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希望在回测的TqBacktest增加一个是否开启quote的参数

目前通过修改源代码,屏蔽掉回测的quote,回测速度大幅度增加,每次由原有的几十秒,缩减到几秒,效果显著

事实上,在回测中,quote基本用不到,但是却会严重拖慢回测的速度…唯一用的到的下单价格,其实可以通过获取最小变动单位计算

文档原内容如下:(quote有时候并不需要)

如果没有订阅 tick, 但是订阅了 k线, 则对应合约的 quote 会使用 k线生成, 更新频率和 k线的周期一致, 如果订阅了某个合约的多个周期的 k线, 则任一个周期的 k线有更新时, quote 都会更新. 使用 k线生成的 quote 的盘口由收盘价分别加/减一个最小变动单位, 并且 highest/lowest/average/amount 始终为 nan, volume 始终为0

希望,框架开发人员,可以考虑一下,回测中提供quote的开关参数,并提供一个获取最小变动单位的方法,来计算价格

附上修改的源代码,几个注释的地方为修改的部分,如下:

#!/usr/bin/env python
#  -*- coding: utf-8 -*-
__author__ = 'chengzhi'
 from tqsdk.api import TqChan
from asyncio import gather
  class TargetPosTask(object):
    """目标持仓 task, 该 task 可以将指定合约调整到目标头寸"""
     def __init__(self, api, symbol, price="ACTIVE", offset_priority="今昨,开", trade_chan=None):
        """
        创建目标持仓task实例,负责调整归属于该task的持仓 **(默认为整个账户的该合约净持仓)**.
         **注意:** TargetPosTask 在 set_target_volume 时并不下单或撤单, 它的下单和撤单动作, 是在之后的每次 wait_update 时执行的. 因此, **需保证 set_target_volume 后还会继续调用wait_update()**
         Args:
            api (TqApi): TqApi实例,该task依托于指定api下单/撤单
             symbol (str): 负责调整的合约代码
             price (str): [可选]下单方式, ACTIVE=对价下单, PASSIVE=挂价下单.
                 * 在持仓调整过程中,若下单方向为买: 对价为卖一价, 挂价为买一价
                * 在持仓调整过程中,若下单方向为卖: 对价为买一价, 挂价为卖一价
             offset_priority (str): [可选]开平仓顺序,昨=平昨仓,今=平今仓,开=开仓,逗号=等待之前操作完成
                                    对于下单指令区分平今/昨的交易所(如上期所),按照今/昨仓的数量计算是否能平今/昨仓
                                   对于下单指令不区分平今/昨的交易所(如中金所),按照“先平当日新开仓,再平历史仓”的规则计算是否能平今/昨仓
                                    * "今昨,开" 表示先平今仓,再平昨仓,等待平仓完成后开仓,对于没有单向大边的品种避免了开仓保证金不足
                                   * "今昨开" 表示先平今仓,再平昨仓,并开仓,所有指令同时发出,适合有单向大边的品种
                                   * "昨开" 表示先平昨仓,再开仓,禁止平今仓,适合股指这样平今手续费较高的品种
             trade_chan (TqChan): [可选]成交通知channel, 当有成交发生时会将成交手数(多头为正数,空头为负数)发到该channel上
        """
        super(TargetPosTask, self).__init__()
        self.api = api
        if symbol not in api._data.get("quotes", {}):
            raise Exception("代码 %s 不存在, 请检查合约代码是否填写正确" % (symbol))
        self.symbol = symbol
        self.exchange = symbol.split(".")[0]
        if price not in ("ACTIVE", "PASSIVE"):
            raise Exception("下单方式(price) %s 错误, 请检查 price 参数是否填写正确" % (price))
        self.price = price
        if len(offset_priority.replace(",", "").replace("今", "", 1).replace("昨", "", 1).replace("开", "", 1)) > 0:
            raise Exception("开平仓顺序(offset_priority) %s 错误, 请检查 offset_priority 参数是否填写正确" % (offset_priority))
        self.offset_priority = offset_priority
        self.pos = self.api.get_position(self.symbol)
        self.pos_chan = TqChan(self.api, last_only=True)
        self.trade_chan = trade_chan if trade_chan is not None else TqChan(self.api)
        self.task = self.api.create_task(self._target_pos_task())
     def set_target_volume(self, volume):
        """
        设置目标持仓手数
         Args:
            volume (int): 目标持仓手数,正数表示多头,负数表示空头,0表示空仓
         Example::
             # 设置 rb1810 持仓为多头5手
            from tqsdk import TqApi, TargetPosTask
             api = TqApi()
            target_pos = TargetPosTask(api, "SHFE.rb1810")
            target_pos.set_target_volume(5)
            while True:
                # 需在 set_target_volume 后调用wait_update()以发出指令
                api.wait_update()
        """
        self.pos_chan.send_nowait(int(volume))
     def _get_order(self, offset, vol, pending_frozen):
        """
        根据指定的offset和预期下单手数vol, 返回符合要求的委托单最大报单手数
        :param offset: "昨" / "今" / "开"
        :param vol: int, <0表示SELL, >0表示BUY
        :return: order_offset: "CLOSE"/"CLOSETODAY"/"OPEN"; order_dir: "BUY"/"SELL"; "order_volume": >=0, 报单手数
        """
        if vol > 0:  # 买单(增加净持仓)
