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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,379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
先运行,看到效果,再学习
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,379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,379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; int winCount = 0; float totalWinRate = 0; float avgWinRate = 0; float totalLossRate = 0; int lossCount = 0; float avgLossRate = 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); if(trade.getSellClosePoint()-trade.getBuyClosePoint()>0) { totalWinRate +=(trade.getSellClosePoint()-trade.getBuyClosePoint())/trade.getBuyClosePoint(); winCount++; } else { totalLossRate +=(trade.getSellClosePoint()-trade.getBuyClosePoint())/trade.getBuyClosePoint(); lossCount ++; } } } //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); } avgWinRate = totalWinRate / winCount; avgLossRate = totalLossRate / lossCount; Map<String,Object> map = new HashMap<>(); map.put("profits", profits); map.put("trades", trades); map.put("winCount", winCount); map.put("lossCount", lossCount); map.put("avgWinRate", avgWinRate); map.put("avgLossRate", avgLossRate); 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,379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; int winCount = (Integer) simulateResult.get("winCount"); int lossCount = (Integer) simulateResult.get("lossCount"); float avgWinRate = (Float) simulateResult.get("avgWinRate"); float avgLossRate = (Float) simulateResult.get("avgLossRate"); 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); result.put("winCount", winCount); result.put("lossCount", lossCount); result.put("avgWinRate", avgWinRate); result.put("avgLossRate", avgLossRate); 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,379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
<!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, winCount:0, lossCount:0, avgWinRate:0, avgLossRate: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; //交易统计 vue.winCount = response.data.winCount; vue.lossCount = response.data.lossCount; vue.avgWinRate = response.data.avgWinRate; vue.avgLossRate = response.data.avgLossRate; //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">交易统计</div> <table class="table table-bordered table-condensed" > <thead> <th align="center" colspan="2">趋势投资盈亏统计</th> </thead> <tbody> <tr> <td width="50%">总共交易次数</td> <td>{{winCount+lossCount}}</td> </tr> <tr> <td>盈利交易次数</td> <td>{{winCount}}</td> </tr> <tr> <td>平均盈利比率</td> <td>{{avgWinRate*100|formatNumberFilter(2)}}%</td> </tr> <tr> <td>亏损交易次数</td> <td>{{lossCount}}</td> </tr> <tr> <td>平均亏损比率</td> <td>{{avgLossRate*100|formatNumberFilter(2)}}%</td> </tr> <tr> <td>胜率</td> <td>{{(winCount/(winCount+lossCount))*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    
2020-05-19 交易统计信息封装在一个bean会不会比较好呢?
MrYang123

如题,放在一个bean里面代码会不会比较清洁明了




2 个答案

lzqcdlxhy
答案时间:2024-02-15
我觉得可以map里面放map,不过这样内存开销就大一点了

how2j
答案时间:2020-05-20
可以,但是随着功能的增加,要不断修改这个 bean, 此时就显得没有 map 用起来方便了。



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在已经存在的几千个提问里,有相当大的比例,是因为使用了和站长不同版本的开发环境导致的,比如 jdk, eclpise, idea, mysql,tomcat 等等软件的版本不一致。
请使用和站长一样的版本,可以节约自己大量的学习时间。 站长把教学中用的软件版本整理了,都统一放在了这里, 方便大家下载: https://how2j.cn/k/helloworld/helloworld-version/1718.html

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