pytrader是基于 easytrader 和 easyquotation 的量化交易框架，支持东方财富自动交易，支持进行策略回测。
开源地址：https://github.com/jadepeng/pytrader
策略文件
在strategies目录，可以参考已有的编写。
策略需要继承StrategyTemplate类，实现int和onbar等函数。
init 设置关注的股票，行情引擎就会推动股票行情。
def init(self):
for stock_code in self.watch_stocks:
self.quotation_engine.watch(stock_code)
行情数据到来时，触发on_bar函数：
def on_bar(self, context: Context, data: Dict[str, DataFrame]):
pass
- Context 是一个工具类，可以获取其他bar或者计算cci、rsi等指标
- data是推动的行情字典，可以用股票代码获取DataFrame类型的行情数据
在线交易
参见 tradertest.py ，会加载所有策略，稍微改动下也能支持制定策略
import easyquant
from easyquant import DefaultLogHandler
print('测试 DEMO')
# 东财
broker = 'eastmoney'
# 自己准备
# {
# "user": "",
# "password": ""# }
need_data = 'account.json'
log_type = 'file'
log_handler = DefaultLogHandler(name='测试', log_type=log_type, filepath='logs.log')
m = easyquant.MainEngine(broker,
need_data,
quotation='online',
# 1分钟K线
bar_type="1m",
log_handler=log_handler)
m.is_watch_strategy = True # 策略文件出现改动时,自动重载,不建议在生产环境下使用
m.load_strategy()
m.start()
运行结果:
测试 DEMO
already logined in
Balance(asset_balance=59686.86, current_balance=6834.62, enable_balance=56977.76, frozen_balance=0.0, market_value=2709.0999999999985, money_type='人民币', pre_interest=0)
Balance(asset_balance=59686.86, current_balance=6834.62, enable_balance=56977.76, frozen_balance=0.0, market_value=2709.0999999999985, money_type='人民币', pre_interest=0)
[2021-11-11 11:59:05.663694] INFO: 测试策略1: 164906 名称：中国互联 市值:2709.0 盈亏: -814.7999999999997
1.29
[2021-11-11 11:59:05.667705] INFO: 测试策略1: 164906 CCI:[200. 5.07246377 34.82587065]
[2021-11-11 11:59:05.668707] INFO: 测试策略1: 164906 RSI6:[75.21876239 52.10112261 52.10112261]
[2021-11-11 11:59:05.668707] INFO: 测试策略1: cci enter high space
[2021-11-11 11:59:05.668707] INFO: 测试策略1: 上升中，继续持仓
[2021-11-11 11:59:05.668707] INFO: 测试策略1:
Balance(asset_balance=59686.86, current_balance=6834.62, enable_balance=56977.76, frozen_balance=0.0, market_value=2709.0999999999985, money_type='人民币', pre_interest=0)
Balance(asset_balance=59686.86, current_balance=6834.62, enable_balance=56977.76, frozen_balance=0.0, market_value=2709.0999999999985, money_type='人民币', pre_interest=0)
[2021-11-11 12:00:07.303305] INFO: 测试策略1: 164906 名称：中国互联 市值:2709.0 盈亏: -814.7999999999997
1.29
[2021-11-11 12:00:07.314334] INFO: 测试策略1: 164906 CCI:[200. 5.07246377 34.82587065]
[2021-11-11 12:00:07.315336] INFO: 测试策略1: 164906 RSI6:[75.21876239 52.10112261 52.10112261]
[2021-11-11 12:00:07.316338] INFO: 测试策略1: cci enter high space
[2021-11-11 12:00:07.316338] INFO: 测试策略1: 上升中，继续持仓
