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步骤 1 : 先运行,看到效果,再学习   
步骤 2 : 模仿和排错   
步骤 3 : BackTestService   
步骤 4 : BackTestController   
步骤 5 : view.html   

步骤 1 :

先运行,看到效果,再学习

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完整的 SpringCloud 趋势量化投资项目,使用 Springboot 、Vue.js、redis, Zipkin, RabbitMQ, SpringCloud 等一整套技术栈, 从无到有涵盖全部59个知识点,378个开发步骤, 充实 SpringCloud 项目经验,为简历加上一个有吸引力的砝码.
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使用爬虫已经被系统记录,请勿使用爬虫,增大封号风险。 如果是误封 ,请联系站长,谢谢
先运行,看到效果,再学习
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完整的 SpringCloud 趋势量化投资项目,使用 Springboot 、Vue.js、redis, Zipkin, RabbitMQ, SpringCloud 等一整套技术栈, 从无到有涵盖全部59个知识点,378个开发步骤, 充实 SpringCloud 项目经验,为简历加上一个有吸引力的砝码.
增值内容,点击购买
使用爬虫已经被系统记录,请勿使用爬虫,增大封号风险。 如果是误封 ,请联系站长,谢谢
增值内容,请先登录
完整的 SpringCloud 趋势量化投资项目,使用 Springboot 、Vue.js、redis, Zipkin, RabbitMQ, SpringCloud 等一整套技术栈, 从无到有涵盖全部59个知识点,378个开发步骤, 充实 SpringCloud 项目经验,为简历加上一个有吸引力的砝码.
增值内容,点击购买
使用爬虫已经被系统记录,请勿使用爬虫,增大封号风险。 如果是误封 ,请联系站长,谢谢
package cn.how2j.trend.service; import cn.how2j.trend.client.IndexDataClient; import cn.how2j.trend.pojo.IndexData; import cn.how2j.trend.pojo.Profit; import cn.how2j.trend.pojo.Trade; import cn.hutool.core.date.DateUnit; import cn.hutool.core.date.DateUtil; import org.springframework.beans.factory.annotation.Autowired; import org.springframework.stereotype.Service; import java.util.*; @Service public class BackTestService { @Autowired IndexDataClient indexDataClient; public List<IndexData> listIndexData(String code){ List<IndexData> result = indexDataClient.getIndexData(code); Collections.reverse(result); // for (IndexData indexData : result) { // System.out.println(indexData.getDate()); // } return result; } public Map<String,Object> simulate(int ma, float sellRate, float buyRate, float serviceCharge, List<IndexData> indexDatas) { List<Profit> profits =new ArrayList<>(); List<Trade> trades = new ArrayList<>(); float initCash = 1000; float cash = initCash; float share = 0; float value = 0; float init =0; if(!indexDatas.isEmpty()) init = indexDatas.get(0).getClosePoint(); for (int i = 0; i<indexDatas.size() ; i++) { IndexData indexData = indexDatas.get(i); float closePoint = indexData.getClosePoint(); float avg = getMA(i,ma,indexDatas); float max = getMax(i,ma,indexDatas); float increase_rate = closePoint/avg; float decrease_rate = closePoint/max; if(avg!=0) { //buy 超过了均线 if(increase_rate>buyRate ) { //如果没买 if(0 == share) { share = cash / closePoint; cash = 0; Trade trade = new Trade(); trade.setBuyDate(indexData.getDate()); trade.setBuyClosePoint(indexData.getClosePoint()); trade.setSellDate("n/a"); trade.setSellClosePoint(0); trades.add(trade); } } //sell 低于了卖点 else if(decrease_rate<sellRate ) { //如果没卖 if(0!= share){ cash = closePoint * share * (1-serviceCharge); share = 0; Trade trade =trades.get(trades.size()-1); trade.setSellDate(indexData.getDate()); trade.setSellClosePoint(indexData.getClosePoint()); float rate = cash / initCash; trade.setRate(rate); } } //do nothing else{ } } if(share!=0) { value = closePoint * share; } else { value = cash; } float rate = value/initCash; Profit profit = new Profit(); profit.setDate(indexData.getDate()); profit.setValue(rate*init); profits.add(profit); } Map<String,Object> map = new HashMap<>(); map.put("profits", profits); map.put("trades", trades); return map; } private static float getMax(int i, int day, List<IndexData> list) { int start = i-1-day; if(start<0) start = 0; int now = i-1; if(start<0) return 0; float max = 0; for (int j = start; j < now; j++) { IndexData bean =list.get(j); if(bean.getClosePoint()>max) { max = bean.getClosePoint(); } } return max; } private static float getMA(int i, int ma, List<IndexData> list) { int start = i-1-ma; int now = i-1; if(start<0) return 0; float sum = 0; float avg = 0; for (int j = start; j < now; j++) { IndexData bean =list.get(j); sum += bean.getClosePoint(); } avg = sum / (now - start); return avg; } public float getYear(List<IndexData> allIndexDatas) { float years; String sDateStart = allIndexDatas.get(0).getDate(); String sDateEnd = allIndexDatas.get(allIndexDatas.size()-1).getDate(); Date dateStart = DateUtil.parse(sDateStart); Date dateEnd = DateUtil.parse(sDateEnd); long days = DateUtil.between(dateStart, dateEnd, DateUnit.DAY); years = days/365f; return years; } }
步骤 4 :

