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langchain/libs/community/langchain_community/utilities/polygon.py

133 lines
4.2 KiB
Python

"""
Util that calls several of Polygon's stock market REST APIs.
Docs: https://polygon.io/docs/stocks/getting-started
"""
import json
from typing import Any, Dict, Optional
import requests
from langchain_core.pydantic_v1 import BaseModel, root_validator
from langchain_core.utils import get_from_dict_or_env
POLYGON_BASE_URL = "https://api.polygon.io/"
class PolygonAPIWrapper(BaseModel):
"""Wrapper for Polygon API."""
polygon_api_key: Optional[str] = None
@root_validator()
def validate_environment(cls, values: Dict) -> Dict:
"""Validate that api key in environment."""
polygon_api_key = get_from_dict_or_env(
values, "polygon_api_key", "POLYGON_API_KEY"
)
values["polygon_api_key"] = polygon_api_key
return values
def get_financials(self, ticker: str) -> Optional[dict]:
"""
Get fundamental financial data, which is found in balance sheets,
income statements, and cash flow statements for a given ticker.
/vX/reference/financials
"""
url = (
f"{POLYGON_BASE_URL}vX/reference/financials?"
f"ticker={ticker}&"
f"apiKey={self.polygon_api_key}"
)
response = requests.get(url)
data = response.json()
status = data.get("status", None)
if status != "OK":
raise ValueError(f"API Error: {data}")
return data.get("results", None)
def get_last_quote(self, ticker: str) -> Optional[dict]:
"""
Get the most recent National Best Bid and Offer (Quote) for a ticker.
/v2/last/nbbo/{ticker}
"""
url = f"{POLYGON_BASE_URL}v2/last/nbbo/{ticker}?apiKey={self.polygon_api_key}"
response = requests.get(url)
data = response.json()
status = data.get("status", None)
if status != "OK":
raise ValueError(f"API Error: {data}")
return data.get("results", None)
def get_ticker_news(self, ticker: str) -> Optional[dict]:
"""
Get the most recent news articles relating to a stock ticker symbol,
including a summary of the article and a link to the original source.
/v2/reference/news
"""
url = (
f"{POLYGON_BASE_URL}v2/reference/news?"
f"ticker={ticker}&"
f"apiKey={self.polygon_api_key}"
)
response = requests.get(url)
data = response.json()
status = data.get("status", None)
if status != "OK":
raise ValueError(f"API Error: {data}")
return data.get("results", None)
def get_aggregates(self, ticker: str, **kwargs: Any) -> Optional[dict]:
"""
Get aggregate bars for a stock over a given date range
in custom time window sizes.
/v2/aggs/ticker/{ticker}/range/{multiplier}/{timespan}/{from_date}/{to_date}
"""
timespan = kwargs.get("timespan", "day")
multiplier = kwargs.get("timespan_multiplier", 1)
from_date = kwargs.get("from_date", None)
to_date = kwargs.get("to_date", None)
adjusted = kwargs.get("adjusted", True)
sort = kwargs.get("sort", "asc")
url = (
f"{POLYGON_BASE_URL}v2/aggs"
f"/ticker/{ticker}"
f"/range/{multiplier}"
f"/{timespan}"
f"/{from_date}"
f"/{to_date}"
f"?apiKey={self.polygon_api_key}"
f"&adjusted={adjusted}"
f"&sort={sort}"
)
response = requests.get(url)
data = response.json()
status = data.get("status", None)
if status != "OK":
raise ValueError(f"API Error: {data}")
return data.get("results", None)
def run(self, mode: str, ticker: str, **kwargs: Any) -> str:
if mode == "get_financials":
return json.dumps(self.get_financials(ticker))
elif mode == "get_last_quote":
return json.dumps(self.get_last_quote(ticker))
elif mode == "get_ticker_news":
return json.dumps(self.get_ticker_news(ticker))
elif mode == "get_aggregates":
return json.dumps(self.get_aggregates(ticker, **kwargs))
else:
raise ValueError(f"Invalid mode {mode} for Polygon API.")