//获取tick数据
 private void getTickData(string underlyingCode, List <DateTime> tradedays)
 {
     foreach (var date in tradedays)
     {
         DateTime dateStart = date.Date + new TimeSpan(9, 30, 0);
         DateTime dateEnd   = date.Date + new TimeSpan(15, 0, 0);
         if (tick.ContainsKey(underlyingCode) == false)
         {
             try
             {
                 var tickNow = stockTickRepo.GetStockTransaction(underlyingCode, dateStart, dateEnd);
                 Dictionary <DateTime, List <StockTickTransaction> > data = new Dictionary <DateTime, List <StockTickTransaction> >();
                 data.Add(date, tickNow);
                 tick.Add(underlyingCode, data);
             }
             catch (Exception e)
             {
                 Console.WriteLine(e.Message);
             }
         }
         else if (tick[underlyingCode].ContainsKey(date) == false)
         {
             try
             {
                 var tickNow = stockTickRepo.GetStockTransaction(underlyingCode, dateStart, dateEnd);
                 var data    = tick[underlyingCode];
                 data.Add(date, tickNow);
             }
             catch (Exception e)
             {
                 Console.WriteLine(e.Message);
             }
         }
     }
 }
        public void backtest(string underlyingCode, DateTime startDate, DateTime endDate, double ceilRatio = 0.08)
        {
            dataPrepare(underlyingCode, startDate, endDate);
            OneByOneTransactionDaily trade = new OneByOneTransactionDaily();
            double ratio    = 1 + ceilRatio;
            double position = 0;
            var    data     = DailyKLine[underlyingCode];

            for (int i = 1; i < data.Count(); i++)
            {
                var    yesterday = data[i - 1];
                var    today     = data[i];
                double preClose  = yesterday.Close * yesterday.AdjFactor / today.AdjFactor;
                if (today.High > preClose * ratio && today.Volume > 0 && position == 0)
                {
                    var tickToday = stockTickRepo.GetStockTransaction(underlyingCode, today.DateTime, today.DateTime);
                    if (tickToday.Count() == 0)
                    {
                        continue;
                    }
                    foreach (var tickNow in tickToday)
                    {
                        if (tickNow.LastPrice >= preClose * ratio && position == 0)
                        {
                            trade               = new OneByOneTransactionDaily();
                            trade.openTime      = tickNow.TransactionDateTime;
                            trade.openPrice     = tickNow.Ask1;
                            trade.maxOpenAmount = tickNow.AskV1 * tickNow.Ask1;
                            trade.position      = 1;
                            position            = 1;
                            trade.code          = underlyingCode;
                            trade.date          = trade.openTime.Date;
                            trade.openAdjust    = today.AdjFactor;
                            trade.parameter     = ratio;
                            break;
                        }
                    }
                }
                if (position == 1 && trade.openTime < today.DateTime.Date && today.Open < preClose * 1.09) //买入之后卖出
                {
                    trade.closeTime   = today.DateTime.Date + new TimeSpan(9, 30, 0);
                    trade.closeStatus = "股票未涨停平仓";
                    trade.closePrice  = today.Open;
                    trade.closeAdjust = today.AdjFactor;
                    position          = 0;
                    trade.yield       = (trade.closePrice * trade.closeAdjust - trade.openPrice * trade.openAdjust) / (trade.openPrice * trade.openAdjust) * trade.maxOpenAmount;
                    transactionData.Add(trade);
                }
            }
        }
        public void recorddata(DateTime startDate, DateTime endDate)
        {
            var tradedays = dateRepo.GetStockTransactionDate(startDate, endDate);

            foreach (var date in tradedays)
            {
                stockRepo.GetStockTransaction("510050.SH", date, date.AddHours(17));
                var list = infoRepo.GetStockOptionInfo(underlying, date, date);
                list = OptionUtilities.modifyOptionListByETFBonus(list, date);
                foreach (var item in list)
                {
                    optionRepo.GetStockTransaction(item.code, date, date.AddHours(17));
                }
            }
        }
Beispiel #4
0
 private void getStockTickData(string code)
 {
     foreach (var date in tradedays)
     {
         var    tick    = tickRepo.GetStockTransaction(code, date, date);
         var    day     = stockDailyRepo.GetStockTransaction("510050.SH", date, date);
         double open    = day[0].Open;
         var    minute  = tranferTickToMinuteDayByDay(code, date, open, tick);
         var    minute2 = stockMinutelyRepo.GetStockTransaction("510050.SH", date, date);
     }
 }
Beispiel #5
0
        public void computeImbalanceInfactor(DateTime startDate, DateTime endDate)
        {
            var tradedays = dateRepo.GetStockTransactionDate(startDate, endDate);

