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March 20, 2025 18:42
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# lib/assistants/trading_assistant.rb | |
require 'yaml' | |
require 'binance' | |
require 'news-api' | |
require 'json' | |
require 'openai' | |
require 'logger' | |
require 'localbitcoins' | |
require 'replicate' | |
require 'talib' | |
require 'tensorflow' | |
require 'decisiontree' | |
require 'statsample' | |
require 'reinforcement_learning' | |
require 'langchainrb' | |
require 'thor' | |
require 'mittsu' | |
require 'sonic_pi' | |
require 'rubyheat' | |
require 'networkx' | |
require 'geokit' | |
require 'dashing' | |
class TradingAssistant | |
def initialize | |
load_configuration | |
connect_to_apis | |
setup_systems | |
end | |
def run | |
loop do | |
begin | |
execute_cycle | |
sleep(60) # Adjust the sleep time based on desired frequency | |
rescue => e | |
handle_error(e) | |
end | |
end | |
end | |
private | |
def load_configuration | |
@config = YAML.load_file("config.yml") | |
@binance_api_key = fetch_config_value("binance_api_key") | |
@binance_api_secret = fetch_config_value("binance_api_secret") | |
@news_api_key = fetch_config_value("news_api_key") | |
@openai_api_key = fetch_config_value("openai_api_key") | |
@localbitcoins_api_key = fetch_config_value("localbitcoins_api_key") | |
@localbitcoins_api_secret = fetch_config_value("localbitcoins_api_secret") | |
Langchainrb.configure do |config| | |
config.openai_api_key = @openai_api_key | |
config.replicate_api_key = fetch_config_value("replicate_api_key") | |
end | |
end | |
def fetch_config_value(key) | |
@config.fetch(key) { raise "Missing #{key}" } | |
end | |
def connect_to_apis | |
connect_to_binance | |
connect_to_news_api | |
connect_to_localbitcoins | |
end | |
def connect_to_binance | |
@binance_client = Binance::Client.new(@binance_api_key, @binance_api_secret) | |
puts "Connected to Binance API" | |
end | |
def connect_to_news_api | |
@news_api = NewsAPI::Client.new(api_key: @news_api_key) | |
puts "Connected to News API" | |
end | |
def connect_to_localbitcoins | |
@localbitcoins_client = LocalBitcoins::Client.new(api_key: @localbitcoins_api_key, api_secret: @localbitcoins_api_secret) | |
puts "Connected to LocalBitcoins API" | |
end | |
def setup_systems | |
# Initialize any system configurations, logging, or services here | |
@logger = Logger.new('trading_assistant.log') | |
end | |
def execute_cycle | |
# Fetch market data and analyze trends | |
market_data = fetch_market_data | |
analyze_market_trends(market_data) | |
# Check for trading opportunities | |
if should_execute_trade?(market_data) | |
execute_trade | |
end | |
end | |
def fetch_market_data | |
# Fetch relevant market data from Binance or other APIs | |
ticker = @binance_client.ticker("BTCUSDT") | |
puts "Fetched market data: #{ticker}" | |
ticker | |
end | |
def analyze_market_trends(market_data) | |
# Use technical analysis tools like Talib, TensorFlow, or DecisionTree | |
# Example: Calculate Moving Average | |
moving_avg = calculate_moving_average(market_data) | |
puts "Calculated Moving Average: #{moving_avg}" | |
end | |
def calculate_moving_average(market_data) | |
# Example calculation, using Talib or Statsample for moving average | |
close_prices = market_data[:prices] | |
stats = Statsample::Vector.new(close_prices) | |
stats.mean | |
end | |
def should_execute_trade?(market_data) | |
# Determine if a trade should be executed based on market data analysis | |
moving_avg = calculate_moving_average(market_data) | |
price = market_data[:price] | |
price > moving_avg | |
end | |
def execute_trade | |
# Execute a buy/sell trade on Binance or LocalBitcoins based on analysis | |
order = @binance_client.create_order(symbol: "BTCUSDT", side: 'buy', type: 'market', quantity: 1) | |
puts "Executed trade: #{order}" | |
end | |
def handle_error(error) | |
@logger.error("Error occurred: #{error.message}") | |
puts "An error occurred: #{error.message}. Check the log for details." | |
end | |
end |
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