgrade-Insecure-Requests': '1',
|
56 |
+
'Sec-Fetch-Dest': 'document',
|
57 |
+
'Sec-Fetch-Mode': 'navigate',
|
58 |
+
'Sec-Fetch-Site': 'none',
|
59 |
+
'Sec-Fetch-User': '?1',
|
60 |
+
'Cache-Control': 'max-age=0'
|
61 |
+
}
|
62 |
+
|
63 |
+
# Create session for cookie handling
|
64 |
+
session = requests.Session()
|
65 |
+
session.headers.update(headers)
|
66 |
+
|
67 |
+
# Retry logic for resilient fetching
|
68 |
+
max_retries = 3
|
69 |
+
for attempt in range(max_retries):
|
70 |
+
try:
|
71 |
+
response = session.get(url, timeout=15, allow_redirects=True)
|
72 |
+
response.raise_for_status()
|
73 |
+
break
|
74 |
+
except requests.exceptions.HTTPError as e:
|
75 |
+
if e.response.status_code == 403 and attempt < max_retries - 1:
|
76 |
+
# Try different User-Agent on 403
|
77 |
+
session.headers['User-Agent'] = 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36'
|
78 |
+
continue
|
79 |
+
else:
|
80 |
+
raise
|
81 |
+
|
82 |
+
# Handle encoding properly
|
83 |
+
try:
|
84 |
+
response.encoding = response.apparent_encoding
|
85 |
+
raw_html = response.text
|
86 |
+
except:
|
87 |
+
raw_html = response.content.decode('utf-8', errors='ignore')
|
88 |
+
|
89 |
+
# Parse with BeautifulSoup
|
90 |
+
soup = BeautifulSoup(raw_html, 'html.parser')
|
91 |
+
|
92 |
+
# Extract metadata
|
93 |
+
title = soup.find('title')
|
94 |
+
title_text = title.get_text().strip() if title else "No title found"
|
95 |
+
|
96 |
+
meta_desc = soup.find('meta', attrs={'name': 'description'})
|
97 |
+
description = meta_desc.get('content', '') if meta_desc else ""
|
98 |
+
|
99 |
+
# Fix image URLs to absolute URLs
|
100 |
+
WebContentExtractor._fix_image_urls(soup, url)
|
101 |
+
|
102 |
+
# Extract and analyze content
|
103 |
+
content_info = WebContentExtractor._analyze_content(soup)
|
104 |
+
|
105 |
+
# Get the modified HTML with absolute URLs
|
106 |
+
modified_html = str(soup)
|
107 |
+
|
108 |
+
# Clean and format HTML
|
109 |
+
cleaned_html = WebContentExtractor._clean_html(modified_html)
|
110 |
+
|
111 |
+
# Generate comprehensive website analysis
|
112 |
+
website_content = WebContentExtractor._format_website_analysis(
|
113 |
+
url, title_text, description, content_info, cleaned_html
|
114 |
+
)
|
115 |
+
|
116 |
+
return website_content.strip()
|
117 |
+
|
118 |
+
except requests.exceptions.HTTPError as e:
|
119 |
+
return WebContentExtractor._handle_http_error(e, url)
|
120 |
+
except requests.exceptions.Timeout:
|
121 |
+
return "Error: Request timed out. The website may be slow or unavailable."
|
122 |
+
except requests.exceptions.ConnectionError:
|
123 |
+
return "Error: Could not connect to the website. Please check your internet connection and the URL."