            foreach (var date in tradedays)
            {
                double[] imbalanceInfactor = new double[28802];
                double[] priceChange       = new double[28802];
                var      stockData         = stockRepo.GetStockTransaction(code, date, date.AddHours(17));
                var      stock             = DataTimeStampExtension.ModifyStockTickData(stockData);
                for (int i = 0; i < 28802; i++)
                {
                    if (stock[i] != null)
                    {
                        imbalanceInfactor[i] = stock[i].BidV1 / (stock[i].AskV1 + stock[i].BidV1);
                    }
                    if (i < 28801 && stock[i] != null && stock[i + 1] != null)
                    {
                        priceChange[i] = Math.Round(stock[i + 1].Bid1 - stock[i].Bid1, 4);
                    }
                }
                double total = 0;
                double right = 0;
                for (int i = 0; i < 28802; i++)
                {
                    //if (priceChange[i]!=0 && Math.Abs(imbalanceInfactor[i]-0.5)>=0)
                    {
                        total += 1;
                        if (priceChange[i] > 0 && imbalanceInfactor[i] > 0.75)
                        {
                            right += 1;
                        }
                        if (priceChange[i] < 0 && imbalanceInfactor[i] < 0.25)
                        {
                            right += 1;
                        }
                    }
                }
                Console.WriteLine(Math.Round(right / total, 3));
            }
        }
        public void computeTWAP(DateTime startDate, DateTime endDate, int totalVolume = 10000000, int newOrderTimeInterval = 15, int oldOrderTimeInterval = 15, int oldOrderFrequency = 10, int newOrderPriceMode = -1, int oldOrderPriceMode = -1, int cancelTimeInterval = 120)
        {
            var tradedays = dateRepo.GetStockTransactionDate(startDate, endDate);

            foreach (var date in tradedays)
            {
                List <StockTickTransaction> data = new List <StockTickTransaction>();
                try
                {
                    data = stockRepo.GetStockTransaction(code, date, date);
                }
                catch (Exception)
                {
                    Console.WriteLine("code:{0},date:{1} No Data!!", code, date);
                }
                if (data.Count() == 0)
                {
                    Console.WriteLine("code:{0},date:{1} No Data!!", code, date);
                    continue;
                }
                double           vol        = getVolatilityMinutly(code, date, 10);
                double           mean       = 0;
                double           marketMean = 0;
                int              seconds    = 0;
                int              dataIndex  = 0;
                int              dataSeconds;
                int              untradeVolume = totalVolume;
                List <OrderBook> orderBook     = new List <OrderBook>();
                List <TradeBook> tradeBook     = new List <TradeBook>();
                //初始化每个周期的挂单量和补单量
                int    period = totalTime / newOrderTimeInterval;
                int    orderVolumePerTimeInterval      = getVolumeOfTimeInterval(untradeVolume, period);
                int    stockNeedToTradePerTimeInterval = untradeVolume / period;
                int    oldOrderVolumePerTimeInterval   = 0;
                int    orderNeedToTrade  = 0;
                int    orderAlreadyTrade = 0;
                int    counting          = 0;
                double lastNewOrderPrice = 0;
                //逐秒进行判断成交以及策略挂单
                for (seconds = 0; seconds <= 14221; seconds++)
                {
                    DateTime time = date.Date + DataTimeStampExtension.GetStockSecondsTimeByIndex(seconds);
                    //获取市场数据部分
                    var lastTick = onTick(seconds, data);
                    if (lastTick.Bid1 == 0)
                    {
                        continue;
                    }
                    counting  += 1;
                    marketMean = (marketMean * (counting - 1) + lastTick.LastPrice) / counting;//计算市场的平均价格
                    //根据最新盘口数据调整orderbook中waitingValume字段
                    modifyOrderBookByTickData(ref orderBook, lastTick);
                    //策略挂单撤单部分
                    double newOrderPrice = getOrderPrice(newOrderPriceMode, lastTick);
                    double oldOrderPrice = getOrderPrice(oldOrderPriceMode, lastTick);
                    if (counting % newOrderTimeInterval == 1)//每个新挂单周期的第1秒进行挂单
                    {
                        orderNeedToTrade = orderNeedToTrade + stockNeedToTradePerTimeInterval;
                        if (orderVolumePerTimeInterval > 0)
                        {
                            orderId += 1;
                            double price = getOrderPrice(newOrderPriceMode, lastTick);
                            placeAnOrder(ref orderBook, lastTick, price, time, orderVolumePerTimeInterval, orderId);
                            lastNewOrderPrice = price;
                        }
                        //如果价格跳涨,单位时间内多挂1倍的单
                        if (lastNewOrderPrice > 0 && (lastTick.Ask1 / lastNewOrderPrice - 1) > 1 * vol * Math.Sqrt(newOrderTimeInterval / 60.0))
                        {
                            orderId += 1;
                            placeAnOrder(ref orderBook, lastTick, lastTick.Ask1, time, orderVolumePerTimeInterval, orderId);
                            lastNewOrderPrice = lastTick.Ask1;
                        }
                    }

