{"Description":"实验创建于2018/10/16","Summary":"","Graph":{"EdgesInternal":[{"DestinationInputPortId":"-1483:input_1","SourceOutputPortId":"-25:data"},{"DestinationInputPortId":"-136:input_1","SourceOutputPortId":"-25:data"},{"DestinationInputPortId":"-1442:instruments","SourceOutputPortId":"-25:data"},{"DestinationInputPortId":"-1473:features","SourceOutputPortId":"-1468:data"},{"DestinationInputPortId":"-72:input_data","SourceOutputPortId":"-1473:data"},{"DestinationInputPortId":"-1473:input_data","SourceOutputPortId":"-1483:data_1"},{"DestinationInputPortId":"-1442:benchmark_ds","SourceOutputPortId":"-136:data_1"},{"DestinationInputPortId":"-1442:options_data","SourceOutputPortId":"-72:data"},{"DestinationInputPortId":"-79:input_1","SourceOutputPortId":"-72:data"},{"DestinationInputPortId":"-1442:trading_calendar","SourceOutputPortId":"-79:data_1"}],"ModuleNodes":[{"Id":"-25","ModuleId":"BigQuantSpace.instruments.instruments-v2","ModuleParameters":[{"Name":"start_date","Value":"2021-05-01","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"end_date","Value":"2021-05-15","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"market","Value":"CN_FUTURE","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"instrument_list","Value":"RU2110.SHF","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"max_count","Value":0,"ValueType":"Literal","LinkedGlobalParameter":null}],"InputPortsInternal":[{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"rolling_conf","NodeId":"-25"}],"OutputPortsInternal":[{"Name":"data","NodeId":"-25","OutputType":null}],"UsePreviousResults":true,"moduleIdForCode":2,"Comment":"","CommentCollapsed":true},{"Id":"-1442","ModuleId":"BigQuantSpace.trade.trade-v4","ModuleParameters":[{"Name":"start_date","Value":"2021-05-01","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"end_date","Value":"2021-05-13","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"initialize","Value":"# 回测引擎:初始化函数,只执行一次\ndef bigquant_run(context):\n # 设置是否是结算模式\n context.set_need_settle(False)\n # 设置最大杠杆\n context.set_max_leverage(1, 'fill_amap')\n","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"handle_data","Value":"# 回测引擎:每日数据处理函数,每天执行一次\ndef bigquant_run(context, data):\n # 获取当日指标数据\n today = data.current_dt # 当前交易日期\n print(\"trade.v4.log: \", today)\n \n # 跳过可能存在没有交易数据的交易时间,比如09:00:00\n try:\n buy_condition=context.buy_condition[today]\n sell_condition=context.sell_condition[today]\n except KeyError:\n return\n \n instrument = context.future_symbol(context.instruments[0]) # 交易标的\n curr_po=context.portfolio.positions[instrument] # 组合持仓\n curr_position = curr_po.amount # 持仓数量\n \n\n # 交易逻辑\n if buy_condition>0 and data.can_trade(instrument): # 开多,下单数量20手\n order_target(instrument, 20)\n print(today,'平空开多')\n \n elif sell_condition>0 and data.can_trade(instrument):# 开空,下单数量20手\n order_target(instrument, -20)\n print(today,'平多开空')","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"prepare","Value":"# 回测引擎:准备数据,只执行一次\ndef bigquant_run(context):\n df = context.options['data'].read_df()\n# df['date']=df['date'].apply(lambda x:x.strftime('%Y-%m-%d'))\n df.set_index('date',inplace=True)\n context.buy_condition=df['buy_condition']\n context.sell_condition=df['sell_condition']\n","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"before_trading_start","Value":"# 回测引擎:每个单位时间开始前调用一次,即每日开盘前调用一次。