From 9a5cdbe3e864b6e9da952cd915bd39983f745d85 Mon Sep 17 00:00:00 2001 From: "vn.py" Date: Sun, 10 Nov 2019 16:11:05 +0800 Subject: [PATCH] [Add] statitical arbitrage strategy, close #1382 --- .../statistical_arbitrage_strategy.py | 176 ++++++++++++++++++ 1 file changed, 176 insertions(+) create mode 100644 vnpy/app/spread_trading/strategies/statistical_arbitrage_strategy.py diff --git a/vnpy/app/spread_trading/strategies/statistical_arbitrage_strategy.py b/vnpy/app/spread_trading/strategies/statistical_arbitrage_strategy.py new file mode 100644 index 00000000..173c12ec --- /dev/null +++ b/vnpy/app/spread_trading/strategies/statistical_arbitrage_strategy.py @@ -0,0 +1,176 @@ +from vnpy.trader.utility import BarGenerator, ArrayManager +from vnpy.app.spread_trading import ( + SpreadStrategyTemplate, + SpreadAlgoTemplate, + SpreadData, + OrderData, + TradeData, + TickData, + BarData +) + + +class StatisticalArbitrageStrategy(SpreadStrategyTemplate): + """""" + + author = "用Python的交易员" + + boll_window = 20 + boll_dev = 2 + max_pos = 10 + payup = 10 + interval = 5 + + spread_pos = 0.0 + boll_up = 0.0 + boll_down = 0.0 + boll_mid = 0.0 + + parameters = [ + "boll_window", + "boll_dev", + "max_pos", + "payup", + "interval" + ] + variables = [ + "spread_pos", + "boll_up", + "boll_down", + "boll_mid" + ] + + def __init__( + self, + strategy_engine, + strategy_name: str, + spread: SpreadData, + setting: dict + ): + """""" + super().__init__( + strategy_engine, strategy_name, spread, setting + ) + + self.bg = BarGenerator(self.on_spread_bar) + self.am = ArrayManager() + + def on_init(self): + """ + Callback when strategy is inited. + """ + self.write_log("策略初始化") + + self.load_bar(10) + + def on_start(self): + """ + Callback when strategy is started. + """ + self.write_log("策略启动") + + def on_stop(self): + """ + Callback when strategy is stopped. + """ + self.write_log("策略停止") + + self.put_event() + + def on_spread_data(self): + """ + Callback when spread price is updated. + """ + tick = self.get_spread_tick() + self.on_spread_tick(tick) + + def on_spread_tick(self, tick: TickData): + """ + Callback when new spread tick data is generated. + """ + self.bg.update_tick(tick) + + def on_spread_bar(self, bar: BarData): + """ + Callback when spread bar data is generated. + """ + self.am.update_bar(bar) + if not self.am.inited: + return + + self.boll_mid = self.am.sma(self.boll_window) + self.boll_up, self.boll_down = self.am.boll( + self.boll_window, self.boll_dev) + + if not self.spread_pos: + if bar.close_price >= self.boll_up: + self.start_short_algo( + bar.close_price - 10, + self.max_pos, + payup=self.payup, + interval=self.interval + ) + elif bar.close_price <= self.boll_down: + self.start_long_algo( + bar.close_price + 10, + self.max_pos, + payup=self.payup, + interval=self.interval + ) + elif self.spread_pos < 0: + if bar.close_price <= self.boll_mid: + self.start_long_algo( + bar.close_price + 10, + abs(self.spread_pos), + payup=self.payup, + interval=self.interval + ) + else: + if bar.close_price >= self.boll_mid: + self.start_short_algo( + bar.close_price - 10, + abs(self.spread_pos), + payup=self.payup, + interval=self.interval + ) + + def on_spread_pos(self): + """ + Callback when spread position is updated. + """ + self.spread_pos = self.get_spread_pos() + self.put_event() + + def on_spread_algo(self, algo: SpreadAlgoTemplate): + """ + Callback when algo status is updated. + """ + pass + + def on_order(self, order: OrderData): + """ + Callback when order status is updated. + """ + pass + + def on_trade(self, trade: TradeData): + """ + Callback when new trade data is received. + """ + pass + + def stop_open_algos(self): + """""" + if self.buy_algoid: + self.stop_algo(self.buy_algoid) + + if self.short_algoid: + self.stop_algo(self.short_algoid) + + def stop_close_algos(self): + """""" + if self.sell_algoid: + self.stop_algo(self.sell_algoid) + + if self.cover_algoid: + self.stop_algo(self.cover_algoid)