                    if (counting % oldOrderTimeInterval == 5)//每个补单周期的第5秒进行补单
                    {
                        int activeOrderNumbers = getActivieOrderNumbers(orderBook);
                        int volumeNow          = (int)(Math.Round((orderNeedToTrade - orderAlreadyTrade - activeOrderNumbers) / 100.0) * 100);
                        volumeNow = Math.Min(oldOrderVolumePerTimeInterval, volumeNow);
                        if (volumeNow > 0)
                        {
                            orderId += 1;
                            double price = getOrderPrice(oldOrderPriceMode, lastTick);
                            placeAnOrder(ref orderBook, lastTick, price, time, volumeNow, orderId);
                        }
                    }


                    if (counting % cancelTimeInterval == 0) //每个撤单周期进行撤单,并计算需要补挂的单子
                    {
                        int activeOrderNumbers = getActivieOrderNumbers(orderBook);
                        cancelDeviateOrders(ref orderBook, lastTick);
                        if (orderAlreadyTrade / Convert.ToDouble(orderNeedToTrade) < tradingRate)
                        {
                            cancelPartialDeviateOrders(ref orderBook, lastTick);
                            activeOrderNumbers = getActivieOrderNumbers(orderBook);
                        }
                        //计算后续补单每次挂单量
                        int oldOrderUntrade = orderNeedToTrade - orderAlreadyTrade - activeOrderNumbers;
                        oldOrderVolumePerTimeInterval = getVolumeOfTimeInterval(oldOrderUntrade, oldOrderFrequency);
                    }
                    //判断成交部分
                    dataSeconds = DataTimeStampExtension.GetStockSecondsIndex(data[dataIndex].TransactionDateTime);
                    if (dataSeconds == seconds)
                    {
                        //根据该tick的盘口数据,进行成交判断
                        transactionSimulation(ref orderBook, ref tradeBook, data[dataIndex]);
                        //根据成交信息更新数据
                        orderAlreadyTrade = getTradedNumbers(tradeBook);
                        untradeVolume     = totalVolume - orderAlreadyTrade;
                        //移到下一个tick的数据
                        if (dataIndex + 1 < data.Count())
                        {
                            dataIndex = dataIndex + 1;
                        }
                    }
                    //输出最后的交易情况
                    if (seconds == 14220)
                    {
                        mean = getTradeAveragePrice(tradeBook);
                        int orderVolume = getOrderBookVolume(orderBook);
                        Console.WriteLine("{0}: 市场均价 {1} 成交均价 {2} 成交量 {3} 需成交 {4} 挂单 {5}", time, marketMean, mean, orderAlreadyTrade, orderNeedToTrade, orderVolume);
                    }
                }
            }
        }
        private void dataPrepare(DateTime startDate, DateTime endDate)
        {
            //获取交易日信息
            this.tradedays = dateRepo.GetStockTransactionDate(startDate, endDate);
            List <DateTime> ceilDate = new List <DateTime>();
            string          bondCode;
            string          underlyingCode;