\ndef bigquant_run(context, data):\n pass\n","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"volume_limit","Value":"0","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"order_price_field_buy","Value":"open","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"order_price_field_sell","Value":"open","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"capital_base","Value":"1000000","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"auto_cancel_non_tradable_orders","Value":"True","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"data_frequency","Value":"minute","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"price_type","Value":"真实价格","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"product_type","Value":"期货","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"plot_charts","Value":"True","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"backtest_only","Value":"False","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"benchmark","Value":"","ValueType":"Literal","LinkedGlobalParameter":null}],"InputPortsInternal":[{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"instruments","NodeId":"-1442"},{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"options_data","NodeId":"-1442"},{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"history_ds","NodeId":"-1442"},{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"benchmark_ds","NodeId":"-1442"},{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"trading_calendar","NodeId":"-1442"}],"OutputPortsInternal":[{"Name":"raw_perf","NodeId":"-1442","OutputType":null}],"UsePreviousResults":false,"moduleIdForCode":3,"Comment":"","CommentCollapsed":true},{"Id":"-1468","ModuleId":"BigQuantSpace.input_features.input_features-v1","ModuleParameters":[{"Name":"features","Value":"\n# #号开始的表示注释\n# 多个特征,每行一个,可以包含基础特征和衍生特征\nbuy_condition=where((close-(mean(close,20)-2*std(close,20)))/(4*std(close,20))>=1,1,0)\nsell_condition=where((close-(mean(close,20)-2*std(close,20)))/(4*std(close,20))<=0,1,0)\n\n","ValueType":"Literal","LinkedGlobalParameter":null}],"InputPortsInternal":[{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"features_ds","NodeId":"-1468"}],"OutputPortsInternal":[{"Name":"data","NodeId":"-1468","OutputType":null}],"UsePreviousResults":true,"moduleIdForCode":5,"Comment":"","CommentCollapsed":true},{"Id":"-1473","ModuleId":"BigQuantSpace.derived_feature_extractor.derived_feature_extractor-v3","ModuleParameters":[{"Name":"date_col","Value":"date","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"instrument_col","Value":"instrument","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"drop_na","Value":"False","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"remove_extra_columns","Value":"False","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"user_functions","Value":"{}","ValueType":"Literal","LinkedGlobalParameter":null}],"InputPortsInternal":[{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"input_data","NodeId":"-1473"},{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"features","NodeId":"-1473"}],"OutputPortsInternal":[{"Name":"data","NodeId":"-1473","OutputType":null}],"UsePreviousResults":true,"moduleIdForCode":6,"Comment":"","CommentCollapsed":true},{"Id":"-1483","ModuleId":"BigQuantSpace.cached.cached-v3","ModuleParameters":[{"Name":"run","Value":"# Python 代码入口函数,input_1/2/3 对应三个输入端,data_1/2/3 对应三个输出端\ndef bigquant_run(input_1, input_2, input_3,before_days):\n # 示例代码如下。在这里编写您的代码\n start_date=(pd.to_datetime(input_1.read_pickle()['start_date']) - datetime.timedelta(days=before_days)).strftime('%Y-%m-%d')\n end_date=input_1.read_pickle()['end_date']\n instruments=input_1.read_pickle()['instruments']\n fields=['open','high','low','close']\n df = DataSource('bar1m_CN_FUTURE').read(instruments,start_date,end_date,fields)\n df['adjust_factor']=1.0\n data_1 = DataSource.write_df(df)\n return Outputs(data_1=data_1, data_2=None, data_3=None)\n","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"post_run","Value":"# 后处理函数,可选。输入是主函数的输出,可以在这里对数据做处理,或者返回更友好的outputs数据格式。此函数输出不会被缓存。