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# Shamelessly stolen from Microsoft Autogen team: thanks to them for this great resource! | |
# https://github.com/microsoft/autogen/blob/gaia_multiagent_v01_march_1st/autogen/browser_utils.py | |
import os | |
import re | |
from typing import Tuple, Optional | |
from transformers.agents.agents import Tool | |
import time | |
from dotenv import load_dotenv | |
import requests | |
from pypdf import PdfReader | |
from markdownify import markdownify as md | |
import mimetypes | |
from .browser import SimpleTextBrowser | |
load_dotenv(override=True) | |
user_agent = "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36 Edg/119.0.0.0" | |
browser_config = { | |
"viewport_size": 1024 * 5, | |
"downloads_folder": "coding", | |
"request_kwargs": { | |
"headers": {"User-Agent": user_agent}, | |
"timeout": 300, | |
}, | |
} | |
browser_config["serpapi_key"] = os.environ["SERPAPI_API_KEY"] | |
browser = SimpleTextBrowser(**browser_config) | |
# Helper functions | |
def _browser_state() -> Tuple[str, str]: | |
header = f"Address: {browser.address}\n" | |
if browser.page_title is not None: | |
header += f"Title: {browser.page_title}\n" | |
current_page = browser.viewport_current_page | |
total_pages = len(browser.viewport_pages) | |
address = browser.address | |
for i in range(len(browser.history)-2,-1,-1): # Start from the second last | |
if browser.history[i][0] == address: | |
header += f"You previously visited this page {round(time.time() - browser.history[i][1])} seconds ago.\n" | |
break | |
header += f"Viewport position: Showing page {current_page+1} of {total_pages}.\n" | |
return (header, browser.viewport) | |
class SearchInformationTool(Tool): | |
name="informational_web_search" | |
description="Perform an INFORMATIONAL web search query then return the search results." | |
inputs = { | |
"query": { | |
"type": "text", | |
"description": "The informational web search query to perform." | |
} | |
} | |
inputs["filter_year"]= { | |
"type": "text", | |
"description": "[Optional parameter]: filter the search results to only include pages from a specific year. For example, '2020' will only include pages from 2020. Make sure to use this parameter if you're trying to search for articles from a specific date!" | |
} | |
output_type = "text" | |
def forward(self, query: str, filter_year: Optional[int] = None) -> str: | |
browser.visit_page(f"google: {query}", filter_year=filter_year) | |
header, content = _browser_state() | |
return header.strip() + "\n=======================\n" + content | |
class NavigationalSearchTool(Tool): | |
name="navigational_web_search" | |
description="Perform a NAVIGATIONAL web search query then immediately navigate to the top result. Useful, for example, to navigate to a particular Wikipedia article or other known destination. Equivalent to Google's \"I'm Feeling Lucky\" button." | |
inputs = {"query": {"type": "text", "description": "The navigational web search query to perform."}} | |
output_type = "text" | |
def forward(self, query: str) -> str: | |
browser.visit_page(f"google: {query}") | |
# Extract the first line | |
m = re.search(r"\[.*?\]\((http.*?)\)", browser.page_content) | |
if m: | |
browser.visit_page(m.group(1)) | |
# Return where we ended up | |
header, content = _browser_state() | |
return header.strip() + "\n=======================\n" + content | |
class VisitTool(Tool): | |
name="visit_page" | |
description="Visit a webpage at a given URL and return its text." | |
inputs = {"url": {"type": "text", "description": "The relative or absolute url of the webapge to visit."}} | |
output_type = "text" | |
def forward(self, url: str) -> str: | |
browser.visit_page(url) | |
header, content = _browser_state() | |
return header.strip() + "\n=======================\n" + content | |
class DownloadTool(Tool): | |
name="download_file" | |
description=""" | |
Download a file at a given URL. The file should be of this format: [".xlsx", ".pptx", ".wav", ".mp3", ".png", ".docx"] | |
After using this tool, for further inspection of this page you should return the download path to your manager via final_answer, and they will be able to inspect it. | |