[2021-11-11 12:00:07.317342] INFO: 测试策略1:
Balance(asset_balance=59686.86, current_balance=6834.62, enable_balance=56977.76, frozen_balance=0.0, market_value=2709.0999999999985, money_type='人民币', pre_interest=0)
Balance(asset_balance=59686.86, current_balance=6834.62, enable_balance=56977.76, frozen_balance=0.0, market_value=2709.0999999999985, money_type='人民币', pre_interest=0)
[2021-11-11 12:01:18.392363] INFO: 测试策略1: 164906 名称：中国互联 市值:2709.0 盈亏: -814.7999999999997
1.29
回测
参考backtest.py，设置回测的时间和策略，注意使用quotation需要为tushare或者jqdata，可以自己申请
import easyquotation
import easyquant
from easyquant import DefaultLogHandler, PushBaseEngine
from easyquant.log_handler.default_handler import MockLogHandler
from strategies.CCI import Strategy
print('backtest 回测 测试 ')
broker = 'mock'
need_data = 'account.json'
#
mock_start_dt = "2020-01-01"
mock_end_dt= "2021-11-11"
m = easyquant.MainEngine(broker, need_data,
quotation='tushare',
# quotation='jqdata',
bar_type="1d")
log_handler = MockLogHandler(context=m.context)
# 选择策略
strategy = Strategy(user=m.user, log_handler=log_handler, main_engine=m)
m.start_mock(mock_start_dt, mock_end_dt, strategy)
print('mock end')
print(m.user.get_balance())
for deal in m.user.get_current_deal():
print(deal.deal_time, deal.bs_type, deal.deal_price, deal.deal_amount)
运行结果举例：
backtest 回测 测试
[2021-11-11 12:09:44.962805] INFO: default: 启动主引擎
[2020-02-04 15:00:00] INFO: 002230 RSI6:[48.76350746 20.16124773 38.11308036]
[2020-02-04 15:00:00] INFO: RSI上穿，抄底买入 35.15元 28300股
[2020-03-17 15:00:00] INFO: 没钱买入
[2020-03-19 15:00:00] INFO: 没钱买入
[2020-03-23 15:00:00] INFO: 跌破20日线，止损 34.74元
[2020-03-23 15:00:00] INFO: 002230 盈亏: -14587.234999999835
[2020-03-24 15:00:00] INFO: 002230 RSI6:[34.67789665 25.20904214 33.31120403]
[2020-03-24 15:00:00] INFO: RSI上穿，抄底买入 35.48元 27500股
[2020-03-25 15:00:00] INFO: 没钱买入
[2020-03-30 15:00:00] INFO: 跌破20日线，止损 34.53元
[2020-03-30 15:00:00] INFO: 002230 盈亏: -26124.999999999884
[2020-04-01 15:00:00] INFO: 002230 RSI6:[29.6608755 28.83954667 29.33914896]
[2020-04-01 15:00:00] INFO: RSI上穿，抄底买入 34.5元 27400股
[2020-04-02 15:00:00] INFO: 没钱买入
[2020-04-16 15:00:00] INFO: 跌破20日线，止损 34.42元
[2020-04-16 15:00:00] INFO: 002230 盈亏: -2191.999999999953
[2020-04-30 15:00:00] INFO: 002230 RSI6:[42.27921854 21.00976129 24.6876384 ]
[2020-04-30 15:00:00] INFO: RSI上穿，抄底买入 33.28元 28100股
[2020-05-18 15:00:00] INFO: 跌破20日线，止损 33.22元
[2020-05-18 15:00:00] INFO: 002230 盈亏: -1686.000000000064
[2020-05-19 15:00:00] INFO: 002230 RSI6:[63.47371421 33.38711899 36.98845238]
