Spaces:
Runtime error
Runtime error
serpapi_Google_Search_tool
Browse files
helper.py
CHANGED
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@@ -326,3 +326,116 @@ wikipedia_full_content_tool = Tool(
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""",
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func=wikipedia_full_content,
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)
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""",
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func=wikipedia_full_content,
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)
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+
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import os
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from serpapi import GoogleSearch # Or use SerpApiClient for other engines
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from typing import Dict, Any
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from langchain.tools import Tool # Import the Tool class
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class SerpApiSearchTool:
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"""
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A tool to perform searches using SerpApi.
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Supports various search engines and extracts structured data.
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"""
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def __init__(self):
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# Retrieve API key from environment variables for security
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self.api_key = os.getenv("SERPAPI_API_KEY")
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if not self.api_key:
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raise ValueError(
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"SERPAPI_API_KEY must be set as an environment variable. "
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"Get your API key from https://serpapi.com/dashboard"
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)
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def search_google(self, query: str, num_results: int = 5) -> str:
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"""
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Performs a Google search via SerpApi and returns a formatted string of organic results.
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Args:
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query (str): The search query string.
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num_results (int): The number of organic search results to return (max 100).
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Returns:
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str: A formatted string containing the title, link, and snippet of each result.
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Also includes any featured snippet or knowledge graph if available.
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Returns an error message if the search fails or no results are found.
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"""
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if not query:
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return "Error: Search query cannot be empty."
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params = {
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"api_key": self.api_key,
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"engine": "google",
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"q": query,
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"num": num_results, # Number of organic results
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"gl": "in", # Geo-location for the search (India in this case)
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"hl": "en" # Host language for the search
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}
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try:
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print(f"[TOOL: SerpApiSearch] Searching Google for: '{query}'")
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search = GoogleSearch(params)
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results = search.get_dict() # Execute the search and get results as a dictionary
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formatted_output = []
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# Check for common structured results first
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if 'answer_box' in results and results['answer_box'].get('answer'):
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formatted_output.append(f"Answer Box: {results['answer_box']['answer']}")
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if 'knowledge_graph' in results and results['knowledge_graph'].get('description'):
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formatted_output.append(f"Knowledge Graph: {results['knowledge_graph']['description']}")
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if results['knowledge_graph'].get('title'):
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formatted_output.append(f" Title: {results['knowledge_graph']['title']}")
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if results['knowledge_graph'].get('link'):
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formatted_output.append(f" Link: {results['knowledge_graph']['link']}")
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# Then process organic results
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organic_results = results.get('organic_results', [])
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if organic_results:
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if formatted_output: # Add a separator if other sections were added
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formatted_output.append("\n--- Organic Results ---")
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else:
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formatted_output.append("Organic Results:")
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for i, item in enumerate(organic_results):
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title = item.get('title', 'No Title')
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link = item.get('link', '#')
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snippet = item.get('snippet', 'No Snippet')
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formatted_output.append(
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f"Result {i+1}:\n"
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f" Title: {title}\n"
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f" Link: {link}\n"
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f" Snippet: {snippet}\n"
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)
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if not formatted_output: # If no structured data or organic results
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return "No relevant search results found."
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return "\n".join(formatted_output)
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except Exception as e:
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return f"Error performing SerpApi search: {e}"
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# Instantiate the SerpApiSearchTool class
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serpapi_search_instance = SerpApiSearchTool()
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# Create the LangChain Tool object
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serpapi_Google_Search_tool = Tool(
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name="serpapi_Google Search",
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description="""
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Performs a Google search using SerpApi to get current and detailed information from the web.
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Use this for factual queries, general knowledge, recent events, or when TavilySearch might not be sufficient.
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It can return rich results including answer boxes, knowledge graphs, and multiple organic search results.
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Input should be a clear, concise search query string.
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""",
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func=serpapi_search_instance.search_google,
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)
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# Remember to set your SERPAPI_API_KEY environment variable before running!
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# Example: os.environ["SERPAPI_API_KEY"] = "YOUR_API_KEY_HERE"
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# To use this tool, you would add `serpapi_Google Search_tool` to your `tools` list
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# in your `BasicAgent` initialization, like this:
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# tools = [travily_api_search_tool, python_repl, ..., serpapi_Google Search_tool]
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#
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# And you would need to update your prompt's "Available Tools" section
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# to describe `serpapi_Google Search` to the LLM.
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