| |
| |
| |
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|
| 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]} |
|
|