[2020-05-19 15:00:00] INFO: RSI上穿，抄底买入 34.63元 26800股
[2020-05-21 15:00:00] INFO: 跌破20日线，止损 32.87元
[2020-05-21 15:00:00] INFO: 002230 盈亏: -47168.00000000014
[2020-05-26 15:00:00] INFO: 002230 RSI6:[36.84886995 24.31515989 31.02544277]
[2020-05-26 15:00:00] INFO: RSI上穿，抄底买入 32.2元 27100股
[2020-05-27 15:00:00] INFO: 跌破20日线，止损 31.7元
[2020-05-27 15:00:00] INFO: 002230 盈亏: -13550.000000000096
[2020-05-28 15:00:00] INFO: 002230 RSI6:[33.23760915 31.96286073 36.84886995]
[2020-05-28 15:00:00] INFO: RSI上穿，抄底买入 31.76元 26900股
[2020-05-29 15:00:00] INFO: 没钱买入
[2020-06-11 15:00:00] INFO: 002230 RSI6:[68.15891577 81.93030038 62.4026211 ]
[2020-06-11 15:00:00] INFO: RSI拐点，卖出 34.86元 26900股
[2020-06-11 15:00:00] INFO: 002230 盈亏: 83389.99999999994
[2020-07-17 15:00:00] INFO: 002230 RSI6:[33.74292572 31.23748151 42.53459562]
[2020-07-17 15:00:00] INFO: RSI上穿，抄底买入 37.24元 25000股
[2020-07-20 15:00:00] INFO: 没钱买入
[2020-07-23 15:00:00] INFO: 跌破20日线，止损 37.23元
[2020-07-23 15:00:00] INFO: 002230 盈亏: -250.0000000001279
[2020-07-28 15:00:00] INFO: 002230 RSI6:[26.57979316 25.44498903 25.44498903]
[2020-07-28 15:00:00] INFO: RSI上穿，抄底买入 36.0元 25700股
[2020-07-29 15:00:00] INFO: 没钱买入
[2020-09-08 15:00:00] INFO: 没钱买入
[2020-09-09 15:00:00] INFO: 跌破20日线，止损 34.87元
[2020-09-09 15:00:00] INFO: 002230 盈亏: -29041.000000000065
[2020-09-11 15:00:00] INFO: 002230 RSI6:[23.21420985 19.75351242 21.54530544]
[2020-09-11 15:00:00] INFO: RSI上穿，抄底买入 34.7元 25600股
[2020-09-14 15:00:00] INFO: 没钱买入
[2020-09-15 15:00:00] INFO: 没钱买入
[2020-09-16 15:00:00] INFO: 没钱买入
[2020-09-18 15:00:00] INFO: 没钱买入
[2020-09-24 15:00:00] INFO: 跌破20日线，止损 34.45元
[2020-09-24 15:00:00] INFO: 002230 盈亏: -6400.0
[2020-09-25 15:00:00] INFO: 002230 RSI6:[31.28480547 28.80417236 37.72008547]
[2020-09-25 15:00:00] INFO: RSI上穿，抄底买入 34.52元 25400股
[2020-09-28 15:00:00] INFO: 跌破20日线，止损 34.05元
[2020-09-28 15:00:00] INFO: 002230 盈亏: -11938.000000000151
[2020-09-29 15:00:00] INFO: 002230 RSI6:[39.35969455 24.42732022 31.28480547]
[2020-09-29 15:00:00] INFO: RSI上穿，抄底买入 34.49元 24900股
[2020-09-30 15:00:00] INFO: 跌破20日线，止损 34.27元
[2020-09-30 15:00:00] INFO: 002230 盈亏: -5477.999999999972
[2020-11-27 15:00:00] INFO: 002230 RSI6:[28.44005514 25.0207767 26.70993727]
[2020-11-27 15:00:00] INFO: RSI上穿，抄底买入 38.3元 22100股
[2020-11-30 15:00:00] INFO: 跌破20日线，止损 38.22元
[2020-11-30 15:00:00] INFO: 002230 盈亏: -1767.9999999999623
[2020-12-01 15:00:00] INFO: 002230 RSI6:[44.13552902 27.72604598 28.44005514]