BackTestController

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完整的 SpringCloud 趋势量化投资项目,使用 Springboot 、Vue.js、redis, Zipkin, RabbitMQ, SpringCloud 等一整套技术栈, 从无到有涵盖全部59个知识点,378个开发步骤, 充实 SpringCloud 项目经验,为简历加上一个有吸引力的砝码.
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使用爬虫已经被系统记录,请勿使用爬虫,增大封号风险。 如果是误封 ,请联系站长,谢谢
package cn.how2j.trend.web; import cn.how2j.trend.pojo.IndexData; import cn.how2j.trend.pojo.Profit; import cn.how2j.trend.pojo.Trade; import cn.how2j.trend.service.BackTestService; import cn.hutool.core.date.DateUnit; import cn.hutool.core.date.DateUtil; import cn.hutool.core.util.StrUtil; import org.springframework.beans.factory.annotation.Autowired; import org.springframework.web.bind.annotation.CrossOrigin; import org.springframework.web.bind.annotation.GetMapping; import org.springframework.web.bind.annotation.PathVariable; import org.springframework.web.bind.annotation.RestController; import java.util.*; @RestController public class BackTestController { @Autowired BackTestService backTestService; @GetMapping("/simulate/{code}/{startDate}/{endDate}") @CrossOrigin public Map<String,Object> backTest( @PathVariable("code") String code ,@PathVariable("startDate") String strStartDate ,@PathVariable("endDate") String strEndDate ) throws Exception { List<IndexData> allIndexDatas = backTestService.listIndexData(code); String indexStartDate = allIndexDatas.get(0).getDate(); String indexEndDate = allIndexDatas.get(allIndexDatas.size()-1).getDate(); allIndexDatas = filterByDateRange(allIndexDatas,strStartDate, strEndDate); int ma = 20; float sellRate = 0.95f; float buyRate = 1.05f; float serviceCharge = 0f; Map<String,?> simulateResult= backTestService.simulate(ma,sellRate, buyRate,serviceCharge, allIndexDatas); List<Profit> profits = (List<Profit>) simulateResult.get("profits"); List<Trade> trades = (List<Trade>) simulateResult.get("trades"); float years = backTestService.getYear(allIndexDatas); float indexIncomeTotal = (allIndexDatas.get(allIndexDatas.size()-1).getClosePoint() - allIndexDatas.get(0).getClosePoint()) / allIndexDatas.get(0).getClosePoint(); float indexIncomeAnnual = (float) Math.pow(1+indexIncomeTotal, 1/years) - 1; float trendIncomeTotal = (profits.get(profits.size()-1).getValue() - profits.get(0).getValue()) / profits.get(0).getValue(); float trendIncomeAnnual = (float) Math.pow(1+trendIncomeTotal, 1/years) - 1; Map<String,Object> result = new HashMap<>(); result.put("indexDatas", allIndexDatas); result.put("indexStartDate", indexStartDate); result.put("indexEndDate", indexEndDate); result.put("profits", profits); result.put("trades", trades); result.put("years", years); result.put("indexIncomeTotal", indexIncomeTotal); result.put("indexIncomeAnnual", indexIncomeAnnual); result.put("trendIncomeTotal", trendIncomeTotal); result.put("trendIncomeAnnual", trendIncomeAnnual); return result; } private List<IndexData> filterByDateRange(List<IndexData> allIndexDatas, String strStartDate, String strEndDate) { if(StrUtil.isBlankOrUndefined(strStartDate) || StrUtil.isBlankOrUndefined(strEndDate) ) return allIndexDatas; List<IndexData> result = new ArrayList<>(); Date startDate = DateUtil.parse(strStartDate); Date endDate = DateUtil.parse(strEndDate); for (IndexData indexData : allIndexDatas) { Date date =DateUtil.parse(indexData.getDate()); if( date.getTime()>=startDate.getTime() && date.getTime()<=endDate.getTime() ) { result.add(indexData); } } return result; } }
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完整的 SpringCloud 趋势量化投资项目,使用 Springboot 、Vue.js、redis, Zipkin, RabbitMQ, SpringCloud 等一整套技术栈, 从无到有涵盖全部59个知识点,378个开发步骤, 充实 SpringCloud 项目经验,为简历加上一个有吸引力的砝码.
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使用爬虫已经被系统记录,请勿使用爬虫,增大封号风险。 如果是误封 ,请联系站长,谢谢