            order_dir = "BUY"
            pos_all = self.pos.pos_short
        else:  # 卖单
            order_dir = "SELL"
            pos_all = self.pos.pos_long
        if offset == "昨":
            order_offset = "CLOSE"
            if self.exchange == "SHFE" or self.exchange == "INE":
                if vol > 0:
                    pos_all = self.pos.pos_short_his
                else:
                    pos_all = self.pos.pos_long_his
                frozen_volume = sum([order.volume_left for order in self.pos.orders.values() if
                                     not order.is_dead and order.offset == order_offset and order.direction == order_dir])
            else:
                frozen_volume = pending_frozen + sum([order.volume_left for order in self.pos.orders.values() if
                                                      not order.is_dead and order.offset != "OPEN" and order.direction == order_dir])
                if (
                self.pos.pos_short_today if vol > 0 else self.pos.pos_long_today) - frozen_volume > 0:  # 判断是否有未冻结的今仓手数: 若有则不平昨仓
                    pos_all = frozen_volume
            order_volume = min(abs(vol), max(0, pos_all - frozen_volume))
        elif offset == "今":
            if self.exchange == "SHFE" or self.exchange == "INE":
                order_offset = "CLOSETODAY"
                if vol > 0:
                    pos_all = self.pos.pos_short_today
                else:
                    pos_all = self.pos.pos_long_today
                frozen_volume = sum([order.volume_left for order in self.pos.orders.values() if
                                     not order.is_dead and order.offset == order_offset and order.direction == order_dir])
            else:
                order_offset = "CLOSE"
                frozen_volume = pending_frozen + sum([order.volume_left for order in self.pos.orders.values() if
                                                      not order.is_dead and order.offset != "OPEN" and order.direction == order_dir])
                pos_all = self.pos.pos_short_today if vol > 0 else self.pos.pos_long_today
            order_volume = min(abs(vol), max(0, pos_all - frozen_volume))
        elif offset == "开":
            order_offset = "OPEN"
            order_volume = abs(vol)
        else:
            order_offset = ""
            order_volume = 0
        return order_offset, order_dir, order_volume
     async def _target_pos_task(self):
        """负责调整目标持仓的task"""
        async for target_pos in self.pos_chan:
            # 确定调仓增减方向
            delta_volume = target_pos - self.pos.pos
            pending_forzen = 0
            all_tasks = []
            for each_priority in self.offset_priority + ",":  # 按不同模式的优先级顺序报出不同的offset单,股指(“昨开”)平昨优先从不平今就先报平昨,原油平今优先("今昨开")就报平今
                if each_priority == ",":
                    await gather(*[each.task for each in all_tasks])
                    pending_forzen = 0
                    all_tasks = []
                    continue
                order_offset, order_dir, order_volume = self._get_order(each_priority, delta_volume, pending_forzen)
                if order_volume == 0:  # 如果没有则直接到下一种offset
                    continue
                elif order_offset != "OPEN":
                    pending_forzen += order_volume
                order_task = InsertOrderUntilAllTradedTask(self.api, self.symbol, order_dir, offset=order_offset,
                                                           volume=order_volume, price=self.price,
                                                           trade_chan=self.trade_chan)
                all_tasks.append(order_task)
                delta_volume -= order_volume if order_dir == "BUY" else -order_volume
