From 510926f56cb251de104c67e260bce172026e6ad1 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Tue, 30 Sep 2025 20:39:04 +0530 Subject: [PATCH 01/53] included scraping dependencies --- pyproject.toml | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index b129524d72..ccae1db8f7 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -73,7 +73,10 @@ api=[] distributed = [ "modal>=1.0.5,<2.0.0", ] - +scraping = [ + "tavily-python>=0.7.0", + "scrapy>=2.12.0" +] neo4j = ["neo4j>=5.28.0,<6"] neptune = ["langchain_aws>=0.2.22"] postgres = [ From 6348c9d8de04bd9e7f2a8db82bdfc313662d26de Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Tue, 30 Sep 2025 20:46:26 +0530 Subject: [PATCH 02/53] Created models.py --- cognee/tasks/web_scraper/models.py | 39 ++++++++++++++++++++++++++++++ 1 file changed, 39 insertions(+) create mode 100644 cognee/tasks/web_scraper/models.py diff --git a/cognee/tasks/web_scraper/models.py b/cognee/tasks/web_scraper/models.py new file mode 100644 index 0000000000..8d5f32f433 --- /dev/null +++ b/cognee/tasks/web_scraper/models.py @@ -0,0 +1,39 @@ +from cognee.infrastructure.engine.models import DataPoint +from typing import Optional, Dict, Any, List +from datetime import datetime + +class WebPage(DataPoint): + """Represents a scraped web page with metadata""" + url: str + title: Optional[str] + content: str + content_hash: str + scraped_at: datetime + last_modified: Optional[datetime] + status_code: int + content_type: str + page_size: int + extraction_rules: Dict[str, Any] # CSS selectors, XPath rules used + metadata: dict = {"index_fields": ["url", "title", "scraped_at"]} + +class WebSite(DataPoint): + """Represents a website or domain being scraped""" + domain: str + base_url: str + robots_txt: Optional[str] + crawl_delay: float + last_crawled: datetime + page_count: int + scraping_config: Dict[str, Any] + metadata: dict = {"index_fields": ["domain", "base_url"]} + +class ScrapingJob(DataPoint): + """Represents a scraping job configuration""" + job_name: str + urls: List[str] + scraping_rules: Dict[str, Any] + schedule: Optional[str] # Cron-like schedule for recurring scrapes + status: str # "active", "paused", "completed", "failed" + last_run: Optional[datetime] + next_run: Optional[datetime] + metadata: dict = {"index_fields": ["job_name", "status"]} \ No newline at end of file From 70a2cc9d65c17ffafe10e6ae0717f572681adbb5 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Thu, 2 Oct 2025 01:28:48 +0530 Subject: [PATCH 03/53] removed scrapy and added bs4 --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index ccae1db8f7..eecbb9985a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -75,7 +75,7 @@ distributed = [ ] scraping = [ "tavily-python>=0.7.0", - "scrapy>=2.12.0" + "beautifulsoup4>=4.13.1" ] neo4j = ["neo4j>=5.28.0,<6"] neptune = ["langchain_aws>=0.2.22"] From 925bd38195c8a3489fc1b84350734c0f1dfe291b Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Thu, 2 Oct 2025 01:32:00 +0530 Subject: [PATCH 04/53] Setup models.py and utils.py --- cognee/tasks/web_scraper/models.py | 9 +++++-- cognee/tasks/web_scraper/utils.py | 39 ++++++++++++++++++++++++++++++ 2 files changed, 46 insertions(+), 2 deletions(-) create mode 100644 cognee/tasks/web_scraper/utils.py diff --git a/cognee/tasks/web_scraper/models.py b/cognee/tasks/web_scraper/models.py index 8d5f32f433..12ac911668 100644 --- a/cognee/tasks/web_scraper/models.py +++ b/cognee/tasks/web_scraper/models.py @@ -2,8 +2,10 @@ from typing import Optional, Dict, Any, List from datetime import datetime + class WebPage(DataPoint): """Represents a scraped web page with metadata""" + url: str title: Optional[str] content: str @@ -16,8 +18,10 @@ class WebPage(DataPoint): extraction_rules: Dict[str, Any] # CSS selectors, XPath rules used metadata: dict = {"index_fields": ["url", "title", "scraped_at"]} + class WebSite(DataPoint): """Represents a website or domain being scraped""" + domain: str base_url: str robots_txt: Optional[str] @@ -27,13 +31,14 @@ class WebSite(DataPoint): scraping_config: Dict[str, Any] metadata: dict = {"index_fields": ["domain", "base_url"]} + class ScrapingJob(DataPoint): """Represents a scraping job configuration""" + job_name: str urls: List[str] - scraping_rules: Dict[str, Any] schedule: Optional[str] # Cron-like schedule for recurring scrapes status: str # "active", "paused", "completed", "failed" last_run: Optional[datetime] next_run: Optional[datetime] - metadata: dict = {"index_fields": ["job_name", "status"]} \ No newline at end of file + metadata: dict = {"index_fields": ["job_name", "status"]} diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py new file mode 100644 index 0000000000..bcf12ac32a --- /dev/null +++ b/cognee/tasks/web_scraper/utils.py @@ -0,0 +1,39 @@ +from tavily import AsyncTavilyClient +from bs4 import BeautifulSoup +import os +import requests +from typing import Dict, Any, List, Union + + +async def fetch_page_content(urls: Union[str, List[str]], extraction_rules: Dict[str, Any]) -> str: + if os.getenv("TAVILY_API_KEY") is not None: + return await fetch_with_tavily(urls) + else: + return await fetch_with_bs4(urls, extraction_rules) + + +async def fetch_with_tavily(urls: Union[str, List[str]]) -> Dict[str, str]: + client = AsyncTavilyClient() + results = await client.extract(urls, include_images=False) + result_dict = {} + for result in results["results"]: + result_dict[result["url"]] = result["raw_content"] + return result_dict + + +async def fetch_with_bs4(urls: Union[str,List[str]], extraction_rules: Dict) -> Dict[str]: + result_dict = {} + if isinstance(urls,str): + urls = [urls] + for url in urls: + response = requests.get(url, headers={"User-Agent": "Cognee-Scraper"}) + response.raise_for_status() + + soup = BeautifulSoup(response.text, "html.parser") + extracted_data = "" + + for field, selector in extraction_rules.items(): + element = soup.select_one(selector) + extracted_data += element.get_text(strip=True) if element else "" + + return result_dict From 60499c439cb5c0460bf597b405c24051451e9af2 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Thu, 2 Oct 2025 01:54:56 +0530 Subject: [PATCH 05/53] Added logging --- cognee/tasks/web_scraper/utils.py | 21 +++++++++++++++++++-- 1 file changed, 19 insertions(+), 2 deletions(-) diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index bcf12ac32a..7c90a87a1d 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -3,6 +3,23 @@ import os import requests from typing import Dict, Any, List, Union +from cognee.shared.logging_utils import get_logger + +logger = get_logger(__name__) + +try: + from tavily import AsyncTavilyClient +except ImportError: + logger.error( + "Failed to import tavily, make sure to install using pip install tavily-python>=0.7.0" + ) + +try: + from bs4 import BeautifulSoup +except ImportError: + logger.error( + "Failed to import bs4, make sure to install using pip install beautifulsoup4>=4.13.1" + ) async def fetch_page_content(urls: Union[str, List[str]], extraction_rules: Dict[str, Any]) -> str: @@ -21,9 +38,9 @@ async def fetch_with_tavily(urls: Union[str, List[str]]) -> Dict[str, str]: return result_dict -async def fetch_with_bs4(urls: Union[str,List[str]], extraction_rules: Dict) -> Dict[str]: +async def fetch_with_bs4(urls: Union[str, List[str]], extraction_rules: Dict) -> Dict[str]: result_dict = {} - if isinstance(urls,str): + if isinstance(urls, str): urls = [urls] for url in urls: response = requests.get(url, headers={"User-Agent": "Cognee-Scraper"}) From c2839770356ff09e6621a3ce27e9cd2f068a78e9 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Thu, 2 Oct 2025 02:01:46 +0530 Subject: [PATCH 06/53] switched httpx AsyncClient to fetch webpage --- cognee/tasks/web_scraper/utils.py | 24 +++++++++++++----------- 1 file changed, 13 insertions(+), 11 deletions(-) diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index 7c90a87a1d..5ff105ec96 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -1,7 +1,7 @@ from tavily import AsyncTavilyClient from bs4 import BeautifulSoup import os -import requests +import httpx from typing import Dict, Any, List, Union from cognee.shared.logging_utils import get_logger @@ -42,15 +42,17 @@ async def fetch_with_bs4(urls: Union[str, List[str]], extraction_rules: Dict) -> result_dict = {} if isinstance(urls, str): urls = [urls] - for url in urls: - response = requests.get(url, headers={"User-Agent": "Cognee-Scraper"}) - response.raise_for_status() - - soup = BeautifulSoup(response.text, "html.parser") - extracted_data = "" - - for field, selector in extraction_rules.items(): - element = soup.select_one(selector) - extracted_data += element.get_text(strip=True) if element else "" + async with httpx.AsyncClient(headers={"User-Agent": "Cognee-Scraper"}) as client: + for url in urls: + response = await client.get(url) + response.raise_for_status() + + soup = BeautifulSoup(response.text, "html.parser") + extracted_data = "" + for field, selector in extraction_rules.items(): + element = soup.select_one(selector) + extracted_data += (element.get_text(strip=True) + "\n") if element else "" + + result_dict[url] = extracted_data.strip() return result_dict From 4979f43fc099433f56e828e8a8c3d5c604403aa4 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Thu, 2 Oct 2025 02:21:33 +0530 Subject: [PATCH 07/53] Added playwright as a dependency --- pyproject.toml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index eecbb9985a..e50c38f250 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -75,7 +75,8 @@ distributed = [ ] scraping = [ "tavily-python>=0.7.0", - "beautifulsoup4>=4.13.1" + "beautifulsoup4>=4.13.1", + "playwright>=1.9.0", ] neo4j = ["neo4j>=5.28.0,<6"] neptune = ["langchain_aws>=0.2.22"] From edd119ef9729011b1d885d481f7fc83beda5cf5f Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Thu, 2 Oct 2025 22:04:50 +0530 Subject: [PATCH 08/53] first iteration of bs4_connector.py done --- cognee/tasks/web_scraper/bs4_connector.py | 270 ++++++++++++++++++++++ 1 file changed, 270 insertions(+) create mode 100644 cognee/tasks/web_scraper/bs4_connector.py diff --git a/cognee/tasks/web_scraper/bs4_connector.py b/cognee/tasks/web_scraper/bs4_connector.py new file mode 100644 index 0000000000..20a5872161 --- /dev/null +++ b/cognee/tasks/web_scraper/bs4_connector.py @@ -0,0 +1,270 @@ +import asyncio +import time +from typing import Union, List, Dict, Any, Optional +from bs4 import BeautifulSoup +import httpx +from cognee.shared.logging_utils import get_logger + +logger = get_logger(__name__) + +try: + from playwright.async_api import async_playwright +except ImportError: + logger.error("Failed to import playwright, make sure to install using pip install playwright>=1.9.0") + +try: + from bs4 import BeautifulSoup +except ImportError: + logger.error("Failed to import BeautifulSoup, make sure to install using pip install beautifulsoup4") + + + + + +class BeautifulSoupCrawler: + def __init__( + self, + *, + concurrency: int = 5, + delay_between_requests: float = 0.5, + timeout: float = 15.0, + max_retries: int = 2, + retry_delay_factor: float = 0.5, + headers: Optional[Dict[str, str]] = None, + ): + """ + concurrency: number of concurrent requests allowed + delay_between_requests: minimum seconds to wait between requests to the SAME domain + timeout: per-request timeout + max_retries: number of retries on network errors + retry_delay_factor: multiplier for exponential retry failure delay + headers: default headers for requests + use_httpx: require httpx for async HTTP. If not available, an informative error will be raised. + """ + self.concurrency = concurrency + self._sem = asyncio.Semaphore(concurrency) + self.delay_between_requests = delay_between_requests + self.timeout = timeout + self.max_retries = max_retries + self.retry_delay_factor = retry_delay_factor + self.headers = headers or {"User-agent": "Cognee-Scraper/1.0"} + self._last_request_time_per_domain: Dict[str, float] = {} + self._client = None + + # ---------- lifecycle helpers ---------- + async def _ensure_client(self): + if self._client is None: + self._client = httpx.AsyncClient(timeout=self.timeout, headers=self.headers) if httpx else None + + async def close(self): + if self._client: + await self._client.aclose() + self._client = None + + # ---------- rate limiting ---------- + def _domain_from_url(self, url: str) -> str: + # quick parse to domain + try: + from urllib.parse import urlparse + p = urlparse(url) + return p.netloc + except Exception: + return url + + async def _respect_rate_limit(self, url: str): + domain = self._domain_from_url(url) + last = self._last_request_time_per_domain.get(domain) + if last is None: + self._last_request_time_per_domain[domain] = time.time() + return + elapsed = time.time() - last + wait_for = self.delay_between_requests - elapsed + if wait_for > 0: + await asyncio.sleep(wait_for) + self._last_request_time_per_domain[domain] = time.time() + + # ----------- robots.txt handling could be added here ----------- + async def _is_url_allowed(self, url: str) -> bool: + robots_txt_url = f"{self._get_base_url(url)}/robots.txt" + robots_txt_content = await self._fetch_httpx(robots_txt_url) + robots_txt_content = robots_txt_content.lower() + user_agent_name = self.headers.get("User-agent") + pos = robots_txt_content.find(f"user-agent: {user_agent_name}") + if pos == -1: + pos = robots_txt_content.find(f"user-agent:*") + if pos == -1: + return True + + pos = robots_txt_content.find("disallow", pos) + # TODO: Research more about robots.txt format + + + + + # ---------- low-level fetchers ---------- + async def _fetch_httpx(self, url: str) -> str: + await self._ensure_client() + assert self._client is not None, "HTTP client not initialized" + attempt = 0 + while True: + try: + await self._respect_rate_limit(url) + resp = await self._client.get(url) + resp.raise_for_status() + return resp.text + except Exception as exc: + attempt += 1 + if attempt > self.max_retries: + raise + delay = self.retry_delay_factor * (2 ** (attempt - 1)) + await asyncio.sleep(delay) + + async def _render_with_playwright(self, url: str, js_wait: float = 1.0, timeout: Optional[float] = None) -> str: + if async_playwright is None: + raise RuntimeError("Playwright is not installed. Install with `pip install playwright` and run `playwright install`.") + # Basic Playwright rendering (Chromium). This is slower but renders JS. + attempt = 0 + while True: + try: + async with async_playwright() as p: + browser = await p.chromium.launch(headless=True) + context = await browser.new_context() + page = await context.new_page() + await page.goto(url, wait_until="networkidle", timeout=int((timeout or self.timeout) * 1000)) + # optional short wait to let in-page JS mutate DOM + if js_wait: + await asyncio.sleep(js_wait) + content = await page.content() + await browser.close() + return content + except Exception: + attempt += 1 + if attempt > self.max_retries: + raise + backoff = self.backoff_factor * (2 ** (attempt - 1)) + await asyncio.sleep(backoff) + + # ---------- extraction helpers ---------- + def _normalize_rule(self, rule) -> Dict[str, Any]: + if isinstance(rule, str): + return {"selector": rule, "attr": None, "all": False, "join_with": " "} + if isinstance(rule, dict): + return { + "selector": rule.get("selector"), + "attr": rule.get("attr"), + "all": bool(rule.get("all")), + "join_with": rule.get("join_with", " "), + "xpath": rule.get("xpath"), + } + raise ValueError("Invalid extraction rule") + + def _extract_with_bs4(self, html: str, rule: Dict[str, Any]) -> str: + soup = BeautifulSoup(html, "html.parser") + sel = rule.get("selector") + xpath = rule.get("xpath") + attr = rule.get("attr") + all_flag = rule.get("all", False) + join_with = rule.get("join_with", " ") + + if xpath: + # try lxml extraction via xpath if lxml is available + try: + from lxml import html as lxml_html + except Exception: + raise RuntimeError("XPath requested but lxml is not available. Install lxml or use CSS selectors.") + doc = lxml_html.fromstring(html) + nodes = doc.xpath(xpath) + texts = [] + for n in nodes: + if hasattr(n, "text_content"): + texts.append(n.text_content().strip()) + else: + texts.append(str(n).strip()) + return join_with.join(t for t in texts if t) + else: + if not sel: + return "" + if all_flag: + nodes = soup.select(sel) + pieces = [] + for el in nodes: + if attr: + val = el.get(attr) + if val: + pieces.append(val.strip()) + else: + text = el.get_text(strip=True) + if text: + pieces.append(text) + return join_with.join(pieces).strip() + else: + el = soup.select_one(sel) + if el is None: + return "" + if attr: + val = el.get(attr) + return (val or "").strip() + return el.get_text(strip=True) + + # ---------- public API (keeps the signature you asked for) ---------- + async def fetch_with_bs4( + self, + urls: Union[str, List[str]], + extraction_rules: Dict[str, Any], + *, + use_playwright: bool = False, + playwright_js_wait: float = 0.8, + join_all_matches: bool = False, # if True, for each rule use all matches (join them) + ) -> Dict[str, str]: + """ + Fetch one or more URLs and extract text using BeautifulSoup (or lxml xpath). + Returns: dict[url] -> single concatenated string (trimmed) + Parameters: + - urls: str or list[str] + - extraction_rules: dict[field_name -> selector or rule-dict] + rule-dict keys: selector (CSS), xpath (optional), attr (optional), all(bool), join_with(str) + - use_playwright: if True, use Playwright to render JS (must be installed), otherwise normal fetch + - playwright_js_wait: seconds to wait after load for JS to mutate DOM + - join_all_matches: convenience: if True, treat each rule as all=True + """ + if isinstance(urls, str): + urls = [urls] + + # normalize rules + normalized_rules = {} + for field, rule in extraction_rules.items(): + r = self._normalize_rule(rule) + if join_all_matches: + r["all"] = True + normalized_rules[field] = r + + # concurrency control + gather tasks + async def _task(url: str): + async with self._sem: + # fetch (rendered or not) + if use_playwright: + html = await self._render_with_playwright(url, js_wait=playwright_js_wait, timeout=self.timeout) + else: + html = await self._fetch_httpx(url) + + # Extract and concatenate results into a single string + pieces = [] + for field, rule in normalized_rules.items(): + text = self._extract_with_bs4(html, rule) + if text: + pieces.append(text) + concatenated = " ".join(pieces).strip() + return url, concatenated + + tasks = [asyncio.create_task(_task(u)) for u in urls] + results = {} + for coro in asyncio.as_completed(tasks): + try: + url, text = await coro + except Exception as e: + # store empty string on failure (or raise depending on your policy) + results[url] = "" + # Optionally you could log the error; for now we'll attach empty string + continue + results[url] = text + return results From 1ab9d24cf078cbeb281267a0c662de07181d8f4c Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Fri, 3 Oct 2025 12:33:13 +0530 Subject: [PATCH 09/53] Changed bs4_connector.py to bs4_crawler.py --- cognee/tasks/web_scraper/bs4_crawler.py | 300 ++++++++++++++++++++++++ 1 file changed, 300 insertions(+) create mode 100644 cognee/tasks/web_scraper/bs4_crawler.py diff --git a/cognee/tasks/web_scraper/bs4_crawler.py b/cognee/tasks/web_scraper/bs4_crawler.py new file mode 100644 index 0000000000..df926bdf9d --- /dev/null +++ b/cognee/tasks/web_scraper/bs4_crawler.py @@ -0,0 +1,300 @@ +import asyncio +import time +from typing import Union, List, Dict, Any, Optional +from urllib.parse import urlparse + +import httpx +from bs4 import BeautifulSoup +from cognee.shared.logging_utils import get_logger + +logger = get_logger(__name__) + +try: + from playwright.async_api import async_playwright +except ImportError: + logger.error( + "Failed to import playwright, make sure to install using pip install playwright>=1.9.0" + ) + async_playwright = None + +try: + from protego import Protego +except ImportError: + logger.error("Failed to import protego, make sure to install using pip install protego>=0.1") + Protego = None + + +class BeautifulSoupCrawler: + def __init__( + self, + *, + concurrency: int = 5, + crawl_delay: float = 0.5, + timeout: float = 15.0, + max_retries: int = 2, + retry_delay_factor: float = 0.5, + headers: Optional[Dict[str, str]] = None, + ): + """ + concurrency: number of concurrent requests allowed + crawl_delay: minimum seconds to wait between requests to the SAME domain + timeout: per-request timeout + max_retries: number of retries on network errors + retry_delay_factor: multiplier for exponential retry failure delay + headers: default headers for requests + """ + self.concurrency = concurrency + self._sem = asyncio.Semaphore(concurrency) + self.crawl_delay = crawl_delay + self.timeout = timeout + self.max_retries = max_retries + self.retry_delay_factor = retry_delay_factor + self.headers = headers or {"User-Agent": "Cognee-Scraper/1.0"} + self._last_request_time_per_domain: Dict[str, float] = {} + self._client: Optional[httpx.AsyncClient] = None + + # ---------- lifecycle helpers ---------- + async def _ensure_client(self): + if self._client is None: + self._client = httpx.AsyncClient(timeout=self.timeout, headers=self.headers) + + async def close(self): + if self._client: + await self._client.aclose() + self._client = None + + # ---------- rate limiting ---------- + def _domain_from_url(self, url: str) -> str: + try: + return urlparse(url).netloc + except Exception: + return url + + async def _respect_rate_limit(self, url: str, crawl_delay: Optional[float] = None): + domain = self._domain_from_url(url) + last = self._last_request_time_per_domain.get(domain) + delay = crawl_delay if crawl_delay is not None else self.crawl_delay + if last is None: + self._last_request_time_per_domain[domain] = time.time() + return + elapsed = time.time() - last + wait_for = delay - elapsed + if wait_for > 0: + await asyncio.sleep(wait_for) + self._last_request_time_per_domain[domain] = time.time() + + # ----------- robots.txt handling ----------- + async def _is_url_allowed(self, url: str) -> bool: + if Protego is None: + return True # fallback if Protego not installed + try: + parsed_url = urlparse(url) + robots_url = f"{parsed_url.scheme}://{parsed_url.netloc}/robots.txt" + content = await self._fetch_httpx(robots_url) + rp = Protego.parse(content) + agent = next((v for k, v in self.headers.items() if k.lower() == "user-agent"), "*") + return rp.can_fetch(agent, url) or rp.can_fetch("*", url) + except Exception: + return True # if no robots.txt, allow by default + + async def _get_crawl_delay(self, base_url: str) -> float: + if Protego is None: + return self.crawl_delay + try: + content = await self._fetch_httpx(base_url + "/robots.txt") + rp = Protego.parse(content) + agent = next((v for k, v in self.headers.items() if k.lower() == "user-agent"), "*") + delay = rp.crawl_delay(agent) or rp.crawl_delay("*") + return delay or self.crawl_delay + except Exception: + return self.crawl_delay + + # ---------- low-level fetchers ---------- + async def _fetch_httpx(self, url: str) -> str: + await self._ensure_client() + assert self._client is not None, "HTTP client not initialized" + attempt = 0 + while True: + try: + # get crawl delay from robots.txt if available + crawl_delay = await self._get_crawl_delay( + f"{urlparse(url).scheme}://{urlparse(url).netloc}" + ) + await self._respect_rate_limit(url, crawl_delay) + resp = await self._client.get(url) + resp.raise_for_status() + return resp.text + except Exception as exc: + attempt += 1 + if attempt > self.max_retries: + logger.error(f"Fetch failed for {url}: {exc}") + raise + delay = self.retry_delay_factor * (2 ** (attempt - 1)) + logger.warning(f"Retrying {url} after {delay:.2f}s (attempt {attempt})") + await asyncio.sleep(delay) + + async def _render_with_playwright( + self, url: str, js_wait: float = 1.0, timeout: Optional[float] = None + ) -> str: + if async_playwright is None: + raise RuntimeError( + "Playwright is not installed. Install with `pip install playwright` and run `playwright install`." + ) + attempt = 0 + while True: + try: + async with async_playwright() as p: + browser = await p.chromium.launch(headless=True) + try: + context = await browser.new_context() + page = await context.new_page() + await page.goto( + url, + wait_until="networkidle", + timeout=int((timeout or self.timeout) * 1000), + ) + if js_wait: + await asyncio.sleep(js_wait) + return await page.content() + finally: + await browser.close() + except Exception as exc: + attempt += 1 + if attempt > self.max_retries: + logger.error(f"Playwright fetch failed for {url}: {exc}") + raise + backoff = self.retry_delay_factor * (2 ** (attempt - 1)) + logger.warning( + f"Retrying playwright fetch {url} after {backoff:.2f}s (attempt {attempt})" + ) + await asyncio.sleep(backoff) + + # ---------- extraction helpers ---------- + def _normalize_rule(self, rule) -> Dict[str, Any]: + if isinstance(rule, str): + return {"selector": rule, "attr": None, "all": False, "join_with": " "} + if isinstance(rule, dict): + return { + "selector": rule.get("selector"), + "attr": rule.get("attr"), + "all": bool(rule.get("all")), + "join_with": rule.get("join_with", " "), + "xpath": rule.get("xpath"), + } + raise ValueError("Invalid extraction rule") + + def _extract_with_bs4(self, html: str, rule: Dict[str, Any]) -> str: + soup = BeautifulSoup(html, "html.parser") + sel = rule.get("selector") + xpath = rule.get("xpath") + attr = rule.get("attr") + all_flag = rule.get("all", False) + join_with = rule.get("join_with", " ") + + if xpath: + try: + from lxml import html as lxml_html + except Exception: + raise RuntimeError( + "XPath requested but lxml is not available. Install lxml or use CSS selectors." + ) + doc = lxml_html.fromstring(html) + nodes = doc.xpath(xpath) + texts = [] + for n in nodes: + if hasattr(n, "text_content"): + texts.append(n.text_content().strip()) + else: + texts.append(str(n).strip()) + return join_with.join(t for t in texts if t) + else: + if not sel: + return "" + if all_flag: + nodes = soup.select(sel) + pieces = [] + for el in nodes: + if attr: + val = el.get(attr) + if val: + pieces.append(val.strip()) + else: + text = el.get_text(strip=True) + if text: + pieces.append(text) + return join_with.join(pieces).strip() + else: + el = soup.select_one(sel) + if el is None: + return "" + if attr: + val = el.get(attr) + return (val or "").strip() + return el.get_text(strip=True) + + # ---------- public methods ---------- + async def fetch_with_bs4( + self, + urls: Union[str, List[str]], + extraction_rules: Dict[str, Any], + *, + use_playwright: bool = False, + playwright_js_wait: float = 0.8, + join_all_matches: bool = False, + structured: bool = False, # return structured output instead of concatenated string + ) -> Dict[str, Union[str, Dict[str, str]]]: + """ + Fetch one or more URLs and extract text using BeautifulSoup (or lxml xpath). + Returns: dict[url] -> concatenated string OR structured dict depending on `structured`. + """ + if isinstance(urls, str): + urls = [urls] + + # normalize rules + normalized_rules = {} + for field, rule in extraction_rules.items(): + r = self._normalize_rule(rule) + if join_all_matches: + r["all"] = True + normalized_rules[field] = r + + async def _task(url: str): + async with self._sem: + allowed = await self._is_url_allowed(url) + if not allowed: + logger.warning(f"URL disallowed by robots.txt: {url}") + return url, "" if not structured else {} + + # fetch (rendered or not) + if use_playwright: + html = await self._render_with_playwright( + url, js_wait=playwright_js_wait, timeout=self.timeout + ) + else: + html = await self._fetch_httpx(url) + + if structured: + return url, { + field: self._extract_with_bs4(html, rule) + for field, rule in normalized_rules.items() + } + + pieces = [] + for field, rule in normalized_rules.items(): + text = self._extract_with_bs4(html, rule) + if text: + pieces.append(text) + concatenated = " ".join(pieces).strip() + return url, concatenated + + tasks = [asyncio.create_task(_task(u)) for u in urls] + results = {} + for coro in asyncio.as_completed(tasks): + try: + url, text = await coro + except Exception as e: + results[url] = {} if structured else "" + logger.error(f"Error processing {url}: {e}") + continue + results[url] = text + return results From 20fb77316c245117dd78e830adf269198184610e Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Sat, 4 Oct 2025 15:01:13 +0530 Subject: [PATCH 10/53] Done with integration with add workflow when incremental_loading is set to False --- cognee/api/v1/add/add.py | 22 +- cognee/tasks/ingestion/ingest_data.py | 15 +- .../ingestion/save_data_item_to_storage.py | 45 ++- cognee/tasks/web_scraper/__init__.py | 8 + cognee/tasks/web_scraper/bs4_connector.py | 270 ------------------ cognee/tasks/web_scraper/bs4_crawler.py | 33 ++- cognee/tasks/web_scraper/config.py | 24 ++ cognee/tasks/web_scraper/utils.py | 105 +++++-- cognee/tasks/web_scraper/web_scraper_task.py | 63 ++++ 9 files changed, 271 insertions(+), 314 deletions(-) create mode 100644 cognee/tasks/web_scraper/__init__.py delete mode 100644 cognee/tasks/web_scraper/bs4_connector.py create mode 100644 cognee/tasks/web_scraper/config.py create mode 100644 cognee/tasks/web_scraper/web_scraper_task.py diff --git a/cognee/api/v1/add/add.py b/cognee/api/v1/add/add.py index eeb867984b..5643ecc94d 100644 --- a/cognee/api/v1/add/add.py +++ b/cognee/api/v1/add/add.py @@ -1,5 +1,5 @@ from uuid import UUID -from typing import Union, BinaryIO, List, Optional +from typing import Union, BinaryIO, List, Optional, Dict, Literal from cognee.modules.users.models import User from cognee.modules.pipelines import Task, run_pipeline @@ -11,6 +11,7 @@ ) from cognee.modules.engine.operations.setup import setup from cognee.tasks.ingestion import ingest_data, resolve_data_directories +from cognee.tasks.web_scraper.config import TavilyConfig, SoupCrawlerConfig async def add( @@ -23,12 +24,16 @@ async def add( dataset_id: Optional[UUID] = None, preferred_loaders: List[str] = None, incremental_loading: bool = True, + extraction_rules: Optional[Dict[str, str]] = None, + preferred_tool: Optional[Literal["tavily", "beautifulsoup"]] = "beautifulsoup", + tavily_config: Optional[TavilyConfig] = None, + soup_crawler_config: Optional[SoupCrawlerConfig] = None, ): """ Add data to Cognee for knowledge graph processing. This is the first step in the Cognee workflow - it ingests raw data and prepares it - for processing. The function accepts various data formats including text, files, and + for processing. The function accepts various data formats including text, files, urls and binary streams, then stores them in a specified dataset for further processing. Prerequisites: @@ -143,7 +148,18 @@ async def add( """ tasks = [ Task(resolve_data_directories, include_subdirectories=True), - Task(ingest_data, dataset_name, user, node_set, dataset_id, preferred_loaders), + Task( + ingest_data, + dataset_name, + user, + node_set, + dataset_id, + preferred_loaders, + extraction_rules, + preferred_tool, + tavily_config, + soup_crawler_config, + ), ] await setup() diff --git a/cognee/tasks/ingestion/ingest_data.py b/cognee/tasks/ingestion/ingest_data.py index 3c20a2b130..a61f5d97be 100644 --- a/cognee/tasks/ingestion/ingest_data.py +++ b/cognee/tasks/ingestion/ingest_data.py @@ -1,7 +1,7 @@ import json import inspect from uuid import UUID -from typing import Union, BinaryIO, Any, List, Optional +from typing import Union, BinaryIO, Any, List, Optional, Dict, Literal import cognee.modules.ingestion as ingestion from cognee.infrastructure.databases.relational import get_relational_engine @@ -16,6 +16,7 @@ get_dataset_data, load_or_create_datasets, ) +from cognee.tasks.web_scraper.config import SoupCrawlerConfig, TavilyConfig from .save_data_item_to_storage import save_data_item_to_storage from .data_item_to_text_file import data_item_to_text_file @@ -28,6 +29,10 @@ async def ingest_data( node_set: Optional[List[str]] = None, dataset_id: UUID = None, preferred_loaders: List[str] = None, + extraction_rules: Optional[Dict[str, str]] = None, + preferred_tool: Optional[Literal["tavily", "beautifulsoup"]] = "beautifulsoup", + tavily_config: Optional[TavilyConfig] = None, + soup_crawler_config: Optional[SoupCrawlerConfig] = None, ): if not user: user = await get_default_user() @@ -78,7 +83,13 @@ async def store_data_to_dataset( for data_item in data: # Get file path of data item or create a file it doesn't exist - original_file_path = await save_data_item_to_storage(data_item) + original_file_path = await save_data_item_to_storage( + data_item, + extraction_rules=extraction_rules, + preferred_tool=preferred_tool, + tavily_config=tavily_config, + soup_crawler_config=soup_crawler_config, + ) # Transform file path to be OS usable actual_file_path = get_data_file_path(original_file_path) diff --git a/cognee/tasks/ingestion/save_data_item_to_storage.py b/cognee/tasks/ingestion/save_data_item_to_storage.py index 34f70e9174..93df127321 100644 --- a/cognee/tasks/ingestion/save_data_item_to_storage.py +++ b/cognee/tasks/ingestion/save_data_item_to_storage.py @@ -1,12 +1,14 @@ import os from pathlib import Path from urllib.parse import urlparse -from typing import Union, BinaryIO, Any +from typing import Union, BinaryIO, Any, Dict from cognee.modules.ingestion.exceptions import IngestionError from cognee.modules.ingestion import save_data_to_file from cognee.shared.logging_utils import get_logger from pydantic_settings import BaseSettings, SettingsConfigDict +from cognee.tasks.web_scraper import check_valid_arguments_for_web_scraper +import asyncio logger = get_logger() @@ -17,10 +19,17 @@ class SaveDataSettings(BaseSettings): model_config = SettingsConfigDict(env_file=".env", extra="allow") +class HTMLContent(str): + def __new__(cls, value: str): + if not ("<" in value and ">" in value): + raise ValueError("Not valid HTML-like content") + return super().__new__(cls, value) + + settings = SaveDataSettings() -async def save_data_item_to_storage(data_item: Union[BinaryIO, str, Any]) -> str: +async def save_data_item_to_storage(data_item: Union[BinaryIO, str, Any], **kwargs) -> str: if "llama_index" in str(type(data_item)): # Dynamic import is used because the llama_index module is optional. from .transform_data import get_data_from_llama_index @@ -48,6 +57,38 @@ async def save_data_item_to_storage(data_item: Union[BinaryIO, str, Any]) -> str # data is s3 file path if parsed_url.scheme == "s3": return data_item + elif parsed_url.scheme == "http" or parsed_url.scheme == "https": + # Validate URL by sending a HEAD request + try: + from cognee.tasks.web_scraper import fetch_page_content + + extraction_rules = kwargs.get("extraction_rules", None) + preferred_tool = kwargs.get("preferred_tool", "beautifulsoup") + tavily_config = kwargs.get("tavily_config", None) + soup_crawler_config = kwargs.get("soup_crawler_config", None) + check_valid_arguments_for_web_scraper( + extraction_rules=extraction_rules, + preferred_tool=preferred_tool, + tavily_config=tavily_config, + soup_crawler_config=soup_crawler_config, + ) + data = await fetch_page_content( + data_item, + extraction_rules=extraction_rules, + preferred_tool=preferred_tool, + tavily_config=tavily_config, + soup_crawler_config=soup_crawler_config, + ) + content = "" + for key, value in data.items(): + content += f"{key}:\n{value}\n\n" + else: + content = data[data_item] + return await save_data_to_file(content) + except Exception as e: + raise IngestionError( + message=f"Error ingesting webpage results of url {data_item}: {str(e)}" + ) # data is local file path elif parsed_url.scheme == "file": diff --git a/cognee/tasks/web_scraper/__init__.py b/cognee/tasks/web_scraper/__init__.py new file mode 100644 index 0000000000..7560dee562 --- /dev/null +++ b/cognee/tasks/web_scraper/__init__.py @@ -0,0 +1,8 @@ +from .bs4_crawler import BeautifulSoupCrawler +from .utils import fetch_page_content, check_valid_arguments_for_web_scraper + +__all__ = [ + "BeautifulSoupCrawler", + "fetch_page_content", + "check_valid_arguments_for_web_scraper", +] diff --git a/cognee/tasks/web_scraper/bs4_connector.py b/cognee/tasks/web_scraper/bs4_connector.py deleted file mode 100644 index 20a5872161..0000000000 --- a/cognee/tasks/web_scraper/bs4_connector.py +++ /dev/null @@ -1,270 +0,0 @@ -import asyncio -import time -from typing import Union, List, Dict, Any, Optional -from bs4 import BeautifulSoup -import httpx -from cognee.shared.logging_utils import get_logger - -logger = get_logger(__name__) - -try: - from playwright.async_api import async_playwright -except ImportError: - logger.error("Failed to import playwright, make sure to install using pip install playwright>=1.9.0") - -try: - from bs4 import BeautifulSoup -except ImportError: - logger.error("Failed to import BeautifulSoup, make sure to install using pip install beautifulsoup4") - - - - - -class BeautifulSoupCrawler: - def __init__( - self, - *, - concurrency: int = 5, - delay_between_requests: float = 0.5, - timeout: float = 15.0, - max_retries: int = 2, - retry_delay_factor: float = 0.5, - headers: Optional[Dict[str, str]] = None, - ): - """ - concurrency: number of concurrent requests allowed - delay_between_requests: minimum seconds to wait between requests to the SAME domain - timeout: per-request timeout - max_retries: number of retries on network errors - retry_delay_factor: multiplier for exponential retry failure delay - headers: default headers for requests - use_httpx: require httpx for async HTTP. If not available, an informative error will be raised. - """ - self.concurrency = concurrency - self._sem = asyncio.Semaphore(concurrency) - self.delay_between_requests = delay_between_requests - self.timeout = timeout - self.max_retries = max_retries - self.retry_delay_factor = retry_delay_factor - self.headers = headers or {"User-agent": "Cognee-Scraper/1.0"} - self._last_request_time_per_domain: Dict[str, float] = {} - self._client = None - - # ---------- lifecycle helpers ---------- - async def _ensure_client(self): - if self._client is None: - self._client = httpx.AsyncClient(timeout=self.timeout, headers=self.headers) if httpx else None - - async def close(self): - if self._client: - await self._client.aclose() - self._client = None - - # ---------- rate limiting ---------- - def _domain_from_url(self, url: str) -> str: - # quick parse to domain - try: - from urllib.parse import urlparse - p = urlparse(url) - return p.netloc - except Exception: - return url - - async def _respect_rate_limit(self, url: str): - domain = self._domain_from_url(url) - last = self._last_request_time_per_domain.get(domain) - if last is None: - self._last_request_time_per_domain[domain] = time.time() - return - elapsed = time.time() - last - wait_for = self.delay_between_requests - elapsed - if wait_for > 0: - await asyncio.sleep(wait_for) - self._last_request_time_per_domain[domain] = time.time() - - # ----------- robots.txt handling could be added here ----------- - async def _is_url_allowed(self, url: str) -> bool: - robots_txt_url = f"{self._get_base_url(url)}/robots.txt" - robots_txt_content = await self._fetch_httpx(robots_txt_url) - robots_txt_content = robots_txt_content.lower() - user_agent_name = self.headers.get("User-agent") - pos = robots_txt_content.find(f"user-agent: {user_agent_name}") - if pos == -1: - pos = robots_txt_content.find(f"user-agent:*") - if pos == -1: - return True - - pos = robots_txt_content.find("disallow", pos) - # TODO: Research more about robots.txt format - - - - - # ---------- low-level fetchers ---------- - async def _fetch_httpx(self, url: str) -> str: - await self._ensure_client() - assert self._client is not None, "HTTP client not initialized" - attempt = 0 - while True: - try: - await self._respect_rate_limit(url) - resp = await self._client.get(url) - resp.raise_for_status() - return resp.text - except Exception as exc: - attempt += 1 - if attempt > self.max_retries: - raise - delay = self.retry_delay_factor * (2 ** (attempt - 1)) - await asyncio.sleep(delay) - - async def _render_with_playwright(self, url: str, js_wait: float = 1.0, timeout: Optional[float] = None) -> str: - if async_playwright is None: - raise RuntimeError("Playwright is not installed. Install with `pip install playwright` and run `playwright install`.") - # Basic Playwright rendering (Chromium). This is slower but renders JS. - attempt = 0 - while True: - try: - async with async_playwright() as p: - browser = await p.chromium.launch(headless=True) - context = await browser.new_context() - page = await context.new_page() - await page.goto(url, wait_until="networkidle", timeout=int((timeout or self.timeout) * 1000)) - # optional short wait to let in-page JS mutate DOM - if js_wait: - await asyncio.sleep(js_wait) - content = await page.content() - await browser.close() - return content - except Exception: - attempt += 1 - if attempt > self.max_retries: - raise - backoff = self.backoff_factor * (2 ** (attempt - 1)) - await asyncio.sleep(backoff) - - # ---------- extraction helpers ---------- - def _normalize_rule(self, rule) -> Dict[str, Any]: - if isinstance(rule, str): - return {"selector": rule, "attr": None, "all": False, "join_with": " "} - if isinstance(rule, dict): - return { - "selector": rule.get("selector"), - "attr": rule.get("attr"), - "all": bool(rule.get("all")), - "join_with": rule.get("join_with", " "), - "xpath": rule.get("xpath"), - } - raise ValueError("Invalid extraction rule") - - def _extract_with_bs4(self, html: str, rule: Dict[str, Any]) -> str: - soup = BeautifulSoup(html, "html.parser") - sel = rule.get("selector") - xpath = rule.get("xpath") - attr = rule.get("attr") - all_flag = rule.get("all", False) - join_with = rule.get("join_with", " ") - - if xpath: - # try lxml extraction via xpath if lxml is available - try: - from lxml import html as lxml_html - except Exception: - raise RuntimeError("XPath requested but lxml is not available. Install lxml or use CSS selectors.") - doc = lxml_html.fromstring(html) - nodes = doc.xpath(xpath) - texts = [] - for n in nodes: - if hasattr(n, "text_content"): - texts.append(n.text_content().strip()) - else: - texts.append(str(n).strip()) - return join_with.join(t for t in texts if t) - else: - if not sel: - return "" - if all_flag: - nodes = soup.select(sel) - pieces = [] - for el in nodes: - if attr: - val = el.get(attr) - if val: - pieces.append(val.strip()) - else: - text = el.get_text(strip=True) - if text: - pieces.append(text) - return join_with.join(pieces).strip() - else: - el = soup.select_one(sel) - if el is None: - return "" - if attr: - val = el.get(attr) - return (val or "").strip() - return el.get_text(strip=True) - - # ---------- public API (keeps the signature you asked for) ---------- - async def fetch_with_bs4( - self, - urls: Union[str, List[str]], - extraction_rules: Dict[str, Any], - *, - use_playwright: bool = False, - playwright_js_wait: float = 0.8, - join_all_matches: bool = False, # if True, for each rule use all matches (join them) - ) -> Dict[str, str]: - """ - Fetch one or more URLs and extract text using BeautifulSoup (or lxml xpath). - Returns: dict[url] -> single concatenated string (trimmed) - Parameters: - - urls: str or list[str] - - extraction_rules: dict[field_name -> selector or rule-dict] - rule-dict keys: selector (CSS), xpath (optional), attr (optional), all(bool), join_with(str) - - use_playwright: if True, use Playwright to render JS (must be installed), otherwise normal fetch - - playwright_js_wait: seconds to wait after load for JS to mutate DOM - - join_all_matches: convenience: if True, treat each rule as all=True - """ - if isinstance(urls, str): - urls = [urls] - - # normalize rules - normalized_rules = {} - for field, rule in extraction_rules.items(): - r = self._normalize_rule(rule) - if join_all_matches: - r["all"] = True - normalized_rules[field] = r - - # concurrency control + gather tasks - async def _task(url: str): - async with self._sem: - # fetch (rendered or not) - if use_playwright: - html = await self._render_with_playwright(url, js_wait=playwright_js_wait, timeout=self.timeout) - else: - html = await self._fetch_httpx(url) - - # Extract and concatenate results into a single string - pieces = [] - for field, rule in normalized_rules.items(): - text = self._extract_with_bs4(html, rule) - if text: - pieces.append(text) - concatenated = " ".join(pieces).strip() - return url, concatenated - - tasks = [asyncio.create_task(_task(u)) for u in urls] - results = {} - for coro in asyncio.as_completed(tasks): - try: - url, text = await coro - except Exception as e: - # store empty string on failure (or raise depending on your policy) - results[url] = "" - # Optionally you could log the error; for now we'll attach empty string - continue - results[url] = text - return results diff --git a/cognee/tasks/web_scraper/bs4_crawler.py b/cognee/tasks/web_scraper/bs4_crawler.py index df926bdf9d..5145673170 100644 --- a/cognee/tasks/web_scraper/bs4_crawler.py +++ b/cognee/tasks/web_scraper/bs4_crawler.py @@ -91,6 +91,8 @@ async def _is_url_allowed(self, url: str) -> bool: parsed_url = urlparse(url) robots_url = f"{parsed_url.scheme}://{parsed_url.netloc}/robots.txt" content = await self._fetch_httpx(robots_url) + if content.strip() == "": + return True # no robots.txt means allowed rp = Protego.parse(content) agent = next((v for k, v in self.headers.items() if k.lower() == "user-agent"), "*") return rp.can_fetch(agent, url) or rp.can_fetch("*", url) @@ -114,23 +116,42 @@ async def _fetch_httpx(self, url: str) -> str: await self._ensure_client() assert self._client is not None, "HTTP client not initialized" attempt = 0 + parsed = urlparse(url) + domain_root = f"{parsed.scheme}://{parsed.netloc}" + + # Handle robots.txt separately (no recursive crawl delay call) + is_robot = url.lower().endswith("/robots.txt") + while True: try: - # get crawl delay from robots.txt if available - crawl_delay = await self._get_crawl_delay( - f"{urlparse(url).scheme}://{urlparse(url).netloc}" - ) + # Only get crawl delay for non-robots.txt pages + crawl_delay = self.crawl_delay + if not is_robot: + try: + crawl_delay = await self._get_crawl_delay(domain_root) + except Exception as e: + logger.debug(f"Failed to fetch crawl delay for {domain_root}: {e}") + await self._respect_rate_limit(url, crawl_delay) resp = await self._client.get(url) resp.raise_for_status() return resp.text + except Exception as exc: + # Special case: if robots.txt failed, just return empty string + if is_robot: + logger.warning(f"Robots.txt not found or inaccessible at {url}: {exc}") + return "" + attempt += 1 if attempt > self.max_retries: - logger.error(f"Fetch failed for {url}: {exc}") + logger.error(f"Fetch failed for {url} after {attempt} attempts: {exc}") raise + delay = self.retry_delay_factor * (2 ** (attempt - 1)) - logger.warning(f"Retrying {url} after {delay:.2f}s (attempt {attempt})") + logger.warning( + f"Retrying {url} after {delay:.2f}s (attempt {attempt}) due to {exc}" + ) await asyncio.sleep(delay) async def _render_with_playwright( diff --git a/cognee/tasks/web_scraper/config.py b/cognee/tasks/web_scraper/config.py new file mode 100644 index 0000000000..505cef1df1 --- /dev/null +++ b/cognee/tasks/web_scraper/config.py @@ -0,0 +1,24 @@ +from pydantic import BaseModel, Field +from typing import Any, Dict, Optional +import os + + +class TavilyConfig(BaseModel): + api_key: str = os.getenv("TAVILY_API_KEY") + extract_depth: str = "basic" + format: str = "markdown" + timeout: int = Field(None, ge=1, le=60) + + +class SoupCrawlerConfig(BaseModel): + concurrency: int = (5,) + crawl_delay: float = (0.5,) + timeout: float = (15.0,) + max_retries: int = (2,) + retry_delay_factor: float = (0.5,) + headers: Optional[Dict[str, str]] = (None,) + extraction_rules: Dict[str, Any] + use_playwright: bool = False + playwright_js_wait: float = 0.8 + join_all_matches: bool = False + structured: bool = False diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index 5ff105ec96..18d54d13a4 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -1,9 +1,10 @@ from tavily import AsyncTavilyClient -from bs4 import BeautifulSoup +from .bs4_crawler import BeautifulSoupCrawler import os -import httpx -from typing import Dict, Any, List, Union +from .config import TavilyConfig, SoupCrawlerConfig +from typing import Dict, Any, List, Union, Optional, Literal from cognee.shared.logging_utils import get_logger +import asyncio logger = get_logger(__name__) @@ -22,37 +23,79 @@ ) -async def fetch_page_content(urls: Union[str, List[str]], extraction_rules: Dict[str, Any]) -> str: - if os.getenv("TAVILY_API_KEY") is not None: +async def fetch_page_content( + urls: Union[str, List[str]], + *, + preferred_tool: Optional[Literal["tavily", "beautifulsoup"]] = "beautifulsoup", + extraction_rules: Optional[Dict[str, Any]] = None, + tavily_config: Optional[TavilyConfig] = None, + soup_crawler_config: Optional[SoupCrawlerConfig] = None, + use_playwright: Optional[bool] = False, + playwright_js_wait: Optional[float] = 0.8, + join_all_matches: Optional[bool] = False, + structured: Optional[bool] = False, +) -> Dict[str, Union[str, Dict[str, str]]]: + """ + Fetch page content using Tavily API if TAVILY_API_KEY is set, + otherwise fetch using BeautifulSoupCrawler directly. + + Parameters: + urls: single URL or list of URLs + extraction_rules: dict mapping field names -> CSS selector or rule + use_playwright: whether to render JS (BeautifulSoupCrawler) + playwright_js_wait: seconds to wait for JS to load + join_all_matches: join all matching elements per rule + structured: if True, returns structured dict instead of concatenated string (based on extraction_rules field names) + + Returns: + Dict mapping URL -> extracted string or structured dict + """ + if (os.getenv("TAVILY_API_KEY") or tavily_config.api_key) and preferred_tool == "tavily": return await fetch_with_tavily(urls) + else: - return await fetch_with_bs4(urls, extraction_rules) + crawler = BeautifulSoupCrawler() + extraction_rules = extraction_rules or soup_crawler_config.extraction_rules + if extraction_rules is None: + raise ValueError("extraction_rules must be provided when not using Tavily") + try: + results = await crawler.fetch_with_bs4( + urls, + extraction_rules, + use_playwright=use_playwright, + playwright_js_wait=playwright_js_wait, + join_all_matches=join_all_matches, + structured=structured, + ) + return results + except Exception as e: + logger.error(f"Error fetching page content: {str(e)}") async def fetch_with_tavily(urls: Union[str, List[str]]) -> Dict[str, str]: client = AsyncTavilyClient() - results = await client.extract(urls, include_images=False) - result_dict = {} - for result in results["results"]: - result_dict[result["url"]] = result["raw_content"] - return result_dict - - -async def fetch_with_bs4(urls: Union[str, List[str]], extraction_rules: Dict) -> Dict[str]: - result_dict = {} - if isinstance(urls, str): - urls = [urls] - async with httpx.AsyncClient(headers={"User-Agent": "Cognee-Scraper"}) as client: - for url in urls: - response = await client.get(url) - response.raise_for_status() - - soup = BeautifulSoup(response.text, "html.parser") - extracted_data = "" - for field, selector in extraction_rules.items(): - element = soup.select_one(selector) - extracted_data += (element.get_text(strip=True) + "\n") if element else "" - - result_dict[url] = extracted_data.strip() - - return result_dict + results = await client.extract(urls) + for failed_result in results.get("failed_results", []): + logger.warning(f"Failed to fetch {failed_result}") + return_results = {} + for results in results.get("results", []): + return_results[results["url"]] = results["raw_content"] + return return_results + + +def check_valid_arguments_for_web_scraper( + extraction_rules, preferred_tool, tavily_config, soup_crawler_config +): + if preferred_tool == "tavily": + if not (os.getenv("TAVILY_API_KEY") or (tavily_config and tavily_config.api_key)): + raise ValueError( + "TAVILY_API_KEY must be set in environment variables or tavily_config.api_key must be provided when preferred_tool is 'tavily'" + ) + else: + print(preferred_tool) + print(soup_crawler_config) + print(soup_crawler_config and soup_crawler_config.extraction_rules) + if not (extraction_rules or (soup_crawler_config and soup_crawler_config.extraction_rules)): + raise ValueError( + "extraction_rules must be provided when preferred_tool is 'beautifulsoup'" + ) diff --git a/cognee/tasks/web_scraper/web_scraper_task.py b/cognee/tasks/web_scraper/web_scraper_task.py new file mode 100644 index 0000000000..c06b54b8e4 --- /dev/null +++ b/cognee/tasks/web_scraper/web_scraper_task.py @@ -0,0 +1,63 @@ +from cognee.tasks.storage.add_data_points import add_data_points +from cognee.tasks.storage.index_data_points import index_data_points +from cognee.tasks.storage.index_graph_edges import index_graph_edges +from cognee.infrastructure.databases.graph import get_graph_engine +from .models import WebPage, WebSite, ScrapingJob +from typing import Union, List, Dict +from urllib.parse import urlparse + + +async def web_scraper_task(url: Union[str, List[str]], **kwargs): + graph_engine = await get_graph_engine() + # Mapping between parsed_url object and urls + mappings = {} + web_scraping_job = ScrapingJob( + job_name="default_job", + urls=[url] if isinstance(url, str) else url, + scraping_rules={}, + schedule=None, + status="active", + last_run=None, + next_run=None, + ) + data_point_mappings: Dict[WebSite, List[WebPage]] = {} + if isinstance(url, List): + for single_url in url: + parsed_url = urlparse(single_url) + domain = parsed_url.netloc + base_url = f"{parsed_url.scheme}://{parsed_url.netloc}" + if mappings.get(parsed_url): + mappings[parsed_url] = [single_url] + else: + mappings[parsed_url].append(single_url) + else: + if mappings.get(parsed_url): + mappings[parsed_url] = [single_url] + else: + mappings[parsed_url].append(single_url) + for parsed_url in mappings.keys(): + domain = parsed_url.netloc + base_url = f"{parsed_url.scheme}://{parsed_url.netloc}" + web_site = WebSite( + domain=domain, + base_url=base_url, + robots_txt="", + crawl_delay=0, + last_crawled=None, + page_count=0, + scraping_config={}, + ) + for url in mappings[parsed_url]: + # Process each URL with the web scraping logic + web_page = WebPage( + url=url, + title="", + content="", + content_hash="", + scraped_at=None, + last_modified=None, + status_code=0, + content_type="", + page_size=0, + extraction_rules={}, + ) From fbef6675bcf8cd1ba1044296c877ba6795517a57 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Sat, 4 Oct 2025 15:09:23 +0530 Subject: [PATCH 11/53] removed unused Dict import from typing --- .../loaders/external/webscraper_loader.py | 10 ++++++++++ cognee/tasks/ingestion/save_data_item_to_storage.py | 2 +- cognee/tests/tasks/web_scraping/web_scraping_test.py | 0 3 files changed, 11 insertions(+), 1 deletion(-) create mode 100644 cognee/infrastructure/loaders/external/webscraper_loader.py create mode 100644 cognee/tests/tasks/web_scraping/web_scraping_test.py diff --git a/cognee/infrastructure/loaders/external/webscraper_loader.py b/cognee/infrastructure/loaders/external/webscraper_loader.py new file mode 100644 index 0000000000..7ef56a948f --- /dev/null +++ b/cognee/infrastructure/loaders/external/webscraper_loader.py @@ -0,0 +1,10 @@ +from typing import List +from cognee.infrastructure.loaders.LoaderInterface import LoaderInterface +from cognee.shared.logging_utils import get_logger +from cognee.infrastructure.files.storage import get_file_storage, get_storage_config +from cognee.infrastructure.files.utils.get_file_metadata import get_file_metadata + +logger = get_logger(__name__) + +class WebScraperLoader(LoaderInterface): + pass \ No newline at end of file diff --git a/cognee/tasks/ingestion/save_data_item_to_storage.py b/cognee/tasks/ingestion/save_data_item_to_storage.py index 93df127321..7da0bcddd1 100644 --- a/cognee/tasks/ingestion/save_data_item_to_storage.py +++ b/cognee/tasks/ingestion/save_data_item_to_storage.py @@ -1,7 +1,7 @@ import os from pathlib import Path from urllib.parse import urlparse -from typing import Union, BinaryIO, Any, Dict +from typing import Union, BinaryIO, Any from cognee.modules.ingestion.exceptions import IngestionError from cognee.modules.ingestion import save_data_to_file diff --git a/cognee/tests/tasks/web_scraping/web_scraping_test.py b/cognee/tests/tasks/web_scraping/web_scraping_test.py new file mode 100644 index 0000000000..e69de29bb2 From da7ebc4574b40294f35e205d3cb9e1a735106f29 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Sat, 4 Oct 2025 15:10:46 +0530 Subject: [PATCH 12/53] Removed asyncio import --- cognee/tasks/ingestion/save_data_item_to_storage.py | 1 - 1 file changed, 1 deletion(-) diff --git a/cognee/tasks/ingestion/save_data_item_to_storage.py b/cognee/tasks/ingestion/save_data_item_to_storage.py index 7da0bcddd1..1bf53f57c4 100644 --- a/cognee/tasks/ingestion/save_data_item_to_storage.py +++ b/cognee/tasks/ingestion/save_data_item_to_storage.py @@ -8,7 +8,6 @@ from cognee.shared.logging_utils import get_logger from pydantic_settings import BaseSettings, SettingsConfigDict from cognee.tasks.web_scraper import check_valid_arguments_for_web_scraper -import asyncio logger = get_logger() From ab6fc6540682fbde72fc8aa0ca91c62289c2a65f Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Sat, 4 Oct 2025 19:40:37 +0530 Subject: [PATCH 13/53] Added global context for bs4crawler and tavily config --- cognee/context_global_variables.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/cognee/context_global_variables.py b/cognee/context_global_variables.py index f6642e3dc7..500846e276 100644 --- a/cognee/context_global_variables.py +++ b/cognee/context_global_variables.py @@ -12,6 +12,8 @@ # for different async tasks, threads and processes vector_db_config = ContextVar("vector_db_config", default=None) graph_db_config = ContextVar("graph_db_config", default=None) +soup_crawler_config = ContextVar("soup_crawler_config", default=None) +tavily_config = ContextVar("tavily_config", default=None) async def set_database_global_context_variables(dataset: Union[str, UUID], user_id: UUID): From 2cba31a086edbbdca0dce1bb87e663c9d4381ab2 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Sat, 4 Oct 2025 21:26:25 +0530 Subject: [PATCH 14/53] Tested and Debugged scraping usage in cognee.add() pipeline --- cognee/api/v1/add/add.py | 21 +- .../loaders/external/webscraper_loader.py | 10 - cognee/tasks/ingestion/ingest_data.py | 12 +- .../ingestion/save_data_item_to_storage.py | 24 +- cognee/tasks/web_scraper/__init__.py | 3 +- cognee/tasks/web_scraper/utils.py | 65 ++--- .../tasks/web_scraping/web_scraping_test.py | 161 ++++++++++++ notebooks/data/graphrag | 1 - pyproject.toml | 2 + uv.lock | 241 ++++++++---------- 10 files changed, 322 insertions(+), 218 deletions(-) delete mode 100644 cognee/infrastructure/loaders/external/webscraper_loader.py delete mode 160000 notebooks/data/graphrag diff --git a/cognee/api/v1/add/add.py b/cognee/api/v1/add/add.py index 5643ecc94d..93102b1605 100644 --- a/cognee/api/v1/add/add.py +++ b/cognee/api/v1/add/add.py @@ -1,4 +1,5 @@ from uuid import UUID +import os from typing import Union, BinaryIO, List, Optional, Dict, Literal from cognee.modules.users.models import User @@ -12,6 +13,11 @@ from cognee.modules.engine.operations.setup import setup from cognee.tasks.ingestion import ingest_data, resolve_data_directories from cognee.tasks.web_scraper.config import TavilyConfig, SoupCrawlerConfig +from cognee.context_global_variables import ( + tavily_config as tavily, + soup_crawler_config as soup_crawler, +) +from urllib.parse import urlparse async def add( @@ -25,7 +31,6 @@ async def add( preferred_loaders: List[str] = None, incremental_loading: bool = True, extraction_rules: Optional[Dict[str, str]] = None, - preferred_tool: Optional[Literal["tavily", "beautifulsoup"]] = "beautifulsoup", tavily_config: Optional[TavilyConfig] = None, soup_crawler_config: Optional[SoupCrawlerConfig] = None, ): @@ -155,14 +160,20 @@ async def add( node_set, dataset_id, preferred_loaders, - extraction_rules, - preferred_tool, - tavily_config, - soup_crawler_config, ), ] await setup() + if not soup_crawler_config and extraction_rules: + soup_crawler_config = SoupCrawlerConfig(extraction_rules=extraction_rules) + + if not tavily_config and os.getenv("TAVILY_API_KEY"): + tavily_config = TavilyConfig() + + soup_crawler.set(soup_crawler_config) + tavily.set(tavily_config) + if urlparse(data).scheme in ["http", "https"]: + node_set = ["web_content"] if not node_set else node_set + ["web_content"] user, authorized_dataset = await resolve_authorized_user_dataset(dataset_id, dataset_name, user) diff --git a/cognee/infrastructure/loaders/external/webscraper_loader.py b/cognee/infrastructure/loaders/external/webscraper_loader.py deleted file mode 100644 index 7ef56a948f..0000000000 --- a/cognee/infrastructure/loaders/external/webscraper_loader.py +++ /dev/null @@ -1,10 +0,0 @@ -from typing import List -from cognee.infrastructure.loaders.LoaderInterface import LoaderInterface -from cognee.shared.logging_utils import get_logger -from cognee.infrastructure.files.storage import get_file_storage, get_storage_config -from cognee.infrastructure.files.utils.get_file_metadata import get_file_metadata - -logger = get_logger(__name__) - -class WebScraperLoader(LoaderInterface): - pass \ No newline at end of file diff --git a/cognee/tasks/ingestion/ingest_data.py b/cognee/tasks/ingestion/ingest_data.py index a61f5d97be..b86bada198 100644 --- a/cognee/tasks/ingestion/ingest_data.py +++ b/cognee/tasks/ingestion/ingest_data.py @@ -29,10 +29,6 @@ async def ingest_data( node_set: Optional[List[str]] = None, dataset_id: UUID = None, preferred_loaders: List[str] = None, - extraction_rules: Optional[Dict[str, str]] = None, - preferred_tool: Optional[Literal["tavily", "beautifulsoup"]] = "beautifulsoup", - tavily_config: Optional[TavilyConfig] = None, - soup_crawler_config: Optional[SoupCrawlerConfig] = None, ): if not user: user = await get_default_user() @@ -83,13 +79,7 @@ async def store_data_to_dataset( for data_item in data: # Get file path of data item or create a file it doesn't exist - original_file_path = await save_data_item_to_storage( - data_item, - extraction_rules=extraction_rules, - preferred_tool=preferred_tool, - tavily_config=tavily_config, - soup_crawler_config=soup_crawler_config, - ) + original_file_path = await save_data_item_to_storage(data_item) # Transform file path to be OS usable actual_file_path = get_data_file_path(original_file_path) diff --git a/cognee/tasks/ingestion/save_data_item_to_storage.py b/cognee/tasks/ingestion/save_data_item_to_storage.py index 1bf53f57c4..d55b697c6b 100644 --- a/cognee/tasks/ingestion/save_data_item_to_storage.py +++ b/cognee/tasks/ingestion/save_data_item_to_storage.py @@ -7,7 +7,7 @@ from cognee.modules.ingestion import save_data_to_file from cognee.shared.logging_utils import get_logger from pydantic_settings import BaseSettings, SettingsConfigDict -from cognee.tasks.web_scraper import check_valid_arguments_for_web_scraper +from cognee.context_global_variables import tavily_config, soup_crawler_config logger = get_logger() @@ -61,28 +61,18 @@ async def save_data_item_to_storage(data_item: Union[BinaryIO, str, Any], **kwar try: from cognee.tasks.web_scraper import fetch_page_content - extraction_rules = kwargs.get("extraction_rules", None) - preferred_tool = kwargs.get("preferred_tool", "beautifulsoup") - tavily_config = kwargs.get("tavily_config", None) - soup_crawler_config = kwargs.get("soup_crawler_config", None) - check_valid_arguments_for_web_scraper( - extraction_rules=extraction_rules, - preferred_tool=preferred_tool, - tavily_config=tavily_config, - soup_crawler_config=soup_crawler_config, - ) + tavily = tavily_config.get() + soup_crawler = soup_crawler_config.get() + data = await fetch_page_content( data_item, - extraction_rules=extraction_rules, - preferred_tool=preferred_tool, - tavily_config=tavily_config, - soup_crawler_config=soup_crawler_config, + preferred_tool="beautifulsoup" if soup_crawler else "tavily", + tavily_config=tavily, + soup_crawler_config=soup_crawler, ) content = "" for key, value in data.items(): content += f"{key}:\n{value}\n\n" - else: - content = data[data_item] return await save_data_to_file(content) except Exception as e: raise IngestionError( diff --git a/cognee/tasks/web_scraper/__init__.py b/cognee/tasks/web_scraper/__init__.py index 7560dee562..a37e17871a 100644 --- a/cognee/tasks/web_scraper/__init__.py +++ b/cognee/tasks/web_scraper/__init__.py @@ -1,8 +1,7 @@ from .bs4_crawler import BeautifulSoupCrawler -from .utils import fetch_page_content, check_valid_arguments_for_web_scraper +from .utils import fetch_page_content __all__ = [ "BeautifulSoupCrawler", "fetch_page_content", - "check_valid_arguments_for_web_scraper", ] diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index 18d54d13a4..d6b57d6158 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -8,32 +8,13 @@ logger = get_logger(__name__) -try: - from tavily import AsyncTavilyClient -except ImportError: - logger.error( - "Failed to import tavily, make sure to install using pip install tavily-python>=0.7.0" - ) - -try: - from bs4 import BeautifulSoup -except ImportError: - logger.error( - "Failed to import bs4, make sure to install using pip install beautifulsoup4>=4.13.1" - ) - async def fetch_page_content( urls: Union[str, List[str]], *, preferred_tool: Optional[Literal["tavily", "beautifulsoup"]] = "beautifulsoup", - extraction_rules: Optional[Dict[str, Any]] = None, tavily_config: Optional[TavilyConfig] = None, soup_crawler_config: Optional[SoupCrawlerConfig] = None, - use_playwright: Optional[bool] = False, - playwright_js_wait: Optional[float] = 0.8, - join_all_matches: Optional[bool] = False, - structured: Optional[bool] = False, ) -> Dict[str, Union[str, Dict[str, str]]]: """ Fetch page content using Tavily API if TAVILY_API_KEY is set, @@ -50,22 +31,30 @@ async def fetch_page_content( Returns: Dict mapping URL -> extracted string or structured dict """ - if (os.getenv("TAVILY_API_KEY") or tavily_config.api_key) and preferred_tool == "tavily": + if preferred_tool == "tavily": + if tavily_config.api_key is None: + raise ValueError("TAVILY_API_KEY must be set in TavilyConfig to use Tavily") return await fetch_with_tavily(urls) - else: + elif preferred_tool == "beautifulsoup": + try: + from bs4 import BeautifulSoup + except ImportError: + logger.error( + "Failed to import bs4, make sure to install using pip install beautifulsoup4>=4.13.1" + ) crawler = BeautifulSoupCrawler() - extraction_rules = extraction_rules or soup_crawler_config.extraction_rules + extraction_rules = soup_crawler_config.extraction_rules if extraction_rules is None: raise ValueError("extraction_rules must be provided when not using Tavily") try: results = await crawler.fetch_with_bs4( urls, extraction_rules, - use_playwright=use_playwright, - playwright_js_wait=playwright_js_wait, - join_all_matches=join_all_matches, - structured=structured, + use_playwright=soup_crawler_config.use_playwright, + playwright_js_wait=soup_crawler_config.playwright_js_wait, + join_all_matches=soup_crawler_config.join_all_matches, + structured=soup_crawler_config.structured, ) return results except Exception as e: @@ -73,6 +62,12 @@ async def fetch_page_content( async def fetch_with_tavily(urls: Union[str, List[str]]) -> Dict[str, str]: + try: + from tavily import AsyncTavilyClient + except ImportError: + logger.error( + "Failed to import tavily, make sure to install using pip install tavily-python>=0.7.0" + ) client = AsyncTavilyClient() results = await client.extract(urls) for failed_result in results.get("failed_results", []): @@ -81,21 +76,3 @@ async def fetch_with_tavily(urls: Union[str, List[str]]) -> Dict[str, str]: for results in results.get("results", []): return_results[results["url"]] = results["raw_content"] return return_results - - -def check_valid_arguments_for_web_scraper( - extraction_rules, preferred_tool, tavily_config, soup_crawler_config -): - if preferred_tool == "tavily": - if not (os.getenv("TAVILY_API_KEY") or (tavily_config and tavily_config.api_key)): - raise ValueError( - "TAVILY_API_KEY must be set in environment variables or tavily_config.api_key must be provided when preferred_tool is 'tavily'" - ) - else: - print(preferred_tool) - print(soup_crawler_config) - print(soup_crawler_config and soup_crawler_config.extraction_rules) - if not (extraction_rules or (soup_crawler_config and soup_crawler_config.extraction_rules)): - raise ValueError( - "extraction_rules must be provided when preferred_tool is 'beautifulsoup'" - ) diff --git a/cognee/tests/tasks/web_scraping/web_scraping_test.py b/cognee/tests/tasks/web_scraping/web_scraping_test.py index e69de29bb2..4f47bf7d21 100644 --- a/cognee/tests/tasks/web_scraping/web_scraping_test.py +++ b/cognee/tests/tasks/web_scraping/web_scraping_test.py @@ -0,0 +1,161 @@ +import asyncio +import cognee +from cognee.tasks.web_scraper.config import SoupCrawlerConfig + + +async def test_web_scraping_using_bs4(): + # 0. Prune only data (not full system prune) + await cognee.prune.prune_data() + + # 1. Setup test URL and extraction rules + url = "https://quotes.toscrape.com/" + rules = { + "quotes": {"selector": ".quote span.text", "all": True}, + "authors": {"selector": ".quote small", "all": True}, + } + + soup_config = SoupCrawlerConfig( + concurrency=5, + crawl_delay=0.5, + timeout=15.0, + max_retries=2, + retry_delay_factor=0.5, + extraction_rules=rules, + use_playwright=False, + structured=True, + ) + + # 2. Add / ingest the page + await cognee.add( + data=url, + soup_crawler_config=soup_config, + incremental_loading=False, + ) + + # 3. Cognify + await cognee.cognify() + + # 4. Search for a known quote + results = await cognee.search( + "Who said 'The world as we have created it is a process of our thinking. It cannot be changed without changing our thinking'?", + query_type=cognee.SearchType.GRAPH_COMPLETION, + ) + assert "Albert Einstein" in results[0], ( + "Test failed! Albert Einstein not found in scraped data." + ) + print("Test passed! Found Albert Einstein in scraped data.") + print(results) + print("Web scraping test using bs4 completed.") + + +async def test_web_scraping_using_bs4_and_incremental_loading(): + # 0. Prune only data (not full system prune) + await cognee.prune.prune_data() + + # 1. Setup test URL and extraction rules + url = "https://books.toscrape.com/" + rules = {"titles": "article.product_pod h3 a", "prices": "article.product_pod p.price_color"} + + soup_config = SoupCrawlerConfig( + concurrency=1, + crawl_delay=0.1, + timeout=10.0, + max_retries=1, + retry_delay_factor=0.5, + extraction_rules=rules, + use_playwright=False, + structured=True, + ) + + # 2. Add / ingest the page + await cognee.add( + data=url, + soup_crawler_config=soup_config, + incremental_loading=True, + ) + + # 3. Cognify + await cognee.cognify() + + # 4. Search for a known book + results = await cognee.search( + "What is the price of 'A Light in the Attic' book?", + query_type=cognee.SearchType.GRAPH_COMPLETION, + ) + assert "51.77" in results[0], "Test failed! 'A Light in the Attic' not found in scraped data." + print("Test passed! Found 'A Light in the Attic' in scraped data.") + print(results) + print("Web scraping test using bs4 with incremental loading completed.") + + +async def test_web_scraping_using_tavily(): + # 0. Prune only data (not full system prune) + await cognee.prune.prune_data() + + # 1. Setup test URL and extraction rules + url = "https://quotes.toscrape.com/" + + # 2. Add / ingest the page + await cognee.add( + data=url, + incremental_loading=False, + ) + + # 3. Cognify + await cognee.cognify() + + # 4. Search for a known quote + results = await cognee.search( + "Who said 'The world as we have created it is a process of our thinking. It cannot be changed without changing our thinking'?", + query_type=cognee.SearchType.GRAPH_COMPLETION, + ) + assert "Albert Einstein" in results[0], ( + "Test failed! Albert Einstein not found in scraped data." + ) + print("Test passed! Found Albert Einstein in scraped data.") + print(results) + print("Web scraping test using tavily completed.") + + +async def test_web_scraping_using_tavily_and_incremental_loading(): + # 0. Prune only data (not full system prune) + await cognee.prune.prune_data() + + # 1. Setup test URL and extraction rules + url = "https://quotes.toscrape.com/" + + # 2. Add / ingest the page + await cognee.add( + data=url, + incremental_loading=True, + ) + + # 3. Cognify + await cognee.cognify() + + # 4. Search for a known quote + results = await cognee.search( + "Who said 'The world as we have created it is a process of our thinking. It cannot be changed without changing our thinking'?", + query_type=cognee.SearchType.GRAPH_COMPLETION, + ) + assert "Albert Einstein" in results[0], ( + "Test failed! Albert Einstein not found in scraped data." + ) + print("Test passed! Found Albert Einstein in scraped data.") + print(results) + print("Web scraping test using tavily with incremental loading completed.") + + +async def main(): + print("starting web scraping test using bs4 with incremental loading...") + await test_web_scraping_using_bs4_and_incremental_loading() + print("starting web scraping test using bs4 without incremental loading...") + await test_web_scraping_using_bs4() + print("starting web scraping test using tavily with incremental loading...") + await test_web_scraping_using_tavily_and_incremental_loading() + print("starting web scraping test using tavily without incremental loading...") + await test_web_scraping_using_tavily() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/notebooks/data/graphrag b/notebooks/data/graphrag deleted file mode 160000 index 130b84db92..0000000000 --- a/notebooks/data/graphrag +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 130b84db9270734756d16918e5c86034777140fc diff --git a/pyproject.toml b/pyproject.toml index e50c38f250..d4d7939e41 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -77,6 +77,8 @@ scraping = [ "tavily-python>=0.7.0", "beautifulsoup4>=4.13.1", "playwright>=1.9.0", + "lxml>=4.9.3,<5.0.0", + "protego>=0.1", ] neo4j = ["neo4j>=5.28.0,<6"] neptune = ["langchain_aws>=0.2.22"] diff --git a/uv.lock b/uv.lock index 709b502c81..a06bebdd92 100644 --- a/uv.lock +++ b/uv.lock @@ -1,5 +1,5 @@ version = 1 -revision = 2 +revision = 3 requires-python = ">=3.10, <=3.13" resolution-markers = [ "python_full_version >= '3.13' and platform_python_implementation != 'PyPy' and sys_platform != 'emscripten'", @@ -915,9 +915,6 @@ evals = [ { name = "gdown" }, { name = "plotly" }, ] -falkordb = [ - { name = "falkordb" }, -] gemini = [ { name = "google-generativeai" }, ] @@ -969,6 +966,13 @@ postgres-binary = [ posthog = [ { name = "posthog" }, ] +scraping = [ + { name = "beautifulsoup4" }, + { name = "lxml" }, + { name = "playwright" }, + { name = "protego" }, + { name = "tavily-python" }, +] [package.metadata] requires-dist = [ @@ -980,13 +984,13 @@ requires-dist = [ { name = "asyncpg", marker = "extra == 'postgres'", specifier = ">=0.30.0,<1.0.0" }, { name = "asyncpg", marker = "extra == 'postgres-binary'", specifier = ">=0.30.0,<1.0.0" }, { name = "baml-py", specifier = ">=0.201.0,<0.202.0" }, + { name = "beautifulsoup4", marker = "extra == 'scraping'", specifier = ">=4.13.1" }, { name = "chromadb", marker = "extra == 'chromadb'", specifier = ">=0.6,<0.7" }, { name = "coverage", marker = "extra == 'dev'", specifier = ">=7.3.2,<8" }, { name = "debugpy", marker = "extra == 'debug'", specifier = ">=1.8.9,<2.0.0" }, { name = "deepeval", marker = "extra == 'deepeval'", specifier = ">=3.0.1,<4" }, { name = "deptry", marker = "extra == 'dev'", specifier = ">=0.20.0,<0.21" }, { name = "dlt", extras = ["sqlalchemy"], specifier = ">=1.9.0,<2" }, - { name = "falkordb", marker = "extra == 'falkordb'", specifier = ">=1.0.9,<2.0.0" }, { name = "fastapi", specifier = ">=0.115.7,<1.0.0" }, { name = "fastapi-users", extras = ["sqlalchemy"], specifier = ">=14.0.1,<15.0.0" }, { name = "fastembed", marker = "python_full_version < '3.13' and extra == 'codegraph'", specifier = "<=0.6.0" }, @@ -1008,6 +1012,7 @@ requires-dist = [ { name = "limits", specifier = ">=4.4.1,<5" }, { name = "litellm", specifier = ">=1.71.0,<2.0.0" }, { name = "llama-index-core", marker = "extra == 'llama-index'", specifier = ">=0.12.11,<0.13" }, + { name = "lxml", marker = "extra == 'scraping'", specifier = ">=4.9.3,<5.0.0" }, { name = "matplotlib", specifier = ">=3.8.3,<4" }, { name = "mistral-common", marker = "extra == 'mistral'", specifier = ">=1.5.2,<2" }, { name = "mkdocs-material", marker = "extra == 'dev'", specifier = ">=9.5.42,<10" }, @@ -1027,9 +1032,11 @@ requires-dist = [ { name = "pandas", specifier = ">=2.2.2,<3.0.0" }, { name = "pgvector", marker = "extra == 'postgres'", specifier = ">=0.3.5,<0.4" }, { name = "pgvector", marker = "extra == 'postgres-binary'", specifier = ">=0.3.5,<0.4" }, + { name = "playwright", marker = "extra == 'scraping'", specifier = ">=1.9.0" }, { name = "plotly", marker = "extra == 'evals'", specifier = ">=6.0.0,<7" }, { name = "posthog", marker = "extra == 'posthog'", specifier = ">=3.5.0,<4" }, { name = "pre-commit", specifier = ">=4.0.1,<5" }, + { name = "protego", marker = "extra == 'scraping'", specifier = ">=0.1" }, { name = "psycopg2", marker = "extra == 'postgres'", specifier = ">=2.9.10,<3" }, { name = "psycopg2-binary", marker = "extra == 'postgres-binary'", specifier = ">=2.9.10,<3.0.0" }, { name = "pydantic", specifier = ">=2.10.5,<3.0.0" }, @@ -1055,6 +1062,7 @@ requires-dist = [ { name = "sentry-sdk", extras = ["fastapi"], specifier = ">=2.9.0,<3" }, { name = "sqlalchemy", specifier = ">=2.0.39,<3.0.0" }, { name = "structlog", specifier = ">=25.2.0,<26" }, + { name = "tavily-python", marker = "extra == 'scraping'", specifier = ">=0.7.0" }, { name = "tiktoken", specifier = 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"https://files.pythonhosted.org/packages/3e/42/ce2329635b844dda548110a5dfa0ab5631cdc1085e15c2d68b1850a2d112/tavily_python-0.7.12.tar.gz", hash = "sha256:661945bbc9284cdfbe70fb50de3951fd656bfd72e38e352481d333a36ae91f5a", size = 17282, upload-time = "2025-09-10T17:02:01.281Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/9a/e2/dbc246d9fb24433f77b17d9ee4e750a1e2718432ebde2756589c9154cbad/tavily_python-0.7.12-py3-none-any.whl", hash = "sha256:00d09b9de3ca02ef9a994cf4e7ae43d4ec9d199f0566ba6e52cbfcbd07349bd1", size = 15473, upload-time = "2025-09-10T17:01:59.859Z" }, +] + [[package]] name = "tenacity" version = "9.0.0" From c2aa95521c2f98fe1a8ff501652503958b4b8ac6 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Sun, 5 Oct 2025 20:00:19 +0530 Subject: [PATCH 15/53] removed structured argument --- cognee/tasks/web_scraper/bs4_crawler.py | 17 +++++------------ cognee/tasks/web_scraper/config.py | 1 - cognee/tasks/web_scraper/utils.py | 1 - 3 files changed, 5 insertions(+), 14 deletions(-) diff --git a/cognee/tasks/web_scraper/bs4_crawler.py b/cognee/tasks/web_scraper/bs4_crawler.py index 5145673170..19631a9fa3 100644 --- a/cognee/tasks/web_scraper/bs4_crawler.py +++ b/cognee/tasks/web_scraper/bs4_crawler.py @@ -262,11 +262,10 @@ async def fetch_with_bs4( use_playwright: bool = False, playwright_js_wait: float = 0.8, join_all_matches: bool = False, - structured: bool = False, # return structured output instead of concatenated string - ) -> Dict[str, Union[str, Dict[str, str]]]: + ) -> Dict[str, str]: """ Fetch one or more URLs and extract text using BeautifulSoup (or lxml xpath). - Returns: dict[url] -> concatenated string OR structured dict depending on `structured`. + Returns: dict[url] -> concatenated string of extracted content. """ if isinstance(urls, str): urls = [urls] @@ -284,7 +283,7 @@ async def _task(url: str): allowed = await self._is_url_allowed(url) if not allowed: logger.warning(f"URL disallowed by robots.txt: {url}") - return url, "" if not structured else {} + return url, "" # fetch (rendered or not) if use_playwright: @@ -294,12 +293,6 @@ async def _task(url: str): else: html = await self._fetch_httpx(url) - if structured: - return url, { - field: self._extract_with_bs4(html, rule) - for field, rule in normalized_rules.items() - } - pieces = [] for field, rule in normalized_rules.items(): text = self._extract_with_bs4(html, rule) @@ -314,8 +307,8 @@ async def _task(url: str): try: url, text = await coro except Exception as e: - results[url] = {} if structured else "" + results[url] = "" logger.error(f"Error processing {url}: {e}") continue results[url] = text - return results + return results \ No newline at end of file diff --git a/cognee/tasks/web_scraper/config.py b/cognee/tasks/web_scraper/config.py index 505cef1df1..4819800ab9 100644 --- a/cognee/tasks/web_scraper/config.py +++ b/cognee/tasks/web_scraper/config.py @@ -21,4 +21,3 @@ class SoupCrawlerConfig(BaseModel): use_playwright: bool = False playwright_js_wait: float = 0.8 join_all_matches: bool = False - structured: bool = False diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index d6b57d6158..c1b6ecb53e 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -54,7 +54,6 @@ async def fetch_page_content( use_playwright=soup_crawler_config.use_playwright, playwright_js_wait=soup_crawler_config.playwright_js_wait, join_all_matches=soup_crawler_config.join_all_matches, - structured=soup_crawler_config.structured, ) return results except Exception as e: From 77ea7c4b1d7b1086d13b57a2b6f9fde3bb92a974 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Sun, 5 Oct 2025 20:02:02 +0530 Subject: [PATCH 16/53] Added APScheduler --- pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/pyproject.toml b/pyproject.toml index d4d7939e41..2432ab6688 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -79,6 +79,7 @@ scraping = [ "playwright>=1.9.0", "lxml>=4.9.3,<5.0.0", "protego>=0.1", + "APScheduler>=3.10.0,<=3.11.0" ] neo4j = ["neo4j>=5.28.0,<6"] neptune = ["langchain_aws>=0.2.22"] From f148b1df89c9f55cc9f5caac4a57dda92415f949 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Sun, 5 Oct 2025 20:13:44 +0530 Subject: [PATCH 17/53] Added support for multiple base_url extraction --- cognee/api/v1/add/add.py | 4 +- cognee/tasks/web_scraper/bs4_crawler.py | 338 ++++++++++++++++-------- 2 files changed, 224 insertions(+), 118 deletions(-) diff --git a/cognee/api/v1/add/add.py b/cognee/api/v1/add/add.py index 93102b1605..09cade7670 100644 --- a/cognee/api/v1/add/add.py +++ b/cognee/api/v1/add/add.py @@ -1,6 +1,6 @@ from uuid import UUID import os -from typing import Union, BinaryIO, List, Optional, Dict, Literal +from typing import Union, BinaryIO, List, Optional, Dict, Any from cognee.modules.users.models import User from cognee.modules.pipelines import Task, run_pipeline @@ -30,7 +30,7 @@ async def add( dataset_id: Optional[UUID] = None, preferred_loaders: List[str] = None, incremental_loading: bool = True, - extraction_rules: Optional[Dict[str, str]] = None, + extraction_rules: Optional[Dict[str, Any]] = None, tavily_config: Optional[TavilyConfig] = None, soup_crawler_config: Optional[SoupCrawlerConfig] = None, ): diff --git a/cognee/tasks/web_scraper/bs4_crawler.py b/cognee/tasks/web_scraper/bs4_crawler.py index 19631a9fa3..f9159b35f8 100644 --- a/cognee/tasks/web_scraper/bs4_crawler.py +++ b/cognee/tasks/web_scraper/bs4_crawler.py @@ -2,6 +2,8 @@ import time from typing import Union, List, Dict, Any, Optional from urllib.parse import urlparse +from dataclasses import dataclass, field +from functools import lru_cache import httpx from bs4 import BeautifulSoup @@ -24,6 +26,26 @@ Protego = None +@dataclass +class ExtractionRule: + """Normalized extraction rule""" + + selector: Optional[str] = None + xpath: Optional[str] = None + attr: Optional[str] = None + all: bool = False + join_with: str = " " + + +@dataclass +class RobotsTxtCache: + """Cache for robots.txt data""" + + protego: Any + crawl_delay: float + timestamp: float = field(default_factory=time.time) + + class BeautifulSoupCrawler: def __init__( self, @@ -34,6 +56,7 @@ def __init__( max_retries: int = 2, retry_delay_factor: float = 0.5, headers: Optional[Dict[str, str]] = None, + robots_cache_ttl: float = 3600.0, # Cache robots.txt for 1 hour ): """ concurrency: number of concurrent requests allowed @@ -42,6 +65,7 @@ def __init__( max_retries: number of retries on network errors retry_delay_factor: multiplier for exponential retry failure delay headers: default headers for requests + robots_cache_ttl: TTL for robots.txt cache in seconds """ self.concurrency = concurrency self._sem = asyncio.Semaphore(concurrency) @@ -50,8 +74,12 @@ def __init__( self.max_retries = max_retries self.retry_delay_factor = retry_delay_factor self.headers = headers or {"User-Agent": "Cognee-Scraper/1.0"} + self.robots_cache_ttl = robots_cache_ttl + self._last_request_time_per_domain: Dict[str, float] = {} + self._robots_cache: Dict[str, RobotsTxtCache] = {} self._client: Optional[httpx.AsyncClient] = None + self._robots_lock = asyncio.Lock() # ---------- lifecycle helpers ---------- async def _ensure_client(self): @@ -63,20 +91,37 @@ async def close(self): await self._client.aclose() self._client = None + async def __aenter__(self): + await self._ensure_client() + return self + + async def __aexit__(self, exc_type, exc_val, exc_tb): + await self.close() + # ---------- rate limiting ---------- - def _domain_from_url(self, url: str) -> str: + @staticmethod + @lru_cache(maxsize=1024) + def _domain_from_url(url: str) -> str: try: return urlparse(url).netloc except Exception: return url + @staticmethod + @lru_cache(maxsize=1024) + def _get_domain_root(url: str) -> str: + parsed = urlparse(url) + return f"{parsed.scheme}://{parsed.netloc}" + async def _respect_rate_limit(self, url: str, crawl_delay: Optional[float] = None): domain = self._domain_from_url(url) last = self._last_request_time_per_domain.get(domain) delay = crawl_delay if crawl_delay is not None else self.crawl_delay + if last is None: self._last_request_time_per_domain[domain] = time.time() return + elapsed = time.time() - last wait_for = delay - elapsed if wait_for > 0: @@ -84,30 +129,75 @@ async def _respect_rate_limit(self, url: str, crawl_delay: Optional[float] = Non self._last_request_time_per_domain[domain] = time.time() # ----------- robots.txt handling ----------- + async def _get_robots_cache(self, domain_root: str) -> Optional[RobotsTxtCache]: + """Get cached robots.txt data if valid""" + if Protego is None: + return None + + cached = self._robots_cache.get(domain_root) + if cached and (time.time() - cached.timestamp) < self.robots_cache_ttl: + return cached + return None + + async def _fetch_and_cache_robots(self, domain_root: str) -> RobotsTxtCache: + """Fetch and cache robots.txt data""" + async with self._robots_lock: + # Check again after acquiring lock + cached = await self._get_robots_cache(domain_root) + if cached: + return cached + + robots_url = f"{domain_root}/robots.txt" + try: + await self._ensure_client() + await self._respect_rate_limit(robots_url, self.crawl_delay) + resp = await self._client.get(robots_url, timeout=5.0) + content = resp.text if resp.status_code == 200 else "" + except Exception as e: + logger.debug(f"Failed to fetch robots.txt from {domain_root}: {e}") + content = "" + + protego = Protego.parse(content) if content.strip() else None + agent = next((v for k, v in self.headers.items() if k.lower() == "user-agent"), "*") + + crawl_delay = self.crawl_delay + if protego: + delay = protego.crawl_delay(agent) or protego.crawl_delay("*") + crawl_delay = delay if delay else self.crawl_delay + + cache_entry = RobotsTxtCache(protego=protego, crawl_delay=crawl_delay) + self._robots_cache[domain_root] = cache_entry + return cache_entry + async def _is_url_allowed(self, url: str) -> bool: if Protego is None: - return True # fallback if Protego not installed + return True + try: - parsed_url = urlparse(url) - robots_url = f"{parsed_url.scheme}://{parsed_url.netloc}/robots.txt" - content = await self._fetch_httpx(robots_url) - if content.strip() == "": - return True # no robots.txt means allowed - rp = Protego.parse(content) + domain_root = self._get_domain_root(url) + cache = await self._get_robots_cache(domain_root) + if cache is None: + cache = await self._fetch_and_cache_robots(domain_root) + + if cache.protego is None: + return True + agent = next((v for k, v in self.headers.items() if k.lower() == "user-agent"), "*") - return rp.can_fetch(agent, url) or rp.can_fetch("*", url) - except Exception: - return True # if no robots.txt, allow by default + return cache.protego.can_fetch(agent, url) or cache.protego.can_fetch("*", url) + except Exception as e: + logger.debug(f"Error checking robots.txt for {url}: {e}") + return True - async def _get_crawl_delay(self, base_url: str) -> float: + async def _get_crawl_delay(self, url: str) -> float: if Protego is None: return self.crawl_delay + try: - content = await self._fetch_httpx(base_url + "/robots.txt") - rp = Protego.parse(content) - agent = next((v for k, v in self.headers.items() if k.lower() == "user-agent"), "*") - delay = rp.crawl_delay(agent) or rp.crawl_delay("*") - return delay or self.crawl_delay + domain_root = self._get_domain_root(url) + cache = await self._get_robots_cache(domain_root) + if cache is None: + cache = await self._fetch_and_cache_robots(domain_root) + return cache.crawl_delay except Exception: return self.crawl_delay @@ -115,34 +205,17 @@ async def _get_crawl_delay(self, base_url: str) -> float: async def _fetch_httpx(self, url: str) -> str: await self._ensure_client() assert self._client is not None, "HTTP client not initialized" - attempt = 0 - parsed = urlparse(url) - domain_root = f"{parsed.scheme}://{parsed.netloc}" - # Handle robots.txt separately (no recursive crawl delay call) - is_robot = url.lower().endswith("/robots.txt") + attempt = 0 + crawl_delay = await self._get_crawl_delay(url) while True: try: - # Only get crawl delay for non-robots.txt pages - crawl_delay = self.crawl_delay - if not is_robot: - try: - crawl_delay = await self._get_crawl_delay(domain_root) - except Exception as e: - logger.debug(f"Failed to fetch crawl delay for {domain_root}: {e}") - await self._respect_rate_limit(url, crawl_delay) resp = await self._client.get(url) resp.raise_for_status() return resp.text - except Exception as exc: - # Special case: if robots.txt failed, just return empty string - if is_robot: - logger.warning(f"Robots.txt not found or inaccessible at {url}: {exc}") - return "" - attempt += 1 if attempt > self.max_retries: logger.error(f"Fetch failed for {url} after {attempt} attempts: {exc}") @@ -191,73 +264,72 @@ async def _render_with_playwright( await asyncio.sleep(backoff) # ---------- extraction helpers ---------- - def _normalize_rule(self, rule) -> Dict[str, Any]: + @staticmethod + def _normalize_rule(rule: Union[str, Dict[str, Any]]) -> ExtractionRule: + """Normalize extraction rule to ExtractionRule dataclass""" if isinstance(rule, str): - return {"selector": rule, "attr": None, "all": False, "join_with": " "} + return ExtractionRule(selector=rule) if isinstance(rule, dict): - return { - "selector": rule.get("selector"), - "attr": rule.get("attr"), - "all": bool(rule.get("all")), - "join_with": rule.get("join_with", " "), - "xpath": rule.get("xpath"), - } - raise ValueError("Invalid extraction rule") - - def _extract_with_bs4(self, html: str, rule: Dict[str, Any]) -> str: + return ExtractionRule( + selector=rule.get("selector"), + xpath=rule.get("xpath"), + attr=rule.get("attr"), + all=bool(rule.get("all", False)), + join_with=rule.get("join_with", " "), + ) + raise ValueError(f"Invalid extraction rule: {rule}") + + def _extract_with_bs4(self, html: str, rule: ExtractionRule) -> str: + """Extract content using BeautifulSoup or lxml xpath""" soup = BeautifulSoup(html, "html.parser") - sel = rule.get("selector") - xpath = rule.get("xpath") - attr = rule.get("attr") - all_flag = rule.get("all", False) - join_with = rule.get("join_with", " ") - if xpath: + if rule.xpath: try: from lxml import html as lxml_html - except Exception: + except ImportError: raise RuntimeError( "XPath requested but lxml is not available. Install lxml or use CSS selectors." ) doc = lxml_html.fromstring(html) - nodes = doc.xpath(xpath) + nodes = doc.xpath(rule.xpath) texts = [] for n in nodes: if hasattr(n, "text_content"): texts.append(n.text_content().strip()) else: texts.append(str(n).strip()) - return join_with.join(t for t in texts if t) + return rule.join_with.join(t for t in texts if t) + + if not rule.selector: + return "" + + if rule.all: + nodes = soup.select(rule.selector) + pieces = [] + for el in nodes: + if rule.attr: + val = el.get(rule.attr) + if val: + pieces.append(val.strip()) + else: + text = el.get_text(strip=True) + if text: + pieces.append(text) + return rule.join_with.join(pieces).strip() else: - if not sel: + el = soup.select_one(rule.selector) + if el is None: return "" - if all_flag: - nodes = soup.select(sel) - pieces = [] - for el in nodes: - if attr: - val = el.get(attr) - if val: - pieces.append(val.strip()) - else: - text = el.get_text(strip=True) - if text: - pieces.append(text) - return join_with.join(pieces).strip() - else: - el = soup.select_one(sel) - if el is None: - return "" - if attr: - val = el.get(attr) - return (val or "").strip() - return el.get_text(strip=True) + if rule.attr: + val = el.get(rule.attr) + return (val or "").strip() + return el.get_text(strip=True) # ---------- public methods ---------- async def fetch_with_bs4( self, - urls: Union[str, List[str]], - extraction_rules: Dict[str, Any], + urls: Union[str, List[str], Dict[str, Dict[str, Any]]], + extraction_rules: Optional[Dict[str, Any]] = None, *, use_playwright: bool = False, playwright_js_wait: float = 0.8, @@ -265,50 +337,84 @@ async def fetch_with_bs4( ) -> Dict[str, str]: """ Fetch one or more URLs and extract text using BeautifulSoup (or lxml xpath). - Returns: dict[url] -> concatenated string of extracted content. + + Args: + urls: Can be: + - A single URL string + - A list of URLs (uses extraction_rules for all) + - A dict mapping URL -> extraction_rules (URL-specific rules) + extraction_rules: Default rules when urls is a string or list + use_playwright: Whether to use Playwright for JS rendering + playwright_js_wait: Wait time after page load for JS + join_all_matches: Force all rules to extract all matching elements + + Returns: + dict[url] -> concatenated string of extracted content """ + # Handle different input formats + url_rules_map: Dict[str, Dict[str, Any]] = {} + if isinstance(urls, str): - urls = [urls] + if not extraction_rules: + raise ValueError("extraction_rules required when urls is a string") + url_rules_map[urls] = extraction_rules + elif isinstance(urls, list): + if not extraction_rules: + raise ValueError("extraction_rules required when urls is a list") + for url in urls: + url_rules_map[url] = extraction_rules + elif isinstance(urls, dict): + # URL-specific rules + url_rules_map = urls + else: + raise ValueError(f"Invalid urls type: {type(urls)}") - # normalize rules - normalized_rules = {} - for field, rule in extraction_rules.items(): - r = self._normalize_rule(rule) - if join_all_matches: - r["all"] = True - normalized_rules[field] = r + # Normalize all rules + normalized_url_rules: Dict[str, List[ExtractionRule]] = {} + for url, rules in url_rules_map.items(): + normalized_rules = [] + for field, rule in rules.items(): + r = self._normalize_rule(rule) + if join_all_matches: + r.all = True + normalized_rules.append(r) + normalized_url_rules[url] = normalized_rules async def _task(url: str): async with self._sem: - allowed = await self._is_url_allowed(url) - if not allowed: - logger.warning(f"URL disallowed by robots.txt: {url}") - return url, "" + try: + allowed = await self._is_url_allowed(url) + if not allowed: + logger.warning(f"URL disallowed by robots.txt: {url}") + return url, "" - # fetch (rendered or not) - if use_playwright: - html = await self._render_with_playwright( - url, js_wait=playwright_js_wait, timeout=self.timeout - ) - else: - html = await self._fetch_httpx(url) + # Fetch (rendered or not) + if use_playwright: + html = await self._render_with_playwright( + url, js_wait=playwright_js_wait, timeout=self.timeout + ) + else: + html = await self._fetch_httpx(url) - pieces = [] - for field, rule in normalized_rules.items(): - text = self._extract_with_bs4(html, rule) - if text: - pieces.append(text) - concatenated = " ".join(pieces).strip() - return url, concatenated + # Extract content using URL-specific rules + pieces = [] + for rule in normalized_url_rules[url]: + text = self._extract_with_bs4(html, rule) + if text: + pieces.append(text) + + concatenated = " ".join(pieces).strip() + return url, concatenated + + except Exception as e: + logger.error(f"Error processing {url}: {e}") + return url, "" - tasks = [asyncio.create_task(_task(u)) for u in urls] + tasks = [asyncio.create_task(_task(u)) for u in url_rules_map.keys()] results = {} + for coro in asyncio.as_completed(tasks): - try: - url, text = await coro - except Exception as e: - results[url] = "" - logger.error(f"Error processing {url}: {e}") - continue + url, text = await coro results[url] = text - return results \ No newline at end of file + + return results From f449fce0f11acd2ff6c71476ec2209e5015656be Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 6 Oct 2025 02:27:20 +0530 Subject: [PATCH 18/53] Done with scraping_task successfully --- cognee/tasks/web_scraper/models.py | 17 +- cognee/tasks/web_scraper/web_scraper_task.py | 305 +++++++++++++++--- .../tasks/web_scraping/web_scraping_test.py | 3 +- 3 files changed, 263 insertions(+), 62 deletions(-) diff --git a/cognee/tasks/web_scraper/models.py b/cognee/tasks/web_scraper/models.py index 12ac911668..538e11be83 100644 --- a/cognee/tasks/web_scraper/models.py +++ b/cognee/tasks/web_scraper/models.py @@ -1,4 +1,4 @@ -from cognee.infrastructure.engine.models import DataPoint +from cognee.infrastructure.engine import DataPoint from typing import Optional, Dict, Any, List from datetime import datetime @@ -7,7 +7,7 @@ class WebPage(DataPoint): """Represents a scraped web page with metadata""" url: str - title: Optional[str] + name: Optional[str] content: str content_hash: str scraped_at: datetime @@ -16,29 +16,32 @@ class WebPage(DataPoint): content_type: str page_size: int extraction_rules: Dict[str, Any] # CSS selectors, XPath rules used - metadata: dict = {"index_fields": ["url", "title", "scraped_at"]} + description: str + metadata: dict = {"index_fields": ["url", "title", "scraped_at", "description"]} class WebSite(DataPoint): """Represents a website or domain being scraped""" - domain: str + name: str base_url: str robots_txt: Optional[str] crawl_delay: float last_crawled: datetime page_count: int scraping_config: Dict[str, Any] - metadata: dict = {"index_fields": ["domain", "base_url"]} + description: str + metadata: dict = {"index_fields": ["domain", "base_url","description"]} class ScrapingJob(DataPoint): """Represents a scraping job configuration""" - job_name: str + name: str urls: List[str] schedule: Optional[str] # Cron-like schedule for recurring scrapes status: str # "active", "paused", "completed", "failed" last_run: Optional[datetime] next_run: Optional[datetime] - metadata: dict = {"index_fields": ["job_name", "status"]} + description: str + metadata: dict = {"index_fields": ["job_name", "status","description"]} diff --git a/cognee/tasks/web_scraper/web_scraper_task.py b/cognee/tasks/web_scraper/web_scraper_task.py index c06b54b8e4..e9f1970451 100644 --- a/cognee/tasks/web_scraper/web_scraper_task.py +++ b/cognee/tasks/web_scraper/web_scraper_task.py @@ -1,63 +1,262 @@ -from cognee.tasks.storage.add_data_points import add_data_points +import os +import hashlib +from datetime import datetime +from typing import Union, List +from urllib.parse import urlparse +from uuid import uuid5, NAMESPACE_OID + +from apscheduler.schedulers.asyncio import AsyncIOScheduler +from apscheduler.triggers.cron import CronTrigger + +from cognee.infrastructure.databases.graph import get_graph_engine +from cognee.shared.logging_utils import get_logger from cognee.tasks.storage.index_data_points import index_data_points from cognee.tasks.storage.index_graph_edges import index_graph_edges -from cognee.infrastructure.databases.graph import get_graph_engine +from cognee.modules.engine.operations.setup import setup + from .models import WebPage, WebSite, ScrapingJob -from typing import Union, List, Dict -from urllib.parse import urlparse +from .config import SoupCrawlerConfig, TavilyConfig +from .utils import fetch_page_content +logger = get_logger(__name__) -async def web_scraper_task(url: Union[str, List[str]], **kwargs): - graph_engine = await get_graph_engine() - # Mapping between parsed_url object and urls - mappings = {} - web_scraping_job = ScrapingJob( - job_name="default_job", - urls=[url] if isinstance(url, str) else url, - scraping_rules={}, - schedule=None, - status="active", - last_run=None, - next_run=None, + +async def web_scraper_task( + url: Union[str, List[str]], + *, + schedule: str = None, + extraction_rules: dict = None, + tavily_api_key: str = os.getenv("TAVILY_API_KEY"), + soup_crawler_config: SoupCrawlerConfig = None, + tavily_config: TavilyConfig = None, + job_name: str = None, +): + """ + Scrapes one or more URLs and returns WebPage, WebSite, and ScrapingJob data points. + Unique IDs are assigned to each WebPage, WebSite, and ScrapingJob. + Includes a description field summarizing other fields for each data point. + """ + await setup() + graph_db = await get_graph_engine() + + if isinstance(url, str): + url = [url] + + soup_crawler_config, tavily_config, preferred_tool = check_arguments( + tavily_api_key, extraction_rules, tavily_config, soup_crawler_config ) - data_point_mappings: Dict[WebSite, List[WebPage]] = {} - if isinstance(url, List): - for single_url in url: - parsed_url = urlparse(single_url) - domain = parsed_url.netloc - base_url = f"{parsed_url.scheme}://{parsed_url.netloc}" - if mappings.get(parsed_url): - mappings[parsed_url] = [single_url] - else: - mappings[parsed_url].append(single_url) - else: - if mappings.get(parsed_url): - mappings[parsed_url] = [single_url] - else: - mappings[parsed_url].append(single_url) - for parsed_url in mappings.keys(): + now = datetime.now() + job_name = job_name or f"scrape_{now.strftime('%Y%m%d_%H%M%S')}" + status = "active" + trigger = CronTrigger.from_crontab(schedule) if schedule else None + next_run = trigger.get_next_fire_time(None, now) if trigger else None + scraping_job_created = await graph_db.get_node(uuid5(NAMESPACE_OID, name=job_name)) + + # Create description for ScrapingJob + scraping_job_description = ( + f"Scraping job: {job_name}\n" + f"URLs: {', '.join(url)}\n" + f"Status: {status}\n" + f"Schedule: {schedule}\n" + f"Last run: {now.strftime('%Y-%m-%d %H:%M:%S')}\n" + f"Next run: {next_run.strftime('%Y-%m-%d %H:%M:%S') if next_run else 'Not scheduled'}" + ) + + scraping_job = ScrapingJob( + id=uuid5(NAMESPACE_OID, name=job_name), + name=job_name, + urls=url, + status=status, + schedule=schedule, + last_run=now, + next_run=next_run, + description=scraping_job_description, + ) + + if scraping_job_created: + await graph_db.add_node(scraping_job) # Update existing scraping job + websites_dict = {} + webpages = [] + + # Fetch content + results = await fetch_page_content( + urls=url, + preferred_tool=preferred_tool, + tavily_config=tavily_config, + soup_crawler_config=soup_crawler_config, + ) + + for page_url, content in results.items(): + parsed_url = urlparse(page_url) domain = parsed_url.netloc base_url = f"{parsed_url.scheme}://{parsed_url.netloc}" - web_site = WebSite( - domain=domain, - base_url=base_url, - robots_txt="", - crawl_delay=0, - last_crawled=None, - page_count=0, - scraping_config={}, + + # Create or update WebSite + if base_url not in websites_dict: + # Create description for WebSite + website_description = ( + f"Website: {domain}\n" + f"Base URL: {base_url}\n" + f"Last crawled: {now.strftime('%Y-%m-%d %H:%M:%S')}\n" + f"Page count: 1\n" + f"Scraping tool: {preferred_tool}\n" + f"Robots.txt: {'Available' if websites_dict.get(base_url, {}).get('robots_txt') else 'Not set'}\n" + f"Crawl delay: 0.5 seconds" + ) + + websites_dict[base_url] = WebSite( + id=uuid5(NAMESPACE_OID, name=domain), + name=domain, + base_url=base_url, + robots_txt=None, + crawl_delay=0.5, + last_crawled=now, + page_count=1, + scraping_config={ + "extraction_rules": extraction_rules or {}, + "tool": preferred_tool, + }, + description=website_description, + ) + if scraping_job_created: + await graph_db.add_node(websites_dict[base_url]) + else: + websites_dict[base_url].page_count += 1 + # Update description for existing WebSite + websites_dict[base_url].description = ( + f"Website: {domain}\n" + f"Base URL: {base_url}\n" + f"Last crawled: {now.strftime('%Y-%m-%d %H:%M:%S')}\n" + f"Page count: {websites_dict[base_url].page_count}\n" + f"Scraping tool: {preferred_tool}\n" + f"Robots.txt: {'Available' if websites_dict[base_url].robots_txt else 'Not set'}\n" + f"Crawl delay: {websites_dict[base_url].crawl_delay} seconds" + ) + if scraping_job_created: + await graph_db.add_node(websites_dict[base_url]) + + # Create WebPage + content_str = content if isinstance(content, str) else str(content) + content_hash = hashlib.sha256(content_str.encode("utf-8")).hexdigest() + + # Create description for WebPage + webpage_description = ( + f"Webpage: {parsed_url.path.lstrip('/') or 'Home'}\n" + f"URL: {page_url}\n" + f"Scraped at: {now.strftime('%Y-%m-%d %H:%M:%S')}\n" + f"Content hash: {content_hash[:16]}...\n" + f"Content type: text/html\n" + f"Page size: {len(content_str)} bytes\n" + f"Status code: 200" + ) + + webpage = WebPage( + id=uuid5(NAMESPACE_OID, name=parsed_url.path.lstrip("/")), + url=page_url, + name=get_path_after_base(base_url, page_url), + content=content_str, + content_hash=content_hash, + scraped_at=now, + last_modified=None, + status_code=200, + content_type="text/html", + page_size=len(content_str), + extraction_rules=extraction_rules or {}, + description=webpage_description, + ) + webpages.append(webpage) + + scraping_job.status = "completed" if webpages else "failed" + # Update ScrapingJob description with final status + scraping_job.description = ( + f"Scraping job: {job_name}\n" + f"URLs: {', '.join(url)}\n" + f"Status: {scraping_job.status}\n" + f"Last run: {now.strftime('%Y-%m-%d %H:%M:%S')}\n" + f"Next run: {next_run.strftime('%Y-%m-%d %H:%M:%S') if next_run else 'Not scheduled'}" + ) + + websites = list(websites_dict.values()) + # Adding Nodes and Edges + node_mapping = {scraping_job.id: scraping_job} + edge_mapping = [] + + for website in websites: + node_mapping[website.id] = website + edge_mapping.append( + ( + scraping_job.id, + website.id, + "is_scraping", + { + "source_node_id": scraping_job.id, + "target_node_id": website.id, + "relationship_name": "is_scraping", + }, + ) ) - for url in mappings[parsed_url]: - # Process each URL with the web scraping logic - web_page = WebPage( - url=url, - title="", - content="", - content_hash="", - scraped_at=None, - last_modified=None, - status_code=0, - content_type="", - page_size=0, - extraction_rules={}, + + for webpage in webpages: + node_mapping[webpage.id] = webpage + parsed_url = urlparse(webpage.url) + base_url = f"{parsed_url.scheme}://{parsed_url.netloc}" + edge_mapping.append( + ( + webpage.id, # Corrected: WebPage is the source, WebSite is the target + websites_dict[base_url].id, + "is_part_of", + { + "source_node_id": webpage.id, + "target_node_id": websites_dict[base_url].id, + "relationship_name": "is_part_of", + }, ) + ) + + await graph_db.add_nodes(list(node_mapping.values())) + await graph_db.add_edges(edge_mapping) + await index_data_points(list(node_mapping.values())) + await index_graph_edges() + + return await graph_db.get_graph_data() + + +def check_arguments(tavily_api_key, extraction_rules, tavily_config, soup_crawler_config): + """ + Checking if the right argument are given, if not TypeError will be raised. + """ + preferred_tool = "beautifulsoup" + + if extraction_rules and not soup_crawler_config: + soup_crawler_config = SoupCrawlerConfig(extraction_rules=extraction_rules) + + if tavily_api_key: + if not tavily_config: + tavily_config = TavilyConfig(api_key=tavily_api_key) + else: + tavily_config.api_key = tavily_api_key + if not extraction_rules and not soup_crawler_config: + preferred_tool = "tavily" + + if not tavily_config and not soup_crawler_config: + raise TypeError("Make sure you pass arguments for web_scraper_task") + + return soup_crawler_config, tavily_config, preferred_tool + + +def get_path_after_base(base_url, url): + parsed_base = urlparse(base_url) + parsed_url = urlparse(url) + + # Ensure they have the same netloc (domain) + if parsed_base.netloc != parsed_url.netloc: + raise ValueError("Base URL and target URL are from different domains") + + # Return everything after base_url path + base_path = parsed_base.path.rstrip("/") + full_path = parsed_url.path + + if full_path.startswith(base_path): + return full_path[len(base_path) :].lstrip("/") + else: + return full_path.lstrip("/") diff --git a/cognee/tests/tasks/web_scraping/web_scraping_test.py b/cognee/tests/tasks/web_scraping/web_scraping_test.py index 4f47bf7d21..15992d19b3 100644 --- a/cognee/tests/tasks/web_scraping/web_scraping_test.py +++ b/cognee/tests/tasks/web_scraping/web_scraping_test.py @@ -4,9 +4,8 @@ async def test_web_scraping_using_bs4(): - # 0. Prune only data (not full system prune) await cognee.prune.prune_data() - + await cognee.prune.prune_system(metadata=True) # 1. Setup test URL and extraction rules url = "https://quotes.toscrape.com/" rules = { From e5633bc368b5da9f86b95fccf9558a625b63febb Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 6 Oct 2025 03:44:24 +0530 Subject: [PATCH 19/53] corrected F402 error pointed out by ruff check --- cognee/tasks/web_scraper/bs4_crawler.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cognee/tasks/web_scraper/bs4_crawler.py b/cognee/tasks/web_scraper/bs4_crawler.py index f9159b35f8..57cfa46f86 100644 --- a/cognee/tasks/web_scraper/bs4_crawler.py +++ b/cognee/tasks/web_scraper/bs4_crawler.py @@ -373,7 +373,7 @@ async def fetch_with_bs4( normalized_url_rules: Dict[str, List[ExtractionRule]] = {} for url, rules in url_rules_map.items(): normalized_rules = [] - for field, rule in rules.items(): + for _, rule in rules.items(): r = self._normalize_rule(rule) if join_all_matches: r.all = True From 0f64f6804d406827f5bb6d90717238953479571c Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 6 Oct 2025 03:45:09 +0530 Subject: [PATCH 20/53] Done adding cron job web scraping --- cognee/tasks/web_scraper/__init__.py | 4 ++ cognee/tasks/web_scraper/models.py | 4 +- cognee/tasks/web_scraper/web_scraper_task.py | 62 +++++++++++++++++++- 3 files changed, 66 insertions(+), 4 deletions(-) diff --git a/cognee/tasks/web_scraper/__init__.py b/cognee/tasks/web_scraper/__init__.py index a37e17871a..8a142b515b 100644 --- a/cognee/tasks/web_scraper/__init__.py +++ b/cognee/tasks/web_scraper/__init__.py @@ -1,7 +1,11 @@ from .bs4_crawler import BeautifulSoupCrawler from .utils import fetch_page_content +from .web_scraper_task import cron_web_scraper_task, web_scraper_task + __all__ = [ "BeautifulSoupCrawler", "fetch_page_content", + "cron_web_scraper_task", + "web_scraper_task", ] diff --git a/cognee/tasks/web_scraper/models.py b/cognee/tasks/web_scraper/models.py index 538e11be83..18bb2e3efe 100644 --- a/cognee/tasks/web_scraper/models.py +++ b/cognee/tasks/web_scraper/models.py @@ -31,7 +31,7 @@ class WebSite(DataPoint): page_count: int scraping_config: Dict[str, Any] description: str - metadata: dict = {"index_fields": ["domain", "base_url","description"]} + metadata: dict = {"index_fields": ["domain", "base_url", "description"]} class ScrapingJob(DataPoint): @@ -44,4 +44,4 @@ class ScrapingJob(DataPoint): last_run: Optional[datetime] next_run: Optional[datetime] description: str - metadata: dict = {"index_fields": ["job_name", "status","description"]} + metadata: dict = {"index_fields": ["job_name", "status", "description"]} diff --git a/cognee/tasks/web_scraper/web_scraper_task.py b/cognee/tasks/web_scraper/web_scraper_task.py index e9f1970451..9fb43c2cba 100644 --- a/cognee/tasks/web_scraper/web_scraper_task.py +++ b/cognee/tasks/web_scraper/web_scraper_task.py @@ -4,8 +4,7 @@ from typing import Union, List from urllib.parse import urlparse from uuid import uuid5, NAMESPACE_OID - -from apscheduler.schedulers.asyncio import AsyncIOScheduler +import asyncio from apscheduler.triggers.cron import CronTrigger from cognee.infrastructure.databases.graph import get_graph_engine @@ -18,9 +17,68 @@ from .config import SoupCrawlerConfig, TavilyConfig from .utils import fetch_page_content +try: + from apscheduler.schedulers.background import BackgroundScheduler + + scheduler = BackgroundScheduler() +except ImportError: + raise ImportError("Please install apscheduler by pip install APScheduler >=3.10") + logger = get_logger(__name__) +async def cron_web_scraper_task( + url: Union[str, List[str]], + *, + schedule: str = None, + extraction_rules: dict = None, + tavily_api_key: str = os.getenv("TAVILY_API_KEY"), + soup_crawler_config: SoupCrawlerConfig = None, + tavily_config: TavilyConfig = None, + job_name: str = "scraping", +): + now = datetime.now() + job_name = job_name or f"scrape_{now.strftime('%Y%m%d_%H%M%S')}" + if schedule: + try: + trigger = CronTrigger.from_crontab(schedule) + except ValueError as e: + raise ValueError(f"Invalid cron string '{schedule}': {e}") + + scheduler.add_job( + lambda: asyncio.run( + web_scraper_task( + url=url, + schedule=schedule, + extraction_rules=extraction_rules, + tavily_api_key=tavily_api_key, + soup_crawler_config=soup_crawler_config, + tavily_config=tavily_config, + job_name=job_name, + ) + ), + trigger=trigger, + id=uuid5(NAMESPACE_OID, name=job_name), + name=f"WebScraper_{uuid5(NAMESPACE_OID, name=job_name)}", + replace_existing=True, + ) + + scheduler.start() + return + + # If no schedule, run immediately + print(f"[{datetime.now()}] Running web scraper task immediately...") + return await web_scraper_task( + url=url, + schedule=schedule, + extraction_rules=extraction_rules, + tavily_api_key=tavily_api_key, + soup_crawler_config=soup_crawler_config, + tavily_config=tavily_config, + job_name=job_name, + ) + + async def web_scraper_task( url: Union[str, List[str]], *, From 4d5146c8025ef968eea542b3b28d4c963c8e365b Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 6 Oct 2025 04:00:15 +0530 Subject: [PATCH 21/53] Added Documentation --- cognee/tasks/web_scraper/__init__.py | 7 + cognee/tasks/web_scraper/bs4_crawler.py | 209 +++++++++++++++---- cognee/tasks/web_scraper/utils.py | 65 ++++-- cognee/tasks/web_scraper/web_scraper_task.py | 90 +++++++- 4 files changed, 304 insertions(+), 67 deletions(-) diff --git a/cognee/tasks/web_scraper/__init__.py b/cognee/tasks/web_scraper/__init__.py index 8a142b515b..d8e580fad9 100644 --- a/cognee/tasks/web_scraper/__init__.py +++ b/cognee/tasks/web_scraper/__init__.py @@ -1,3 +1,10 @@ +"""Web scraping module for cognee. + +This module provides tools for scraping web content, managing scraping jobs, and storing +data in a graph database. It includes classes and functions for crawling web pages using +BeautifulSoup or Tavily, defining data models, and handling scraping configurations. +""" + from .bs4_crawler import BeautifulSoupCrawler from .utils import fetch_page_content from .web_scraper_task import cron_web_scraper_task, web_scraper_task diff --git a/cognee/tasks/web_scraper/bs4_crawler.py b/cognee/tasks/web_scraper/bs4_crawler.py index 57cfa46f86..7ccf06a3d4 100644 --- a/cognee/tasks/web_scraper/bs4_crawler.py +++ b/cognee/tasks/web_scraper/bs4_crawler.py @@ -1,10 +1,16 @@ +"""BeautifulSoup-based web crawler for extracting content from web pages. + +This module provides the BeautifulSoupCrawler class for fetching and extracting content +from web pages using BeautifulSoup or Playwright for JavaScript-rendered pages. It +supports robots.txt handling, rate limiting, and custom extraction rules. +""" + import asyncio import time from typing import Union, List, Dict, Any, Optional from urllib.parse import urlparse from dataclasses import dataclass, field from functools import lru_cache - import httpx from bs4 import BeautifulSoup from cognee.shared.logging_utils import get_logger @@ -28,7 +34,15 @@ @dataclass class ExtractionRule: - """Normalized extraction rule""" + """Normalized extraction rule for web content. + + Attributes: + selector: CSS selector for extraction (if any). + xpath: XPath expression for extraction (if any). + attr: HTML attribute to extract (if any). + all: If True, extract all matching elements; otherwise, extract first. + join_with: String to join multiple extracted elements. + """ selector: Optional[str] = None xpath: Optional[str] = None @@ -39,7 +53,13 @@ class ExtractionRule: @dataclass class RobotsTxtCache: - """Cache for robots.txt data""" + """Cache for robots.txt data. + + Attributes: + protego: Parsed robots.txt object (Protego instance). + crawl_delay: Delay between requests (in seconds). + timestamp: Time when the cache entry was created. + """ protego: Any crawl_delay: float @@ -47,6 +67,21 @@ class RobotsTxtCache: class BeautifulSoupCrawler: + """Crawler for fetching and extracting web content using BeautifulSoup. + + Supports asynchronous HTTP requests, Playwright for JavaScript rendering, robots.txt + compliance, and rate limiting. Extracts content using CSS selectors or XPath rules. + + Attributes: + concurrency: Number of concurrent requests allowed. + crawl_delay: Minimum seconds between requests to the same domain. + timeout: Per-request timeout in seconds. + max_retries: Number of retries for failed requests. + retry_delay_factor: Multiplier for exponential backoff on retries. + headers: HTTP headers for requests (e.g., User-Agent). + robots_cache_ttl: Time-to-live for robots.txt cache in seconds. + """ + def __init__( self, *, @@ -56,16 +91,18 @@ def __init__( max_retries: int = 2, retry_delay_factor: float = 0.5, headers: Optional[Dict[str, str]] = None, - robots_cache_ttl: float = 3600.0, # Cache robots.txt for 1 hour + robots_cache_ttl: float = 3600.0, ): - """ - concurrency: number of concurrent requests allowed - crawl_delay: minimum seconds to wait between requests to the SAME domain - timeout: per-request timeout - max_retries: number of retries on network errors - retry_delay_factor: multiplier for exponential retry failure delay - headers: default headers for requests - robots_cache_ttl: TTL for robots.txt cache in seconds + """Initialize the BeautifulSoupCrawler. + + Args: + concurrency: Number of concurrent requests allowed. + crawl_delay: Minimum seconds between requests to the same domain. + timeout: Per-request timeout in seconds. + max_retries: Number of retries for failed requests. + retry_delay_factor: Multiplier for exponential backoff on retries. + headers: HTTP headers for requests (defaults to User-Agent: Cognee-Scraper/1.0). + robots_cache_ttl: Time-to-live for robots.txt cache in seconds. """ self.concurrency = concurrency self._sem = asyncio.Semaphore(concurrency) @@ -75,33 +112,42 @@ def __init__( self.retry_delay_factor = retry_delay_factor self.headers = headers or {"User-Agent": "Cognee-Scraper/1.0"} self.robots_cache_ttl = robots_cache_ttl - self._last_request_time_per_domain: Dict[str, float] = {} self._robots_cache: Dict[str, RobotsTxtCache] = {} self._client: Optional[httpx.AsyncClient] = None self._robots_lock = asyncio.Lock() - # ---------- lifecycle helpers ---------- async def _ensure_client(self): + """Initialize the HTTP client if not already created.""" if self._client is None: self._client = httpx.AsyncClient(timeout=self.timeout, headers=self.headers) async def close(self): + """Close the HTTP client.""" if self._client: await self._client.aclose() self._client = None async def __aenter__(self): + """Enter the context manager, initializing the HTTP client.""" await self._ensure_client() return self async def __aexit__(self, exc_type, exc_val, exc_tb): + """Exit the context manager, closing the HTTP client.""" await self.close() - # ---------- rate limiting ---------- @staticmethod @lru_cache(maxsize=1024) def _domain_from_url(url: str) -> str: + """Extract the domain (netloc) from a URL. + + Args: + url: The URL to parse. + + Returns: + str: The domain (netloc) of the URL. + """ try: return urlparse(url).netloc except Exception: @@ -110,10 +156,24 @@ def _domain_from_url(url: str) -> str: @staticmethod @lru_cache(maxsize=1024) def _get_domain_root(url: str) -> str: + """Get the root URL (scheme and netloc) from a URL. + + Args: + url: The URL to parse. + + Returns: + str: The root URL (e.g., "https://example.com"). + """ parsed = urlparse(url) return f"{parsed.scheme}://{parsed.netloc}" async def _respect_rate_limit(self, url: str, crawl_delay: Optional[float] = None): + """Enforce rate limiting for requests to the same domain. + + Args: + url: The URL to check. + crawl_delay: Custom crawl delay in seconds (if any). + """ domain = self._domain_from_url(url) last = self._last_request_time_per_domain.get(domain) delay = crawl_delay if crawl_delay is not None else self.crawl_delay @@ -128,9 +188,15 @@ async def _respect_rate_limit(self, url: str, crawl_delay: Optional[float] = Non await asyncio.sleep(wait_for) self._last_request_time_per_domain[domain] = time.time() - # ----------- robots.txt handling ----------- async def _get_robots_cache(self, domain_root: str) -> Optional[RobotsTxtCache]: - """Get cached robots.txt data if valid""" + """Get cached robots.txt data if valid. + + Args: + domain_root: The root URL (e.g., "https://example.com"). + + Returns: + Optional[RobotsTxtCache]: Cached robots.txt data or None if expired or not found. + """ if Protego is None: return None @@ -140,9 +206,18 @@ async def _get_robots_cache(self, domain_root: str) -> Optional[RobotsTxtCache]: return None async def _fetch_and_cache_robots(self, domain_root: str) -> RobotsTxtCache: - """Fetch and cache robots.txt data""" + """Fetch and cache robots.txt data. + + Args: + domain_root: The root URL (e.g., "https://example.com"). + + Returns: + RobotsTxtCache: Cached robots.txt data with crawl delay. + + Raises: + Exception: If fetching robots.txt fails. + """ async with self._robots_lock: - # Check again after acquiring lock cached = await self._get_robots_cache(domain_root) if cached: return cached @@ -170,6 +245,14 @@ async def _fetch_and_cache_robots(self, domain_root: str) -> RobotsTxtCache: return cache_entry async def _is_url_allowed(self, url: str) -> bool: + """Check if a URL is allowed by robots.txt. + + Args: + url: The URL to check. + + Returns: + bool: True if the URL is allowed, False otherwise. + """ if Protego is None: return True @@ -189,6 +272,14 @@ async def _is_url_allowed(self, url: str) -> bool: return True async def _get_crawl_delay(self, url: str) -> float: + """Get the crawl delay for a URL from robots.txt. + + Args: + url: The URL to check. + + Returns: + float: Crawl delay in seconds. + """ if Protego is None: return self.crawl_delay @@ -201,8 +292,18 @@ async def _get_crawl_delay(self, url: str) -> float: except Exception: return self.crawl_delay - # ---------- low-level fetchers ---------- async def _fetch_httpx(self, url: str) -> str: + """Fetch a URL using HTTPX with retries. + + Args: + url: The URL to fetch. + + Returns: + str: The HTML content of the page. + + Raises: + Exception: If all retry attempts fail. + """ await self._ensure_client() assert self._client is not None, "HTTP client not initialized" @@ -230,6 +331,20 @@ async def _fetch_httpx(self, url: str) -> str: async def _render_with_playwright( self, url: str, js_wait: float = 1.0, timeout: Optional[float] = None ) -> str: + """Fetch and render a URL using Playwright for JavaScript content. + + Args: + url: The URL to fetch. + js_wait: Seconds to wait for JavaScript to load. + timeout: Timeout for the request (in seconds, defaults to instance timeout). + + Returns: + str: The rendered HTML content. + + Raises: + RuntimeError: If Playwright is not installed. + Exception: If all retry attempts fail. + """ if async_playwright is None: raise RuntimeError( "Playwright is not installed. Install with `pip install playwright` and run `playwright install`." @@ -263,10 +378,19 @@ async def _render_with_playwright( ) await asyncio.sleep(backoff) - # ---------- extraction helpers ---------- @staticmethod def _normalize_rule(rule: Union[str, Dict[str, Any]]) -> ExtractionRule: - """Normalize extraction rule to ExtractionRule dataclass""" + """Normalize an extraction rule to an ExtractionRule dataclass. + + Args: + rule: A string (CSS selector) or dict with extraction parameters. + + Returns: + ExtractionRule: Normalized extraction rule. + + Raises: + ValueError: If the rule is invalid. + """ if isinstance(rule, str): return ExtractionRule(selector=rule) if isinstance(rule, dict): @@ -280,7 +404,18 @@ def _normalize_rule(rule: Union[str, Dict[str, Any]]) -> ExtractionRule: raise ValueError(f"Invalid extraction rule: {rule}") def _extract_with_bs4(self, html: str, rule: ExtractionRule) -> str: - """Extract content using BeautifulSoup or lxml xpath""" + """Extract content from HTML using BeautifulSoup or lxml XPath. + + Args: + html: The HTML content to extract from. + rule: The extraction rule to apply. + + Returns: + str: The extracted content. + + Raises: + RuntimeError: If XPath is used but lxml is not installed. + """ soup = BeautifulSoup(html, "html.parser") if rule.xpath: @@ -325,7 +460,6 @@ def _extract_with_bs4(self, html: str, rule: ExtractionRule) -> str: return (val or "").strip() return el.get_text(strip=True) - # ---------- public methods ---------- async def fetch_with_bs4( self, urls: Union[str, List[str], Dict[str, Dict[str, Any]]], @@ -335,23 +469,22 @@ async def fetch_with_bs4( playwright_js_wait: float = 0.8, join_all_matches: bool = False, ) -> Dict[str, str]: - """ - Fetch one or more URLs and extract text using BeautifulSoup (or lxml xpath). + """Fetch and extract content from URLs using BeautifulSoup or Playwright. Args: - urls: Can be: - - A single URL string - - A list of URLs (uses extraction_rules for all) - - A dict mapping URL -> extraction_rules (URL-specific rules) - extraction_rules: Default rules when urls is a string or list - use_playwright: Whether to use Playwright for JS rendering - playwright_js_wait: Wait time after page load for JS - join_all_matches: Force all rules to extract