|
124 |
+
except requests.exceptions.RequestException as e:
|
125 |
+
return f"Error accessing website: {str(e)}"
|
126 |
+
except Exception as e:
|
127 |
+
return f"Error extracting website content: {str(e)}"
|
128 |
+
|
129 |
+
@staticmethod
|
130 |
+
def _fix_image_urls(soup: BeautifulSoup, base_url: str):
|
131 |
+
"""Fix relative image URLs to absolute URLs"""
|
132 |
+
img_elements = soup.find_all('img')
|
133 |
+
for img in img_elements:
|
134 |
+
src = img.get('src', '')
|
135 |
+
if src:
|
136 |
+
img['src'] = WebContentExtractor._make_absolute_url(src, base_url)
|
137 |
+
|
138 |
+
# Handle lazy loading images
|
139 |
+
data_src = img.get('data-src', '')
|
140 |
+
if data_src and not src:
|
141 |
+
img['src'] = WebContentExtractor._make_absolute_url(data_src, base_url)
|
142 |
+
|
143 |
+
# Fix background images in style attributes
|
144 |
+
elements_with_style = soup.find_all(attrs={'style': True})
|
145 |
+
for element in elements_with_style:
|
146 |
+
style_attr = element.get('style', '')
|
147 |
+
bg_pattern = r'background-image:\s*url\(["\']?([^"\']+)["\']?\)'
|
148 |
+
matches = re.findall(bg_pattern, style_attr, re.IGNORECASE)
|
149 |
+
for match in matches:
|
150 |
+
if match:
|
151 |
+
absolute_bg = WebContentExtractor._make_absolute_url(match, base_url)
|
152 |
+
style_attr = style_attr.replace(match, absolute_bg)
|
153 |
+
element['style'] = style_attr
|
154 |
+
|
155 |
+
# Fix CSS background images
|
156 |
+
style_elements = soup.find_all('style')
|
157 |
+
for style in style_elements:
|
158 |
+
if style.string:
|
159 |
+
style_content = style.string
|
160 |
+
bg_pattern = r'background-image:\s*url\(["\']?([^"\']+)["\']?\)'
|
161 |
+
matches = re.findall(bg_pattern, style_content, re.IGNORECASE)
|
162 |
+
for match in matches:
|
163 |
+
if match:
|
164 |
+
absolute_bg = WebContentExtractor._make_absolute_url(match, base_url)
|
165 |
+
style_content = style_content.replace(match, absolute_bg)
|
166 |
+
style.string = style_content
|
167 |
+
|
168 |
+
@staticmethod
|
169 |
+
def _make_absolute_url(url: str, base_url: str) -> str:
|
170 |
+
"""Convert relative URL to absolute URL"""
|
171 |
+
if url.startswith('//'):
|
172 |
+
return 'https:' + url
|
173 |
+
elif url.startswith('/'):
|
174 |
+
return urljoin(base_url, url)
|
175 |
+
elif not url.startswith(('http://', 'https://')):
|
176 |
+
return urljoin(base_url, url)
|
177 |
+
return url
|
178 |
+
|
179 |
+
@staticmethod
|
180 |
+
def _analyze_content(soup: BeautifulSoup) -> Dict:
|
181 |
+
"""Analyze website content and structure"""
|
182 |
+
content_sections = []
|
183 |
+
nav_links = []
|
184 |
+
images = []
|
185 |
+
|
186 |
+
# Extract main content areas
|
187 |
+
main_selectors = [
|
188 |
+
'main', 'article', '.content', '.main-content', '.post-content',
|
189 |
+
'#content', '#main', '.entry-content', '.post-body'
|
190 |
+
]
|
191 |
+
|
192 |
+
for selector in main_selectors:
|
193 |
+
elements = soup.select(selector)
|
194 |
+
for element in elements:
|
195 |
+
text = element.get_text().strip()
|
196 |
+
if len(text) > 100:
|
197 |
+
content_sections.append(text)
|
198 |
+
|
199 |
+
# Extract navigation
|
200 |
+
nav_elements = soup.find_all(['nav', 'header'])
|
201 |
+
for nav in nav_elements:
|
202 |
+
links = nav.find_all('a')
|
203 |
+
for link in links:
|
204 |
+
link_text = link.get_text().strip()
|
205 |
+
link_href = link.get('href', '')
|
206 |
+
if link_text and link_href:
|
207 |
+
nav_links.append(f"{link_text}: {link_href}")
|
208 |
+
|
209 |
+
# Extract images
|
210 |
+
img_elements = soup.find_all('img')
|
211 |
+
for img in img_elements:
|
212 |
+
src = img.get('src', '')
|
213 |
+
alt = img.get('alt', '')
|
214 |
+
if src:
|
215 |
+
images.append({'src': src, 'alt': alt})
