From 95052ce822bdcfc20a1fb7e128249ed37d99435c Mon Sep 17 00:00:00 2001 From: "vn.py" Date: Sat, 16 Feb 2019 10:13:22 +0800 Subject: [PATCH] [Add] add load history data function to cta live trading engine --- .gitignore | 3 + .../turtle-checkpoint.ipynb | 84 ------------------- tests/backtesting/turtle.ipynb | 78 ++++++++--------- vnpy/app/cta_strategy/backtesting.py | 18 ++-- vnpy/app/cta_strategy/engine.py | 60 +++++++++++-- vnpy/app/cta_strategy/template.py | 11 +++ 6 files changed, 116 insertions(+), 138 deletions(-) delete mode 100644 tests/backtesting/.ipynb_checkpoints/turtle-checkpoint.ipynb diff --git a/.gitignore b/.gitignore index 21009318..7ac72ffe 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,9 @@ # Python *.pyc +# Jupyter +.ipynb_checkpoints + # IDE .vscode .idea diff --git a/tests/backtesting/.ipynb_checkpoints/turtle-checkpoint.ipynb b/tests/backtesting/.ipynb_checkpoints/turtle-checkpoint.ipynb deleted file mode 100644 index 43727aff..00000000 --- a/tests/backtesting/.ipynb_checkpoints/turtle-checkpoint.ipynb +++ /dev/null @@ -1,84 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#%%\n", - "from vnpy.app.cta_strategy.backtesting import BacktestingEngine\n", - "from vnpy.app.cta_strategy.strategies.turtle_signal_strategy import (\n", - " TurtleSignalStrategy,\n", - ")\n", - "from datetime import datetime" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#%%\n", - "engine = BacktestingEngine()\n", - "engine.set_parameters(\n", - " vt_symbol=\"IF88.CFFEX\",\n", - " interval=\"1m\",\n", - " start=datetime(2013, 1, 1),\n", - " end=datetime(2015, 3, 30),\n", - " rate=0,\n", - " slippage=0,\n", - " size=300,\n", - " pricetick=0.2,\n", - " capital=1_000_000,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "#%%\n", - "engine.add_strategy(TurtleSignalStrategy, {})\n", - "engine.load_data()\n", - "engine.run_backtesting()\n", - "df = engine.calculate_result()\n", - "engine.calculate_statistics()\n", - "engine.show_chart()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.1" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/tests/backtesting/turtle.ipynb b/tests/backtesting/turtle.ipynb index addb79c7..2128c368 100644 --- a/tests/backtesting/turtle.ipynb +++ b/tests/backtesting/turtle.ipynb @@ -23,12 +23,12 @@ "#%%\n", "engine = BacktestingEngine()\n", "engine.set_parameters(\n", - " vt_symbol=\"IF99.CFFEX\",\n", + " vt_symbol=\"XBTUSD.BITMEX\",\n", " interval=\"1m\",\n", - " start=datetime(2013, 1, 1),\n", - " end=datetime(2019, 3, 30),\n", - " rate=0,\n", - " slippage=0,\n", + " start=datetime(2018, 1, 1),\n", + " end=datetime(2018, 4, 30),\n", + " rate=3.0/10000,\n", + " slippage=0.2,\n", " size=300,\n", " pricetick=0.2,\n", " capital=1_000_000,\n", @@ -46,39 +46,39 @@ "name": "stdout", "output_type": "stream", "text": [ - "2019-01-30 12:25:59.002493\t开始加载历史数据\n", - "2019-01-30 12:26:34.081621\t历史数据加载完成,数据量:376572\n", - "2019-01-30 12:26:34.332922\t策略初始化完成\n", - "2019-01-30 12:26:34.333896\t开始回放历史数据\n", - "2019-01-30 12:27:21.518437\t历史数据回放结束\n", - "2019-01-30 12:27:21.518437\t开始计算逐日盯市盈亏\n", - "2019-01-30 12:27:21.898312\t逐日盯市盈亏计算完成\n", - "2019-01-30 12:27:21.898312\t开始计算策略统计指标\n", - "2019-01-30 12:27:21.929482\t------------------------------\n", - "2019-01-30 12:27:21.929482\t首个交易日:\t2013-02-01\n", - "2019-01-30 12:27:21.929482\t最后交易日:\t2019-01-30\n", - "2019-01-30 12:27:21.929482\t总交易日:\t1459\n", - "2019-01-30 12:27:21.929482\t盈利交易日:\t805\n", - "2019-01-30 12:27:21.929482\t亏损交易日:\t654\n", - "2019-01-30 12:27:21.929482\t起始资金:\t1,000,000.00\n", - "2019-01-30 12:27:21.929482\t结束资金:\t220,899,784.04\n", - "2019-01-30 12:27:21.929482\t总收益率:\t21,989.98%\n", - "2019-01-30 