\ndef bigquant_run(outputs):\n return outputs\n","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"input_ports","Value":"","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"params","Value":"{'before_days':60}","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"output_ports","Value":"","ValueType":"Literal","LinkedGlobalParameter":null}],"InputPortsInternal":[{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"input_1","NodeId":"-1483"},{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"input_2","NodeId":"-1483"},{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"input_3","NodeId":"-1483"}],"OutputPortsInternal":[{"Name":"data_1","NodeId":"-1483","OutputType":null},{"Name":"data_2","NodeId":"-1483","OutputType":null},{"Name":"data_3","NodeId":"-1483","OutputType":null}],"UsePreviousResults":true,"moduleIdForCode":4,"Comment":"","CommentCollapsed":true},{"Id":"-136","ModuleId":"BigQuantSpace.cached.cached-v3","ModuleParameters":[{"Name":"run","Value":"# Python 代码入口函数,input_1/2/3 对应三个输入端,data_1/2/3 对应三个输出端\ndef bigquant_run(input_1, input_2, input_3):\n # 示例代码如下。在这里编写您的代码\n start = input_1.read_pickle()['start_date']\n end = input_1.read_pickle()['end_date']\n bm = DataSource('bar1d_CN_FUTURE').read(instruments=['RU8888.SHF'],start_date=start,end_date=end)\n bm.index = range(len(bm)) \n data_1 = DataSource.write_df(bm)\n return Outputs(data_1=data_1)","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"post_run","Value":"# 后处理函数,可选。输入是主函数的输出,可以在这里对数据做处理,或者返回更友好的outputs数据格式。此函数输出不会被缓存。\ndef bigquant_run(outputs):\n return outputs\n","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"input_ports","Value":"","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"params","Value":"{}","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"output_ports","Value":"","ValueType":"Literal","LinkedGlobalParameter":null}],"InputPortsInternal":[{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"input_1","NodeId":"-136"},{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"input_2","NodeId":"-136"},{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"input_3","NodeId":"-136"}],"OutputPortsInternal":[{"Name":"data_1","NodeId":"-136","OutputType":null},{"Name":"data_2","NodeId":"-136","OutputType":null},{"Name":"data_3","NodeId":"-136","OutputType":null}],"UsePreviousResults":true,"moduleIdForCode":1,"Comment":"","CommentCollapsed":true},{"Id":"-72","ModuleId":"BigQuantSpace.dropnan.dropnan-v2","ModuleParameters":[],"InputPortsInternal":[{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"input_data","NodeId":"-72"},{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"features","NodeId":"-72"}],"OutputPortsInternal":[{"Name":"data","NodeId":"-72","OutputType":null}],"UsePreviousResults":true,"moduleIdForCode":8,"Comment":"","CommentCollapsed":true},{"Id":"-79","ModuleId":"BigQuantSpace.cached.cached-v3","ModuleParameters":[{"Name":"run","Value":"# Python 代码入口函数,input_1/2/3 对应三个输入端,data_1/2/3 对应三个输出端\ndef bigquant_run(input_1, input_2, input_3):\n # 示例代码如下。在这里编写您的代码\n from datetime import time\n trading_date = input_1.read()['date'].apply(lambda x: x.date()).unique().tolist() # 自定义的交易日历的日期\n trading_sections = [(time(9,0,0), time(11,30,0)), (time(13,30,0), time(15,0,0)), (time(21,0,0), time(23,0,0))] # 自定义的交易开、收盘时间\n trading_calendar = get_extend_calendar_with_tradingdays('MyFutCalendar', tradingdays=trading_date, trading_sections=trading_sections) # 生成自定义交易日历\n \n data_1 = DataSource.write_pickle(trading_calendar)\n return Outputs(data_1=data_1, data_2=None, data_3=None)\n","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"post_run","Value":"# 后处理函数,可选。输入是主函数的输出,可以在这里对数据做处理,或者返回更友好的outputs数据格式。此函数输出不会被缓存。