            //获取可转债信息
            this.bondInfo = GetConvertibleBondInfos(endDate);
            //获取日线数据
            try
            {
                foreach (var info in bondInfo)
                {
                    underlyingCode = info.stockCode;
                    DateTime startTime = startDate;
                    DateTime endTime   = endDate;
                    if (startTime < info.startDate)
                    {
                        startTime = info.startDate;
                    }
                    if (endTime > info.endDate)
                    {
                        endTime = info.endDate;
                    }
                    if (dailyData.ContainsKey(underlyingCode) == false)
                    {
                        var underlyingData = stockDailyRepo.GetStockTransactionWithRedis(underlyingCode, startTime.AddDays(-10), endTime);
                        dailyData.Add(underlyingCode, underlyingData);
                        endTime = DateTimeExtension.DateUtils.PreviousTradeDay(info.endDate, 7);
                        if (endTime > endDate.Date)
                        {
                            endTime = endDate.Date;
                        }
                        if (startDate > endTime)
                        {
                            startDate = endTime;
                        }
                        var bondData = stockDailyRepo.GetStockTransactionWithRedis(info.code, info.startDate, endTime);
                        dailyData.Add(info.code, bondData);
                        if (info.startDate > endTime)
                        {
                            continue;
                        }
                        var tempDataTable = windReader.GetDailyDataTable(info.code, "clause_conversion2_swapshareprice,underlyingcode,clause_conversion_2_swapsharestartdate,clause_conversion_2_swapshareenddate", info.startDate, endTime);
                        List <ConvertibleBondDailyInfo> bondDaily = new List <ConvertibleBondDailyInfo>();
                        foreach (DataRow dt in tempDataTable.Rows)
                        {
                            ConvertibleBondDailyInfo bondDailyInfoNow = new ConvertibleBondDailyInfo();
                            bondDailyInfoNow.code            = info.code;
                            bondDailyInfoNow.name            = info.name;
                            bondDailyInfoNow.startDate       = info.startDate;
                            bondDailyInfoNow.endDate         = info.endDate;
                            bondDailyInfoNow.stockCode       = info.stockCode;
                            bondDailyInfoNow.conversionPrice = Convert.ToDouble(dt["clause_conversion2_swapshareprice"]);
                            //bondDailyInfoNow.forceConvertDate = Convert.ToDateTime(dt["clause_conversion_2_forceconvertdate"]);
                            bondDailyInfoNow.conversionStartDate = Convert.ToDateTime(dt["clause_conversion_2_swapsharestartdate"]);
                            bondDailyInfoNow.conversionEndDate   = Convert.ToDateTime(dt["clause_conversion_2_swapshareenddate"]);
                            bondDailyInfoNow.date = Convert.ToDateTime(dt["datetime"]);
                            bondDaily.Add(bondDailyInfoNow);
                        }
                        bondDailyInfo.Add(info.code, bondDaily);
                    }
                }
            }
            catch (Exception e)
            {
                Console.WriteLine(e.Message);
            }


            int num = 0;

            foreach (var item in dailyData)
            {
                var data = item.Value;
                var code = item.Key;
                num = num + 1;
                Console.WriteLine(num);
                for (int i = 1; i < data.Count(); i++)
                {
                    if (data[i] == null || data[i].DateTime.Date < startDate)
                    {
                        continue;
                    }
                    DateTime day = data[i].DateTime.Date;

                    //获取其对应的可转债
                    bondCode = getConvetibleCodeByStockCode(code, day, bondInfo);
                    //判断是否涨停
                    var    dataToday     = data[i];
                    var    dataYesterday = data[i - 1];
                    double price         = Math.Round(dataYesterday.Close * dataYesterday.AdjFactor / dataToday.AdjFactor * 1.1, 2);
                    //获取日内数据
                    try
                    {
                        if (data[i].High >= 0.99 * price && bondCode != "")
                        {
                            //获取分钟数据
                            //var data1 = stockMinutelyRepo.GetStockTransactionWithRedis(bondCode, day, day);
                            //var data2 = stockMinutelyRepo.GetStockTransactionWithRedis(code, day, day);
                            //if (minuteData.ContainsKey(data[i].DateTime) == true)
                            //{
                            //    minuteData[data[i].DateTime].Add(bondCode, data1);
                            //    minuteData[data[i].DateTime].Add(code, data2);
                            //}
                            //else
                            //{
                            //    Dictionary<string, List<StockTransaction>> dataNow = new Dictionary<string, List<StockTransaction>>();
                            //    dataNow.Add(bondCode, data1);
                            //    dataNow.Add(code, data2);
                            //    minuteData.Add(day, dataNow);
                            //}
                            //获取tick数据
                            DateTime startTime = day.Date + new TimeSpan(9, 30, 0);
                            DateTime endTime   = day.Date + new TimeSpan(15, 0, 0);
                            var      data3     = tickRepo.GetStockTransaction(bondCode, startTime, endTime);
                            var      data4     = tickRepo.GetStockTransaction(code, startTime, endTime);
                            if (tickData.ContainsKey(day.Date) == true)
                            {
                                tickData[day.Date].Add(bondCode, data3);
                                tickData[day.Date].Add(code, data4);
                            }
                            else
                            {
                                Dictionary <string, List <StockTickTransaction> > dataNow = new Dictionary <string, List <StockTickTransaction> >();
                                dataNow.Add(bondCode, data3);
                                dataNow.Add(code, data4);
                                tickData.Add(day.Date, dataNow);
                            }
                        }
                    }
                    catch (Exception e)
                    {
                        Console.WriteLine(e.Message);
                        Console.WriteLine("code:{0} date:{1} No data!", bondCode, day);
                    }
                }
            }
        }
Beispiel #8
0
        public void compute(DateTime startDate, DateTime endDate)
        {
            var tradedays = dateRepo.GetStockTransactionDate(startDate, endDate);
            List <ETFConsitituent> etfInfo    = new List <ETFConsitituent>();
            List <double>          amountList = getAmount(code, startDate, endDate);

