# SPDX-FileCopyrightText: 2022-present deepset GmbH # # SPDX-License-Identifier: Apache-2.0 from typing import Any, Dict, List, Optional, Union import requests from haystack import ComponentError, Document, component, default_from_dict, default_to_dict, logging from haystack.utils import Secret, deserialize_secrets_inplace logger = logging.getLogger(__name__) SEARCHAPI_BASE_URL = "https://www.searchapi.io/api/v1/search" class SearchApiError(ComponentError): ... @component class SearchApiWebSearch: """ Uses [SearchApi](https://www.searchapi.io/) to search the web for relevant documents. Usage example: ```python from haystack.components.websearch import SearchApiWebSearch from haystack.utils import Secret websearch = SearchApiWebSearch(top_k=10, api_key=Secret.from_token("test-api-key")) results = websearch.run(query="Who is the boyfriend of Olivia Wilde?") assert results["documents"] assert results["links"] ``` """ def __init__( self, api_key: Secret = Secret.from_env_var("SEARCHAPI_API_KEY"), top_k: Optional[int] = 10, allowed_domains: Optional[List[str]] = None, search_params: Optional[Dict[str, Any]] = None, ): """ Initialize the SearchApiWebSearch component. :param api_key: API key for the SearchApi API :param top_k: Number of documents to return. :param allowed_domains: List of domains to limit the search to. :param search_params: Additional parameters passed to the SearchApi API. For example, you can set 'num' to 100 to increase the number of search results. See the [SearchApi website](https://www.searchapi.io/) for more details. The default search engine is Google, however, users can change it by setting the `engine` parameter in the `search_params`. """ self.api_key = api_key self.top_k = top_k self.allowed_domains = allowed_domains self.search_params = search_params or {} if "engine" not in self.search_params: self.search_params["engine"] = "google" # Ensure that the API key is resolved. _ = self.api_key.resolve_value() def to_dict(self) -> Dict[str, Any]: """ Serializes the component to a dictionary. :returns: Dictionary with serialized data. """ return default_to_dict( self, top_k=self.top_k, allowed_domains=self.allowed_domains, search_params=self.search_params, api_key=self.api_key.to_dict(), ) @classmethod def from_dict(cls, data: Dict[str, Any]) -> "SearchApiWebSearch": """ Deserializes the component from a dictionary. :param data: The dictionary to deserialize from. :returns: The deserialized component. """ deserialize_secrets_inplace(data["init_parameters"], keys=["api_key"]) return default_from_dict(cls, data) @component.output_types(documents=List[Document], links=List[str]) def run(self, query: str) -> Dict[str, Union[List[Document], List[str]]]: """ Uses [SearchApi](https://www.searchapi.io/) to search the web. :param query: Search query. :returns: A dictionary with the following keys: - "documents": List of documents returned by the search engine. - "links": List of links returned by the search engine. :raises TimeoutError: If the request to the SearchApi API times out. :raises SearchApiError: If an error occurs while querying the SearchApi API. """ query_prepend = "OR ".join(f"site:{domain} " for domain in self.allowed_domains) if self.allowed_domains else "" payload = {"q": query_prepend + " " + query, **self.search_params} headers = {"Authorization": f"Bearer {self.api_key.resolve_value()}", "X-SearchApi-Source": "Haystack"} try: response = requests.get(SEARCHAPI_BASE_URL, headers=headers, params=payload, timeout=90) response.raise_for_status() # Will raise an HTTPError for bad responses except requests.Timeout as error: raise TimeoutError(f"Request to {self.__class__.__name__} timed out.") from error except requests.RequestException as e: raise SearchApiError(f"An error occurred while querying {self.__class__.__name__}. Error: {e}") from e # Request succeeded json_result = response.json() # organic results are the main results from the search engine organic_results = [] if "organic_results" in json_result: for result in json_result["organic_results"]: organic_results.append( Document.from_dict({"title": result["title"], "content": result["snippet"], "link": result["link"]}) ) # answer box has a direct answer to the query answer_box = [] if "answer_box" in json_result: answer_box = [ Document.from_dict( { "title": json_result["answer_box"].get("title", ""), "content": json_result["answer_box"].get("answer", ""), "link": json_result["answer_box"].get("link", ""), } ) ] knowledge_graph = [] if "knowledge_graph" in json_result: knowledge_graph = [ Document.from_dict( { "title": json_result["knowledge_graph"].get("title", ""), "content": json_result["knowledge_graph"].get("description", ""), } ) ] related_questions = [] if "related_questions" in json_result: for result in json_result["related_questions"]: related_questions.append( Document.from_dict( { "title": result["question"], "content": result["answer"] if result.get("answer") else result.get("answer_highlight", ""), "link": result.get("source", {}).get("link", ""), } ) ) documents = answer_box + knowledge_graph + organic_results + related_questions links = [result["link"] for result in json_result["organic_results"]] logger.debug( "SearchApi returned {number_documents} documents for the query '{query}'", number_documents=len(documents), query=query, ) return {"documents": documents[: self.top_k], "links": links[: self.top_k]}