  class InsertOrderUntilAllTradedTask(object):
    """追价下单task, 该task会在行情变化后自动撤单重下,直到全部成交"""
     def __init__(self, api, symbol, direction, offset, volume, price="ACTIVE", trade_chan=None):
        """
        创建追价下单task实例
         Args:
            api (TqApi): TqApi实例,该task依托于指定api下单/撤单
             symbol (str): 拟下单的合约symbol, 格式为 交易所代码.合约代码,  例如 "SHFE.cu1801"
             direction (str): "BUY" 或 "SELL"
             offset (str): "OPEN", "CLOSE" 或 "CLOSETODAY"
             volume (int): 需要下单的手数
             price (str): [可选]下单方式, ACTIVE=对价下单, PASSIVE=挂价下单
             trade_chan (TqChan): [可选]成交通知channel, 当有成交发生时会将成交手数(多头为正数,空头为负数)发到该channel上
        """
        self.api = api
        if symbol not in api._data.get("quotes", {}):
            raise Exception("代码 %s 不存在, 请检查合约代码是否填写正确" % (symbol))
        self.symbol = symbol
        if direction not in ("BUY", "SELL"):
            raise Exception("下单方向(direction) %s 错误, 请检查 direction 参数是否填写正确" % (direction))
        self.direction = direction
        if offset not in ("OPEN", "CLOSE", "CLOSETODAY"):
            raise Exception("开平标志(offset) %s 错误, 请检查 offset 是否填写正确" % (offset))
        self.offset = offset
        self.volume = int(volume)
        if self.volume <= 0:
            raise Exception("下单手数(volume) %s 错误, 请检查 volume 是否填写正确" % (volume))
        if price not in ("ACTIVE", "PASSIVE"):
            raise Exception("下单方式(price) %s 错误, 请检查 price 参数是否填写正确" % (price))
        self.price = price
        self.trade_chan = trade_chan if trade_chan is not None else TqChan(self.api)
        # self.quote = self.api.get_quote(self.symbol)
        close = list(self.api._serials.items())[0][1]['df'].close
        price_tick = self.api._backtest.data["quotes"][symbol].price_tick
        self.quote = {
            'ask_price1': close.iloc[-2] + price_tick,
            'bid_price1': close.iloc[-2] - price_tick,
            'last_price': close.iloc[-2],
            "pre_close": None,
        }
        # print(self.quote)
        self.task = self.api.create_task(self._run())
     async def _run(self):
        """负责追价下单的task"""
        async with self.api.register_update_notify() as update_chan:
            # 确保获得初始行情
            # while self.quote.datetime == "":
            #     await update_chan.recv()
            while self.volume != 0:
                limit_price = self._get_price()
                insert_order_task = InsertOrderTask(self.api, self.symbol, self.direction, self.offset, self.volume,
                                                    limit_price=limit_price, trade_chan=self.trade_chan)
                order = await insert_order_task.order_chan.recv()
                check_chan = TqChan(self.api, last_only=True)
                check_task = self.api.create_task(self._check_price(check_chan, limit_price, order))
                try:
                    await insert_order_task.task
                    order = insert_order_task.order_chan.recv_latest(order)
                    self.volume = order.volume_left
                    if self.volume != 0 and not check_task.done():
                        raise Exception("遇到错单: %s %s %s %d手 %f %s" % (
                        self.symbol, self.direction, self.offset, self.volume, limit_price, order.last_msg))
                finally:
                    await check_chan.close()
                    await check_task
     def _get_price(self):
        """根据最新行情和下单方式计算出最优的下单价格"""
        # 主动买的价格序列(优先判断卖价,如果没有则用买价)
        # price_list = [self.quote.ask_price1, self.quote.bid_price1]
        price_list = [self.quote['ask_price1'], self.quote['bid_price1']]
        if self.direction == "SELL":
            price_list.reverse()
        if self.price == "PASSIVE":
            price_list.reverse()
