| | |
| | |
| | |
| |
|
| | 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" |
| |
|
| | |
| | _ = 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() |
| | 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 |
| |
|
| | |
| | json_result = response.json() |
| |
|
| | |
| | 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 = [] |
| | 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]} |
| |
|