|
216 |
+
|
217 |
+
# Test image accessibility
|
218 |
+
working_images = []
|
219 |
+
for img in images[:10]: # Test first 10 images
|
220 |
+
if WebContentExtractor._test_image_url(img['src']):
|
221 |
+
working_images.append(img)
|
222 |
+
|
223 |
+
print(f"[WebExtract] Found {len(images)} images, {len(working_images)} working")
|
224 |
+
|
225 |
+
return {
|
226 |
+
'content_sections': content_sections,
|
227 |
+
'nav_links': nav_links,
|
228 |
+
'images': images,
|
229 |
+
'working_images': working_images,
|
230 |
+
'script_tags': len(soup.find_all('script'))
|
231 |
+
}
|
232 |
+
|
233 |
+
@staticmethod
|
234 |
+
def _test_image_url(img_url: str) -> bool:
|
235 |
+
"""Test if image URL is accessible"""
|
236 |
+
try:
|
237 |
+
test_response = requests.head(img_url, timeout=5, allow_redirects=True)
|
238 |
+
return test_response.status_code == 200
|
239 |
+
except:
|
240 |
+
return False
|
241 |
+
|
242 |
+
@staticmethod
|
243 |
+
def _clean_html(html_content: str) -> str:
|
244 |
+
"""Clean and format HTML for better readability"""
|
245 |
+
# Remove comments and normalize whitespace
|
246 |
+
cleaned = re.sub(r'<!--.*?-->', '', html_content, flags=re.DOTALL)
|
247 |
+
cleaned = re.sub(r'\s+', ' ', cleaned)
|
248 |
+
cleaned = re.sub(r'>\s+<', '><', cleaned)
|
249 |
+
|
250 |
+
# Limit size to avoid token limits
|
251 |
+
if len(cleaned) > 15000:
|
252 |
+
cleaned = cleaned[:15000] + "\n<!-- ... HTML truncated for length ... -->"
|
253 |
+
|
254 |
+
return cleaned
|
255 |
+
|
256 |
+
@staticmethod
|
257 |
+
def _format_website_analysis(url: str, title: str, description: str,
|
258 |
+
content_info: Dict, html: str) -> str:
|
259 |
+
"""Format comprehensive website analysis"""
|
260 |
+
working_images = content_info['working_images']
|
261 |
+
all_images = content_info['images']
|
262 |
+
|
263 |
+
content = f"""
|
264 |
+
WEBSITE REDESIGN - ORIGINAL HTML CODE
|
265 |
+
=====================================
|
266 |
+
|
267 |
+
URL: {url}
|
268 |
+
Title: {title}
|
269 |
+
Description: {description}
|
270 |
+
|
271 |
+
PAGE ANALYSIS:
|
272 |
+
- Website type: {title.lower()} website
|
273 |
+
- Content sections: {len(content_info['content_sections'])}
|
274 |
+
- Navigation links: {len(content_info['nav_links'])}
|
275 |
+
- Total images: {len(all_images)}
|
276 |
+
- Working images: {len(working_images)}
|
277 |
+
- JavaScript complexity: {"High" if content_info['script_tags'] > 10 else "Low to Medium"}
|
278 |
+
|
279 |
+
WORKING IMAGES (use these URLs in your redesign):
|
280 |
+
{chr(10).join([f"• {img['alt'] or 'Image'} - {img['src']}" for img in working_images[:20]]) if working_images else "No working images found"}
|
281 |
+
|
282 |
+
ALL IMAGES (including potentially broken ones):
|
283 |
+
{chr(10).join([f"• {img['alt'] or 'Image'} - {img['src']}" for img in all_images[:20]]) if all_images else "No images found"}
|
284 |
+
|
285 |
+
ORIGINAL HTML CODE (use this as the base for redesign):
|
286 |
+
```html
|
287 |
+
{html}
|
288 |
+
```
|
289 |
+
|
290 |
+
REDESIGN INSTRUCTIONS:
|
291 |
+
Please redesign this website with a modern, responsive layout while:
|
292 |
+
1. Preserving all the original content and structure
|
293 |
+
2. Maintaining the same navigation and functionality
|
294 |
+
3. Using the original images and their URLs (listed above)
|
295 |
+
4. Creating a modern, clean design with improved typography and spacing
|
296 |
+
5. Making it fully responsive for mobile devices
|
297 |
+
6. Using modern CSS frameworks and best practices
|
298 |
+
7. Keeping the same semantic structure but with enhanced styling
|
299 |
+
|
300 |
+
IMPORTANT: All image URLs have been converted to absolute URLs and are ready to use.