\ndef bigquant_run(outputs):\n return outputs\n","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"input_ports","Value":"","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"params","Value":"{}","ValueType":"Literal","LinkedGlobalParameter":null},{"Name":"output_ports","Value":"","ValueType":"Literal","LinkedGlobalParameter":null}],"InputPortsInternal":[{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"input_1","NodeId":"-79"},{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"input_2","NodeId":"-79"},{"DataSourceId":null,"TrainedModelId":null,"TransformModuleId":null,"Name":"input_3","NodeId":"-79"}],"OutputPortsInternal":[{"Name":"data_1","NodeId":"-79","OutputType":null},{"Name":"data_2","NodeId":"-79","OutputType":null},{"Name":"data_3","NodeId":"-79","OutputType":null}],"UsePreviousResults":true,"moduleIdForCode":9,"Comment":"","CommentCollapsed":true}],"SerializedClientData":"<?xml version='1.0' encoding='utf-16'?><DataV1 xmlns:xsd='http://www.w3.org/2001/XMLSchema' xmlns:xsi='http://www.w3.org/2001/XMLSchema-instance'><Meta /><NodePositions><NodePosition Node='-25' Position='-256,-107,200,200'/><NodePosition Node='-1442' Position='109.480712890625,465.98646545410156,200,200'/><NodePosition Node='-1468' Position='303,-135,200,200'/><NodePosition Node='-1473' Position='219,74,200,200'/><NodePosition Node='-1483' Position='-10,-16,200,200'/><NodePosition Node='-136' Position='-195.04826259613037,294.58880615234375,200,200'/><NodePosition Node='-72' Position='197,166,200,200'/><NodePosition Node='-79' Position='436.67376708984375,287.480712890625,200,200'/></NodePositions><NodeGroups /></DataV1>"},"IsDraft":true,"ParentExperimentId":null,"WebService":{"IsWebServiceExperiment":false,"Inputs":[],"Outputs":[],"Parameters":[{"Name":"交易日期","Value":"","ParameterDefinition":{"Name":"交易日期","FriendlyName":"交易日期","DefaultValue":"","ParameterType":"String","HasDefaultValue":true,"IsOptional":true,"ParameterRules":[],"HasRules":false,"MarkupType":0,"CredentialDescriptor":null}}],"WebServiceGroupId":null,"SerializedClientData":"<?xml version='1.0' encoding='utf-16'?><DataV1 xmlns:xsd='http://www.w3.org/2001/XMLSchema' xmlns:xsi='http://www.w3.org/2001/XMLSchema-instance'><Meta /><NodePositions></NodePositions><NodeGroups /></DataV1>"},"DisableNodesUpdate":false,"Category":"user","Tags":[],"IsPartialRun":true}
[2021-05-29 12:04:20.678584] INFO: moduleinvoker: instruments.v2 开始运行..
[2021-05-29 12:04:20.704487] INFO: moduleinvoker: 命中缓存
[2021-05-29 12:04:20.705854] INFO: moduleinvoker: instruments.v2 运行完成[0.027275s].
[2021-05-29 12:04:20.710741] INFO: moduleinvoker: cached.v3 开始运行..
[2021-05-29 12:04:20.717507] INFO: moduleinvoker: 命中缓存
[2021-05-29 12:04:20.718650] INFO: moduleinvoker: cached.v3 运行完成[0.007914s].
[2021-05-29 12:04:20.723387] INFO: moduleinvoker: cached.v3 开始运行..
[2021-05-29 12:04:20.729104] INFO: moduleinvoker: 命中缓存
[2021-05-29 12:04:20.731305] INFO: moduleinvoker: cached.v3 运行完成[0.007935s].
[2021-05-29 12:04:20.734636] INFO: moduleinvoker: input_features.v1 开始运行..
[2021-05-29 12:04:20.741804] INFO: moduleinvoker: 命中缓存
[2021-05-29 12:04:20.743647] INFO: moduleinvoker: input_features.v1 运行完成[0.009024s].
[2021-05-29 12:04:20.747063] INFO: moduleinvoker: derived_feature_extractor.v3 开始运行..
[2021-05-29 12:04:20.753593] INFO: moduleinvoker: 命中缓存
[2021-05-29 12:04:20.755882] INFO: moduleinvoker: derived_feature_extractor.v3 运行完成[0.008832s].
[2021-05-29 12:04:20.760146] INFO: moduleinvoker: dropnan.v2 开始运行..
[2021-05-29 12:04:20.767164] INFO: moduleinvoker: 命中缓存
[2021-05-29 12:04:20.768971] INFO: moduleinvoker: dropnan.v2 运行完成[0.008839s].
[2021-05-29 12:04:20.776540] INFO: moduleinvoker: cached.v3 开始运行..
[2021-05-29 12:04:20.781554] INFO: moduleinvoker: 命中缓存
[2021-05-29 12:04:20.782734] INFO: moduleinvoker: cached.v3 运行完成[0.006203s].
