Add LangChain utility for real-time crypto exchange prices (#4501)

This commit adds the LangChain utility which allows for the real-time
retrieval of cryptocurrency exchange prices. With LangChain, users can
easily access up-to-date pricing information by running the command
".run(from_currency, to_currency)". This new feature provides a
convenient way to stay informed on the latest exchange rates and make
informed decisions when trading crypto.


---------

Co-authored-by: Bagatur <baskaryan@gmail.com>
pull/4962/head^2
Dominick DEV 1 year ago committed by GitHub
parent eaa505fb09
commit 9b64932e55
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@ -0,0 +1,134 @@
{
"cells": [
{
"cell_type": "markdown",
"id": "245a954a",
"metadata": {
"id": "245a954a"
},
"source": [
"# Alpha Vantage\n",
"\n",
">[Alpha Vantage](https://www.alphavantage.co) Alpha Vantage provides realtime and historical financial market data through a set of powerful and developer-friendly data APIs and spreadsheets. \n",
"\n",
"Use the ``AlphaVantageAPIWrapper`` to get currency exchange rates."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "34bb5968",
"metadata": {
"id": "34bb5968"
},
"outputs": [
{
"name": "stdin",
"output_type": "stream",
"text": [
" ········\n"
]
}
],
"source": [
"import getpass\n",
"import os\n",
"\n",
"os.environ[\"ALPHAVANTAGE_API_KEY\"] = getpass.getpass()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "ac4910f8",
"metadata": {
"id": "ac4910f8"
},
"outputs": [],
"source": [
"from langchain.utilities.alpha_vantage import AlphaVantageAPIWrapper"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "84b8f773",
"metadata": {
"id": "84b8f773"
},
"outputs": [],
"source": [
"alpha_vantage = AlphaVantageAPIWrapper()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "068991a6",
"metadata": {
"id": "068991a6",
"outputId": "c5cdc6ec-03cf-4084-cc6f-6ae792d91d39"
},
"outputs": [
{
"data": {
"text/plain": [
"{'1. From_Currency Code': 'USD',\n",
" '2. From_Currency Name': 'United States Dollar',\n",
" '3. To_Currency Code': 'JPY',\n",
" '4. To_Currency Name': 'Japanese Yen',\n",
" '5. Exchange Rate': '144.93000000',\n",
" '6. Last Refreshed': '2023-08-11 21:31:01',\n",
" '7. Time Zone': 'UTC',\n",
" '8. Bid Price': '144.92600000',\n",
" '9. Ask Price': '144.93400000'}"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"alpha_vantage.run(\"USD\", \"JPY\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "84fc2b66-c08f-4cd3-ae13-494c54789c09",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"colab": {
"provenance": []
},
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
},
"vscode": {
"interpreter": {
"hash": "53f3bc57609c7a84333bb558594977aa5b4026b1d6070b93987956689e367341"
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}
},
"nbformat": 4,
"nbformat_minor": 5
}

@ -3,6 +3,7 @@
Other LangChain classes use **Utilities** to interact with third-part systems
and packages.
"""
from langchain.utilities.alpha_vantage import AlphaVantageAPIWrapper
from langchain.utilities.arxiv import ArxivAPIWrapper
from langchain.utilities.awslambda import LambdaWrapper
from langchain.utilities.bash import BashProcess
@ -36,6 +37,7 @@ from langchain.utilities.wolfram_alpha import WolframAlphaAPIWrapper
from langchain.utilities.zapier import ZapierNLAWrapper
__all__ = [
"AlphaVantageAPIWrapper",
"ArxivAPIWrapper",
"BashProcess",
"BibtexparserWrapper",

@ -0,0 +1,66 @@
"""Util that calls AlphaVantage for Currency Exchange Rate."""
from typing import Any, Dict, List, Optional
import requests
from pydantic import Extra, root_validator
from langchain.tools.base import BaseModel
from langchain.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 _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"]
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