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langchain/libs/community/langchain_community/document_loaders/spider.py

95 lines
3.3 KiB
Python

from typing import Iterator, Literal, Optional
from langchain_core.document_loaders import BaseLoader
from langchain_core.documents import Document
from langchain_core.utils import get_from_env
class SpiderLoader(BaseLoader):
"""Load web pages as Documents using Spider AI.
Must have the Python package `spider-client` installed and a Spider API key.
See https://spider.cloud for more.
"""
def __init__(
self,
url: str,
*,
api_key: Optional[str] = None,
mode: Literal["scrape", "crawl"] = "scrape",
params: Optional[dict] = {"return_format": "markdown"},
):
"""Initialize with API key and URL.
Args:
url: The URL to be processed.
api_key: The Spider API key. If not specified, will be read from env
var `SPIDER_API_KEY`.
mode: The mode to run the loader in. Default is "scrape".
Options include "scrape" (single page) and "crawl" (with deeper
crawling following subpages).
params: Additional parameters for the Spider API.
"""
try:
from spider import Spider # noqa: F401
except ImportError:
raise ImportError(
"`spider` package not found, please run `pip install spider-client`"
)
if mode not in ("scrape", "crawl"):
raise ValueError(
f"Unrecognized mode '{mode}'. Expected one of 'scrape', 'crawl'."
)
# If `params` is `None`, initialize it as an empty dictionary
if params is None:
params = {}
# Add a default value for 'metadata' if it's not already present
if "metadata" not in params:
params["metadata"] = True
# Use the environment variable if the API key isn't provided
api_key = api_key or get_from_env("api_key", "SPIDER_API_KEY")
self.spider = Spider(api_key=api_key)
self.url = url
self.mode = mode
self.params = params
def lazy_load(self) -> Iterator[Document]:
"""Load documents based on the specified mode."""
spider_docs = []
if self.mode == "scrape":
# Scrape a single page
response = self.spider.scrape_url(self.url, params=self.params)
if response:
spider_docs.append(response)
elif self.mode == "crawl":
# Crawl multiple pages
response = self.spider.crawl_url(self.url, params=self.params)
if response:
spider_docs.extend(response)
for doc in spider_docs:
if self.mode == "scrape":
# Ensure page_content is also not None
page_content = doc[0].get("content", "")
# Ensure metadata is also not None
metadata = doc[0].get("metadata", {})
yield Document(page_content=page_content, metadata=metadata)
if self.mode == "crawl":
# Ensure page_content is also not None
page_content = doc.get("content", "")
# Ensure metadata is also not None
metadata = doc.get("metadata", {})
if page_content is not None:
yield Document(
page_content=page_content,
metadata=metadata,
)