        limit_price = price_list[0]
        if limit_price != limit_price:
            limit_price = price_list[1]
        if limit_price != limit_price:
            # limit_price = self.quote.last_price
            limit_price = self.quote['last_price']
        if limit_price != limit_price:
            # limit_price = self.quote.pre_close
            limit_price = self.quote['pre_close']
        return limit_price
     async def _check_price(self, update_chan, order_price, order):
        """判断价格是否变化的task"""
        async with self.api.register_update_notify(chan=update_chan):
            async for _ in update_chan:
                new_price = self._get_price()
                if (self.direction == "BUY" and new_price > order_price) or (
                        self.direction == "SELL" and new_price < order_price):
                    self.api.cancel_order(order)
                    break
  class InsertOrderTask(object):
    """下单task"""
     def __init__(self, api, symbol, direction, offset, volume, limit_price=None, order_chan=None, trade_chan=None):
        """
        创建下单task实例
         Args:
            api (TqApi): TqApi实例,该task依托于指定api下单/撤单
             symbol (str): 拟下单的合约symbol, 格式为 交易所代码.合约代码,  例如 "SHFE.cu1801"
             direction (str): "BUY" 或 "SELL"
             offset (str): "OPEN", "CLOSE" 或 "CLOSETODAY"
             volume (int): 需要下单的手数
             limit_price (float): [可选]下单价格, 默认市价单
             order_chan (TqChan): [可选]委托单通知channel, 当委托单状态发生时会将委托单信息发到该channel上
             trade_chan (TqChan): [可选]成交通知channel, 当有成交发生时会将成交手数(多头为正数,空头为负数)发到该channel上
        """
        self.api = api
        if symbol not in api._data.get("quotes", {}):
            raise Exception("代码 %s 不存在, 请检查合约代码是否填写正确" % (symbol))
        self.symbol = symbol
        if direction not in ("BUY", "SELL"):
            raise Exception("下单方向(direction) %s 错误, 请检查 direction 参数是否填写正确" % (direction))
        self.direction = direction
        if offset not in ("OPEN", "CLOSE", "CLOSETODAY"):
            raise Exception("开平标志(offset) %s 错误, 请检查 offset 是否填写正确" % (offset))
        self.offset = offset
        self.volume = int(volume)
        self.limit_price = float(limit_price) if limit_price is not None else None
        self.order_chan = order_chan if order_chan is not None else TqChan(self.api)
        self.trade_chan = trade_chan if trade_chan is not None else TqChan(self.api)
        self.task = self.api.create_task(self._run())
     async def _run(self):
        """负责下单的task"""
        order = self.api.insert_order(self.symbol, self.direction, self.offset, self.volume, self.limit_price)
        last_order = order.copy()
        last_left = self.volume
        async with self.api.register_update_notify() as update_chan:
            await self.order_chan.send(last_order)
            while order.status != "FINISHED" or (order.volume_orign - order.volume_left) != sum(
                    [trade.volume for trade in order.trade_records.values()]):
                await update_chan.recv()
                if order.volume_left != last_left:
                    vol = last_left - order.volume_left
                    last_left = order.volume_left
                    await self.trade_chan.send(vol if order.direction == "BUY" else -vol)
                if order != last_order:
                    last_order = order.copy()
                    await self.order_chan.send(last_order)

ringo 已回答的问题 2019年10月21日
0

回测时订阅 quote的意义如下,会隐式订阅一个1分钟K线周期,所以会影响回测速度,但是使用quote判断则能提高回测精度,看用户自己取舍,如果在意速度的话 回测时不使用 get_quote 函数减少print输出即可

另外我们也在努力做着代码优化,等测试用例码完之后,可以预见整体回测速度会有非常大的改善~

https://doc.shinnytech.com/pysdk/latest/usage/backtest.html

ringo 已回答的问题 2019年10月21日
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