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

176 lines
5.8 KiB
Python

"""Util that calls AlphaVantage for Currency Exchange Rate."""
from typing import Any, Dict, List, Optional
import requests
from langchain_core.pydantic_v1 import BaseModel, Extra, root_validator
from langchain_core.utils import get_from_dict_or_env
class AlphaVantageAPIWrapper(BaseModel):
"""Wrapper for AlphaVantage API for Currency Exchange Rate.
Docs for using:
1. Go to AlphaVantage and sign up for an API key
2. Save your API KEY into ALPHAVANTAGE_API_KEY env variable
"""
alphavantage_api_key: Optional[str] = None
class Config:
"""Configuration for this pydantic object."""
extra = Extra.forbid
@root_validator(pre=True)
def validate_environment(cls, values: Dict) -> Dict:
"""Validate that api key exists in environment."""
values["alphavantage_api_key"] = get_from_dict_or_env(
values, "alphavantage_api_key", "ALPHAVANTAGE_API_KEY"
)
return values
def search_symbols(self, keywords: str) -> Dict[str, Any]:
"""Make a request to the AlphaVantage API to search for symbols."""
response = requests.get(
"https://www.alphavantage.co/query/",
params={
"function": "SYMBOL_SEARCH",
"keywords": keywords,
"apikey": self.alphavantage_api_key,
},
)
response.raise_for_status()
data = response.json()
if "Error Message" in data:
raise ValueError(f"API Error: {data['Error Message']}")
return data
def _get_market_news_sentiment(self, symbol: str) -> Dict[str, Any]:
"""Make a request to the AlphaVantage API to get market news sentiment for a
given symbol."""
response = requests.get(
"https://www.alphavantage.co/query/",
params={
"function": "NEWS_SENTIMENT",
"symbol": symbol,
"apikey": self.alphavantage_api_key,
},
)
response.raise_for_status()
data = response.json()
if "Error Message" in data:
raise ValueError(f"API Error: {data['Error Message']}")
return data
def _get_time_series_daily(self, symbol: str) -> Dict[str, Any]:
"""Make a request to the AlphaVantage API to get the daily time series."""
response = requests.get(
"https://www.alphavantage.co/query/",
params={
"function": "TIME_SERIES_DAILY",
"symbol": symbol,
"apikey": self.alphavantage_api_key,
},
)
response.raise_for_status()
data = response.json()
if "Error Message" in data:
raise ValueError(f"API Error: {data['Error Message']}")
return data
def _get_quote_endpoint(self, symbol: str) -> Dict[str, Any]:
"""Make a request to the AlphaVantage API to get the
latest price and volume information."""
response = requests.get(
"https://www.alphavantage.co/query/",
params={
"function": "GLOBAL_QUOTE",
"symbol": symbol,
"apikey": self.alphavantage_api_key,
},
)
response.raise_for_status()
data = response.json()
if "Error Message" in data:
raise ValueError(f"API Error: {data['Error Message']}")
return data
def _get_time_series_weekly(self, symbol: str) -> Dict[str, Any]:
"""Make a request to the AlphaVantage API
to get the Weekly Time Series."""
response = requests.get(
"https://www.alphavantage.co/query/",
params={
"function": "TIME_SERIES_WEEKLY",
"symbol": symbol,
"apikey": self.alphavantage_api_key,
},
)
response.raise_for_status()
data = response.json()
if "Error Message" in data:
raise ValueError(f"API Error: {data['Error Message']}")
return data
def _get_top_gainers_losers(self) -> Dict[str, Any]:
"""Make a request to the AlphaVantage API to get the top gainers, losers,
and most actively traded tickers in the US market."""
response = requests.get(
"https://www.alphavantage.co/query/",
params={
"function": "TOP_GAINERS_LOSERS",
"apikey": self.alphavantage_api_key,
},
)
response.raise_for_status()
data = response.json()
if "Error Message" in data:
raise ValueError(f"API Error: {data['Error Message']}")
return data
def _get_exchange_rate(
self, from_currency: str, to_currency: str
) -> Dict[str, Any]:
"""Make a request to the AlphaVantage API to get the exchange rate."""
response = requests.get(
"https://www.alphavantage.co/query/",
params={
"function": "CURRENCY_EXCHANGE_RATE",
"from_currency": from_currency,
"to_currency": to_currency,
"apikey": self.alphavantage_api_key,
},
)
response.raise_for_status()
data = response.json()
if "Error Message" in data:
raise ValueError(f"API Error: {data['Error Message']}")
return data
@property
def standard_currencies(self) -> List[str]:
return ["USD", "EUR", "GBP", "JPY", "CHF", "CAD", "AUD", "NZD"]
def run(self, from_currency: str, to_currency: str) -> str:
"""Get the current exchange rate for a specified currency pair."""
if to_currency not in self.standard_currencies:
from_currency, to_currency = to_currency, from_currency
data = self._get_exchange_rate(from_currency, to_currency)
return data["Realtime Currency Exchange Rate"]