12:27:21.929482\t年化收益:\t3,617.27%\n", - "2019-01-30 12:27:21.929482\t最大回撤: \t-57,892,062.00%\n", - "2019-01-30 12:27:21.929482\t百分比最大回撤: -1,199.55%\n", - "2019-01-30 12:27:21.929482\t总盈亏:\t219,899,784.04%\n", - "2019-01-30 12:27:21.929482\t总手续费:\t0.00\n", - "2019-01-30 12:27:21.929482\t总滑点:\t0.00\n", - "2019-01-30 12:27:21.929482\t总成交金额:\t96,983,115,547.79\n", - "2019-01-30 12:27:21.929482\t总成交笔数:\t68478\n", - "2019-01-30 12:27:21.929482\t日均盈亏:\t150,719.52\n", - "2019-01-30 12:27:21.929482\t日均手续费:\t0.00\n", - "2019-01-30 12:27:21.929482\t日均滑点:\t0.00\n", - "2019-01-30 12:27:21.929482\t日均成交金额:\t66,472,320.46\n", - "2019-01-30 12:27:21.929482\t日均成交笔数:\t46.93488690884167\n", - "2019-01-30 12:27:21.929482\t日均收益率:\t1,322.46%\n", - "2019-01-30 12:27:21.929482\t收益标准差:\t828.67%\n", - "2019-01-30 12:27:21.929482\tSharpe Ratio:\t24.72\n" + "2019-02-15 16:04:41.398818\t开始加载历史数据\n", + "2019-02-15 16:04:52.954926\t历史数据加载完成,数据量:135570\n", + "2019-02-15 16:04:54.248921\t策略初始化完成\n", + "2019-02-15 16:04:54.248921\t开始回放历史数据\n", + "2019-02-15 16:05:07.653733\t历史数据回放结束\n", + "2019-02-15 16:05:07.654709\t开始计算逐日盯市盈亏\n", + "2019-02-15 16:05:07.765065\t逐日盯市盈亏计算完成\n", + "2019-02-15 16:05:07.766042\t开始计算策略统计指标\n", + "2019-02-15 16:05:07.781667\t------------------------------\n", + "2019-02-15 16:05:07.781667\t首个交易日:\t2018-01-21\n", + "2019-02-15 16:05:07.781667\t最后交易日:\t2018-04-05\n", + "2019-02-15 16:05:07.781667\t总交易日:\t75\n", + "2019-02-15 16:05:07.781667\t盈利交易日:\t28\n", + "2019-02-15 16:05:07.781667\t亏损交易日:\t47\n", + "2019-02-15 16:05:07.781667\t起始资金:\t1,000,000.00\n", + "2019-02-15 16:05:07.781667\t结束资金:\t-4,996,529.76\n", + "2019-02-15 16:05:07.782644\t总收益率:\t-599.65%\n", + "2019-02-15 16:05:07.782644\t年化收益:\t-1,918.89%\n", + "2019-02-15 16:05:07.782644\t最大回撤: \t-7,982,815.30\n", + "2019-02-15 16:05:07.782644\t百分比最大回撤: -1,307.96%\n", + "2019-02-15 16:05:07.782644\t总盈亏:\t-5,996,529.76\n", + "2019-02-15 16:05:07.782644\t总手续费:\t26,268,309.76\n", + "2019-02-15 16:05:07.782644\t总滑点:\t1,871,880.00\n", + "2019-02-15 16:05:07.782644\t总成交金额:\t87,561,032,520.00\n", + "2019-02-15 16:05:07.782644\t总成交笔数:\t20745\n", + "2019-02-15 16:05:07.782644\t日均盈亏:\t-79,953.73\n", + "2019-02-15 16:05:07.782644\t日均手续费:\t350,244.13\n", + "2019-02-15 16:05:07.782644\t日均滑点:\t24,958.40\n", + "2019-02-15 16:05:07.782644\t日均成交金额:\t1,167,480,433.60\n", + "2019-02-15 16:05:07.782644\t日均成交笔数:\t276.6\n", + "2019-02-15 16:05:07.782644\t日均收益率:\t32.92%\n", + "2019-02-15 16:05:07.782644\t收益标准差:\t200.71%\n", + "2019-02-15 16:05:07.782644\tSharpe Ratio:\t2.54\n" ] }, { @@ -91,7 +91,7 @@ }, { "data": { - 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\n", + "image/png": 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\n", 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" ] diff --git a/vnpy/app/cta_strategy/backtesting.py b/vnpy/app/cta_strategy/backtesting.py index a4bd35cd..e8b1f9f8 100644 --- a/vnpy/app/cta_strategy/backtesting.py +++ b/vnpy/app/cta_strategy/backtesting.py @@ -165,13 +165,13 @@ class BacktestingEngine: mode: BacktestingMode = BacktestingMode.BAR, ): """""" - self.mode = mode # 1 - self.vt_symbol = vt_symbol # 2 + self.mode = mode + self.vt_symbol = vt_symbol self.interval = interval - self.rate = rate # 3 - self.slippage = slippage # 4 - self.size = size # - self.pricetick = pricetick # + self.rate = rate + self.slippage = slippage + self.size = size + self.pricetick = pricetick self.start = start self.symbol, exchange_str = self.vt_symbol.split(".") @@ -789,6 +789,12 @@ class BacktestingEngine: """ msg = f"{self.datetime}\t{msg}" self.logs.append(msg) + + def send_email(self, msg: str, strategy: CtaTemplate = None): + """ + Send email to default receiver. + """ + pass def get_engine_type(self): """ diff --git a/vnpy/app/cta_strategy/engine.py b/vnpy/app/cta_strategy/engine.py index 34004ee4..c50dde97 100644 --- a/vnpy/app/cta_strategy/engine.py +++ b/vnpy/app/cta_strategy/engine.py @@ -7,6 +7,7 @@ import traceback from collections import defaultdict from pathlib import Path from typing import Any, Callable +from datetime import datetime, timedelta from vnpy.event import Event, EventEngine from vnpy.trader.engine import BaseEngine, MainEngine @@ -19,6 +20,7 @@ from vnpy.trader.object import ( from vnpy.trader.event import EVENT_TICK, EVENT_ORDER, EVENT_TRADE from vnpy.trader.constant import Direction, PriceType, Interval from vnpy.trader.utility import get_temp_path +from vnpy.trader.database import DbTickData, DbBarData from .base import ( EVENT_CTA_LOG, @@ -46,19 +48,19 @@ class CtaEngine(BaseEngine): super(CtaEngine, self).__init__( main_engine, event_engine, "CtaStrategy") - self.setting_file = None # setting file object + self.setting_file = None # setting file object - self.classes = {} # class_name: stategy_class - self.strategies = {} # strategy_name: strategy + self.classes = {} # class_name: stategy_class + self.strategies = {} # strategy_name: strategy self.symbol_strategy_map = defaultdict( - list) # vt_symbol: strategy list + list) # vt_symbol: strategy list self.orderid_strategy_map = {} # vt_orderid: strategy self.strategy_orderid_map = defaultdict( - set) # strategy_name: orderid list + set) # strategy_name: orderid list - self.stop_order_count = 0 # for generating stop_orderid - self.stop_orders = {} # stop_orderid: stop_order + self.stop_order_count = 0 # for generating stop_orderid + self.stop_orders = {} # stop_orderid: stop_order def init_engine(self): """ @@ -320,11 +322,40 @@ class CtaEngine(BaseEngine): self, vt_symbol: str, days: int, interval: Interval, callback: Callable ): """""" - pass + end = datetime.now() + start = end - timedelta(days) + + s = ( + DbBarData.select() + .where( + (DbBarData.vt_symbol == vt_symbol) & + (DbBarData.interval == interval) & + (DbBarData.datetime >= start) & + (DbBarData.datetime <= end) + ) + .order_by(DbBarData.datetime) + ) + + for bar in s: + callback(bar) def load_tick(self, vt_symbol: str, days: int, callback: Callable): """""" - pass + end = datetime.now() + start = end - timedelta(days) + + s = ( + DbTickData.select() + .where( + (DbBarData.vt_symbol == vt_symbol) & + (DbBarData.datetime >= start) & + (DbBarData.datetime <= end) + ) + .order_by(DbBarData.datetime) + ) + + for tick in s: + callback(tick) def call_strategy_func( self, strategy: CtaTemplate, func: Callable, params: Any = None @@ -586,3 +617,14 @@ class CtaEngine(BaseEngine): log = LogData(msg=msg, gateway_name="CtaStrategy") event = Event(type=EVENT_CTA_LOG, data=log) self.event_engine.put(event) + + def send_email(self, msg: str, strategy: CtaTemplate = None): + """ + Send email to default receiver. + """ + if strategy: + subject = f"{strategy.name}" + else: + subject = "CTA策略引擎" + + self.main_engine.send_email(subject, msg) diff --git a/vnpy/app/cta_strategy/template.py b/vnpy/app/cta_strategy/template.py index f6f7bc31..211b258f 100644 --- a/vnpy/app/cta_strategy/template.py +++ b/vnpy/app/cta_strategy/template.py @@ -226,3 +226,14 @@ class CtaTemplate(ABC): Put an strategy data event for ui update. """ self.cta_engine.put_strategy_event(self) + + def send_email(self, msg): + """ + Send email to default receiver. + """ + self.cta_engine.send_email(msg, self) + + def save_variables(self): + """ + """ + self.cta_engine.save_strategy_variables(self)