|
301 |
+
Preserve these exact image URLs in your redesigned version.
|
302 |
+
|
303 |
+
The HTML code above contains the complete original website structure with all images properly linked.
|
304 |
+
Use it as your starting point and create a modernized version.
|
305 |
+
"""
|
306 |
+
return content
|
307 |
+
|
308 |
+
@staticmethod
|
309 |
+
def _handle_http_error(error, url: str) -> str:
|
310 |
+
"""Handle HTTP errors with user-friendly messages"""
|
311 |
+
status_code = error.response.status_code if hasattr(error, 'response') else 0
|
312 |
+
|
313 |
+
if status_code == 403:
|
314 |
+
return f"Error: Website blocked access (403 Forbidden). This website may have anti-bot protection. Try a different website or provide a description instead."
|
315 |
+
elif status_code == 404:
|
316 |
+
return f"Error: Website not found (404). Please check the URL and try again."
|
317 |
+
elif status_code >= 500:
|
318 |
+
return f"Error: Website server error ({status_code}). Please try again later."
|
319 |
+
else:
|
320 |
+
return f"Error accessing website: HTTP {status_code} - {str(error)}"
|
321 |
+
|
322 |
+
class WebSearchEngine:
|
323 |
+
"""Handles web search operations using Tavily"""
|
324 |
+
|
325 |
+
@staticmethod
|
326 |
+
def perform_web_search(query: str, max_results: int = 5,
|
327 |
+
include_domains: Optional[List[str]] = None,
|
328 |
+
exclude_domains: Optional[List[str]] = None) -> str:
|
329 |
+
"""Perform web search using Tavily with advanced parameters"""
|
330 |
+
if not tavily_client:
|
331 |
+
return "Web search is not available. Please set the TAVILY_API_KEY environment variable."
|
332 |
+
|
333 |
+
try:
|
334 |
+
print(f"[WebSearch] Searching for: {query}")
|
335 |
+
|
336 |
+
# Configure search parameters
|
337 |
+
search_params = {
|
338 |
+
"search_depth": "advanced",
|
339 |
+
"max_results": min(max(1, max_results), 20),
|
340 |
+
"include_answer": True,
|
341 |
+
"include_raw_content": False
|
342 |
+
}
|
343 |
+
|
344 |
+
if include_domains:
|
345 |
+
search_params["include_domains"] = include_domains
|
346 |
+
if exclude_domains:
|
347 |
+
search_params["exclude_domains"] = exclude_domains
|
348 |
+
|
349 |
+
# Perform search with timeout
|
350 |
+
response = tavily_client.search(query, **search_params)
|
351 |
+
|
352 |
+
# Process results
|
353 |
+
search_results = []
|
354 |
+
answer = response.get('answer', '')
|
355 |
+
|
356 |
+
if answer:
|
357 |
+
search_results.append(f"Direct Answer: {answer}\n")
|
358 |
+
|
359 |
+
for result in response.get('results', []):
|
360 |
+
title = result.get('title', 'No title')
|
361 |
+
url = result.get('url', 'No URL')
|
362 |
+
content = result.get('content', 'No content')
|
363 |
+
score = result.get('score', 0)
|
364 |
+
|
365 |
+
result_text = (
|
366 |
+
f"Title: {title}\n"
|
367 |
+
f"URL: {url}\n"
|
368 |
+
f"Relevance Score: {score:.2f}\n"
|
369 |
+
f"Content: {content}\n"
|
370 |
+
)
|
371 |
+
search_results.append(result_text)
|
372 |
+
|
373 |
+
if search_results:
|
374 |
+
final_results = "Web Search Results:\n\n" + "\n---\n".join(search_results)
|
375 |
+
print(f"[WebSearch] Found {len(search_results)} results")
|
376 |
+
return final_results
|
377 |
+
else:
|
378 |
+
return "No search results found."