all matching elements + urls: A single URL, list of URLs, or dict mapping URLs to extraction rules. + extraction_rules: Default extraction rules for string or list URLs. + use_playwright: If True, use Playwright for JavaScript rendering. + playwright_js_wait: Seconds to wait for JavaScript to load. + join_all_matches: If True, extract all matching elements for each rule. Returns: - dict[url] -> concatenated string of extracted content + Dict[str, str]: A dictionary mapping URLs to their extracted content. + + Raises: + ValueError: If extraction_rules are missing when required or if urls is invalid. + Exception: If fetching or extraction fails. """ - # Handle different input formats url_rules_map: Dict[str, Dict[str, Any]] = {} if isinstance(urls, str): @@ -364,12 +497,10 @@ async def fetch_with_bs4( for url in urls: url_rules_map[url] = extraction_rules elif isinstance(urls, dict): - # URL-specific rules url_rules_map = urls else: raise ValueError(f"Invalid urls type: {type(urls)}") - # Normalize all rules normalized_url_rules: Dict[str, List[ExtractionRule]] = {} for url, rules in url_rules_map.items(): normalized_rules = [] @@ -388,7 +519,6 @@ async def _task(url: str): logger.warning(f"URL disallowed by robots.txt: {url}") return url, "" - # Fetch (rendered or not) if use_playwright: html = await self._render_with_playwright( url, js_wait=playwright_js_wait, timeout=self.timeout @@ -396,7 +526,6 @@ async def _task(url: str): else: html = await self._fetch_httpx(url) - # Extract content using URL-specific rules pieces = [] for rule in normalized_url_rules[url]: text = self._extract_with_bs4(html, rule) diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index c1b6ecb53e..a14dbbd20f 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -1,10 +1,13 @@ -from tavily import AsyncTavilyClient +"""Utilities for fetching web content using BeautifulSoup or Tavily. + +This module provides functions to fetch and extract content from web pages, supporting +both BeautifulSoup for custom extraction rules and Tavily for API-based scraping. +""" + +from typing import Dict, List, Union, Optional, Literal +from cognee.shared.logging_utils import get_logger from .bs4_crawler import BeautifulSoupCrawler -import os from .config import TavilyConfig, SoupCrawlerConfig -from typing import Dict, Any, List, Union, Optional, Literal -from cognee.shared.logging_utils import get_logger -import asyncio logger = get_logger(__name__) @@ -16,20 +19,31 @@ async def fetch_page_content( tavily_config: Optional[TavilyConfig] = None, soup_crawler_config: Optional[SoupCrawlerConfig] = None, ) -> Dict[str, Union[str, Dict[str, str]]]: - """ - Fetch page content using Tavily API if TAVILY_API_KEY is set, - otherwise fetch using BeautifulSoupCrawler directly. + """Fetch content from one or more URLs using the specified tool. + + This function retrieves web page content using either BeautifulSoup (with custom + extraction rules) or Tavily (API-based scraping). It handles single URLs or lists of + URLs and returns a dictionary mapping URLs to their extracted content. - Parameters: - urls: single URL or list of URLs - extraction_rules: dict mapping field names -> CSS selector or rule - use_playwright: whether to render JS (BeautifulSoupCrawler) - playwright_js_wait: seconds to wait for JS to load - join_all_matches: join all matching elements per rule - structured: if True, returns structured dict instead of concatenated string (based on extraction_rules field names) + Args: + urls: A single URL (str) or a list of URLs (List[str]) to scrape. + preferred_tool: The scraping tool to use ("tavily" or "beautifulsoup"). + Defaults to "beautifulsoup". + tavily_config: Configuration for Tavily API, including API key. + Required if preferred_tool is "tavily". + soup_crawler_config: Configuration for BeautifulSoup crawler, including + extraction rules. Required if preferred_tool is "beautifulsoup" and + extraction_rules are needed. Returns: - Dict mapping URL -> extracted string or structured dict + Dict[str, Union[str, Dict[str, str]]]: A dictionary mapping each URL to its + extracted content (as a string for BeautifulSoup or a dict for Tavily). + + Raises: + ValueError: If Tavily API key is missing when using Tavily, or if + extraction_rules are not provided when using BeautifulSoup. + ImportError: If required dependencies (beautifulsoup4 or tavily-python) are not + installed. """ if preferred_tool == "tavily": if tavily_config.api_key is None: @@ -43,6 +57,7 @@ async def fetch_page_content( logger.error( "Failed to import bs4, make sure to install using pip install beautifulsoup4>=4.13.1" ) + raise crawler = BeautifulSoupCrawler() extraction_rules = soup_crawler_config.extraction_rules if extraction_rules is None: @@ -58,20 +73,34 @@ async def fetch_page_content( return results except Exception as e: logger.error(f"Error fetching page content: {str(e)}") + raise async def fetch_with_tavily(urls: Union[str, List[str]]) -> Dict[str, str]: + """Fetch content from URLs using the Tavily API. + + Args: + urls: A single URL (str) or a list of URLs (List[str]) to scrape. + + Returns: + Dict[str, str]: A dictionary mapping each URL to its raw content as a string. + + Raises: + ImportError: If tavily-python is not installed. + Exception: If the Tavily API request fails. + """ try: from tavily import AsyncTavilyClient except ImportError: logger.error( "Failed to import tavily, make sure to install using pip install tavily-python>=0.7.0" ) + raise client = AsyncTavilyClient() results = await client.extract(urls) for failed_result in results.get("failed_results", []): logger.warning(f"Failed to fetch {failed_result}") return_results = {} - for results in results.get("results", []): - return_results[results["url"]] = results["raw_content"] + for result in results.get("results", []): + return_results[result["url"]] = result["raw_content"] return return_results diff --git a/cognee/tasks/web_scraper/web_scraper_task.py b/cognee/tasks/web_scraper/web_scraper_task.py index 9fb43c2cba..dc286500ab 100644 --- a/cognee/tasks/web_scraper/web_scraper_task.py +++ b/cognee/tasks/web_scraper/web_scraper_task.py @@ -1,3 +1,10 @@ +"""Web scraping tasks for storing scraped data in a graph database. + +This module provides functions to scrape web content, create or update WebPage, WebSite, +and ScrapingJob data points, and store them in a Kuzu graph database. It supports +scheduled scraping tasks and ensures that node updates preserve existing graph edges. +""" + import os import hashlib from datetime import datetime @@ -22,7 +29,7 @@ scheduler = BackgroundScheduler() except ImportError: - raise ImportError("Please install apscheduler by pip install APScheduler >=3.10") + raise ImportError("Please install apscheduler by pip install APScheduler>=3.10") logger = get_logger(__name__) @@ -37,6 +44,28 @@ async def cron_web_scraper_task( tavily_config: TavilyConfig = None, job_name: str = "scraping", ): + """Schedule or run a web scraping task. + + This function schedules a recurring web scraping task using APScheduler or runs it + immediately if no schedule is provided. It delegates to web_scraper_task for actual + scraping and graph storage. + + Args: + url: A single URL or list of URLs to scrape. + schedule: A cron expression for scheduling (e.g., "0 0 * * *"). If None, runs immediately. + extraction_rules: Dictionary of extraction rules for BeautifulSoup (e.g., CSS selectors). + tavily_api_key: API key for Tavily. Defaults to TAVILY_API_KEY environment variable. + soup_crawler_config: Configuration for BeautifulSoup crawler. + tavily_config: Configuration for Tavily API. + job_name: Name of the scraping job. Defaults to "scraping". + + Returns: + Any: The result of web_scraper_task if run immediately, or None if scheduled. + + Raises: + ValueError: If the schedule is an invalid cron expression. + ImportError: If APScheduler is not installed. + """ now = datetime.now() job_name = job_name or f"scrape_{now.strftime('%Y%m%d_%H%M%S')}" if schedule: @@ -89,10 +118,29 @@ async def web_scraper_task( tavily_config: TavilyConfig = None, job_name: str = None, ): - """ - Scrapes one or more URLs and returns WebPage, WebSite, and ScrapingJob data points. - Unique IDs are assigned to each WebPage, WebSite, and ScrapingJob. - Includes a description field summarizing other fields for each data point. + """Scrape URLs and store data points in a Kuzu graph database. + + This function scrapes content from the provided URLs, creates or updates WebPage, + WebSite, and ScrapingJob data points, and stores them in a Kuzu graph database. + Each data point includes a description field summarizing its attributes. It creates + 'is_scraping' (ScrapingJob to WebSite) and 'is_part_of' (WebPage to WebSite) + relationships, preserving existing edges during node updates. + + Args: + url: A single URL or list of URLs to scrape. + schedule: A cron expression for scheduling (e.g., "0 0 * * *"). If None, runs once. + extraction_rules: Dictionary of extraction rules for BeautifulSoup (e.g., CSS selectors). + tavily_api_key: API key for Tavily. Defaults to TAVILY_API_KEY environment variable. + soup_crawler_config: Configuration for BeautifulSoup crawler. + tavily_config: Configuration for Tavily API. + job_name: Name of the scraping job. Defaults to a timestamp-based name. + + Returns: + Any: The graph data returned by the graph database. + + Raises: + TypeError: If neither tavily_config nor soup_crawler_config is provided. + Exception: If fetching content or database operations fail. """ await setup() graph_db = await get_graph_engine() @@ -260,7 +308,7 @@ async def web_scraper_task( base_url = f"{parsed_url.scheme}://{parsed_url.netloc}" edge_mapping.append( ( - webpage.id, # Corrected: WebPage is the source, WebSite is the target + webpage.id, websites_dict[base_url].id, "is_part_of", { @@ -280,8 +328,20 @@ async def web_scraper_task( def check_arguments(tavily_api_key, extraction_rules, tavily_config, soup_crawler_config): - """ - Checking if the right argument are given, if not TypeError will be raised. + """Validate and configure arguments for web_scraper_task. + + Args: + tavily_api_key: API key for Tavily. + extraction_rules: Extraction rules for BeautifulSoup. + tavily_config: Configuration for Tavily API. + soup_crawler_config: Configuration for BeautifulSoup crawler. + + Returns: + Tuple[SoupCrawlerConfig, TavilyConfig, str]: Configured soup_crawler_config, + tavily_config, and preferred_tool ("tavily" or "beautifulsoup"). + + Raises: + TypeError: If neither tavily_config nor soup_crawler_config is provided. """ preferred_tool = "beautifulsoup" @@ -302,7 +362,19 @@ def check_arguments(tavily_api_key, extraction_rules, tavily_config, soup_crawle return soup_crawler_config, tavily_config, preferred_tool -def get_path_after_base(base_url, url): +def get_path_after_base(base_url: str, url: str) -> str: + """Extract the path after the base URL. + + Args: + base_url: The base URL (e.g., "https://example.com"). + url: The full URL to extract the path from. + + Returns: + str: The path after the base URL, with leading slashes removed. + + Raises: + ValueError: If the base URL and target URL are from different domains. + """ parsed_base = urlparse(base_url) parsed_url = urlparse(url) From 667bbd775e7afe7f93b9212a38c746f1642a800f Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 6 Oct 2025 04:12:32 +0530 Subject: [PATCH 22/53] Added cron job and removed obvious comments --- .../tasks/web_scraping/web_scraping_test.py | 97 +++++++++++-------- 1 file changed, 56 insertions(+), 41 deletions(-) diff --git a/cognee/tests/tasks/web_scraping/web_scraping_test.py b/cognee/tests/tasks/web_scraping/web_scraping_test.py index 15992d19b3..b817aea343 100644 --- a/cognee/tests/tasks/web_scraping/web_scraping_test.py +++ b/cognee/tests/tasks/web_scraping/web_scraping_test.py @@ -1,12 +1,13 @@ import asyncio import cognee from cognee.tasks.web_scraper.config import SoupCrawlerConfig +from cognee.tasks.web_scraper import cron_web_scraper_task async def test_web_scraping_using_bs4(): await cognee.prune.prune_data() await cognee.prune.prune_system(metadata=True) - # 1. Setup test URL and extraction rules + url = "https://quotes.toscrape.com/" rules = { "quotes": {"selector": ".quote span.text", "all": True}, @@ -24,34 +25,26 @@ async def test_web_scraping_using_bs4(): structured=True, ) - # 2. Add / ingest the page await cognee.add( data=url, soup_crawler_config=soup_config, incremental_loading=False, ) - # 3. Cognify await cognee.cognify() - # 4. Search for a known quote results = await cognee.search( "Who said 'The world as we have created it is a process of our thinking. It cannot be changed without changing our thinking'?", query_type=cognee.SearchType.GRAPH_COMPLETION, ) - assert "Albert Einstein" in results[0], ( - "Test failed! Albert Einstein not found in scraped data." - ) + assert "Albert Einstein" in results[0] print("Test passed! Found Albert Einstein in scraped data.") - print(results) - print("Web scraping test using bs4 completed.") async def test_web_scraping_using_bs4_and_incremental_loading(): - # 0. Prune only data (not full system prune) await cognee.prune.prune_data() + await cognee.prune.prune_system(metadata=True) - # 1. Setup test URL and extraction rules url = "https://books.toscrape.com/" rules = {"titles": "article.product_pod h3 a", "prices": "article.product_pod p.price_color"} @@ -66,95 +59,117 @@ async def test_web_scraping_using_bs4_and_incremental_loading(): structured=True, ) - # 2. Add / ingest the page await cognee.add( data=url, soup_crawler_config=soup_config, incremental_loading=True, ) - # 3. Cognify await cognee.cognify() - # 4. Search for a known book results = await cognee.search( "What is the price of 'A Light in the Attic' book?", query_type=cognee.SearchType.GRAPH_COMPLETION, ) - assert "51.77" in results[0], "Test failed! 'A Light in the Attic' not found in scraped data." + assert "51.77" in results[0] print("Test passed! Found 'A Light in the Attic' in scraped data.") - print(results) - print("Web scraping test using bs4 with incremental loading completed.") async def test_web_scraping_using_tavily(): - # 0. Prune only data (not full system prune) await cognee.prune.prune_data() + await cognee.prune.prune_system(metadata=True) - # 1. Setup test URL and extraction rules url = "https://quotes.toscrape.com/" - # 2. Add / ingest the page await cognee.add( data=url, incremental_loading=False, ) - # 3. Cognify await cognee.cognify() - # 4. Search for a known quote results = await cognee.search( "Who said 'The world as we have created it is a process of our thinking. It cannot be changed without changing our thinking'?", query_type=cognee.SearchType.GRAPH_COMPLETION, ) - assert "Albert Einstein" in results[0], ( - "Test failed! Albert Einstein not found in scraped data." - ) + assert "Albert Einstein" in results[0] print("Test passed! Found Albert Einstein in scraped data.") - print(results) - print("Web scraping test using tavily completed.") async def test_web_scraping_using_tavily_and_incremental_loading(): - # 0. Prune only data (not full system prune) await cognee.prune.prune_data() + await cognee.prune.prune_system(metadata=True) - # 1. Setup test URL and extraction rules url = "https://quotes.toscrape.com/" - # 2. Add / ingest the page await cognee.add( data=url, incremental_loading=True, ) - # 3. Cognify await cognee.cognify() - # 4. Search for a known quote results = await cognee.search( "Who said 'The world as we have created it is a process of our thinking. It cannot be changed without changing our thinking'?", query_type=cognee.SearchType.GRAPH_COMPLETION, ) - assert "Albert Einstein" in results[0], ( - "Test failed! Albert Einstein not found in scraped data." - ) + assert "Albert Einstein" in results[0] print("Test passed! Found Albert Einstein in scraped data.") - print(results) - print("Web scraping test using tavily with incremental loading completed.") + + +# ---------- cron job tests ---------- +async def test_cron_web_scraper(): + urls = ["https://quotes.toscrape.com/", "https://books.toscrape.com/"] + extraction_rules = { + "quotes": {"selector": ".quote span.text", "all": True}, + "authors": {"selector": ".quote small", "all": True}, + "titles": "article.product_pod h3 a", + "prices": "article.product_pod p.price_color", + } + + # Run cron_web_scraper_task (schedule string is required) + await cron_web_scraper_task( + urls=urls, + schedule="*/5 * * * *", # every 5 minutes + extraction_rules=extraction_rules, + use_playwright=False, + ) + + # Wait until first run of cron job is done + await asyncio.sleep(120) + + # Validate that the scraped data is searchable + results = await cognee.search( + "Who said 'The world as we have created it is a process of our thinking. It cannot be changed without changing our thinking'?", + query_type=cognee.SearchType.GRAPH_COMPLETION, + ) + assert "Albert Einstein" in results[0] + + results_books = await cognee.search( + "What is the price of 'A Light in the Attic' book?", + query_type=cognee.SearchType.GRAPH_COMPLETION, + ) + assert "51.77" in results_books[0] + + print("Cron job web_scraping test passed!") async def main(): - print("starting web scraping test using bs4 with incremental loading...") + print("Starting BS4 incremental loading test...") await test_web_scraping_using_bs4_and_incremental_loading() - print("starting web scraping test using bs4 without incremental loading...") + + print("Starting BS4 normal test...") await test_web_scraping_using_bs4() - print("starting web scraping test using tavily with incremental loading...") + + print("Starting Tavily incremental loading test...") await test_web_scraping_using_tavily_and_incremental_loading() - print("starting web scraping test using tavily without incremental loading...") + + print("Starting Tavily normal test...") await test_web_scraping_using_tavily() + print("Starting cron job test...") + await test_cron_web_scraper() + if __name__ == "__main__": asyncio.run(main()) From ae740eda96d6f7c0df106631c61d59b2f2e99793 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 6 Oct 2025 04:23:10 +0530 Subject: [PATCH 23/53] Added related documentation --- cognee/api/v1/add/add.py | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) diff --git a/cognee/api/v1/add/add.py b/cognee/api/v1/add/add.py index 09cade7670..c74ee69d87 100644 --- a/cognee/api/v1/add/add.py +++ b/cognee/api/v1/add/add.py @@ -78,6 +78,7 @@ async def add( - S3 path: "s3://my-bucket/documents/file.pdf" - List of mixed types: ["text content", "/path/file.pdf", "file://doc.txt", file_handle] - Binary file object: open("file.txt", "rb") + - url: A web link url (https or http) dataset_name: Name of the dataset to store data in. Defaults to "main_dataset". Create separate datasets to organize different knowledge domains. user: User object for authentication and permissions. Uses default user if None. @@ -88,6 +89,9 @@ async def add( vector_db_config: Optional configuration for vector database (for custom setups). graph_db_config: Optional configuration for graph database (for custom setups). dataset_id: Optional specific dataset UUID to use instead of dataset_name. + extraction_rules: Optional dictionary of rules (e.g., CSS selectors, XPath) for extracting specific content from web pages using BeautifulSoup + tavily_config: Optional configuration for Tavily API, including API key and extraction settings + soup_crawler_config: Optional configuration for BeautifulSoup crawler, specifying concurrency, crawl delay, and extraction rules. Returns: PipelineRunInfo: Information about the ingestion pipeline execution including: @@ -136,6 +140,21 @@ async def add( # Add a single file await cognee.add("/home/user/documents/analysis.pdf") + + # Add a single url and bs4 extract ingestion method + extraction_rules = { + "title": "h1", + "description": "p", + "more_info": "a[href*='more-info']" + } + await cognee.add("https://example.com",extraction_rules=extraction_rules) + + # Add a single url and tavily extract ingestion method + Make sure to TAVILY_API_KEY = YOUR_TAVILY_API_KEY as a environment variable + await cognee.add("https://example.com") + + # Add multiple urls + await cognee.add(["https://example.com","https://books.toscrape.com"]) ``` Environment Variables: @@ -149,6 +168,7 @@ async def add( - DEFAULT_USER_PASSWORD: Custom default user password - VECTOR_DB_PROVIDER: "lancedb" (default), "chromadb", "pgvector" - GRAPH_DATABASE_PROVIDER: "kuzu" (default), "neo4j" + - TAVILY_API_KEY: YOUR_TAVILY_API_KEY """ tasks = [ From 1b5c099f8bdd6ddc1e3a62aa3ff9f71eed062396 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 6 Oct 2025 17:15:25 +0530 Subject: [PATCH 24/53] CodeRabbit reviews solved --- cognee/api/v1/add/add.py | 19 +++-- .../ingestion/save_data_item_to_storage.py | 13 +++- cognee/tasks/web_scraper/config.py | 15 ++-- cognee/tasks/web_scraper/models.py | 7 +- cognee/tasks/web_scraper/utils.py | 16 +++-- cognee/tasks/web_scraper/web_scraper_task.py | 26 ++++--- .../tasks/web_scraping/web_scraping_test.py | 71 +++++++++++-------- uv.lock | 26 +++++++ 8 files changed, 125 insertions(+), 68 deletions(-) diff --git a/cognee/api/v1/add/add.py b/cognee/api/v1/add/add.py index c74ee69d87..65ebb8748a 100644 --- a/cognee/api/v1/add/add.py +++ b/cognee/api/v1/add/add.py @@ -140,7 +140,7 @@ async def add( # Add a single file await cognee.add("/home/user/documents/analysis.pdf") - + # Add a single url and bs4 extract ingestion method extraction_rules = { "title": "h1", @@ -148,11 +148,11 @@ async def add( "more_info": "a[href*='more-info']" } await cognee.add("https://example.com",extraction_rules=extraction_rules) - + # Add a single url and tavily extract ingestion method Make sure to TAVILY_API_KEY = YOUR_TAVILY_API_KEY as a environment variable await cognee.add("https://example.com") - + # Add multiple urls await cognee.add(["https://example.com","https://books.toscrape.com"]) ``` @@ -186,13 +186,20 @@ async def add( await setup() if not soup_crawler_config and extraction_rules: soup_crawler_config = SoupCrawlerConfig(extraction_rules=extraction_rules) - if not tavily_config and os.getenv("TAVILY_API_KEY"): - tavily_config = TavilyConfig() + tavily_config = TavilyConfig(api_key=os.getenv("TAVILY_API_KEY")) soup_crawler.set(soup_crawler_config) tavily.set(tavily_config) - if urlparse(data).scheme in ["http", "https"]: + + http_schemes = {"http", "https"} + + def _is_http_url(item: Union[str, BinaryIO]) -> bool: + return isinstance(item, str) and urlparse(item).scheme in http_schemes + + if _is_http_url(data): + node_set = ["web_content"] if not node_set else node_set + ["web_content"] + elif isinstance(data, list) and any(_is_http_url(item) for item in data): node_set = ["web_content"] if not node_set else node_set + ["web_content"] user, authorized_dataset = await resolve_authorized_user_dataset(dataset_id, dataset_name, user) diff --git a/cognee/tasks/ingestion/save_data_item_to_storage.py b/cognee/tasks/ingestion/save_data_item_to_storage.py index d55b697c6b..c947d35c59 100644 --- a/cognee/tasks/ingestion/save_data_item_to_storage.py +++ b/cognee/tasks/ingestion/save_data_item_to_storage.py @@ -63,10 +63,19 @@ async def save_data_item_to_storage(data_item: Union[BinaryIO, str, Any], **kwar tavily = tavily_config.get() soup_crawler = soup_crawler_config.get() + preferred_tool = "beautifulsoup" if soup_crawler else "tavily" + if preferred_tool == "tavily" and tavily is None: + raise IngestionError( + message="TavilyConfig must be set on the ingestion context when fetching HTTP URLs without a SoupCrawlerConfig." + ) + if preferred_tool == "beautifulsoup" and soup_crawler is None: + raise IngestionError( + message="SoupCrawlerConfig must be set on the ingestion context when using the BeautifulSoup scraper." + ) data = await fetch_page_content( data_item, - preferred_tool="beautifulsoup" if soup_crawler else "tavily", + preferred_tool=preferred_tool, tavily_config=tavily, soup_crawler_config=soup_crawler, ) @@ -74,6 +83,8 @@ async def save_data_item_to_storage(data_item: Union[BinaryIO, str, Any], **kwar for key, value in data.items(): content += f"{key}:\n{value}\n\n" return await save_data_to_file(content) + except IngestionError: + raise except Exception as e: raise IngestionError( message=f"Error ingesting webpage results of url {data_item}: {str(e)}" diff --git a/cognee/tasks/web_scraper/config.py b/cognee/tasks/web_scraper/config.py index 4819800ab9..e81db9b050 100644 --- a/cognee/tasks/web_scraper/config.py +++ b/cognee/tasks/web_scraper/config.py @@ -1,22 +1,21 @@ from pydantic import BaseModel, Field -from typing import Any, Dict, Optional +from typing import Any, Dict, Optional, Literal import os class TavilyConfig(BaseModel): api_key: str = os.getenv("TAVILY_API_KEY") extract_depth: str = "basic" - format: str = "markdown" timeout: int = Field(None, ge=1, le=60) class SoupCrawlerConfig(BaseModel): - concurrency: int = (5,) - crawl_delay: float = (0.5,) - timeout: float = (15.0,) - max_retries: int = (2,) - retry_delay_factor: float = (0.5,) - headers: Optional[Dict[str, str]] = (None,) + concurrency: int = 5 + crawl_delay: float = 0.5 + timeout: float = 15.0 + max_retries: int = 2 + retry_delay_factor: float = 0.5 + headers: Optional[Dict[str, str]] = None extraction_rules: Dict[str, Any] use_playwright: bool = False playwright_js_wait: float = 0.8 diff --git a/cognee/tasks/web_scraper/models.py b/cognee/tasks/web_scraper/models.py index 18bb2e3efe..297aebb4f4 100644 --- a/cognee/tasks/web_scraper/models.py +++ b/cognee/tasks/web_scraper/models.py @@ -6,7 +6,6 @@ class WebPage(DataPoint): """Represents a scraped web page with metadata""" - url: str name: Optional[str] content: str content_hash: str @@ -17,7 +16,7 @@ class WebPage(DataPoint): page_size: int extraction_rules: Dict[str, Any] # CSS selectors, XPath rules used description: str - metadata: dict = {"index_fields": ["url", "title", "scraped_at", "description"]} + metadata: dict = {"index_fields": ["name", "description"]} class WebSite(DataPoint): @@ -31,7 +30,7 @@ class WebSite(DataPoint): page_count: int scraping_config: Dict[str, Any] description: str - metadata: dict = {"index_fields": ["domain", "base_url", "description"]} + metadata: dict = {"index_fields": ["name", "description"]} class ScrapingJob(DataPoint): @@ -44,4 +43,4 @@ class ScrapingJob(DataPoint): last_run: Optional[datetime] next_run: Optional[datetime] description: str - metadata: dict = {"index_fields": ["job_name", "status", "description"]} + metadata: dict = {"index_fields": ["name", "description"]} diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index a14dbbd20f..53346fb1ce 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -46,9 +46,9 @@ async def fetch_page_content( installed. """ if preferred_tool == "tavily": - if tavily_config.api_key is None: + if not tavily_config or tavily_config.api_key is None: raise ValueError("TAVILY_API_KEY must be set in TavilyConfig to use Tavily") - return await fetch_with_tavily(urls) + return await fetch_with_tavily(urls, tavily_config) elif preferred_tool == "beautifulsoup": try: @@ -59,9 +59,9 @@ async def fetch_page_content( ) raise crawler = BeautifulSoupCrawler() - extraction_rules = soup_crawler_config.extraction_rules - if extraction_rules is None: + if not soup_crawler_config and soup_crawler_config.extraction_rules is None: raise ValueError("extraction_rules must be provided when not using Tavily") + extraction_rules = soup_crawler_config.extraction_rules try: results = await crawler.fetch_with_bs4( urls, @@ -76,7 +76,9 @@ async def fetch_page_content( raise -async def fetch_with_tavily(urls: Union[str, List[str]]) -> Dict[str, str]: +async def fetch_with_tavily( + urls: Union[str, List[str]], tavily_config: Optional[TavilyConfig] = None +) -> Dict[str, str]: """Fetch content from URLs using the Tavily API. Args: @@ -96,8 +98,8 @@ async def fetch_with_tavily(urls: Union[str, List[str]]) -> Dict[str, str]: "Failed to import tavily, make sure to install using pip install tavily-python>=0.7.0" ) raise - client = AsyncTavilyClient() - results = await client.extract(urls) + client = AsyncTavilyClient(api_key=tavily_config.api_key if tavily_config else None) + results = await client.extract(urls, format="text") for failed_result in results.get("failed_results", []): logger.warning(f"Failed to fetch {failed_result}") return_results = {} diff --git a/cognee/tasks/web_scraper/web_scraper_task.py b/cognee/tasks/web_scraper/web_scraper_task.py index dc286500ab..383580779a 100644 --- a/cognee/tasks/web_scraper/web_scraper_task.py +++ b/cognee/tasks/web_scraper/web_scraper_task.py @@ -87,12 +87,12 @@ async def cron_web_scraper_task( ) ), trigger=trigger, - id=uuid5(NAMESPACE_OID, name=job_name), - name=f"WebScraper_{uuid5(NAMESPACE_OID, name=job_name)}", + id=job_name, + name=job_name or f"WebScraper_{uuid5(NAMESPACE_OID, name=job_name)}", replace_existing=True, ) - - scheduler.start() + if not scheduler.running: + scheduler.start() return # If no schedule, run immediately @@ -191,7 +191,6 @@ async def web_scraper_task( tavily_config=tavily_config, soup_crawler_config=soup_crawler_config, ) - for page_url, content in results.items(): parsed_url = urlparse(page_url) domain = parsed_url.netloc @@ -250,16 +249,15 @@ async def web_scraper_task( f"Webpage: {parsed_url.path.lstrip('/') or 'Home'}\n" f"URL: {page_url}\n" f"Scraped at: {now.strftime('%Y-%m-%d %H:%M:%S')}\n" - f"Content hash: {content_hash[:16]}...\n" - f"Content type: text/html\n" + f"Content: {content_str}" + f"Content type: text\n" f"Page size: {len(content_str)} bytes\n" f"Status code: 200" ) - + page_extraction_rules = extraction_rules webpage = WebPage( - id=uuid5(NAMESPACE_OID, name=parsed_url.path.lstrip("/")), - url=page_url, - name=get_path_after_base(base_url, page_url), + id=uuid5(NAMESPACE_OID, name=page_url), + name=page_url, content=content_str, content_hash=content_hash, scraped_at=now, @@ -267,7 +265,7 @@ async def web_scraper_task( status_code=200, content_type="text/html", page_size=len(content_str), - extraction_rules=extraction_rules or {}, + extraction_rules=page_extraction_rules or {}, description=webpage_description, ) webpages.append(webpage) @@ -301,10 +299,10 @@ async def web_scraper_task( }, ) ) - + print(len(webpages)) for webpage in webpages: node_mapping[webpage.id] = webpage - parsed_url = urlparse(webpage.url) + parsed_url = urlparse(webpage.name) base_url = f"{parsed_url.scheme}://{parsed_url.netloc}" edge_mapping.append( ( diff --git a/cognee/tests/tasks/web_scraping/web_scraping_test.py b/cognee/tests/tasks/web_scraping/web_scraping_test.py index b817aea343..3e1fa2f786 100644 --- a/cognee/tests/tasks/web_scraping/web_scraping_test.py +++ b/cognee/tests/tasks/web_scraping/web_scraping_test.py @@ -2,11 +2,17 @@ import cognee from cognee.tasks.web_scraper.config import SoupCrawlerConfig from cognee.tasks.web_scraper import cron_web_scraper_task +from uuid import uuid5, NAMESPACE_OID +from cognee.infrastructure.databases.graph.get_graph_engine import get_graph_engine +from dotenv import load_dotenv +from cognee.api.v1.visualize import visualize_graph + +load_dotenv() async def test_web_scraping_using_bs4(): await cognee.prune.prune_data() - await cognee.prune.prune_system(metadata=True) + await cognee.prune.prune_system() url = "https://quotes.toscrape.com/" rules = { @@ -119,6 +125,9 @@ async def test_web_scraping_using_tavily_and_incremental_loading(): # ---------- cron job tests ---------- async def test_cron_web_scraper(): + await cognee.prune.prune_data() + await cognee.prune.prune_system(metadata=True) + graph_db = await get_graph_engine() urls = ["https://quotes.toscrape.com/", "https://books.toscrape.com/"] extraction_rules = { "quotes": {"selector": ".quote span.text", "all": True}, @@ -127,45 +136,51 @@ async def test_cron_web_scraper(): "prices": "article.product_pod p.price_color", } - # Run cron_web_scraper_task (schedule string is required) + # Run cron_web_scraper_task await cron_web_scraper_task( - urls=urls, - schedule="*/5 * * * *", # every 5 minutes + url=urls, + schedule="*/3 * * * *", # every 3 minutes + job_name="cron_scraping_job", extraction_rules=extraction_rules, - use_playwright=False, ) - - # Wait until first run of cron job is done - await asyncio.sleep(120) - # Validate that the scraped data is searchable - results = await cognee.search( - "Who said 'The world as we have created it is a process of our thinking. It cannot be changed without changing our thinking'?", - query_type=cognee.SearchType.GRAPH_COMPLETION, - ) - assert "Albert Einstein" in results[0] + scraping_job_done = await graph_db.get_node(uuid5(NAMESPACE_OID, name="cron_scraping_job")) + while True: + if scraping_job_done: + results = await cognee.search( + "Who said 'The world as we have created it is a process of our thinking. It cannot be changed without changing our thinking'?", + query_type=cognee.SearchType.GRAPH_COMPLETION, + ) - results_books = await cognee.search( - "What is the price of 'A Light in the Attic' book?", - query_type=cognee.SearchType.GRAPH_COMPLETION, - ) - assert "51.77" in results_books[0] + assert "Albert Einstein" in results[0] + + results_books = await cognee.search( + "What is the price of 'A Light in the Attic' book?", + query_type=cognee.SearchType.GRAPH_COMPLETION, + ) + + assert "51.77" in results_books[0] - print("Cron job web_scraping test passed!") + print("Cron job web_scraping test passed!") + break + else: + scraping_job_done = await graph_db.get_node( + uuid5(NAMESPACE_OID, name="cron_scraping_job") + ) async def main(): - print("Starting BS4 incremental loading test...") - await test_web_scraping_using_bs4_and_incremental_loading() + # print("Starting BS4 incremental loading test...") + # await test_web_scraping_using_bs4_and_incremental_loading() - print("Starting BS4 normal test...") - await test_web_scraping_using_bs4() + # print("Starting BS4 normal test...") + # await test_web_scraping_using_bs4() - print("Starting Tavily incremental loading test...") - await test_web_scraping_using_tavily_and_incremental_loading() + # print("Starting Tavily incremental loading test...") + # await test_web_scraping_using_tavily_and_incremental_loading() - print("Starting Tavily normal test...") - await test_web_scraping_using_tavily() + # print("Starting Tavily normal test...") + # await test_web_scraping_using_tavily() print("Starting cron job test...") await test_cron_web_scraper() diff --git a/uv.lock b/uv.lock index a06bebdd92..dc005da37d 100644 --- a/uv.lock +++ b/uv.lock @@ -244,6 +244,18 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/81/29/5ecc3a15d5a33e31b26c11426c45c501e439cb865d0bff96315d86443b78/appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c", size = 4321, upload-time = "2024-02-06T09:43:09.663Z" }, ] +[[package]] +name = "apscheduler" +version = "3.11.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "tzlocal" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/4e/00/6d6814ddc19be2df62c8c898c4df6b5b1914f3bd024b780028caa392d186/apscheduler-3.11.0.tar.gz", hash = "sha256:4c622d250b0955a65d5d0eb91c33e6d43fd879834bf541e0a18661ae60460133", size = 107347, upload-time = "2024-11-24T19:39:26.463Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d0/ae/9a053dd9229c0fde6b1f1f33f609ccff1ee79ddda364c756a924c6d8563b/APScheduler-3.11.0-py3-none-any.whl", hash = "sha256:fc134ca32e50f5eadcc4938e3a4545ab19131435e851abb40b34d63d5141c6da", size = 64004, upload-time = "2024-11-24T19:39:24.442Z" }, +] + [[package]] name = "argon2-cffi" version = "23.1.0" @@ -967,6 +979,7 @@ posthog = [ { name = "posthog" }, ] scraping = [ + { name = "apscheduler" }, { name = "beautifulsoup4" }, { name = "lxml" }, { name = "playwright" }, @@ -981,6 +994,7 @@ requires-dist = [ { name = "aiosqlite", specifier = ">=0.20.0,<1.0.0" }, { name = "alembic", specifier = ">=1.13.3,<2" }, { name = "anthropic", marker = "extra == 'anthropic'", specifier = ">=0.27" }, + { name = "apscheduler", marker = "extra == 'scraping'", specifier = ">=3.10.0,<=3.11.0" }, { name = "asyncpg", marker = "extra == 'postgres'", specifier = ">=0.30.0,<1.0.0" }, { name = "asyncpg", marker = "extra == 'postgres-binary'", specifier = ">=0.30.0,<1.0.0" }, { name = "baml-py", specifier = ">=0.201.0,<0.202.0" }, @@ -7693,6 +7707,18 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8", size = 347839, upload-time = "2025-03-23T13:54:41.845Z" }, ] +[[package]] +name = "tzlocal" +version = "5.3.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "tzdata", marker = "sys_platform == 'win32'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/8b/2e/c14812d3d4d9cd1773c6be938f89e5735a1f11a9f184ac3639b93cef35d5/tzlocal-5.3.1.tar.gz", hash = "sha256:cceffc7edecefea1f595541dbd6e990cb1ea3d19bf01b2809f362a03dd7921fd", size = 30761, upload-time = "2025-03-05T21:17:41.549Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c2/14/e2a54fabd4f08cd7af1c07030603c3356b74da07f7cc056e600436edfa17/tzlocal-5.3.1-py3-none-any.whl", hash = "sha256:eb1a66c3ef5847adf7a834f1be0800581b683b5608e74f86ecbcef8ab91bb85d", size = 18026, upload-time = "2025-03-05T21:17:39.857Z" }, +] + [[package]] name = "unstructured" version = "0.18.15" From 791e38b2c0b87095200e9cd4f6744d52fd37e46c Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 6 Oct 2025 18:00:20 +0530 Subject: [PATCH 25/53] Solved more nitpick comments --- cognee/api/v1/add/add.py | 28 ++++++----- cognee/tasks/web_scraper/config.py | 4 +- cognee/tasks/web_scraper/utils.py | 11 ++++- .../tasks/web_scraping/web_scraping_test.py | 48 ++++++++----------- 4 files changed, 45 insertions(+), 46 deletions(-) diff --git a/cognee/api/v1/add/add.py b/cognee/api/v1/add/add.py index 65ebb8748a..3942fcf5fe 100644 --- a/cognee/api/v1/add/add.py +++ b/cognee/api/v1/add/add.py @@ -171,19 +171,7 @@ async def add( - TAVILY_API_KEY: YOUR_TAVILY_API_KEY """ - tasks = [ - Task(resolve_data_directories, include_subdirectories=True), - Task( - ingest_data, - dataset_name, - user, - node_set, - dataset_id, - preferred_loaders, - ), - ] - - await setup() + if not soup_crawler_config and extraction_rules: soup_crawler_config = SoupCrawlerConfig(extraction_rules=extraction_rules) if not tavily_config and os.getenv("TAVILY_API_KEY"): @@ -202,6 +190,20 @@ def _is_http_url(item: Union[str, BinaryIO]) -> bool: elif isinstance(data, list) and any(_is_http_url(item) for item in data): node_set = ["web_content"] if not node_set else node_set + ["web_content"] + tasks = [ + Task(resolve_data_directories, include_subdirectories=True), + Task( + ingest_data, + dataset_name, + user, + node_set, + dataset_id, + preferred_loaders, + ), + ] + + await setup() + user, authorized_dataset = await resolve_authorized_user_dataset(dataset_id, dataset_name, user) await reset_dataset_pipeline_run_status( diff --git a/cognee/tasks/web_scraper/config.py b/cognee/tasks/web_scraper/config.py index e81db9b050..4b54c64705 100644 --- a/cognee/tasks/web_scraper/config.py +++ b/cognee/tasks/web_scraper/config.py @@ -1,12 +1,12 @@ from pydantic import BaseModel, Field -from typing import Any, Dict, Optional, Literal +from typing import Any, Dict, Optional import os class TavilyConfig(BaseModel): api_key: str = os.getenv("TAVILY_API_KEY") extract_depth: str = "basic" - timeout: int = Field(None, ge=1, le=60) + timeout: Optional[int] = Field(default=None, ge=1, le=60) class SoupCrawlerConfig(BaseModel): diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index 53346fb1ce..62a614e6e4 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -58,8 +58,15 @@ async def fetch_page_content( "Failed to import bs4, make sure to install using pip install beautifulsoup4>=4.13.1" ) raise - crawler = BeautifulSoupCrawler() - if not soup_crawler_config and soup_crawler_config.extraction_rules is None: + crawler = BeautifulSoupCrawler( + concurrency=soup_crawler_config.concurrency, + crawl_delay=soup_crawler_config.crawl_delay, + timeout=soup_crawler_config.timeout, + max_retries=soup_crawler_config.max_retries, + retry_delay_factor=soup_crawler_config.retry_delay_factor, + headers=soup_crawler_config.headers, + ) + if not soup_crawler_config or soup_crawler_config.extraction_rules is None: raise ValueError("extraction_rules must be provided when not using Tavily") extraction_rules = soup_crawler_config.extraction_rules try: diff --git a/cognee/tests/tasks/web_scraping/web_scraping_test.py b/cognee/tests/tasks/web_scraping/web_scraping_test.py index 3e1fa2f786..c598ef5367 100644 --- a/cognee/tests/tasks/web_scraping/web_scraping_test.py +++ b/cognee/tests/tasks/web_scraping/web_scraping_test.py @@ -139,48 +139,38 @@ async def test_cron_web_scraper(): # Run cron_web_scraper_task await cron_web_scraper_task( url=urls, - schedule="*/3 * * * *", # every 3 minutes job_name="cron_scraping_job", extraction_rules=extraction_rules, ) + results = await cognee.search( + "Who said 'The world as we have created it is a process of our thinking. It cannot be changed without changing our thinking'?", + query_type=cognee.SearchType.GRAPH_COMPLETION, + ) - scraping_job_done = await graph_db.get_node(uuid5(NAMESPACE_OID, name="cron_scraping_job")) - while True: - if scraping_job_done: - results = await cognee.search( - "Who said 'The world as we have created it is a process of our thinking. It cannot be changed without changing our thinking'?", - query_type=cognee.SearchType.GRAPH_COMPLETION, - ) - - assert "Albert Einstein" in results[0] + assert "Albert Einstein" in results[0] - results_books = await cognee.search( - "What is the price of 'A Light in the Attic' book?", - query_type=cognee.SearchType.GRAPH_COMPLETION, - ) + results_books = await cognee.search( + "What is the price of 'A Light in the Attic' book?", + query_type=cognee.SearchType.GRAPH_COMPLETION, + ) - assert "51.77" in results_books[0] + assert "51.77" in results_books[0] - print("Cron job web_scraping test passed!") - break - else: - scraping_job_done = await graph_db.get_node( - uuid5(NAMESPACE_OID, name="cron_scraping_job") - ) + print("Cron job web_scraping test passed!") async def main(): - # print("Starting BS4 incremental loading test...") - # await test_web_scraping_using_bs4_and_incremental_loading() + print("Starting BS4 incremental loading test...") + await test_web_scraping_using_bs4_and_incremental_loading() - # print("Starting BS4 normal test...") - # await test_web_scraping_using_bs4() + print("Starting BS4 normal test...") + await test_web_scraping_using_bs4() - # print("Starting Tavily incremental loading test...") - # await test_web_scraping_using_tavily_and_incremental_loading() + print("Starting Tavily incremental loading test...") + await test_web_scraping_using_tavily_and_incremental_loading() - # print("Starting Tavily normal test...") - # await test_web_scraping_using_tavily() + print("Starting Tavily normal test...") + await test_web_scraping_using_tavily() print("Starting cron job test...") await test_cron_web_scraper() From 3c9e5f830b5e93e37fdd9d98ce48dd7c85a4eacf Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 6 Oct 2025 18:16:31 +0530 Subject: [PATCH 26/53] Solved more nitpick comments --- cognee/tasks/web_scraper/utils.py | 8 ++++---- cognee/tests/tasks/web_scraping/web_scraping_test.py | 1 - 2 files changed, 4 insertions(+), 5 deletions(-) diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index 62a614e6e4..d5e1301bc6 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -57,7 +57,10 @@ async def fetch_page_content( logger.error( "Failed to import bs4, make sure to install using pip install beautifulsoup4>=4.13.1" ) - raise + raise ImportError + if not soup_crawler_config or soup_crawler_config.extraction_rules is None: + raise ValueError("extraction_rules must be provided when not using Tavily") + extraction_rules = soup_crawler_config.extraction_rules crawler = BeautifulSoupCrawler( concurrency=soup_crawler_config.concurrency, crawl_delay=soup_crawler_config.crawl_delay, @@ -66,9 +69,6 @@ async def fetch_page_content( retry_delay_factor=soup_crawler_config.retry_delay_factor, headers=soup_crawler_config.headers, ) - if not soup_crawler_config or soup_crawler_config.extraction_rules is None: - raise ValueError("extraction_rules must be provided when not using Tavily") - extraction_rules = soup_crawler_config.extraction_rules try: results = await crawler.fetch_with_bs4( urls, diff --git a/cognee/tests/tasks/web_scraping/web_scraping_test.py b/cognee/tests/tasks/web_scraping/web_scraping_test.py index c598ef5367..1c2ba09a8d 100644 --- a/cognee/tests/tasks/web_scraping/web_scraping_test.py +++ b/cognee/tests/tasks/web_scraping/web_scraping_test.py @@ -28,7 +28,6 @@ async def test_web_scraping_using_bs4(): retry_delay_factor=0.5, extraction_rules=rules, use_playwright=False, - structured=True, ) await cognee.add( From 0a9b624010f72a083ee0db7b139694a1e66030d1 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 6 Oct 2025 18:27:54 +0530 Subject: [PATCH 27/53] changed return type for fetch_page_content to Dict[str,str] --- cognee/tasks/web_scraper/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index d5e1301bc6..28a19d69ff 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -18,7 +18,7 @@ async def fetch_page_content( preferred_tool: Optional[Literal["tavily", "beautifulsoup"]] = "beautifulsoup", tavily_config: Optional[TavilyConfig] = None, soup_crawler_config: Optional[SoupCrawlerConfig] = None, -) -> Dict[str, Union[str, Dict[str, str]]]: +) -> Dict[str, str]: """Fetch content from one or more URLs using the specified tool. This function retrieves web page content using either BeautifulSoup (with custom From 7fe1de770d0a44287a5e1adbdddd0d627b8a707f Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 6 Oct 2025 18:29:58 +0530 Subject: [PATCH 28/53] Remove assignment to unused variable graph_db' --- cognee/tests/tasks/web_scraping/web_scraping_test.py | 1 - 1 file changed, 1 deletion(-) diff --git a/cognee/tests/tasks/web_scraping/web_scraping_test.py b/cognee/tests/tasks/web_scraping/web_scraping_test.py index 1c2ba09a8d..6ac89bbe62 100644 --- a/cognee/tests/tasks/web_scraping/web_scraping_test.py +++ b/cognee/tests/tasks/web_scraping/web_scraping_test.py @@ -126,7 +126,6 @@ async def test_web_scraping_using_tavily_and_incremental_loading(): async def test_cron_web_scraper(): await cognee.prune.prune_data() await cognee.prune.prune_system(metadata=True) - graph_db = await get_graph_engine() urls = ["https://quotes.toscrape.com/", "https://books.toscrape.com/"] extraction_rules = { "quotes": {"selector": ".quote span.text", "all": True}, From d4ce340cb5e68061e63ff1ffffb07d371df2ff56 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 6 Oct 2025 18:31:08 +0530 Subject: [PATCH 29/53] Removed unused imports --- cognee/tests/tasks/web_scraping/web_scraping_test.py | 3 --- 1 file changed, 3 deletions(-) diff --git a/cognee/tests/tasks/web_scraping/web_scraping_test.py b/cognee/tests/tasks/web_scraping/web_scraping_test.py index 6ac89bbe62..c792c28cd3 100644 --- a/cognee/tests/tasks/web_scraping/web_scraping_test.py +++ b/cognee/tests/tasks/web_scraping/web_scraping_test.py @@ -2,10 +2,7 @@ import cognee from cognee.tasks.web_scraper.config import SoupCrawlerConfig from cognee.tasks.web_scraper import cron_web_scraper_task -from uuid import uuid5, NAMESPACE_OID -from cognee.infrastructure.databases.graph.get_graph_engine import get_graph_engine from dotenv import load_dotenv -from cognee.api.v1.visualize import visualize_graph load_dotenv() From 1c0e0f0fe112b872203951f6d870d0dd2b735150 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 6 Oct 2025 18:32:10 +0530 Subject: [PATCH 30/53] Solved more nitpick comments --- cognee/api/v1/add/add.py | 2 +- cognee/tasks/web_scraper/utils.py | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/cognee/api/v1/add/add.py b/cognee/api/v1/add/add.py index 3942fcf5fe..c8720f33f1 100644 --- a/cognee/api/v1/add/add.py +++ b/cognee/api/v1/add/add.py @@ -171,7 +171,7 @@ async def add( - TAVILY_API_KEY: YOUR_TAVILY_API_KEY """ - + if not soup_crawler_config and extraction_rules: soup_crawler_config = SoupCrawlerConfig(extraction_rules=extraction_rules) if not tavily_config and os.getenv("TAVILY_API_KEY"): diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index 28a19d69ff..12d2338eff 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -50,9 +50,9 @@ async def fetch_page_content( raise ValueError("TAVILY_API_KEY must be set in TavilyConfig to use Tavily") return await fetch_with_tavily(urls, tavily_config) - elif preferred_tool == "beautifulsoup": + if preferred_tool == "beautifulsoup": try: - from bs4 import BeautifulSoup + from bs4 import BeautifulSoup as _ # noqa: F401 except ImportError: logger.error( "Failed to import bs4, make sure to install using pip install beautifulsoup4>=4.13.1" From 54f2580f2d5f0b37eadf1397eae148ee0daa8e70 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 6 Oct 2025 19:02:11 +0530 Subject: [PATCH 31/53] Solved more nitpick comments --- cognee/api/v1/add/add.py | 2 +- cognee/tasks/web_scraper/utils.