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Tested and Debugged scraping usage in cognee.add() pipeline

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This commit is contained in:
Geoff-Robin 2025-10-04 21:26:25 +05:30
parent ab6fc65406
commit 2cba31a086
10 changed files with 320 additions and 216 deletions
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21
cognee/api/v1/add/add.py
View file

@ -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.pipelines.layers.reset_dataset_pipeline_run_status import (
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)

10
cognee/infrastructure/loaders/external/webscraper_loader.py vendored
View file

@ -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

12
cognee/tasks/ingestion/ingest_data.py
View file

@ -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 ingest_data(
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)

24
cognee/tasks/ingestion/save_data_item_to_storage.py
View file

@ -7,7 +7,7 @@ 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
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(

3
cognee/tasks/web_scraper/__init__.py
View file

@ -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",
]

65
cognee/tasks/web_scraper/utils.py
View file

@ -8,32 +8,13 @@ import asyncio
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'"
)

161
cognee/tests/tasks/web_scraping/web_scraping_test.py
View file

@ -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())

1
notebooks/data/graphrag vendored

@ -1 +0,0 @@
Subproject commit 130b84db9270734756d16918e5c86034777140fc

2
pyproject.toml
View file

@ -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"]

237
uv.lock generated
View file

@ -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 = ">=0.8.0,<1.0.0" },
{ name = "transformers", marker = "extra == 'codegraph'", specifier = ">=4.46.3,<5" },
{ name = "transformers", marker = "extra == 'huggingface'", specifier = ">=4.46.3,<5" },
@ -1067,7 +1075,7 @@ requires-dist = [
{ name = "uvicorn", specifier = ">=0.34.0,<1.0.0" },
{ name = "websockets", specifier = ">=15.0.1,<16.0.0" },
]
provides-extras = ["api", "distributed", "neo4j", "neptune", "postgres", "postgres-binary", "notebook", "langchain", "llama-index", "gemini", "huggingface", "ollama", "mistral", "anthropic", "deepeval", "posthog", "falkordb", "groq", "chromadb", "docs", "codegraph", "evals", "gui", "graphiti", "aws", "dev", "debug"]
provides-extras = ["api", "distributed", "scraping", "neo4j", "neptune", "postgres", "postgres-binary", "notebook", "langchain", "llama-index", "gemini", "huggingface", "ollama", "mistral", "anthropic", "deepeval", "posthog", "groq", "chromadb", "docs", "codegraph", "evals", "gui", "graphiti", "aws", "dev", "debug"]
[[package]]
name = "colorama"
@ -1718,19 +1726,6 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl", hash = "sha256:760643d3452b4d777d295bb167ccc74c64a81df23fb5e08eff250c425a4b2017", size = 28317, upload-time = "2025-09-01T09:48:08.5Z" },
]
[[package]]
name = "falkordb"
version = "1.2.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "python-dateutil" },
{ name = "redis" },
]
sdist = { url = "https://files.pythonhosted.org/packages/9e/3b/2d846e877aec104841c523e99e1c584d4aa2423a0e31afee5b8369e3c8c5/falkordb-1.2.0.tar.gz", hash = "sha256:ce57365b86722d538e75aa5d438de67ecd8eb9478da612506d9812cd7f182d0b", size = 28976, upload-time = "2025-06-30T18:03:37.829Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/39/81/1265e623c989bb8c12fe566645bad390d04e66fa62b84ca656e5bafce1f0/falkordb-1.2.0-py3-none-any.whl", hash = "sha256:7572d9cc377735d22efc52fe6fe73c7a435422c827b6ea3ca223a850a77be12e", size = 34737, upload-time = "2025-06-30T18:03:36.582Z" },
]
[[package]]
name = "fastapi"
version = "0.117.1"
@ -1785,17 +1780,17 @@ name = "fastembed"
version = "0.6.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "huggingface-hub" },
{ name = "loguru" },
{ name = "mmh3" },
{ name = "huggingface-hub", marker = "python_full_version < '3.13'" },
{ name = "loguru", marker = "python_full_version < '3.13'" },
{ name = "mmh3", marker = "python_full_version < '3.13'" },
{ name = "numpy", version = "1.26.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
{ name = "numpy", version = "2.3.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
{ name = "onnxruntime" },
{ name = "pillow" },
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