|
379 |
+
|
380 |
+
except Exception as e:
|
381 |
+
error_msg = f"Search error: {str(e)}"
|
382 |
+
print(f"[WebSearch] Error: {error_msg}")
|
383 |
+
return error_msg
|
384 |
+
|
385 |
+
@staticmethod
|
386 |
+
def enhance_query_with_search(query: str, enable_search: bool) -> str:
|
387 |
+
"""Enhance the query with web search results if search is enabled"""
|
388 |
+
if not enable_search or not tavily_client:
|
389 |
+
return query
|
390 |
+
|
391 |
+
print("[WebSearch] Enhancing query with web search")
|
392 |
+
|
393 |
+
# Perform search to get relevant information
|
394 |
+
search_results = WebSearchEngine.perform_web_search(query, max_results=3)
|
395 |
+
|
396 |
+
# Combine original query with search results
|
397 |
+
enhanced_query = f"""Original Query: {query}
|
398 |
+
|
399 |
+
{search_results}
|
400 |
+
|
401 |
+
Please use the search results above to help create the requested application with the most up-to-date information and best practices."""
|
402 |
+
|
403 |
+
return enhanced_query
|
404 |
+
|
405 |
+
# URL parsing utilities
|
406 |
+
def parse_repo_or_model_url(url: str) -> Tuple[str, Optional[Dict]]:
|
407 |
+
"""Parse a URL and detect if it's a GitHub repo, HF Space, or HF Model"""
|
408 |
+
try:
|
409 |
+
parsed = urlparse(url.strip())
|
410 |
+
netloc = (parsed.netloc or "").lower()
|
411 |
+
path = (parsed.path or "").strip("/")
|
412 |
+
|
413 |
+
# Hugging Face spaces
|
414 |
+
if ("huggingface.co" in netloc or netloc.endswith("hf.co")) and path.startswith("spaces/"):
|
415 |
+
parts = path.split("/")
|
416 |
+
if len(parts) >= 3:
|
417 |
+
return "hf_space", {"username": parts[1], "project": parts[2]}
|
418 |
+
|
419 |
+
# Hugging Face model repo
|
420 |
+
if ("huggingface.co" in netloc or netloc.endswith("hf.co")) and not path.startswith(("spaces/", "datasets/", "organizations/")):
|
421 |
+
parts = path.split("/")
|
422 |
+
if len(parts) >= 2:
|
423 |
+
repo_id = f"{parts[0]}/{parts[1]}"
|
424 |
+
return "hf_model", {"repo_id": repo_id}
|
425 |
+
|
426 |
+
# GitHub repo
|
427 |
+
if "github.com" in netloc:
|
428 |
+
parts = path.split("/")
|
429 |
+
if len(parts) >= 2:
|
430 |
+
return "github", {"owner": parts[0], "repo": parts[1]}
|
431 |
+
|
432 |
+
except Exception:
|
433 |
+
pass
|
434 |
+
|
435 |
+
return "unknown", None
|
436 |
+
|
437 |
+
def check_hf_space_url(url: str) -> Tuple[bool, Optional[str], Optional[str]]:
|
438 |
+
"""Check if URL is a valid Hugging Face Spaces URL and extract username/project"""
|
439 |
+
url_pattern = re.compile(
|
440 |
+
r'^(https?://)?(huggingface\.co|hf\.co)/spaces/([\w-]+)/([\w-]+)$',
|
441 |
+
re.IGNORECASE
|
442 |
+
)
|
443 |
+
|
444 |
+
match = url_pattern.match(url.strip())
|
445 |
+
if match:
|
446 |
+
username = match.group(3)
|
447 |
+
project_name = match.group(4)
|
448 |
+
return True, username, project_name
|
449 |
+
return False, None, None
|
450 |
+
|
451 |
+
# Export main functions
|
452 |
+
web_extractor = WebContentExtractor()
|
453 |
+
web_search = WebSearchEngine()
|
454 |
+
|
455 |
+
def extract_website_content(url: str) -> str:
|
456 |
+
return web_extractor.extract_website_content(url)
|
457 |
+
|
458 |
+
def perform_web_search(query: str, max_results: int = 5) -> str:
|
459 |
+
return web_search.perform_web_search(query, max_results)
|
460 |
+
|
461 |
+
def enhance_query_with_search(query: str, enable_search: bool) -> str:
|
462 |
+
return web_search.enhance_query_with_search(query, enable_search)
|