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/cognee/api/v1/add/add.py b/cognee/api/v1/add/add.py index c8720f33f1..93ddc0b49a 100644 --- a/cognee/api/v1/add/add.py +++ b/cognee/api/v1/add/add.py @@ -150,7 +150,7 @@ async def add( await cognee.add("https://example.com",extraction_rules=extraction_rules) # Add a single url and tavily extract ingestion method - Make sure to TAVILY_API_KEY = YOUR_TAVILY_API_KEY as a environment variable + Make sure to set TAVILY_API_KEY = YOUR_TAVILY_API_KEY as a environment variable await cognee.add("https://example.com") # Add multiple urls diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index 12d2338eff..f22a18aa55 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -36,7 +36,7 @@ async def fetch_page_content( extraction_rules are needed. Returns: - Dict[str, Union[str, Dict[str, str]]]: A dictionary mapping each URL to its + Dict[str, str]: A dictionary mapping each URL to its extracted content (as a string for BeautifulSoup or a dict for Tavily). Raises: From 1f36dd3d7194e0f4aca93ee54977aaf4e18c3ef8 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Mon, 6 Oct 2025 19:44:54 +0530 Subject: [PATCH 32/53] Solved nitpick comments --- cognee/tasks/web_scraper/config.py | 7 ++++--- cognee/tasks/web_scraper/utils.py | 12 ++++++++++-- 2 files changed, 14 insertions(+), 5 deletions(-) diff --git a/cognee/tasks/web_scraper/config.py b/cognee/tasks/web_scraper/config.py index 4b54c64705..e28f412e5b 100644 --- a/cognee/tasks/web_scraper/config.py +++ b/cognee/tasks/web_scraper/config.py @@ -1,12 +1,13 @@ from pydantic import BaseModel, Field -from typing import Any, Dict, Optional +from typing import Any, Dict, Optional, Literal import os class TavilyConfig(BaseModel): api_key: str = os.getenv("TAVILY_API_KEY") - extract_depth: str = "basic" - timeout: Optional[int] = Field(default=None, ge=1, le=60) + extract_depth: Literal["basic","advanced"] = "basic" + proxies: Optional[Dict[str,str]] = None + timeout: Optional[int] = Field(default=10, ge=1, le=60) class SoupCrawlerConfig(BaseModel): diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index f22a18aa55..1a300a37b3 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -105,8 +105,16 @@ async def fetch_with_tavily( "Failed to import tavily, make sure to install using pip install tavily-python>=0.7.0" ) raise - client = AsyncTavilyClient(api_key=tavily_config.api_key if tavily_config else None) - results = await client.extract(urls, format="text") + client = AsyncTavilyClient( + api_key=tavily_config.api_key if tavily_config else None, + proxies=tavily_config.proxies if tavily_config else None + ) + results = await client.extract( + urls, + format="text", + extract_depth=tavily_config.extract_depth if tavily_config else "basic", + timeout=tavily_config.timeout if tavily_config else 10 + ) for failed_result in results.get("failed_results", []): logger.warning(f"Failed to fetch {failed_result}") return_results = {} From 5dcd7e512fa354a1397b4b0b0a961283fd1598f8 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Tue, 7 Oct 2025 01:09:41 +0530 Subject: [PATCH 33/53] Changes uv.lock --- uv.lock | 1191 ++++++++++++++++++++++++++++++++----------------------- 1 file changed, 702 insertions(+), 489 deletions(-) diff --git a/uv.lock b/uv.lock index dc005da37d..95a485eef9 100644 --- a/uv.lock +++ b/uv.lock @@ -2,17 +2,33 @@ version = 1 revision = 3 requires-python = ">=3.10, <=3.13" resolution-markers = [ - "python_full_version >= '3.13' and platform_python_implementation != 'PyPy' and sys_platform != 'emscripten'", - "python_full_version == '3.12.*' and platform_python_implementation != 'PyPy' and sys_platform != 'emscripten'", - "python_full_version == '3.11.*' and platform_python_implementation != 'PyPy' and sys_platform != 'emscripten'", - "python_full_version < '3.11' and platform_python_implementation != 'PyPy' and sys_platform != 'emscripten'", - "python_full_version >= '3.13' and 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and sys_platform == 'linux') or (python_full_version == '3.12.*' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux')", + "python_full_version == '3.12.*' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'", + "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'", + "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version == '3.12.*' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux')", "python_full_version == '3.12.*' and sys_platform == 'emscripten'", + "python_full_version == '3.11.*' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'", + "python_full_version == '3.11.*' and 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a/cognee/tasks/ingestion/ingest_data.py b/cognee/tasks/ingestion/ingest_data.py index b86bada198..3c20a2b130 100644 --- a/cognee/tasks/ingestion/ingest_data.py +++ b/cognee/tasks/ingestion/ingest_data.py @@ -1,7 +1,7 @@ import json import inspect from uuid import UUID -from typing import Union, BinaryIO, Any, List, Optional, Dict, Literal +from typing import Union, BinaryIO, Any, List, Optional import cognee.modules.ingestion as ingestion from cognee.infrastructure.databases.relational import get_relational_engine @@ -16,7 +16,6 @@ get_dataset_data, load_or_create_datasets, ) -from cognee.tasks.web_scraper.config import SoupCrawlerConfig, TavilyConfig from .save_data_item_to_storage import save_data_item_to_storage from .data_item_to_text_file import data_item_to_text_file diff --git a/cognee/tasks/ingestion/save_data_item_to_storage.py b/cognee/tasks/ingestion/save_data_item_to_storage.py index c947d35c59..105f17c0d2 100644 --- a/cognee/tasks/ingestion/save_data_item_to_storage.py +++ b/cognee/tasks/ingestion/save_data_item_to_storage.py @@ -28,7 +28,7 @@ def __new__(cls, value: str): settings = SaveDataSettings() -async def save_data_item_to_storage(data_item: Union[BinaryIO, str, Any], **kwargs) -> str: +async def save_data_item_to_storage(data_item: Union[BinaryIO, str, Any]) -> str: if "llama_index" in str(type(data_item)): # Dynamic import is used because the llama_index module is optional. from .transform_data import get_data_from_llama_index diff --git a/cognee/tasks/web_scraper/bs4_crawler.py b/cognee/tasks/web_scraper/bs4_crawler.py index 7ccf06a3d4..f1efca3d63 100644 --- a/cognee/tasks/web_scraper/bs4_crawler.py +++ b/cognee/tasks/web_scraper/bs4_crawler.py @@ -137,7 +137,6 @@ async def __aexit__(self, exc_type, exc_val, exc_tb): """Exit the context manager, closing the HTTP client.""" await self.close() - @staticmethod @lru_cache(maxsize=1024) def _domain_from_url(url: str) -> str: """Extract the domain (netloc) from a URL. @@ -153,7 +152,6 @@ def _domain_from_url(url: str) -> str: except Exception: return url - @staticmethod @lru_cache(maxsize=1024) def _get_domain_root(url: str) -> str: """Get the root URL (scheme and netloc) from a URL. @@ -378,7 +376,6 @@ async def _render_with_playwright( ) await asyncio.sleep(backoff) - @staticmethod def _normalize_rule(rule: Union[str, Dict[str, Any]]) -> ExtractionRule: """Normalize an extraction rule to an ExtractionRule dataclass. diff --git a/cognee/tasks/web_scraper/config.py b/cognee/tasks/web_scraper/config.py index e28f412e5b..2f7f6b3f69 100644 --- a/cognee/tasks/web_scraper/config.py +++ b/cognee/tasks/web_scraper/config.py @@ -20,4 +20,5 @@ class SoupCrawlerConfig(BaseModel): extraction_rules: Dict[str, Any] use_playwright: bool = False playwright_js_wait: float = 0.8 + robots_cache_ttl: float = 3600.0 join_all_matches: bool = False diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index 1a300a37b3..5af95a2fe3 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -68,6 +68,7 @@ async def fetch_page_content( max_retries=soup_crawler_config.max_retries, retry_delay_factor=soup_crawler_config.retry_delay_factor, headers=soup_crawler_config.headers, + robots_cache_ttl=soup_crawler_config.robots_cache_ttl ) try: results = await crawler.fetch_with_bs4( From 3d53e8d6f1c45703931cf28203bdd19fb13a20e0 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Tue, 7 Oct 2025 20:59:19 +0530 Subject: [PATCH 39/53] Removed print statement that I used for debugging --- cognee/tasks/web_scraper/web_scraper_task.py | 1 - 1 file changed, 1 deletion(-) diff --git a/cognee/tasks/web_scraper/web_scraper_task.py b/cognee/tasks/web_scraper/web_scraper_task.py index 383580779a..969aef0d76 100644 --- a/cognee/tasks/web_scraper/web_scraper_task.py +++ b/cognee/tasks/web_scraper/web_scraper_task.py @@ -299,7 +299,6 @@ async def web_scraper_task( }, ) ) - print(len(webpages)) for webpage in webpages: node_mapping[webpage.id] = webpage parsed_url = urlparse(webpage.name) From fcd91a9709b749ccf34455265e445cc07eb5f08f Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Tue, 7 Oct 2025 21:51:26 +0530 Subject: [PATCH 40/53] Added self as an argument to all previous methods that were static methods --- cognee/tasks/web_scraper/bs4_crawler.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/cognee/tasks/web_scraper/bs4_crawler.py b/cognee/tasks/web_scraper/bs4_crawler.py index f1efca3d63..5681273113 100644 --- a/cognee/tasks/web_scraper/bs4_crawler.py +++ b/cognee/tasks/web_scraper/bs4_crawler.py @@ -138,7 +138,7 @@ async def __aexit__(self, exc_type, exc_val, exc_tb): await self.close() @lru_cache(maxsize=1024) - def _domain_from_url(url: str) -> str: + def _domain_from_url(self, url: str) -> str: """Extract the domain (netloc) from a URL. Args: @@ -153,7 +153,7 @@ def _domain_from_url(url: str) -> str: return url @lru_cache(maxsize=1024) - def _get_domain_root(url: str) -> str: + def _get_domain_root(self, url: str) -> str: """Get the root URL (scheme and netloc) from a URL. Args: @@ -376,7 +376,7 @@ async def _render_with_playwright( ) await asyncio.sleep(backoff) - def _normalize_rule(rule: Union[str, Dict[str, Any]]) -> ExtractionRule: + def _normalize_rule(self, rule: Union[str, Dict[str, Any]]) -> ExtractionRule: """Normalize an extraction rule to an ExtractionRule dataclass. Args: From fc660e402767ce0375084efc339587ed453faa12 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Tue, 7 Oct 2025 22:15:06 +0530 Subject: [PATCH 41/53] Closed crawler instance in a finally block --- cognee/tasks/web_scraper/utils.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index 5af95a2fe3..f8f4b7eaba 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -82,6 +82,8 @@ async def fetch_page_content( except Exception as e: logger.error(f"Error fetching page content: {str(e)}") raise + finally: + crawler.close() async def fetch_with_tavily( From 0fd55a737f808222557d05eef8a2ae2bd08ed599 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Tue, 7 Oct 2025 22:16:02 +0530 Subject: [PATCH 42/53] ruff formatted --- cognee/tasks/web_scraper/config.py | 4 ++-- cognee/tasks/web_scraper/utils.py | 8 ++++---- 2 files changed, 6 insertions(+), 6 deletions(-) diff --git a/cognee/tasks/web_scraper/config.py b/cognee/tasks/web_scraper/config.py index 2f7f6b3f69..30c24a7f0d 100644 --- a/cognee/tasks/web_scraper/config.py +++ b/cognee/tasks/web_scraper/config.py @@ -5,8 +5,8 @@ class TavilyConfig(BaseModel): api_key: str = os.getenv("TAVILY_API_KEY") - extract_depth: Literal["basic","advanced"] = "basic" - proxies: Optional[Dict[str,str]] = None + extract_depth: Literal["basic", "advanced"] = "basic" + proxies: Optional[Dict[str, str]] = None timeout: Optional[int] = Field(default=10, ge=1, le=60) diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index f8f4b7eaba..46acc513ed 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -68,7 +68,7 @@ async def fetch_page_content( max_retries=soup_crawler_config.max_retries, retry_delay_factor=soup_crawler_config.retry_delay_factor, headers=soup_crawler_config.headers, - robots_cache_ttl=soup_crawler_config.robots_cache_ttl + robots_cache_ttl=soup_crawler_config.robots_cache_ttl, ) try: results = await crawler.fetch_with_bs4( @@ -110,13 +110,13 @@ async def fetch_with_tavily( raise client = AsyncTavilyClient( api_key=tavily_config.api_key if tavily_config else None, - proxies=tavily_config.proxies if tavily_config else None + proxies=tavily_config.proxies if tavily_config else None, ) results = await client.extract( - urls, + urls, format="text", extract_depth=tavily_config.extract_depth if tavily_config else "basic", - timeout=tavily_config.timeout if tavily_config else 10 + timeout=tavily_config.timeout if tavily_config else 10, ) for failed_result in results.get("failed_results", []): logger.warning(f"Failed to fetch {failed_result}") From f59c278ae965d30b287d05bdf954e164283481ab Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Tue, 7 Oct 2025 22:36:24 +0530 Subject: [PATCH 43/53] Added await --- cognee/tasks/web_scraper/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cognee/tasks/web_scraper/utils.py b/cognee/tasks/web_scraper/utils.py index 46acc513ed..6d094f4233 100644 --- a/cognee/tasks/web_scraper/utils.py +++ b/cognee/tasks/web_scraper/utils.py @@ -83,7 +83,7 @@ async def fetch_page_content( logger.error(f"Error fetching page content: {str(e)}") raise finally: - crawler.close() + await crawler.close() async def fetch_with_tavily( From 49858c541654af66e9145d4d0a70f20812446638 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Tue, 7 Oct 2025 22:38:13 +0530 Subject: [PATCH 44/53] Made api_key field in TavilyConfig models to be Optional[str] type to allow None value --- cognee/tasks/web_scraper/config.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cognee/tasks/web_scraper/config.py b/cognee/tasks/web_scraper/config.py index 30c24a7f0d..2ee43ed323 100644 --- a/cognee/tasks/web_scraper/config.py +++ b/cognee/tasks/web_scraper/config.py @@ -4,7 +4,7 @@ class TavilyConfig(BaseModel): - api_key: str = os.getenv("TAVILY_API_KEY") + api_key: Optional[str] = os.getenv("TAVILY_API_KEY") extract_depth: Literal["basic", "advanced"] = "basic" proxies: Optional[Dict[str, str]] = None timeout: Optional[int] = Field(default=10, ge=1, le=60) From ea33854d4906e92da8600ff6575ef5ea4f7787ff Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Wed, 8 Oct 2025 14:06:13 +0530 Subject: [PATCH 45/53] Removed print statement logging and used cognee inbuilt logger and updated doctrings. --- cognee/tasks/web_scraper/web_scraper_task.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/cognee/tasks/web_scraper/web_scraper_task.py b/cognee/tasks/web_scraper/web_scraper_task.py index 969aef0d76..570cf80c34 100644 --- a/cognee/tasks/web_scraper/web_scraper_task.py +++ b/cognee/tasks/web_scraper/web_scraper_task.py @@ -96,7 +96,7 @@ async def cron_web_scraper_task( return # If no schedule, run immediately - print(f"[{datetime.now()}] Running web scraper task immediately...") + logger.info(f"[{datetime.now()}] Running web scraper task immediately...") return await web_scraper_task( url=url, schedule=schedule, @@ -118,10 +118,10 @@ async def web_scraper_task( tavily_config: TavilyConfig = None, job_name: str = None, ): - """Scrape URLs and store data points in a Kuzu graph database. + """Scrape URLs and store data points in a Graph database. This function scrapes content from the provided URLs, creates or updates WebPage, - WebSite, and ScrapingJob data points, and stores them in a Kuzu graph database. + WebSite, and ScrapingJob data points, and stores them in a Graph database. Each data point includes a description field summarizing its attributes. It creates 'is_scraping' (ScrapingJob to WebSite) and 'is_part_of' (WebPage to WebSite) relationships, preserving existing edges during node updates. From 8d27da659a9301f7c577dddae4bbadc095283ef3 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Wed, 8 Oct 2025 14:07:01 +0530 Subject: [PATCH 46/53] removed dotenv imports --- cognee/tests/tasks/web_scraping/web_scraping_test.py | 3 --- 1 file changed, 3 deletions(-) diff --git a/cognee/tests/tasks/web_scraping/web_scraping_test.py b/cognee/tests/tasks/web_scraping/web_scraping_test.py index c792c28cd3..7ba1b99569 100644 --- a/cognee/tests/tasks/web_scraping/web_scraping_test.py +++ b/cognee/tests/tasks/web_scraping/web_scraping_test.py @@ -2,9 +2,6 @@ import cognee from cognee.tasks.web_scraper.config import SoupCrawlerConfig from cognee.tasks.web_scraper import cron_web_scraper_task -from dotenv import load_dotenv - -load_dotenv() async def test_web_scraping_using_bs4(): From af71cba07fc177c4869f1f2a349f9f1d28de7494 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Wed, 8 Oct 2025 14:10:29 +0530 Subject: [PATCH 47/53] Trying to resolve uv.lock --- uv.lock | 610 +++++++++++++++++++++++++++++++++----------------------- 1 file changed, 359 insertions(+), 251 deletions(-) diff --git a/uv.lock b/uv.lock index 0a2058c244..574e20ef38 100644 --- a/uv.lock +++ b/uv.lock @@ -2,23 +2,39 @@ version = 1 revision = 3 requires-python = ">=3.10, <=3.13" resolution-markers = [ - "python_full_version >= '3.13' and platform_python_implementation != 'PyPy' and sys_platform != 'emscripten'", - "python_full_version == '3.12.*' and platform_python_implementation != 'PyPy' and sys_platform != 'emscripten'", - "python_full_version == '3.11.*' and platform_python_implementation != 'PyPy' and sys_platform != 'emscripten'", - "python_full_version < '3.11' and platform_python_implementation != 'PyPy' and sys_platform != 'emscripten'", - "python_full_version >= '3.13' and platform_python_implementation == 'PyPy' and sys_platform != 'emscripten'", - "python_full_version == '3.12.*' and platform_python_implementation == 'PyPy' and sys_platform != 'emscripten'", - "python_full_version == '3.11.*' and platform_python_implementation == 'PyPy' and sys_platform != 'emscripten'", - "python_full_version < '3.11' and platform_python_implementation == 'PyPy' and sys_platform != 'emscripten'", + "python_full_version >= '3.13' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'", + "python_full_version >= '3.13' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'", + "(python_full_version >= '3.13' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux') or (python_full_version >= '3.13' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux')", + "python_full_version >= '3.13' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'", + "python_full_version >= '3.13' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'", + "(python_full_version >= '3.13' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version >= '3.13' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux')", "python_full_version >= '3.13' and sys_platform == 'emscripten'", + "python_full_version == '3.12.*' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'", + "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'", + "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux') or (python_full_version == '3.12.*' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux')", + "python_full_version == '3.12.*' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'", + "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'", + "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version == '3.12.*' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux')", "python_full_version == '3.12.*' and sys_platform == 'emscripten'", + "python_full_version == '3.11.*' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'", + "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'", + "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_python_implementation 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sys_platform == 'linux') or (python_full_version < '3.11' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux')", + "python_full_version < '3.11' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'", + "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'", + "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux')", "python_full_version < '3.11' and sys_platform == 'emscripten'", ] sdist = { url = "https://files.pythonhosted.org/packages/fd/1d/06475e1cd5264c0b870ea2cc6fdb3e37177c1e565c43f56ff17a10e3937f/networkx-3.4.2.tar.gz", hash = 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BackgroundScheduler + from apscheduler.triggers.cron import CronTrigger + from apscheduler.schedulers.asyncio import AsyncIOScheduler - scheduler = BackgroundScheduler() + scheduler = AsyncIOScheduler() except ImportError: raise ImportError("Please install apscheduler by pip install APScheduler>=3.10") @@ -75,17 +74,16 @@ async def cron_web_scraper_task( raise ValueError(f"Invalid cron string '{schedule}': {e}") scheduler.add_job( - lambda: asyncio.run( - web_scraper_task( - url=url, - schedule=schedule, - extraction_rules=extraction_rules, - tavily_api_key=tavily_api_key, - soup_crawler_config=soup_crawler_config, - tavily_config=tavily_config, - job_name=job_name, - ) - ), + web_scraper_task, + kwargs={ + "url": url, + "schedule": schedule, + "extraction_rules": extraction_rules, + "tavily_api_key": tavily_api_key, + "soup_crawler_config": soup_crawler_config, + "tavily_config": tavily_config, + "job_name": job_name, + }, trigger=trigger, id=job_name, name=job_name or f"WebScraper_{uuid5(NAMESPACE_OID, name=job_name)}", @@ -249,7 +247,7 @@ async def web_scraper_task( f"Webpage: {parsed_url.path.lstrip('/') or 'Home'}\n" f"URL: {page_url}\n" f"Scraped at: {now.strftime('%Y-%m-%d %H:%M:%S')}\n" - f"Content: {content_str}" + f"Content: {content_str}\n" f"Content type: text\n" f"Page size: {len(content_str)} bytes\n" f"Status code: 200" From 599ef4a141bc85745ebca0bf304a9ee90a770f79 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Wed, 8 Oct 2025 16:10:35 +0530 Subject: [PATCH 49/53] solved nitpick comments --- cognee/tasks/web_scraper/web_scraper_task.py | 13 +++++++++++-- 1 file changed, 11 insertions(+), 2 deletions(-) diff --git a/cognee/tasks/web_scraper/web_scraper_task.py b/cognee/tasks/web_scraper/web_scraper_task.py index a77e732cb4..52b73b5b57 100644 --- a/cognee/tasks/web_scraper/web_scraper_task.py +++ b/cognee/tasks/web_scraper/web_scraper_task.py @@ -25,14 +25,22 @@ try: from apscheduler.triggers.cron import CronTrigger from apscheduler.schedulers.asyncio import AsyncIOScheduler - - scheduler = AsyncIOScheduler() except ImportError: raise ImportError("Please install apscheduler by pip install APScheduler>=3.10") logger = get_logger(__name__) +_scheduler = None + + +def get_scheduler(): + global _scheduler + if _scheduler is None: + _scheduler = AsyncIOScheduler() + return _scheduler + + async def cron_web_scraper_task( url: Union[str, List[str]], *, @@ -73,6 +81,7 @@ async def cron_web_scraper_task( except ValueError as e: raise ValueError(f"Invalid cron string '{schedule}': {e}") + scheduler = get_scheduler() scheduler.add_job( web_scraper_task, kwargs={ From 66022751e959b293472d0793e011bada0edf521c Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Wed, 8 Oct 2025 16:51:03 +0530 Subject: [PATCH 50/53] Addressed code rabbit comment on shortening content --- cognee/tasks/web_scraper/models.py | 2 +- cognee/tasks/web_scraper/web_scraper_task.py | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/cognee/tasks/web_scraper/models.py b/cognee/tasks/web_scraper/models.py index 297aebb4f4..aed2db0ed3 100644 --- a/cognee/tasks/web_scraper/models.py +++ b/cognee/tasks/web_scraper/models.py @@ -16,7 +16,7 @@ class WebPage(DataPoint): page_size: int extraction_rules: Dict[str, Any] # CSS selectors, XPath rules used description: str - metadata: dict = {"index_fields": ["name", "description"]} + metadata: dict = {"index_fields": ["name", "description", "content"]} class WebSite(DataPoint): diff --git a/cognee/tasks/web_scraper/web_scraper_task.py b/cognee/tasks/web_scraper/web_scraper_task.py index 52b73b5b57..52154c6ef5 100644 --- a/cognee/tasks/web_scraper/web_scraper_task.py +++ b/cognee/tasks/web_scraper/web_scraper_task.py @@ -250,13 +250,13 @@ async def web_scraper_task( # Create WebPage content_str = content if isinstance(content, str) else str(content) content_hash = hashlib.sha256(content_str.encode("utf-8")).hexdigest() - + content_preview = content_str[:500] + ("..." if len(content_str) > 500 else "") # Create description for WebPage webpage_description = ( f"Webpage: {parsed_url.path.lstrip('/') or 'Home'}\n" f"URL: {page_url}\n" f"Scraped at: {now.strftime('%Y-%m-%d %H:%M:%S')}\n" - f"Content: {content_str}\n" + f"Content: {content_preview}\n" f"Content type: text\n" f"Page size: {len(content_str)} bytes\n" f"Status code: 200" From a9d410e7dcdb34a87859dd21bd74301f526133f5 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Wed, 8 Oct 2025 16:56:35 +0530 Subject: [PATCH 51/53] resolving uv.lock conflict --- uv.lock | 1171 ++++++++++++++++++++++++++++++++++++++----------------- 1 file changed, 804 insertions(+), 367 deletions(-) diff --git a/uv.lock b/uv.lock index 574e20ef38..e280ca0dcc 100644 --- a/uv.lock +++ b/uv.lock @@ -1,5 +1,5 @@ version = 1 -revision = 3 +revision = 2 requires-python = ">=3.10, <=3.13" resolution-markers = [ "python_full_version >= '3.13' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'", @@ -32,6 +32,25 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"https://files.pythonhosted.org/packages/d4/57/60c3c01243bb81d381c9916e2a6d9e149ab8627c0c7d7abb2d73384b3c0c/zstandard-0.25.0-cp313-cp313-win_arm64.whl", hash = "sha256:85304a43f4d513f5464ceb938aa02c1e78c2943b29f44a750b48b25ac999a049", size = 462671, upload-time = "2025-09-14T22:17:51.533Z" }, -] +] \ No newline at end of file From f82dfbe3718d64cd935998f3534b66f400f78b85 Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Fri, 10 Oct 2025 02:34:04 +0530 Subject: [PATCH 52/53] solved nitpick comments --- cognee/api/v1/add/add.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cognee/api/v1/add/add.py b/cognee/api/v1/add/add.py index c3751da4bd..c67afe7deb 100644 --- a/cognee/api/v1/add/add.py +++ b/cognee/api/v1/add/add.py @@ -150,7 +150,7 @@ async def add( await cognee.add("https://example.com",extraction_rules=extraction_rules) # Add a single url and tavily extract ingestion method - Make sure to set TAVILY_API_KEY = YOUR_TAVILY_API_KEY as a environment variable + Make sure to set TAVILY_API_KEY = YOUR_TAVILY_API_KEY as a environment variable await cognee.add("https://example.com") # Add multiple urls From 4058d6303621ded36d8b8668c720ffe6f47a64cf Mon Sep 17 00:00:00 2001 From: Geoff-Robin Date: Fri, 10 Oct 2025 02:37:03 +0530 Subject: [PATCH 53/53] Added better selectors for testing --- cognee/tests/tasks/web_scraping/web_scraping_test.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/cognee/tests/tasks/web_scraping/web_scraping_test.py b/cognee/tests/tasks/web_scraping/web_scraping_test.py index 7ba1b99569..bf66b51554 100644 --- a/cognee/tests/tasks/web_scraping/web_scraping_test.py +++ b/cognee/tests/tasks/web_scraping/web_scraping_test.py @@ -122,8 +122,8 @@ async def test_cron_web_scraper(): await cognee.prune.prune_system(metadata=True) urls = ["https://quotes.toscrape.com/", "https://books.toscrape.com/"] extraction_rules = { - "quotes": {"selector": ".quote span.text", "all": True}, - "authors": {"selector": ".quote small", "all": True}, + "quotes": ".quote .text", + "authors": ".quote .author", "titles": "article.product_pod h3 a", "prices": "article.product_pod p.price_color", }