            double[] arbitraryPurchase = new double[28802];
            double[] arbitraryRedeem   = new double[28802];
            bool[]   isNan             = new bool[28802];
            for (int i = 0; i < 28802; i++)
            {
                isNan[i] = true;
            }
            for (int k = 0; k < tradedays.Count(); k++)
            {
                DateTime date = tradedays[k];
                etfInfo = getETFInfo(code, date);
                foreach (var item in etfInfo)
                {
                    if (item.cash_substitution_mark == "必须")
                    {
                        for (int i = 0; i < 28802; i++)
                        {
                            if (isNan[i] == true)
                            {
                                arbitraryPurchase[i] += -item.substitution_amout;
                            }
                        }
                    }
                    else
                    {
                        var stockData = stockRepo.GetStockTransaction(item.code, date, date.AddHours(17));
                        if (stockData != null && stockData.Count > 0)
                        {
                            var stock = DataTimeStampExtension.ModifyStockTickData(stockData);
                            for (int i = 0; i < stock.Count(); i++)
                            {
                                if (isNan[i] == true && stock[i] != null && stock[i].AskV1 != 0 && stock[i].BidV1 != 0)
                                {
                                    arbitraryPurchase[i] += -item.volume * stock[i].Ask1;
                                    //arbitraryRedeem[i] += item.volume * stock[i].Bid1;
                                }
                                if (stock[i] == null)
                                {
                                    isNan[i]             = false;
                                    arbitraryPurchase[i] = 0;
                                    //arbitraryRedeem[i] = 0;
                                }
                            }
                        }
                        else
                        {
                            if (item.cash_substitution_mark == "禁止")
                            {
                                for (int i = 0; i < 28802; i++)
                                {
                                    arbitraryPurchase[i] = 0;
                                    isNan[i]             = false;
                                }
                            }
                            else
                            {
                                var stock = stockDailyRepo.GetStockTransaction(item.code, date, date);
                                for (int i = 0; i < 28802; i++)
                                {
                                    if (isNan[i] == true)
                                    {
                                        arbitraryPurchase[i] += -item.volume * stock[stock.Count() - 1].Close * (1 + item.premium_ratio / 100.0);
                                    }
                                }
                            }
                        }
                    }
                }
                var etf = DataTimeStampExtension.ModifyStockTickData(stockRepo.GetStockTransaction(code, date, date.AddHours(17)));
                for (int i = 0; i < etf.Count(); i++)
                {
                    if (isNan[i] == true && etf[i] != null && etf[i].AskV1 != 0 && etf[i].BidV1 != 0)
                    {
                        arbitraryPurchase[i] += amountList[k] * etf[i].Bid1;
                        // arbitraryRedeem[i] += -amountList[k] * etf[i].Ask1;
                    }
                    if (etf[i] == null)
                    {
                        isNan[i]             = false;
                        arbitraryPurchase[i] = 0;
                        //arbitraryRedeem[i] = 0;
                    }
                }
                Console.WriteLine("today {0} change {1}", date, arbitraryPurchase.Max());
            }
        }
        public void computeImpv(DateTime startDate, DateTime endDate)
        {
            var start = startDate;
            //while (start < endDate)
            //{
            //    if (!ExistInSqlServer(start))
            //    {
            //        CreateDBOrTableIfNecessary(start);
            //    }
            //    start = start.AddYears(1);
            //}
            //if (!ExistInSqlServer(endDate))
            //{
            //    CreateDBOrTableIfNecessary(endDate);
            //}
            var tradedays = dateRepo.GetStockTransactionDate(startDate, endDate);

