Python과 AI를 사용하여 외환 트레이딩 봇을 만드는 방법

import clr

clr.AddReference("cAlgo.API")

# <strong>Import cAlgo API types</strong>
from cAlgo.API import *

# <strong>Import trading wrapper functions</strong>
from robot_wrapper import *

class SampleBreakoutcBot():
    Label = "Sample Breakout cBot"

    def on_start(self):
        # Bollinger Bands for breakout consolidation logic
        self.bollingerBands = api.Indicators.BollingerBands(api.Source, api.Periods, api.Deviations, api.MAType)

        # Track consolidation bars
        self.consolidation = 0

        # --- RSI filter (same style as grid cBot) ---
        self.rsi_period = getattr(api, "RsiPeriod", 14)
        self.rsi_overbought = getattr(api, "RsiOverbought", 70)
        self.rsi_oversold = getattr(api, "RsiOversold", 30)
        self.rsi = api.Indicators.RelativeStrengthIndex(api.Bars.ClosePrices, self.rsi_period)

    def on_bar(self):
        top = self.bollingerBands.Top.Last(1)
        bottom = self.bollingerBands.Bottom.Last(1)

        # Detect consolidation via band height
        if top - bottom <= api.BandHeightPips * api.Symbol.PipSize:
            self.consolidation += 1
        else:
            self.consolidation = 0

        if self.consolidation >= api.ConsolidationPeriods:
            volumeInUnits = api.Symbol.QuantityToVolumeInUnits(api.Quantity)

            # Breakout up
            if api.Ask > top:
                if self.passes_rsi_filter():
                    api.ExecuteMarketOrder(TradeType.Buy, api.SymbolName, volumeInUnits, self.Label, api.StopLossInPips, api.TakeProfitInPips)
                    self.consolidation = 0
                else:
                    api.Print("RSI filter blocked BUY breakout (RSI={:.2f}, range {}-{})"
                              .format(self.get_rsi_value(), self.rsi_oversold, self.rsi_overbought))

            # Breakout down
            elif api.Bid < bottom:
                if self.passes_rsi_filter():
                    api.ExecuteMarketOrder(TradeType.Sell, api.SymbolName, volumeInUnits, self.Label, api.StopLossInPips, api.TakeProfitInPips)
                    self.consolidation = 0
                else:
                    api.Print("RSI filter blocked SELL breakout (RSI={:.2f}, range {}-{})"
                              .format(self.get_rsi_value(), self.rsi_oversold, self.rsi_overbought))

    # --- Helpers copied in spirit from the grid cBot ---
    def get_rsi_value(self):
        # Use the last CLOSED bar for stability
        return self.rsi.Result.Last(1)

    def passes_rsi_filter(self):
        r = self.get_rsi_value()
        return (r > self.rsi_oversold) and (r < self.rsi_overbought)