[2021-05-29 12:04:20.792604] INFO: moduleinvoker: backtest.v8 开始运行..
[2021-05-29 12:04:20.796371] INFO: backtest: biglearning backtest:V8.5.0
[2021-05-29 12:04:20.830767] INFO: backtest: product_type:future by specified
[2021-05-29 12:04:20.891103] INFO: moduleinvoker: cached.v2 开始运行..
[2021-05-29 12:04:20.896884] INFO: moduleinvoker: 命中缓存
[2021-05-29 12:04:20.898091] INFO: moduleinvoker: cached.v2 运行完成[0.007003s].
[2021-05-29 12:04:20.937161] INFO: algo: TradingAlgorithm V1.8.2
[2021-05-29 12:04:20.966505] INFO: algo: trading transform...
[2021-05-29 12:04:23.286032] INFO: Performance: Simulated 6 trading days out of 6.
[2021-05-29 12:04:23.287700] INFO: Performance: first open: 2021-05-06 09:00:00+00:00
[2021-05-29 12:04:23.288848] INFO: Performance: last close: 2021-05-13 23:00:00+00:00
[2021-05-29 12:04:24.261698] INFO: moduleinvoker: backtest.v8 运行完成[3.469054s].
[2021-05-29 12:04:24.268409] INFO: moduleinvoker: trade.v4 运行完成[3.483352s].
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2021-05-06 10:34:00+00:00 平空开多
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2021-05-06 13:57:00+00:00 平空开多
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2021-05-06 14:20:00+00:00 平多开空
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2021-05-06 14:35:00+00:00 平空开多
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2021-05-06 14:37:00+00:00 平空开多
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2021-05-06 14:38:00+00:00 平空开多
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2021-05-06 14:55:00+00:00 平多开空
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2021-05-06 14:56:00+00:00 平多开空
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2021-05-07 09:30:00+00:00 平多开空
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2021-05-07 09:32:00+00:00 平多开空
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2021-05-07 09:47:00+00:00 平空开多
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2021-05-07 10:09:00+00:00 平多开空
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2021-05-07 10:38:00+00:00 平空开多
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2021-05-07 11:23:00+00:00 平多开空
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2021-05-07 13:31:00+00:00 平多开空
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2021-05-07 13:32:00+00:00 平多开空
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2021-05-07 13:34:00+00:00 平多开空
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2021-05-07 13:35:00+00:00 平多开空
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2021-05-07 13:50:00+00:00 平多开空
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2021-05-07 13:51:00+00:00 平多开空
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2021-05-07 13:52:00+00:00 平多开空
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2021-05-07 14:08:00+00:00 平空开多
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2021-05-07 14:33:00+00:00 平空开多
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2021-05-10 09:01:00+00:00 平空开多
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2021-05-10 09:02:00+00:00 平空开多
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2021-05-10 09:04:00+00:00 平空开多
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2021-05-10 11:28:00+00:00 平多开空
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2021-05-10 14:15:00+00:00 平多开空
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2021-05-10 14:31:00+00:00 平多开空
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2021-05-10 14:32:00+00:00 平多开空
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2021-05-11 10:34:00+00:00 平多开空
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2021-05-11 11:22:00+00:00 平多开空
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2021-05-11 11:30:00+00:00 平空开多
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2021-05-11 13:31:00+00:00 平空开多
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2021-05-11 14:12:00+00:00 平多开空
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2021-05-11 14:13:00+00:00 平多开空
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2021-05-11 14:31:00+00:00 平多开空
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2021-05-11 14:32:00+00:00 平多开空
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2021-05-12 14:36:00+00:00 平空开多
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2021-05-13 11:20:00+00:00 平多开空
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- 收益率-2.46%
- 年化收益率-64.94%
- 基准收益率-4.59%
- 阿尔法-2.61
- 贝塔-0.84
- 夏普比率-1.94
- 胜率0.24
- 盈亏比-21.37
- 收益波动率50.13%
- 信息比率0.08
- 最大回撤4.21%
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