            //逐日进行计算
            foreach (var date in tradedays)
            {
                if (!ExistInSqlServer(date))
                {
                    CreateDBOrTableIfNecessary(date);
                }
                double[,] myFuture = new double[4, 28802];
                var tickdata = new Dictionary <string, List <StockOptionTickTransaction> >();
                var etf      = DataTimeStampExtension.ModifyStockTickData(stockRepo.GetStockTransaction("510050.SH", date, date.AddHours(17)));
                var list     = infoRepo.GetStockOptionInfo(underlying, date, date).Where(x => x.unit == 10000);
                Dictionary <StockOptionProperty, string> optionCode = new Dictionary <StockOptionProperty, string>();
                //给出所有的strike信息
                List <double> strikeList = new List <double>();
                foreach (var item in list)
                {
                    if (strikeList.Contains(item.strike) == false)
                    {
                        strikeList.Add(item.strike);
                    }
                }
                strikeList = strikeList.OrderBy(x => x).ToList();
                //给出所有的duration信息
                List <DateTime> expireDateList = new List <DateTime>();
                foreach (var item in list)
                {
                    if (expireDateList.Contains(item.expireDate) == false)
                    {
                        expireDateList.Add(item.expireDate);
                    }
                }
                expireDateList = expireDateList.OrderBy(x => x).ToList();
                foreach (var item in list)
                {
                    var option0 = optionRepo.GetStockTransaction(item.code, date, date.AddHours(17));
                    if (option0.Count == 0)
                    {
                        continue;
                    }
                    var option = DataTimeStampExtension.ModifyOptionTickData(option0);
                    StockOptionProperty property = new StockOptionProperty {
                        strike = item.strike, call_or_put = item.type, expireDate = item.expireDate
                    };
                    optionCode.Add(property, item.code);
                    tickdata.Add(item.code, option);
                }
                //计算合约的合成远期价格

                for (int k = 0; k < 3; k++)                   //k遍历了到期时间
                {
                    double[,] futures = new double[4, 28802]; //futures[选取的strike,时间下标]
                    double[,] weights = new double[4, 28802];
                    for (int i = 0; i < 28802; i++)
                    {
                        var etfMid = getStockMidPrice(etf[i], volumeTarget * 100);
                        if (etfMid == 0)
                        {
                            continue;
                        }
                        var expireDate    = expireDateList[k];
                        var strikeListNow = strikeList.OrderBy(x => Math.Abs(x - etfMid * Math.Exp(rate * dateRepo.GetDuration(date, expireDate) / 252.0))).ToList();

                        for (int j = 0; j <= 3; j++)
                        {
                            StockOptionProperty call = new StockOptionProperty {
                                strike = strikeListNow[j], call_or_put = "认购", expireDate = expireDate
                            };
                            StockOptionProperty put = new StockOptionProperty {
                                strike = strikeListNow[j], call_or_put = "认沽", expireDate = expireDate
                            };
                            bool callExists = false, putExists = false;
                            foreach (var key in optionCode.Keys)
                            {
                                if (key.call_or_put == call.call_or_put && key.strike == call.strike && key.expireDate == call.expireDate)
                                {
                                    callExists = true;
                                    call       = key;
                                }
                                if (key.call_or_put == put.call_or_put && key.strike == put.strike && key.expireDate == put.expireDate)
                                {
                                    putExists = true;
                                    put       = key;
                                }
                            }
                            if (callExists && putExists)
                            {
                                var callTick = tickdata[optionCode[call]];
                                var putTick  = tickdata[optionCode[put]];
                                var callMid  = getOptionMidPrice(callTick[i], volumeTarget);
                                var putMid   = getOptionMidPrice(putTick[i], volumeTarget);
                                if (callMid > 0 && putMid > 0)
                                {
                                    var callSpread = getOptionSpread(callTick[i], volumeTarget);
                                    var putSpread  = getOptionSpread(putTick[i], volumeTarget);
                                    futures[j, i] = (callMid - putMid) * Math.Exp(rate * dateRepo.GetDuration(date, expireDate) / 252.0) + strikeListNow[j];
                                    weights[j, i] = 1 / ((Math.Pow(callSpread, 2) + Math.Pow(putSpread, 2)) / 2);
                                }
                            }
                        }
                        myFuture[k, i] = 0;
                        double weightsAll = 0;
                        for (int j = 0; j < 3; j++)
                        {
                            myFuture[k, i] += futures[j, i] * weights[j, i];
                            weightsAll     += weights[j, i];
                        }
                        if (weightsAll != 0)
                        {
                            myFuture[k, i] /= weightsAll;
                        }
                    }
                    int firstNonZero = 0;
                    for (int i = 0; i < 28802; i++)
                    {
                        if (myFuture[k, i] != 0)
                        {
                            firstNonZero = i;
                            break;
                        }
                    }
                    for (int i = firstNonZero + 1; i < 28802; i++)
                    {
                        if (myFuture[k, i] == 0)
                        {
                            myFuture[k, i] = myFuture[k, i - 1];
                        }
                    }
                    for (int i = firstNonZero + 1; i < 28802; i++)
                    {
                        myFuture[k, i] = emaCoeff * myFuture[k, i] + (1 - emaCoeff) * myFuture[k, i - 1];
                    }
                    //计算隐含波动率

