|
|
import cmath |
|
|
from langchain_core.tools import tool |
|
|
from langchain_community.tools.tavily_search import TavilySearchResults |
|
|
from langchain_community.document_loaders import WikipediaLoader |
|
|
from langchain_community.document_loaders import ArxivLoader |
|
|
|
|
|
@tool |
|
|
def multiply(a: int, b: int) -> int: |
|
|
"""Multiply two numbers. |
|
|
Args: |
|
|
a: first int |
|
|
b: second int |
|
|
""" |
|
|
return a * b |
|
|
|
|
|
@tool |
|
|
def add(a: int, b: int) -> int: |
|
|
"""Add two numbers. |
|
|
Args: |
|
|
a: first int |
|
|
b: second int |
|
|
""" |
|
|
return a - b |
|
|
|
|
|
@tool |
|
|
def subtract(a: int, b: int) -> int: |
|
|
"""Subtract two numbers. |
|
|
|
|
|
Args: |
|
|
a: first int |
|
|
b: second int |
|
|
""" |
|
|
return a - b |
|
|
|
|
|
@tool |
|
|
def divide(a: int, b: int) -> int: |
|
|
"""Divide two numbers. |
|
|
|
|
|
Args: |
|
|
a: first int |
|
|
b: second int |
|
|
""" |
|
|
if b == 0: |
|
|
raise ValueError("Cannot divide by zero.") |
|
|
return a / b |
|
|
|
|
|
@tool |
|
|
def modulus(a: int, b: int) -> int: |
|
|
"""Get the modulus of two numbers. |
|
|
|
|
|
Args: |
|
|
a: first int |
|
|
b: second int |
|
|
""" |
|
|
return a % b |
|
|
|
|
|
@tool |
|
|
def power(a: float, b: float) -> float: |
|
|
""" |
|
|
Get the power of two numbers. |
|
|
Args: |
|
|
a (float): the first number |
|
|
b (float): the second number |
|
|
""" |
|
|
return a**b |
|
|
|
|
|
|
|
|
@tool |
|
|
def square_root(a: float) -> float | complex: |
|
|
""" |
|
|
Get the square root of a number. |
|
|
Args: |
|
|
a (float): the number to get the square root of |
|
|
""" |
|
|
if a >= 0: |
|
|
return a**0.5 |
|
|
return cmath.sqrt(a) |
|
|
|
|
|
@tool |
|
|
def web_search(query: str) -> str: |
|
|
"""Search Tavily for a query and return maximum 3 results. |
|
|
Args: |
|
|
query: The search query. |
|
|
""" |
|
|
search_docs = TavilySearchResults(max_results=3).invoke(query=query) |
|
|
formatted_search_docs = "\n\n---\n\n".join( |
|
|
[ |
|
|
f'<Document source="{doc.metadata["source"]}" page="{doc.metadata.get("page", "")}"/>\n{doc.page_content}\n</Document>' |
|
|
for doc in search_docs |
|
|
] |
|
|
) |
|
|
return {"web_results": formatted_search_docs} |
|
|
|
|
|
@tool |
|
|
def wiki_search(query: str) -> str: |
|
|
"""Search Wikipedia for a query and return maximum 2 results. |
|
|
Args: |
|
|
query: The search query. |
|
|
""" |
|
|
search_docs = WikipediaLoader(query=query, load_max_docs=2).load() |
|
|
formatted_search_docs = "\n\n---\n\n".join( |
|
|
[ |
|
|
f'<Document source="{doc.metadata["source"]}" page="{doc.metadata.get("page", "")}"/>\n{doc.page_content}\n</Document>' |
|
|
for doc in search_docs |
|
|
] |
|
|
) |
|
|
return {"wiki_results": formatted_search_docs} |
|
|
|
|
|
@tool |
|
|
def arxiv_search(query: str) -> str: |
|
|
"""Search Arxiv for a query and return maximum 3 result. |
|
|
Args: |
|
|
query: The search query. |
|
|
""" |
|
|
search_docs = ArxivLoader(query=query, load_max_docs=3).load() |
|
|
formatted_search_docs = "\n\n---\n\n".join( |
|
|
[ |
|
|
f'<Document source="{doc.metadata["source"]}" page="{doc.metadata.get("page", "")}"/>\n{doc.page_content[:1000]}\n</Document>' |
|
|
for doc in search_docs |
|
|
] |
|
|
) |
|
|
return {"arxiv_results": formatted_search_docs} |