[2020-12-01 15:00:00] INFO: RSI上穿，抄底买入 39.0元 21500股
[2020-12-02 15:00:00] INFO: 跌破20日线，止损 38.92元
[2020-12-02 15:00:00] INFO: 002230 盈亏: -1719.9999999999634
[2020-12-10 15:00:00] INFO: 002230 RSI6:[35.60943671 27.75226461 39.14467353]
[2020-12-10 15:00:00] INFO: RSI上穿，抄底买入 38.0元 21900股
[2020-12-28 15:00:00] INFO: 跌破20日线，止损 36.83元
[2020-12-28 15:00:00] INFO: 002230 盈亏: -25623.000000000036
[2020-12-29 15:00:00] INFO: 002230 RSI6:[32.07174913 27.74978633 39.49470813]
[2020-12-29 15:00:00] INFO: RSI上穿，抄底买入 37.06元 21600股
[2020-12-30 15:00:00] INFO: 没钱买入
[2021-01-14 15:00:00] INFO: 002230 RSI6:[65.37887186 87.65459084 81.3661945 ]
[2021-01-14 15:00:00] INFO: RSI拐点，卖出 44.65元 21600股
[2021-01-14 15:00:00] INFO: 002230 盈亏: 163943.9999999999
[2021-02-04 15:00:00] INFO: 002230 RSI6:[40.45563373 34.85232425 61.618979 ]
[2021-02-04 15:00:00] INFO: RSI上穿，抄底买入 45.3元 21100股
[2021-02-05 15:00:00] INFO: 跌破20日线，止损 43.68元
[2021-02-05 15:00:00] INFO: 002230 盈亏: -34181.99999999995
[2021-02-08 15:00:00] INFO: 002230 RSI6:[38.25296049 34.05735873 40.45563373]
[2021-02-08 15:00:00] INFO: RSI上穿，抄底买入 44.26元 20700股
[2021-03-09 15:00:00] INFO: 没钱买入
[2021-03-17 15:00:00] INFO: 没钱买入
[2021-03-22 15:00:00] INFO: 没钱买入
[2021-04-13 15:00:00] INFO: 没钱买入
[2021-04-14 15:00:00] INFO: 没钱买入
[2021-05-10 15:00:00] INFO: 没钱买入
[2021-05-26 15:00:00] INFO: 002230 RSI6:[76.69600435 84.43471078 72.43816252]
[2021-05-26 15:00:00] INFO: RSI拐点，卖出 61.26元 20700股
[2021-05-26 15:00:00] INFO: 002230 盈亏: 351900.0
[2021-07-15 15:00:00] INFO: 002230 RSI6:[39.48466829 33.9016054 39.71800096]
[2021-07-15 15:00:00] INFO: RSI上穿，抄底买入 61.23元 20600股
[2021-07-16 15:00:00] INFO: 跌破20日线，止损 60.8元
[2021-07-16 15:00:00] INFO: 002230 盈亏: -8857.999999999995
[2021-07-21 15:00:00] INFO: 002230 RSI6:[48.9588887 32.03685393 44.09694546]
[2021-07-21 15:00:00] INFO: RSI上穿，抄底买入 61.53元 20200股
[2021-07-27 15:00:00] INFO: 跌破20日线，止损 58.02元
[2021-07-27 15:00:00] INFO: 002230 盈亏: -70901.99999999996
[2021-07-29 15:00:00] INFO: 002230 RSI6:[42.58407346 32.68979414 32.93389648]
[2021-07-29 15:00:00] INFO: RSI上穿，抄底买入 59.49元 19500股
[2021-07-30 15:00:00] INFO: 跌破20日线，止损 58.6元
[2021-07-30 15:00:00] INFO: 002230 盈亏: -17355.00000000001
[2021-08-10 15:00:00] INFO: 002230 RSI6:[37.95398922 30.4741093 32.0076735 ]
[2021-08-10 15:00:00] INFO: RSI上穿，抄底买入 57.34元 19800股
[2021-08-11 15:00:00] INFO: 跌破20日线，止损 56.46元
[2021-08-11 15:00:00] INFO: 002230 盈亏: -17424.00000000005
[2021-08-18 15:00:00] INFO: 002230 RSI6:[14.58881343 13.39682666 17.62430499]