                    foreach (var item in list)
                    {
                        if (item.expireDate != expireDateList[k])
                        {
                            continue;
                        }
                        DataTable dt = new DataTable();
                        dt.Columns.Add("code");
                        dt.Columns.Add("tdatetime", typeof(DateTime));
                        dt.Columns.Add("expiredate");
                        dt.Columns.Add("futurePrice");
                        dt.Columns.Add("futurePrice0");
                        dt.Columns.Add("duration");
                        dt.Columns.Add("maturitydate");
                        dt.Columns.Add("etfPrice");
                        dt.Columns.Add("strike");
                        dt.Columns.Add("call_or_put");
                        dt.Columns.Add("ask");
                        dt.Columns.Add("bid");
                        dt.Columns.Add("ask_impv");
                        dt.Columns.Add("bid_impv");
                        StockOptionProperty option = new StockOptionProperty {
                            strike = item.strike, call_or_put = item.type, expireDate = item.expireDate
                        };
                        foreach (var key in optionCode.Keys)
                        {
                            if (key.call_or_put == option.call_or_put && key.strike == option.strike && key.expireDate == option.expireDate)
                            {
                                option = key;
                            }
                        }
                        if (optionCode.ContainsKey(option) == true)
                        {
                            for (int i = 0; i < 28802; i++)
                            {
                                if (myFuture[k, i] == 0)
                                {
                                    continue;
                                }
                                var etfMid = getStockMidPrice(etf[i], volumeTarget * 100);
                                if (etfMid == 0)
                                {
                                    continue;
                                }
                                var strikeListNow = strikeList.OrderBy(x => Math.Abs(x - etfMid * Math.Exp(rate * dateRepo.GetDuration(date, item.expireDate) / 252.0))).ToList();
                                var optionTick    = tickdata[optionCode[option]];
                                if (optionTick[i] == null)
                                {
                                    continue;
                                }
                                double etfprice  = etf[i].LastPrice;
                                double ask       = optionTick[i].Ask1;
                                double bid       = optionTick[i].Bid1;
                                double duration  = dateRepo.GetDuration(date, option.expireDate) / 252.0;
                                double strike    = item.strike;
                                string callorput = item.type;
                                double askvol    = Math.Round(ImpliedVolatilityExtension.sigmaByFuture(myFuture[k, i], ask, strike, duration, rate, callorput), 4);
                                double bidvol    = Math.Round(ImpliedVolatilityExtension.sigmaByFuture(myFuture[k, i], bid, strike, duration, rate, callorput), 4);
                                double future0   = 0;
                                for (int m = 0; m <= 3; m++)
                                {
                                    if (strikeListNow[m] == item.strike)
                                    {
                                        future0 = futures[m, i];
                                        break;
                                    }
                                }
                                DataRow dr = dt.NewRow();
                                dr["code"]         = item.code;
                                dr["tdatetime"]    = Convert.ToDateTime(date + timelist[i]);//etf[i].TransactionDateTime;
                                dr["maturitydate"] = item.expireDate;
                                dr["futurePrice"]  = Math.Round(myFuture[k, i], 4);
                                dr["futurePrice0"] = Math.Round(future0, 4);
                                dr["strike"]       = Math.Round(strike, 4);
                                dr["expiredate"]   = dateRepo.GetDuration(date, option.expireDate);
                                dr["duration"]     = Math.Round(duration, 5);
                                dr["etfPrice"]     = etfprice;
                                dr["call_or_put"]  = item.type;
                                dr["ask"]          = ask;
                                dr["bid"]          = bid;
                                if (askvol > 0 && askvol < 3)
                                {
                                    dr["ask_impv"] = askvol;
                                }
                                else
                                {
                                    dr["ask_impv"] = null;
                                }
                                if (bidvol > 0 && bidvol < 3)
                                {
                                    dr["bid_impv"] = bidvol;
                                }
                                else
                                {
                                    dr["bid_impv"] = null;
                                }
                                if (optionTick[i].TransactionDateTime < date.Date + new TimeSpan(14, 57, 00))
                                {
                                    dt.Rows.Add(dr);
                                }
                            }
                        }

