Harrison/playwright (#2871)

Co-authored-by: Manuel Saelices <msaelices@gmail.com>
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Harrison Chase 2023-04-13 22:15:03 -07:00 committed by GitHub
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3 changed files with 163 additions and 1 deletions

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@ -112,6 +112,79 @@
"source": [ "source": [
"data = loader.load()" "data = loader.load()"
] ]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "a2c1c79f",
"metadata": {},
"source": [
"# Playwright URL Loader\n",
"\n",
"This covers how to load HTML documents from a list of URLs using the `PlaywrightURLLoader`.\n",
"\n",
"As in the Selenium case, Playwright allows us to load pages that need JavaScript to render.\n",
"\n",
"## Setup\n",
"\n",
"To use the `PlaywrightURLLoader`, you will need to install `playwright` and `unstructured`. Additionally, you will need to install the Playwright Chromium browser:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "53158417",
"metadata": {},
"outputs": [],
"source": [
"# Install playwright\n",
"!pip install \"playwright\"\n",
"!pip install \"unstructured\"\n",
"!playwright install"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0ab4e115",
"metadata": {},
"outputs": [],
"source": [
"from langchain.document_loaders import PlaywrightURLLoader"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ce5a9a0a",
"metadata": {},
"outputs": [],
"source": [
"urls = [\n",
" \"https://www.youtube.com/watch?v=dQw4w9WgXcQ\",\n",
" \"https://goo.gl/maps/NDSHwePEyaHMFGwh8\"\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2dc3e0bc",
"metadata": {},
"outputs": [],
"source": [
"loader = PlaywrightURLLoader(urls=urls, remove_selectors=[\"header\", \"footer\"])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "10b79f80",
"metadata": {},
"outputs": [],
"source": [
"data = loader.load()"
]
} }
], ],
"metadata": { "metadata": {
@ -130,7 +203,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.8.13" "version": "3.10.6"
} }
}, },
"nbformat": 4, "nbformat": 4,

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@ -64,6 +64,7 @@ from langchain.document_loaders.unstructured import (
UnstructuredFileLoader, UnstructuredFileLoader,
) )
from langchain.document_loaders.url import UnstructuredURLLoader from langchain.document_loaders.url import UnstructuredURLLoader
from langchain.document_loaders.url_playwright import PlaywrightURLLoader
from langchain.document_loaders.url_selenium import SeleniumURLLoader from langchain.document_loaders.url_selenium import SeleniumURLLoader
from langchain.document_loaders.web_base import WebBaseLoader from langchain.document_loaders.web_base import WebBaseLoader
from langchain.document_loaders.whatsapp_chat import WhatsAppChatLoader from langchain.document_loaders.whatsapp_chat import WhatsAppChatLoader
@ -82,6 +83,7 @@ __all__ = [
"UnstructuredFileIOLoader", "UnstructuredFileIOLoader",
"UnstructuredURLLoader", "UnstructuredURLLoader",
"SeleniumURLLoader", "SeleniumURLLoader",
"PlaywrightURLLoader",
"DirectoryLoader", "DirectoryLoader",
"NotionDirectoryLoader", "NotionDirectoryLoader",
"NotionDBLoader", "NotionDBLoader",

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@ -0,0 +1,87 @@
"""Loader that uses Playwright to load a page, then uses unstructured to load the html.
"""
import logging
from typing import List, Optional
from langchain.docstore.document import Document
from langchain.document_loaders.base import BaseLoader
logger = logging.getLogger(__file__)
class PlaywrightURLLoader(BaseLoader):
"""Loader that uses Playwright and to load a page and unstructured to load the html.
This is useful for loading pages that require javascript to render.
Attributes:
urls (List[str]): List of URLs to load.
continue_on_failure (bool): If True, continue loading other URLs on failure.
headless (bool): If True, the browser will run in headless mode.
"""
def __init__(
self,
urls: List[str],
continue_on_failure: bool = True,
headless: bool = True,
remove_selectors: Optional[List[str]] = None,
):
"""Load a list of URLs using Playwright and unstructured."""
try:
import playwright # noqa:F401
except ImportError:
raise ValueError(
"playwright package not found, please install it with "
"`pip install playwright`"
)
try:
import unstructured # noqa:F401
except ImportError:
raise ValueError(
"unstructured package not found, please install it with "
"`pip install unstructured`"
)
self.urls = urls
self.continue_on_failure = continue_on_failure
self.headless = headless
self.remove_selectors = remove_selectors
def load(self) -> List[Document]:
"""Load the specified URLs using Playwright and create Document instances.
Returns:
List[Document]: A list of Document instances with loaded content.
"""
from playwright.sync_api import sync_playwright
from unstructured.partition.html import partition_html
docs: List[Document] = list()
with sync_playwright() as p:
browser = p.chromium.launch(headless=self.headless)
for url in self.urls:
try:
page = browser.new_page()
page.goto(url)
for selector in self.remove_selectors or []:
element = page.locator(selector)
if element.is_visible():
element.evaluate("element => element.remove()")
page_source = page.content()
elements = partition_html(text=page_source)
text = "\n\n".join([str(el) for el in elements])
metadata = {"source": url}
docs.append(Document(page_content=text, metadata=metadata))
except Exception as e:
if self.continue_on_failure:
logger.error(
f"Error fetching or processing {url}, exception: {e}"
)
else:
raise e
browser.close()
return docs