feat: create tools for agents
Browse files- tools/__init__.py +13 -0
- tools/math_tools.py +77 -0
- tools/search_tools.py +99 -0
tools/__init__.py
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from tools.math_tools import add, div, mod, mult, sub
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from tools.search_tools import arxiv_search, internet_search, wiki_search
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__all__ = [
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"add",
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"div",
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"mod",
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"mult",
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"sub",
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"arxiv_search",
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"internet_search",
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"wiki_search",
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]
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tools/math_tools.py
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from langchain_core.tools import tool
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@tool
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def add(a: float, b: float) -> float:
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"""Adds two numbers and returns the result rounded to 2 decimal places.
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Args:
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a (float): First number to be added
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b (float): Second number to be added
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Returns:
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float: The sum of a and b, rounded to 2 decimal places
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"""
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return round((a + b), 2)
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@tool
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def sub(a: float, b: float) -> float:
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"""Subtracts the second number from the first and returns the result rounded to 2 decimal places.
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Args:
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a (float): Number to subtract from
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b (float): Number to subtract
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Returns:
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float: The difference between a and b, rounded to 2 decimal places
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"""
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return round((a - b), 2)
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@tool
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def mult(a: float, b: float) -> float:
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"""Multiplies two numbers and returns the result rounded to 2 decimal places.
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Args:
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a (float): First number to multiply
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b (float): Second number to multiply
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Returns:
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float: The product of a and b, rounded to 2 decimal places
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"""
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return round((a * b), 2)
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@tool
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def div(a: float, b: float) -> float:
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"""Divides the first number by the second and returns the result rounded to 2 decimal places.
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Args:
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a (float): Number to be divided (dividend)
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b (float): Number to divide by (divisor)
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Raises:
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ValueError: If the divisor (b) is zero
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Returns:
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float: The quotient of a divided by b, rounded to 2 decimal places
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"""
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if b == 0:
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raise ValueError("Cannot divide by zero!")
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return round((a / b), 2)
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@tool
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def mod(a: float, b: float) -> float:
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"""Calculates the remainder of dividing the first number by the second and returns the result rounded to 2 decimal places.
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Args:
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a (float): Number to be divided (dividend)
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b (float): Number to divide by (divisor)
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Returns:
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float: The remainder of a divided by b, rounded to 2 decimal places
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"""
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return round((a % b), 2)
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tools/search_tools.py
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from typing import Dict, List
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from langchain_community.document_loaders import ArxivLoader, WikipediaLoader
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from langchain_core.tools import tool
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from langchain_tavily import TavilySearch
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@tool
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def internet_search(query: str) -> Dict[str, List[Dict[str, str]]]:
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"""Perform a web search using Tavily Search API.
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This tool searches the web for relevant information based on the provided query.
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It returns up to 2 most relevant results with their sources, titles, and content.
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Args:
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query (str): The search query to look up on the web.
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Returns:
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Dict[str, List[Dict[str, str]]]: A dictionary containing a list of search results.
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Each result is a dictionary with keys:
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- Source: URL of the webpage
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- Title: Title of the webpage
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- Content: Main content/text from the webpage
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"""
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response = TavilySearch(max_results=1).invoke(query)
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formatted_answer = [
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{
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"Source": result["url"],
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"Title": result["title"],
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"Content": result["content"],
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}
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for result in response["results"]
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]
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return {"web_results": formatted_answer}
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@tool
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def wiki_search(query: str) -> Dict[str, List[Dict[str, str]]]:
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"""Search Wikipedia articles using the provided query.
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This tool searches Wikipedia for articles matching the query and returns
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up to 2 most relevant results with their sources, titles, and content.
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Args:
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query (str): The search query to look up on Wikipedia.
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Returns:
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Dict[str, List[Dict[str, str]]]: A dictionary containing a list of Wikipedia results.
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Each result is a dictionary with keys:
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- Source: URL of the Wikipedia article
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- Title: Title of the Wikipedia article
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- Content: Main content/text from the article
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"""
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docs = WikipediaLoader(query=query, load_max_docs=2).load()
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formatted_answer = [
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{
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"Source": doc.metadata["source"],
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"Title": doc.metadata["title"],
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"Content": doc.page_content,
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}
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for doc in docs
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]
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return {"wiki_results": formatted_answer}
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@tool
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def arxiv_search(query: str) -> Dict[str, List[Dict[str, str]]]:
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"""Search academic papers on arXiv using the provided query.
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This tool searches arXiv for academic papers matching the query and returns
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up to 2 most relevant results with their sources, titles, and content.
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Args:
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query (str): The search query to look up on arXiv.
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Returns:
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Dict[str, List[Dict[str, str]]]: A dictionary containing a list of arXiv results.
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Each result is a dictionary with keys:
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- Source: URL of the arXiv paper
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- Title: Title of the academic paper
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- Content: Main content/abstract of the paper
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"""
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docs = ArxivLoader(query=query, load_max_docs=2).load()
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formatted_answer = [
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{
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"Published": doc.metadata["Published"],
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"Authors": doc.metadata["Authors"],
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"Title": doc.metadata["Title"],
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"Content": doc.page_content,
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}
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for doc in docs
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]
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return {"arxiv_results": formatted_answer}
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