<!DOCTYPE html> <html xmlns:th="http://www.thymeleaf.org"> <head th:include="include/header::html('趋势投资模拟回测')" ></head> <body > <script> var chart4Profit = null; $(function(){ var data4Vue = { indexes: [], currentIndex: '000300', indexDatas:[], dates:[], closePoints:[], flushDate: true, indexStartDate: null, indexEndDate: null, startDate: null, endDate: null, profits:[], profitValues:[], trades:[], years:0, indexIncomeTotal:0, indexIncomeAnnual:0, trendIncomeTotal:0, trendIncomeAnnual:0, }; //ViewModel var vue = new Vue({ el: '#workingArea', data: data4Vue, mounted:function(){ //mounted 表示这个 Vue 对象加载成功了 this.init(); $("[data-toggle='tooltip']").tooltip(); }, methods: { init:function(){ var url = "http://127.0.0.1:8031/api-codes/codes"; axios.get(url).then(function(response) { vue.indexes = response.data; vue.$nextTick(function(){ vue.simulate(); }); }); }, simulate:function(){ var url = "http://127.0.0.1:8031/api-backtest/simulate/"+vue.currentIndex+"/"+vue.startDate+"/"+vue.endDate+"/"; axios.get(url).then(function(response) { //清空原数据 vue.indexDatas = []; vue.closePoints = []; vue.dates = []; vue.profits = []; vue.profitValues =[]; vue.trades = []; //获取返回数据 vue.indexDatas = response.data.indexDatas; vue.dates = new Array(); vue.closePoints = new Array(); //日期 vue.indexStartDate = response.data.indexStartDate; vue.indexEndDate = response.data.indexEndDate; //收益 vue.profits = response.data.profits; //交易明细 vue.trades = response.data.trades; //收益一览 vue.years = response.data.years; vue.indexIncomeTotal = response.data.indexIncomeTotal; vue.indexIncomeAnnual = response.data.indexIncomeAnnual; vue.trendIncomeTotal = response.data.trendIncomeTotal; vue.trendIncomeAnnual = response.data.trendIncomeAnnual; //指数数据 for(i in vue.indexDatas){ var indexData = vue.indexDatas[i]; vue.dates.push(indexData.date); vue.closePoints.push(indexData.closePoint); var profit = vue.profits[i]; vue.profitValues.push(profit.value); } //收益图表 chart4Profit.config.data.labels = vue.dates; chart4Profit.config.data.datasets[0].label = vue.currentIndex; chart4Profit.config.data.datasets[0].data = vue.closePoints; chart4Profit.config.data.datasets[1].data = vue.profitValues; chart4Profit.update(); if(vue.flushDate) vue.updateDate(); }); }, changeParam:function(){ vue.flushDate = false; vue.simulate(); }, changeParamWithFlushDate:function(){ vue.flushDate = true; vue.startDate = null; vue.endDate = null; vue.simulate(); }, updateDate:function(){ vue.startDate = vue.indexStartDate; vue.endDate = vue.indexEndDate; console.log("vue.indexStartDate:"+vue.indexStartDate); //需要先destroy,否则后续新的日期范围如果超出了前面的日期范围,会出冲突 $('#date4Start').datepicker("destroy"); $('#date4Start').datepicker({ "format": 'yyyy-mm-dd', "language": "zh-CN", autoclose: true, startDate: vue.indexStartDate, endDate: vue.indexEndDate, }).on("changeDate",function(e){ var month = (e.date.getMonth()+1); if(month <10) month = '0'+month; var day = (e.date.getDate()); if(day <10) day = '0'+day; vue.startDate = e.date.getFullYear()+"-"+month+"-"+day; if(!vue.checkDateRange()){ $('#date4Start').datepicker('update', vue.indexStartDate); return; } vue.changeParam(); }); $('#date4End').datepicker("destroy"); $('#date4End').datepicker({ "format": 'yyyy-mm-dd', "language": "zh-CN", autoclose: true, startDate: vue.indexStartDate, endDate: vue.indexEndDate, }).on("changeDate",function(e){ var month = (e.date.getMonth()+1); if(month <10) month = '0'+month; var day = (e.date.getDate()); if(day <10) day = '0'+day; vue.endDate = e.date.getFullYear()+"-"+month+"-"+day; if(!vue.checkDateRange()){ $('#date4End').datepicker('update', vue.indexEndDate); return; } vue.changeParam(); }); $('#date4Start').datepicker('update', vue.indexStartDate); $('#date4End').datepicker('update', vue.indexEndDate); }, checkDateRange:function(){ if(null==vue.startDate || null==vue.endDate) return true; var strStartDate = vue.startDate.replace(/-/g, '/') var startTime = new Date(strStartDate).getTime(); var strEndDate = vue.endDate.replace(/-/g, '/') var endTime = new Date(strEndDate).getTime(); if(startTime>endTime){ alert("开始日期不能大于日期!"); return false; } return true; } } }); var ctx4Profit = $(".canvas4Profit")[0].getContext('2d'); chart4Profit = new Chart(ctx4Profit, { type: 'line', data: { labels: '', datasets: [ { label: '', data: [], borderColor: '#FF4040', backgroundColor: '#FF4040', borderWidth: 1.2, pointRadius: 0, fill: false, lineTension: 0, }, { label: '趋势投资', data: [], borderColor: '#5D98C8', backgroundColor: '#5D98C8', borderWidth: 1.2, pointRadius: 0, fill: false, lineTension: 0, } ] }, options: { title: { display: true, text: '指数趋势投资收益对比图' }, responsive: true, responsiveAnimationDuration:3000, scales: { yAxes: [{ ticks: { beginAtZero: false, } }] }, tooltips: { intersect: false, mode: 'index', // axis: 'y', callbacks: { label: function(tooltipItem, myData) { var label = myData.datasets[tooltipItem.datasetIndex].label || ''; if (label) { label += ': '; } label += parseFloat(tooltipItem.value).toFixed(2); return label; } } } } }); }); </script> <style> table.inputTable{ width:100%; } table.inputTable td{ padding:20px 20px; } table{ margin:20px; } div#workingArea{ margin:50px; } </style> <div id="workingArea"> <span class="label label-info">回测参数</span> <table class="inputTable "> <tr> <td width="25%"> <span data-toggle="tooltip" data-placement="top" title="选择某一个指数进行模拟回测"> 请选择指数:<span class="glyphicon glyphicon-question-sign" > </span> </span> </td> <td width="25%"> <select @change="changeParamWithFlushDate" v-model="currentIndex" class="indexSelect form-control"> <option v-for="bean in indexes " :value="bean.code">{{bean.name}} - ( {{bean.code}} )</option> </select> </td> <td width="25%"></td> <td width="25%"></td> </tr> <tr> <td> <span data-toggle="tooltip" data-placement="top" title="指定模拟回测的开始日期,默认是当前指数最开始的日期"> 开始日期:<span class="glyphicon glyphicon-question-sign " > </span> </span> </td> <td> <div class="form-group"> <div class="input-group date" id="date4Start"> <input type="text" readOnly="readOnly" class="form-control" ><span class="input-group-addon"><i class="glyphicon glyphicon-th"></i></span> </div> </div> </td> <td> <span data-toggle="tooltip" data-placement="top" title="指定模拟回测的结束日期,默认是当前指数最后的日期"> 结束日期:<span class="glyphicon glyphicon-question-sign " > </span> </span> </td> <td> <div class="form-group"> <div class="input-group date" id="date4End"> <input type="text" readOnly="readOnly" class="form-control" ><span class="input-group-addon"><i class="glyphicon glyphicon-th"></i></span> </div> </div> </td> </tr> </table> <div class="label label-warning">收益对比图</div> <div class="div4chart" style="margin:0px auto; width:80%"> <canvas class='canvas4Profit'></canvas> </div> <div class="label label-warning">收益一览</div> <table class="table table-striped table-bordered table-condensed" > <thead> <th>投资类型</th> <th>投资时长 (年)</th> <th>1000元投资收益</th> <th>总收益率</th> <th>年化收益率</th> </thead> <tbody> <tr> <td>指数投资</td> <td>{{years|formatNumberFilter(2)}} </td> <td>{{(indexIncomeTotal+1)*1000|formatMoneyFilter}}</td> <td>{{indexIncomeTotal*100|formatNumberFilter(2)}}%</td> <td>{{indexIncomeAnnual*100|formatNumberFilter(2)}}%</td> </tr> <tr> <td>趋势投资</td> <td>{{years|formatNumberFilter(2)}} </td> <td>{{(trendIncomeTotal+1)*1000|formatMoneyFilter}}</td> <td>{{trendIncomeTotal*100|formatNumberFilter(2)}}%</td> <td>{{trendIncomeAnnual*100|formatNumberFilter(2)}}%</td> </tr> <tr> <td>相对收益</td> <td>n/a</td> <td>{{(trendIncomeTotal-indexIncomeTotal)*1000|formatMoneyFilter}}</td> <td>{{(trendIncomeTotal-indexIncomeTotal)*100|formatNumberFilter(2)}}%</td> <td>{{(trendIncomeAnnual-indexIncomeAnnual)*100|formatNumberFilter(2)}}%</td> </tr> </tbody> </table> <div class="label label-warning">交易明细</div> <table class="table table-striped table-bordered table-condensed table-hover" > <thead> <th>盈/亏</th> <th>购买日期</th> <th>购买盘点</th> <th>出售日期</th> <th>出售盘点</th> <th>盈亏比率</th> <th>1000元投资收益</th> </thead> <tbody> <tr v-for="bean in trades"> <td> <span v-if="bean.sellClosePoint>bean.buyClosePoint" class="label label-danger">盈利</span> <span v-if="bean.sellClosePoint<=bean.buyClosePoint" class="label label-success">亏损</span> </td> <td>{{bean.buyDate}}</td> <td>{{bean.buyClosePoint}}</td> <td>{{bean.sellDate}}</td> <td> <span v-if="bean.sellClosePoint==0">n/a</span> <span v-if="bean.sellClosePoint!=0">{{bean.sellClosePoint}}</span> </td> <td> <span v-if="bean.sellClosePoint==0">n/a</span> <span class="label" v-bind:class="{ 'label-danger' : bean.sellClosePoint>bean.buyClosePoint, 'label-success' : bean.sellClosePoint<=bean.buyClosePoint }" v-if="bean.sellClosePoint!=0">{{(bean.sellClosePoint-bean.buyClosePoint)*100/bean.buyClosePoint | formatNumberFilter(2)}}%</span> </td> <td> <span v-if="bean.sellClosePoint==0">n/a</span> <span v-if="bean.sellClosePoint!=0">{{bean.rate*1000 | formatMoneyFilter }}</span> </td> </tr> </tbody> </table> </div> <div th:replace="include/footer::html" ></div> </body> </html>


