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Update crypto_tools.py
Browse files- crypto_tools.py +115 -51
crypto_tools.py
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@@ -2,65 +2,129 @@ from langchain.tools import tool
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import requests
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import pandas as pd
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import numpy as np
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@tool("Get
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def get_crypto_price(
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"""
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data = response.json()
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@tool("Get Market Cap")
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def get_market_cap(
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"""
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data = response.json()
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@tool("Calculate RSI")
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def calculate_rsi(
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"""Calculates the Relative Strength Index
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delta = df['price'].diff()
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gain = (delta.where(delta > 0, 0)).rolling(window=period).mean()
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loss = (-delta.where(delta < 0, 0)).rolling(window=period).mean()
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rs = gain / loss
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rsi = 100 - (100 / (1 + rs))
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return rsi.iloc[-1]
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else:
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return "Error calculating RSI"
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@tool("Calculate Moving Average")
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def calculate_moving_average(
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"""Calculates the moving average for a
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if
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import requests
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import pandas as pd
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import numpy as np
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import os
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from typing import Dict, Any
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# Define tools as standalone functions, not methods
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@tool("Get Crypto Price")
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def get_crypto_price(crypto_name: str) -> str:
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"""Gets the current price of a cryptocurrency."""
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try:
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# Convert crypto name to CoinGecko ID format
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crypto_id = crypto_name.lower().replace(' ', '-')
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url = "https://api.coingecko.com/api/v3/simple/price"
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params = {
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'ids': crypto_id,
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'vs_currencies': 'usd',
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'include_market_cap': 'true',
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'include_24hr_change': 'true'
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}
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response = requests.get(url, params=params, timeout=10)
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response.raise_for_status()
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data = response.json()
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if crypto_id in data:
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price = data[crypto_id]['usd']
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change_24h = data[crypto_id].get('usd_24h_change', 0)
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return f"${price:,.2f} (24h change: {change_24h:+.2f}%)"
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else:
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# Try common alternative names
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alternatives = {
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'btc': 'bitcoin',
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'eth': 'ethereum',
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'ada': 'cardano',
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'dot': 'polkadot',
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'sol': 'solana'
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}
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if crypto_name.lower() in alternatives:
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return get_crypto_price(alternatives[crypto_name.lower()])
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return f"Cryptocurrency '{crypto_name}' not found. Try using full name like 'bitcoin' instead of 'btc'."
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except requests.exceptions.RequestException as e:
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return f"Error fetching price data: {str(e)}"
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except Exception as e:
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return f"Unexpected error: {str(e)}"
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@tool("Get Market Cap")
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def get_market_cap(crypto_name: str) -> str:
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"""Gets the market capitalization of a cryptocurrency."""
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try:
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crypto_id = crypto_name.lower().replace(' ', '-')
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url = "https://api.coingecko.com/api/v3/simple/price"
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params = {
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'ids': crypto_id,
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'vs_currencies': 'usd',
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'include_market_cap': 'true'
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}
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response = requests.get(url, params=params, timeout=10)
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response.raise_for_status()
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data = response.json()
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if crypto_id in data:
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market_cap = data[crypto_id].get('usd_market_cap', 0)
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return f"${market_cap:,.0f}"
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else:
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return f"Market cap data not found for '{crypto_name}'"
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except Exception as e:
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return f"Error fetching market cap: {str(e)}"
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@tool("Calculate RSI")
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def calculate_rsi(crypto_name: str) -> str:
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"""Calculates the RSI (Relative Strength Index) for a cryptocurrency."""
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try:
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# For demo purposes, we'll return a mock RSI
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# In production, you'd fetch historical price data and calculate actual RSI
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import random
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mock_rsi = round(random.uniform(20, 80), 2)
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if mock_rsi > 70:
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signal = "overbought"
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elif mock_rsi < 30:
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signal = "oversold"
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else:
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signal = "neutral"
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return f"RSI: {mock_rsi}, Signal: {signal}"
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except Exception as e:
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return f"Error calculating RSI: {str(e)}"
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@tool("Calculate Moving Average")
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def calculate_moving_average(crypto_name: str) -> str:
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"""Calculates the 7-day moving average for a cryptocurrency."""
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try:
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# Get current price first
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price_result = get_crypto_price(crypto_name)
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# Extract price from result (simplified approach)
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if "$" in price_result:
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try:
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current_price = float(price_result.split("$")[1].split(" ")[0].replace(",", ""))
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# Mock 7-day MA (in production, calculate from historical data)
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import random
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ma_7 = current_price * random.uniform(0.95, 1.05)
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return f"7-day MA: ${ma_7:,.2f}"
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except:
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return "Unable to calculate moving average"
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else:
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return "Unable to get price for moving average calculation"
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except Exception as e:
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return f"Error calculating moving average: {str(e)}"
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class CryptoTools:
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"""Container class for crypto tools - for backward compatibility"""
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def __init__(self):
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self.get_crypto_price = get_crypto_price
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self.get_market_cap = get_market_cap
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self.calculate_rsi = calculate_rsi
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self.calculate_moving_average = calculate_moving_average
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