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| | |
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|
| | import json |
| | 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__) |
| |
|
| |
|
| | SERPERDEV_BASE_URL = "https://google.serper.dev/search" |
| |
|
| |
|
| | class SerperDevError(ComponentError): ... |
| |
|
| |
|
| | @component |
| | class SerperDevWebSearch: |
| | """ |
| | Uses [Serper](https://serper.dev/) to search the web for relevant documents. |
| | |
| | See the [Serper Dev website](https://serper.dev/) for more details. |
| | |
| | Usage example: |
| | ```python |
| | from haystack.components.websearch import SerperDevWebSearch |
| | from haystack.utils import Secret |
| | |
| | websearch = SerperDevWebSearch(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("SERPERDEV_API_KEY"), |
| | top_k: Optional[int] = 10, |
| | allowed_domains: Optional[List[str]] = None, |
| | search_params: Optional[Dict[str, Any]] = None, |
| | ): |
| | """ |
| | Initialize the SerperDevWebSearch component. |
| | |
| | :param api_key: API key for the Serper 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 Serper API. |
| | For example, you can set 'num' to 20 to increase the number of search results. |
| | See the [Serper website](https://serper.dev/) for more details. |
| | """ |
| | self.api_key = api_key |
| | self.top_k = top_k |
| | self.allowed_domains = allowed_domains |
| | self.search_params = search_params or {} |
| |
|
| | |
| | _ = 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]) -> "SerperDevWebSearch": |
| | """ |
| | Serializes the component to a dictionary. |
| | |
| | :returns: |
| | Dictionary with serialized data. |
| | """ |
| | 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]]]: |
| | """ |
| | Use [Serper](https://serper.dev/) 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 SerperDevError: If an error occurs while querying the SerperDev API. |
| | :raises TimeoutError: If the request to the SerperDev API times out. |
| | """ |
| | query_prepend = "OR ".join(f"site:{domain} " for domain in self.allowed_domains) if self.allowed_domains else "" |
| |
|
| | payload = json.dumps( |
| | {"q": query_prepend + query, "gl": "us", "hl": "en", "autocorrect": True, **self.search_params} |
| | ) |
| | headers = {"X-API-KEY": self.api_key.resolve_value(), "Content-Type": "application/json"} |
| |
|
| | try: |
| | response = requests.post(SERPERDEV_BASE_URL, headers=headers, data=payload, timeout=30) |
| | 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 SerperDevError(f"An error occurred while querying {self.__class__.__name__}. Error: {e}") from e |
| |
|
| | |
| | json_result = response.json() |
| |
|
| | |
| | organic = [ |
| | Document(meta={k: v for k, v in d.items() if k != "snippet"}, content=d.get("snippet")) |
| | for d in json_result["organic"] |
| | ] |
| |
|
| | |
| | answer_box = [] |
| | if "answerBox" in json_result: |
| | answer_dict = json_result["answerBox"] |
| | highlighted_answers = answer_dict.get("snippetHighlighted") |
| | answer_box_content = None |
| | |
| | if isinstance(highlighted_answers, list) and len(highlighted_answers) > 0: |
| | answer_box_content = highlighted_answers[0] |
| | elif isinstance(highlighted_answers, str): |
| | answer_box_content = highlighted_answers |
| | if not answer_box_content: |
| | for key in ["snippet", "answer", "title"]: |
| | if key in answer_dict: |
| | answer_box_content = answer_dict[key] |
| | break |
| | if answer_box_content: |
| | answer_box = [ |
| | Document( |
| | content=answer_box_content, |
| | meta={"title": answer_dict.get("title", ""), "link": answer_dict.get("link", "")}, |
| | ) |
| | ] |
| |
|
| | |
| | people_also_ask = [] |
| | if "peopleAlsoAsk" in json_result: |
| | for result in json_result["peopleAlsoAsk"]: |
| | title = result.get("title", "") |
| | people_also_ask.append( |
| | Document( |
| | content=result["snippet"] if result.get("snippet") else title, |
| | meta={"title": title, "link": result.get("link", None)}, |
| | ) |
| | ) |
| |
|
| | documents = answer_box + organic + people_also_ask |
| |
|
| | links = [result["link"] for result in json_result["organic"]] |
| |
|
| | logger.debug( |
| | "Serper Dev 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]} |
| |
|