[2021-08-18 15:00:00] INFO: RSI上穿，抄底买入 51.6元 21600股
[2021-08-19 15:00:00] INFO: 没钱买入
[2021-08-23 15:00:00] INFO: 没钱买入
[2021-08-31 15:00:00] INFO: 没钱买入
[2021-09-02 15:00:00] INFO: 跌破20日线，止损 50.05元
[2021-09-02 15:00:00] INFO: 002230 盈亏: -33480.000000000095
[2021-09-06 15:00:00] INFO: 002230 RSI6:[50.10713849 21.29516507 23.76252327]
[2021-09-06 15:00:00] INFO: RSI上穿，抄底买入 51.94元 20600股
[2021-09-07 15:00:00] INFO: 跌破20日线，止损 51.93元
[2021-09-07 15:00:00] INFO: 002230 盈亏: -205.99999999995902
[2021-09-17 15:00:00] INFO: 002230 RSI6:[44.42750488 29.78456305 37.51313217]
[2021-09-17 15:00:00] INFO: RSI上穿，抄底买入 50.95元 20900股
[2021-10-22 15:00:00] INFO: 没钱买入
mock end
[Balance(asset_balance=1231152.1139999998, current_balance=1187.1139999998268, enable_balance=1187.1139999998268, frozen_balance=0, market_value=1229965.0, money_type='人民币', pre_interest=0.25)]
2020-02-04 00:00:00 B 35.15 28300
2020-03-23 00:00:00 S 34.74 28300
2020-03-24 00:00:00 B 35.48 27500
2020-03-30 00:00:00 S 34.53 27500
2020-04-01 00:00:00 B 34.5 27400
2020-04-16 00:00:00 S 34.42 27400
2020-04-30 00:00:00 B 33.28 28100
2020-05-18 00:00:00 S 33.22 28100
2020-05-19 00:00:00 B 34.63 26800
2020-05-21 00:00:00 S 32.87 26800
2020-05-26 00:00:00 B 32.2 27100
2020-05-27 00:00:00 S 31.7 27100
2020-05-28 00:00:00 B 31.76 26900
2020-06-11 00:00:00 S 34.86 26900
2020-07-17 00:00:00 B 37.24 25000
2020-07-23 00:00:00 S 37.23 25000
2020-07-28 00:00:00 B 36.0 25700
2020-09-09 00:00:00 S 34.87 25700
2020-09-11 00:00:00 B 34.7 25600
2020-09-24 00:00:00 S 34.45 25600
2020-09-25 00:00:00 B 34.52 25400
2020-09-28 00:00:00 S 34.05 25400
2020-09-29 00:00:00 B 34.49 24900
2020-09-30 00:00:00 S 34.27 24900
2020-11-27 00:00:00 B 38.3 22100
2020-11-30 00:00:00 S 38.22 22100
2020-12-01 00:00:00 B 39.0 21500
2020-12-02 00:00:00 S 38.92 21500
2020-12-10 00:00:00 B 38.0 21900
2020-12-28 00:00:00 S 36.83 21900
2020-12-29 00:00:00 B 37.06 21600
2021-01-14 00:00:00 S 44.65 21600
2021-02-04 00:00:00 B 45.3 21100
2021-02-05 00:00:00 S 43.68 21100
2021-02-08 00:00:00 B 44.26 20700
2021-05-26 00:00:00 S 61.26 20700
2021-07-15 00:00:00 B 61.23 20600
2021-07-16 00:00:00 S 60.8 20600
2021-07-21 00:00:00 B 61.53 20200
2021-07-27 00:00:00 S 58.02 20200
2021-07-29 00:00:00 B 59.49 19500
2021-07-30 00:00:00 S 58.6 19500
2021-08-10 00:00:00 B 57.34 19800
2021-08-11 00:00:00 S 56.46 19800
2021-08-18 00:00:00 B 51.6 21600
2021-09-02 00:00:00 S 50.05 21600
2021-09-06 00:00:00 B 51.94 20600
2021-09-07 00:00:00 S 51.93 20600
2021-09-17 00:00:00 B 50.95 20900