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问答区域    
2021-08-26 站长,我提个问题
飞鸟

这个项目,感觉数学已经有点复杂了,那么真正的银行项目,里面的数学岂不是更复杂,数学不好,感觉碰到数学问题就头大。。。。




2 个答案

我爱露琪亚
答案时间:2022-07-27
买一本《深度学习花书》 《统计学习法》《西瓜书》
开始人工智能的学习吧

how2j
答案时间:2021-09-15
是的呢。 有的项目就是会更复杂,比这个复杂得多。 可是,各位的高工资不正是因为别人做不了,自己才能领取的吗~



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答案 或者 代码至少填写一项, 如果是自己有问题,请重新提问,否则站长有可能看不到




2019-12-23 站长有点我没想明白
980428xj




就是截图那里,不知道有什么用,这里Trade类数据是有了,但是没见到哪里把这个值传出去
加载中

							

							


3 个答案

DravenYo
答案时间:2020-02-11
要先买才可以卖,所以卖的时候要操作的就是总的trade集合中最后一个。所以不用new Trade对象只需要取出trade集合中的最后一个即可。(理解了先买后卖就能够懂了)

980428xj
答案时间:2019-12-24
卖的不用放进集合吗?

how2j
答案时间:2019-12-23
这部分代码是卖,那么这个Trade 对象是在前面买的时候放进集合里的呀



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提问已经提交成功,正在审核。 请于 我的提问 处查看提问记录,谢谢
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