"""Util that calls you.com Search API.
In order to set this up, follow instructions at:
https://documentation.you.com/quickstart
"""
import warnings
from typing import Any, Dict, List, Literal, Optional
import aiohttp
import requests
from langchain_core.documents import Document
from langchain_core.pydantic_v1 import BaseModel, Field, root_validator
from langchain_core.utils import get_from_dict_or_env
YOU_API_URL = "https://api.ydc-index.io"
[docs]class YouHit(YouHitMetadata):
"""A single hit from you.com, which may contain multiple snippets"""
snippets: List[str] = Field(description="One or snippets of text")
[docs]class YouAPIOutput(BaseModel):
"""Output from you.com API."""
hits: List[YouHit] = Field(
description="A list of dictionaries containing the results"
)
[docs]class YouDocument(BaseModel):
"""Output of parsing one snippet."""
page_content: str = Field(description="One snippet of text")
metadata: YouHitMetadata
[docs]class YouSearchAPIWrapper(BaseModel):
"""Wrapper for you.com Search and News API.
To connect to the You.com api requires an API key which
you can get at https://api.you.com.
You can check out the docs at https://documentation.you.com/api-reference/.
You need to set the environment variable `YDC_API_KEY` for retriever to operate.
Attributes
----------
ydc_api_key: str, optional
you.com api key, if YDC_API_KEY is not set in the environment
endpoint_type: str, optional
you.com endpoints: search, news, rag;
`web` and `snippet` alias `search`
`rag` returns `{'message': 'Forbidden'}`
@todo `news` endpoint
num_web_results: int, optional
The max number of web results to return, must be under 20.
This is mapped to the `count` query parameter for the News API.
safesearch: str, optional
Safesearch settings, one of off, moderate, strict, defaults to moderate
country: str, optional
Country code, ex: 'US' for United States, see api docs for list
search_lang: str, optional
(News API) Language codes, ex: 'en' for English, see api docs for list
ui_lang: str, optional
(News API) User interface language for the response, ex: 'en' for English,
see api docs for list
spellcheck: bool, optional
(News API) Whether to spell check query or not, defaults to True
k: int, optional
max number of Documents to return using `results()`
n_hits: int, optional, deprecated
Alias for num_web_results
n_snippets_per_hit: int, optional
limit the number of snippets returned per hit
"""
ydc_api_key: Optional[str] = None
# @todo deprecate `snippet`, not part of API
endpoint_type: Literal["search", "news", "rag", "snippet"] = "search"
# Common fields between Search and News API
num_web_results: Optional[int] = None
safesearch: Optional[Literal["off", "moderate", "strict"]] = None
country: Optional[str] = None
# News API specific fields
search_lang: Optional[str] = None
ui_lang: Optional[str] = None
spellcheck: Optional[bool] = None
k: Optional[int] = None
n_snippets_per_hit: Optional[int] = None
# should deprecate n_hits
n_hits: Optional[int] = None
@root_validator(pre=True)
def validate_environment(cls, values: Dict) -> Dict:
"""Validate that api key exists in environment."""
ydc_api_key = get_from_dict_or_env(values, "ydc_api_key", "YDC_API_KEY")
values["ydc_api_key"] = ydc_api_key
return values
@root_validator(pre=False, skip_on_failure=True)
def warn_if_set_fields_have_no_effect(cls, values: Dict) -> Dict:
if values["endpoint_type"] != "news":
news_api_fields = ("search_lang", "ui_lang", "spellcheck")
for field in news_api_fields:
if values[field]:
warnings.warn(
(
f"News API-specific field '{field}' is set but "
f"`endpoint_type=\"{values['endpoint_type']}\"`. "
"This will have no effect."
),
UserWarning,
)
if values["endpoint_type"] not in ("search", "snippet"):
if values["n_snippets_per_hit"]:
warnings.warn(
(
"Field 'n_snippets_per_hit' only has effect on "
'`endpoint_type="search"`.'
