forked from Archives/langchain
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{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "eda326e4",
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"metadata": {},
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"source": [
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"# Brave Search\n",
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"\n",
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"This notebook goes over how to use the Brave Search tool."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "a4c896e5",
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"metadata": {},
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"outputs": [],
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"source": [
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"from langchain.tools import BraveSearch"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "6784d37c",
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"metadata": {},
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"outputs": [],
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"source": [
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"api_key = \"...\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "5b14008a",
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"metadata": {},
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"outputs": [],
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"source": [
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"tool = BraveSearch.from_api_key(api_key=api_key, search_kwargs={\"count\": 3})"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "f11937b2",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"'[{\"title\": \"Barack Obama - Wikipedia\", \"link\": \"https://en.wikipedia.org/wiki/Barack_Obama\", \"snippet\": \"Outside of politics, <strong>Obama</strong> has published three bestselling books: Dreams from My Father (1995), The Audacity of Hope (2006) and A Promised Land (2020). Rankings by scholars and historians, in which he has been featured since 2010, place him in the <strong>middle</strong> to upper tier of American presidents.\"}, {\"title\": \"Obama\\'s Middle Name -- My Last Name -- is \\'Hussein.\\' So?\", \"link\": \"https://www.cair.com/cair_in_the_news/obamas-middle-name-my-last-name-is-hussein-so/\", \"snippet\": \"Many Americans understand that common names don\\\\u2019t only come in the form of a \\\\u201cSmith\\\\u201d or a \\\\u201cJohnson.\\\\u201d Perhaps, they have a neighbor, mechanic or teacher named Hussein. Or maybe they\\\\u2019ve seen fashion designer Hussein Chalayan in the pages of Vogue or recall <strong>King Hussein</strong>, our ally in the Middle East.\"}, {\"title\": \"What\\'s up with Obama\\'s middle name? - Quora\", \"link\": \"https://www.quora.com/Whats-up-with-Obamas-middle-name\", \"snippet\": \"Answer (1 of 15): A better question would be, \\\\u201cWhat\\\\u2019s up with Obama\\\\u2019s first name?\\\\u201d President <strong>Barack Hussein Obama</strong>\\\\u2019s father\\\\u2019s name was <strong>Barack Hussein Obama</strong>. He was named after his father. Hussein, Obama\\\\u2019s middle name, is a very common Arabic name, meaning "good," "handsome," or "beautiful."\"}]'"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"tool.run(\"obama middle name\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "da9c63d5",
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"metadata": {},
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"outputs": [],
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"source": []
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.9.1"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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@ -0,0 +1,43 @@
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from __future__ import annotations
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from typing import Any, Optional
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from langchain.callbacks.manager import (
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AsyncCallbackManagerForToolRun,
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CallbackManagerForToolRun,
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)
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from langchain.tools.base import BaseTool
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from langchain.utilities.brave_search import BraveSearchWrapper
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class BraveSearch(BaseTool):
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name = "brave-search"
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description = (
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"a search engine. "
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"useful for when you need to answer questions about current events."
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" input should be a search query."
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)
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search_wrapper: BraveSearchWrapper
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@classmethod
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def from_api_key(
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cls, api_key: str, search_kwargs: Optional[dict] = None, **kwargs: Any
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) -> BraveSearch:
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wrapper = BraveSearchWrapper(api_key=api_key, search_kwargs=search_kwargs or {})
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return cls(search_wrapper=wrapper, **kwargs)
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def _run(
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self,
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query: str,
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run_manager: Optional[CallbackManagerForToolRun] = None,
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) -> str:
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"""Use the tool."""
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return self.search_wrapper.run(query)
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async def _arun(
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self,
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query: str,
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run_manager: Optional[AsyncCallbackManagerForToolRun] = None,
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) -> str:
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"""Use the tool asynchronously."""
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raise NotImplementedError("BraveSearch does not support async")
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@ -0,0 +1,40 @@
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import json
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import requests
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from pydantic import BaseModel, Field
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class BraveSearchWrapper(BaseModel):
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api_key: str
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search_kwargs: dict = Field(default_factory=dict)
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def run(self, query: str) -> str:
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headers = {
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"X-Subscription-Token": self.api_key,
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"Accept": "application/json",
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}
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base_url = "https://api.search.brave.com/res/v1/web/search"
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req = requests.PreparedRequest()
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params = {**self.search_kwargs, **{"q": query}}
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req.prepare_url(base_url, params)
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if req.url is None:
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raise ValueError("prepared url is None, this should not happen")
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response = requests.get(req.url, headers=headers)
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if not response.ok:
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raise Exception(f"HTTP error {response.status_code}")
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parsed_response = response.json()
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web_search_results = parsed_response.get("web", {}).get("results", [])
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final_results = []
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if isinstance(web_search_results, list):
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for item in web_search_results:
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final_results.append(
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{
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"title": item.get("title"),
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"link": item.get("url"),
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"snippet": item.get("description"),
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}
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)
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return json.dumps(final_results)
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