Source code for langchain_community.document_loaders.scrapfly
"""Scrapfly Web Reader."""
import logging
from typing import Iterator, List, Literal, Optional
from langchain_core.document_loaders import BaseLoader
from langchain_core.documents import Document
from langchain_core.utils import get_from_env
logger = logging.getLogger(__file__)
[docs]
class ScrapflyLoader(BaseLoader):
"""Turn a url to llm accessible markdown with `Scrapfly.io`.
For further details, visit: https://scrapfly.io/docs/sdk/python
"""
[docs]
def __init__(
self,
urls: List[str],
*,
api_key: Optional[str] = None,
scrape_format: Literal["markdown", "text"] = "markdown",
scrape_config: Optional[dict] = None,
continue_on_failure: bool = True,
) -> None:
"""Initialize client.
Args:
urls: List of urls to scrape.
api_key: The Scrapfly API key. If not specified must have env var
SCRAPFLY_API_KEY set.
scrape_format: Scrape result format, one or "markdown" or "text".
scrape_config: Dictionary of ScrapFly scrape config object.
continue_on_failure: Whether to continue if scraping a url fails.
"""
try:
from scrapfly import ScrapflyClient
except ImportError:
raise ImportError(
"`scrapfly` package not found, please run `pip install scrapfly-sdk`"
)
if not urls:
raise ValueError("URLs must be provided.")
api_key = api_key or get_from_env("api_key", "SCRAPFLY_API_KEY")
self.scrapfly = ScrapflyClient(key=api_key)
self.urls = urls
self.scrape_format = scrape_format
self.scrape_config = scrape_config
self.continue_on_failure = continue_on_failure
[docs]
def lazy_load(self) -> Iterator[Document]:
from scrapfly import ScrapeConfig
scrape_config = self.scrape_config if self.scrape_config is not None else {}
for url in self.urls:
try:
response = self.scrapfly.scrape(
ScrapeConfig(url, format=self.scrape_format, **scrape_config)
)
yield Document(
page_content=response.scrape_result["content"],
metadata={"url": url},
)
except Exception as e:
if self.continue_on_failure:
logger.error(f"Error fetching data from {url}, exception: {e}")
else:
raise e