),
UserWarning,
)
return values
@root_validator(pre=False, skip_on_failure=True)
def warn_if_deprecated_endpoints_are_used(cls, values: Dict) -> Dict:
if values["endpoint_type"] == "snippets":
warnings.warn(
(
f"`endpoint_type=\"{values['endpoint_type']}\"` is deprecated. "
'Use `endpoint_type="search"` instead.'
),
DeprecationWarning,
)
return values
def _generate_params(self, query: str, **kwargs: Any) -> Dict:
"""
Parse parameters required for different You.com APIs.
Args:
query: The query to search for.
"""
params = {
"safesearch": self.safesearch,
"country": self.country,
**kwargs,
}
# Add endpoint-specific params
if self.endpoint_type in ("search", "snippet"):
params.update(
query=query,
num_web_results=self.num_web_results,
)
elif self.endpoint_type == "news":
params.update(
q=query,
count=self.num_web_results,
search_lang=self.search_lang,
ui_lang=self.ui_lang,
spellcheck=self.spellcheck,
)
params = {k: v for k, v in params.items() if v is not None}
return params
def _parse_results(self, raw_search_results: Dict) -> List[Document]:
"""
Extracts snippets from each hit and puts them in a Document
Parameters:
raw_search_results: A dict containing list of hits
Returns:
List[YouDocument]: A dictionary of parsed results
"""
# return news results
if self.endpoint_type == "news":
news_results = raw_search_results["news"]["results"]
if self.k is not None:
news_results = news_results[: self.k]
return [
Document(page_content=result["description"], metadata=result)
for result in news_results
]
docs = []
for hit in raw_search_results["hits"]:
n_snippets_per_hit = self.n_snippets_per_hit or len(hit.get("snippets"))
for snippet in hit.get("snippets")[:n_snippets_per_hit]:
docs.append(
Document(
page_content=snippet,
metadata={
"url": hit.get("url"),
"thumbnail_url": hit.get("thumbnail_url"),
"title": hit.get("title"),
"description": hit.get("description"),
},
)
)
if self.k is not None and len(docs) >= self.k:
return docs
return docs
[docs] def raw_results(
self,
query: str,
**kwargs: Any,
) -> Dict:
"""Run query through you.com Search and return hits.
Args:
query: The query to search for.
Returns: YouAPIOutput
"""
headers = {"X-API-Key": self.ydc_api_key or ""}
params = self._generate_params(query, **kwargs)
# @todo deprecate `snippet`, not part of API
if self.endpoint_type == "snippet":
self.endpoint_type = "search"
response = requests.get(
# type: ignore
f"{YOU_API_URL}/{self.endpoint_type}",
params=params,
headers=headers,
)
response.raise_for_status()
return response.json()
[docs] def results(
self,
query: str,
**kwargs: Any,
) -> List[Document]:
"""Run query through you.com Search and parses results into Documents."""
raw_search_results = self.raw_results(
query,
**{key: value for key, value in kwargs.items() if value is not None},
)
return self._parse_results(raw_search_results)
[docs] async def raw_results_async(
self,
query: str,
**kwargs: Any,
) -> Dict:
"""Get results from the you.com Search API asynchronously."""
headers = {"X-API-Key": self.ydc_api_key or ""}
params = self._generate_params(query, **kwargs)
# @todo deprecate `snippet`, not part of API
if self.endpoint_type == "snippet":
self.endpoint_type = "search"
async with aiohttp.ClientSession() as session:
async with session.get(
url=f"{YOU_API_URL}/{self.endpoint_type}",
params=params,
headers=headers,
) as res:
if res.status == 200:
results = await res.json()
return results
else:
raise Exception(f"Error {res.status}: {res.reason}")
[docs] async def results_async(
self,
query: str,
**kwargs: Any,
) -> List[Document]:
raw_search_results_async = await self.raw_results_async(
query,
**{key: value for key, value in kwargs.items() if value is not None},
)
return self._parse_results(raw_search_results_async)