DO NOT use this tool for .pdf or .txt or .htm files: for these types of files use visit_page with the file url instead.""" | |
inputs = {"url": {"type": "text", "description": "The relative or absolute url of the file to be downloaded."}} | |
output_type = "text" | |
def forward(self, url: str) -> str: | |
if "arxiv" in url: | |
url = url.replace("abs", "pdf") | |
response = requests.get(url) | |
content_type = response.headers.get("content-type", "") | |
extension = mimetypes.guess_extension(content_type) | |
if extension and isinstance(extension, str): | |
new_path = f"./downloads/file{extension}" | |
else: | |
new_path = "./downloads/file.object" | |
with open(new_path, "wb") as f: | |
f.write(response.content) | |
if "pdf" in extension or "txt" in extension or "htm" in extension: | |
raise Exception("Do not use this tool for pdf or txt or html files: use visit_page instead.") | |
return f"File was downloaded and saved under path {new_path}." | |
class PageUpTool(Tool): | |
name="page_up" | |
description="Scroll the viewport UP one page-length in the current webpage and return the new viewport content." | |
output_type = "text" | |
def forward(self) -> str: | |
browser.page_up() | |
header, content = _browser_state() | |
return header.strip() + "\n=======================\n" + content | |
class ArchiveSearchTool(Tool): | |
name="find_archived_url" | |
description="Given a url, searches the Wayback Machine and returns the archived version of the url that's closest in time to the desired date." | |
inputs={ | |
"url": {"type": "text", "description": "The url you need the archive for."}, | |
"date": {"type": "text", "description": "The date that you want to find the archive for. Give this date in the format 'YYYYMMDD', for instance '27 June 2008' is written as '20080627'."} | |
} | |
output_type = "text" | |
def forward(self, url, date) -> str: | |
archive_url = f"https://archive.org/wayback/available?url={url}×tamp={date}" | |
response = requests.get(archive_url).json() | |
try: | |
closest = response["archived_snapshots"]["closest"] | |
except: | |
raise Exception(f"Your url was not archived on Wayback Machine, try a different url.") | |
target_url = closest["url"] | |
browser.visit_page(target_url) | |
header, content = _browser_state() | |
return f"Web archive for url {url}, snapshot taken at date {closest['timestamp'][:8]}:\n" + header.strip() + "\n=======================\n" + content | |
class PageDownTool(Tool): | |
name="page_down" | |
description="Scroll the viewport DOWN one page-length in the current webpage and return the new viewport content." | |
output_type = "text" | |
def forward(self, ) -> str: | |
browser.page_down() | |
header, content = _browser_state() | |
return header.strip() + "\n=======================\n" + content | |
class FinderTool(Tool): | |
name="find_on_page_ctrl_f" | |
description="Scroll the viewport to the first occurrence of the search string. This is equivalent to Ctrl+F." | |
inputs = {"search_string": {"type": "text", "description": "The string to search for on the page. This search string supports wildcards like '*'" }} | |
output_type = "text" | |
def forward(self, search_string: str) -> str: | |
find_result = browser.find_on_page(search_string) | |
header, content = _browser_state() | |
if find_result is None: | |
return header.strip() + f"\n=======================\nThe search string '{search_string}' was not found on this page." | |
else: | |
return header.strip() + "\n=======================\n" + content | |
class FindNextTool(Tool): | |
name="find_next" | |
description="Scroll the viewport to next occurrence of the search string. This is equivalent to finding the next match in a Ctrl+F search." | |
inputs = {} | |
output_type = "text" | |
def forward(self, ) -> str: | |
find_result = browser.find_next() | |
header, content = _browser_state() | |
if find_result is None: | |
return header.strip() + "\n=======================\nThe search string was not found on this page." | |
else: | |
return header.strip() + "\n=======================\n" + content |