"""Util that calls Wikidata."""
import logging
from typing import Any, Dict, List, Optional
from langchain_core.documents import Document
from langchain_core.pydantic_v1 import BaseModel, root_validator
logger = logging.getLogger(__name__)
WIKIDATA_MAX_QUERY_LENGTH = 300
# Common properties you probably want to see filtered from https://www.wikidata.org/wiki/Wikidata:Database_reports/List_of_properties/all
DEFAULT_PROPERTIES = [
"P31",
"P279",
"P27",
"P361",
"P527",
"P495",
"P17",
"P585",
"P131",
"P106",
"P21",
"P569",
"P570",
"P577",
"P50",
"P571",
"P641",
"P625",
"P19",
"P69",
"P108",
"P136",
"P39",
"P161",
"P20",
"P101",
"P179",
"P175",
"P7937",
"P57",
"P607",
"P509",
"P800",
"P449",
"P580",
"P582",
"P276",
"P69",
"P112",
"P740",
"P159",
"P452",
"P102",
"P1142",
"P1387",
"P1576",
"P140",
"P178",
"P287",
"P25",
"P22",
"P40",
"P185",
"P802",
"P1416",
]
DEFAULT_LANG_CODE = "en"
WIKIDATA_USER_AGENT = "langchain-wikidata"
WIKIDATA_API_URL = "https://www.wikidata.org/w/api.php"
WIKIDATA_REST_API_URL = "https://www.wikidata.org/w/rest.php/wikibase/v0/"
[docs]class WikidataAPIWrapper(BaseModel):
"""Wrapper around the Wikidata API.
To use, you should have the ``wikibase-rest-api-client`` and
``mediawikiapi `` python packages installed.
This wrapper will use the Wikibase APIs to conduct searches and
fetch item content. By default, it will return the item content
of the top-k results.
It limits the Document content by doc_content_chars_max.
"""
wikidata_mw: Any #: :meta private:
wikidata_rest: Any # : :meta private:
top_k_results: int = 2
load_all_available_meta: bool = False
doc_content_chars_max: int = 4000
wikidata_props: List[str] = DEFAULT_PROPERTIES
lang: str = DEFAULT_LANG_CODE
@root_validator(pre=True)
def validate_environment(cls, values: Dict) -> Dict:
"""Validate that the python package exists in environment."""
try:
from mediawikiapi import MediaWikiAPI
from mediawikiapi.config import Config
values["wikidata_mw"] = MediaWikiAPI(
Config(user_agent=WIKIDATA_USER_AGENT, mediawiki_url=WIKIDATA_API_URL)
)
except ImportError:
raise ImportError(
"Could not import mediawikiapi python package. "
"Please install it with `pip install mediawikiapi`."
)
try:
from wikibase_rest_api_client import Client
client = Client(
timeout=60,
base_url=WIKIDATA_REST_API_URL,
headers={"User-Agent": WIKIDATA_USER_AGENT},
follow_redirects=True,
)
values["wikidata_rest"] = client
except ImportError:
raise ImportError(
"Could not import wikibase_rest_api_client python package. "
"Please install it with `pip install wikibase-rest-api-client`."
)
return values
def _item_to_document(self, qid: str) -> Optional[Document]:
from wikibase_rest_api_client.utilities.fluent import FluentWikibaseClient
fluent_client: FluentWikibaseClient = FluentWikibaseClient(
self.wikidata_rest, supported_props=self.wikidata_props, lang=self.lang
)
resp = fluent_client.get_item(qid)
if not resp:
logger.warning(f"Could not find item {qid} in Wikidata")
return None
doc_lines = []
if resp.label:
doc_lines.append(f"Label: {resp.label}")
if resp.description:
doc_lines.append(f"Description: {resp.description}")
if resp.aliases:
doc_lines.append(f"Aliases: {', '.join(resp.aliases)}")
for prop, values in resp.statements.items():
if values:
doc_lines.append(f"{prop.label}: {', '.join(values)}")
return Document(
page_content=("\n".join(doc_lines))[: self.doc_content_chars_max],
meta={"title": qid, "source": f"https://www.wikidata.org/wiki/{qid}"},
)
[docs] def load(self, query: str) -> List[Document]:
"""
Run Wikidata search and get the item documents plus the meta information.
"""
clipped_query = query[:WIKIDATA_MAX_QUERY_LENGTH]
items = self.wikidata_mw.search(clipped_query, results=self.top_k_results)
docs = []
for item in items[: self.top_k_results]:
if doc := self._item_to_document(item):
docs.append(doc)
return docs
[docs] def run(self, query: str) -> str:
"""Run Wikidata search and get item summaries."""
clipped_query = query[:WIKIDATA_MAX_QUERY_LENGTH]
items = self.wikidata_mw.search(clipped_query, results=self.top_k_results)
docs = []
for item in items[: self.top_k_results]:
if doc := self._item_to_document(item):
docs.append(f"Result {item}:\n{doc.page_content}")
if not docs:
return "No good Wikidata Search Result was found"
return "\n\n".join(docs)[: self.doc_content_chars_max]