                        SaveResultToMssql(date, dt, item.strike, dateRepo.GetDuration(date, item.expireDate), item.type, item.code);
                    }
                }
            }
        }
        public void record(DateTime startDate, DateTime endDate)
        {
            var tradedays = dateRepo.GetStockTransactionDate(startDate, endDate);

            CreateDBOrTableIfNecessary(startDate);
            CreateDBOrTableIfNecessary(startDate.AddYears(1));
            var start = startDate;

            while (start < endDate)
            {
                if (!ExistInSqlServer(start))
                {
                    CreateDBOrTableIfNecessary(start);
                }
                start = start.AddYears(1);
            }
            if (!ExistInSqlServer(endDate))
            {
                CreateDBOrTableIfNecessary(endDate);
            }

            foreach (var date in tradedays)
            {
                DataTable dt = new DataTable();
                dt = initializeDataTable(dt);
                double[] sigma1Ask = new double[28802];
                double[] sigma1Bid = new double[28802];
                double[] sigma2Ask = new double[28802];
                double[] sigma2Bid = new double[28802];
                double[] vixAsk    = new double[28802];
                double[] vixBid    = new double[28802];

                var list = infoRepo.GetStockOptionInfo(underlying, date, date);
                list = OptionUtilities.modifyOptionListByETFBonus(list, date);
                List <StockOptionInformation> callListThisMonth = new List <StockOptionInformation>();
                List <StockOptionInformation> callListNextMonth = new List <StockOptionInformation>();
                List <StockOptionInformation> putListThisMonth  = new List <StockOptionInformation>();
                List <StockOptionInformation> putListNextMonth  = new List <StockOptionInformation>();
                var    durationList      = OptionUtilities.getDurationStructure(list, date);
                double durationThisMonth = 0;
                double durationNextMonth = 0;
                if (durationList[0] > 7)
                {
                    durationThisMonth = durationList[0];
                    durationNextMonth = durationList[1];
                }
                else
                {
                    durationThisMonth = durationList[1];
                    durationNextMonth = durationList[2];
                }
                foreach (var item in list)
                {
                    if (OptionUtilities.getDuration(item, date) == durationThisMonth && item.unit == 10000)
                    {
                        if (item.type == "认购")
                        {
                            callListThisMonth.Add(item);
                        }
                        else
                        {
                            putListThisMonth.Add(item);
                        }
                    }
                    else if (OptionUtilities.getDuration(item, date) == durationNextMonth && item.unit == 10000)
                    {
                        if (item.type == "认购")
                        {
                            callListNextMonth.Add(item);
                        }
                        else
                        {
                            putListNextMonth.Add(item);
                        }
                    }
                }
                callListThisMonth = callListThisMonth.OrderBy(x => x.strike).ToList();
                callListNextMonth = callListNextMonth.OrderBy(x => x.strike).ToList();
                putListThisMonth  = putListThisMonth.OrderBy(x => x.strike).ToList();
                putListNextMonth  = putListNextMonth.OrderBy(x => x.strike).ToList();
                //获取当日ETF及期权数据
                List <StockTickTransaction> etf = new List <StockTickTransaction>();
                etf = DataTimeStampExtension.ModifyStockTickData(stockRepo.GetStockTransaction("510050.SH", date, date.AddHours(17)));
                Dictionary <double, List <StockOptionTickTransaction> > callDataThisMonth = new Dictionary <double, List <StockOptionTickTransaction> >();
                Dictionary <double, List <StockOptionTickTransaction> > putDataThisMonth  = new Dictionary <double, List <StockOptionTickTransaction> >();
                Dictionary <double, List <StockOptionTickTransaction> > callDataNextMonth = new Dictionary <double, List <StockOptionTickTransaction> >();
                Dictionary <double, List <StockOptionTickTransaction> > putDataNextMonth  = new Dictionary <double, List <StockOptionTickTransaction> >();
                List <double> strikeListThisMonth = new List <double>();
                List <double> strikeListNextMonth = new List <double>();
                foreach (var item in callListThisMonth)
                {
                    strikeListThisMonth.Add(item.strike);
                    var call = DataTimeStampExtension.ModifyOptionTickData(optionRepo.GetStockTransaction(item.code, date, date.AddHours(17)));
                    callDataThisMonth.Add(item.strike, call);
                }
                foreach (var item in putListThisMonth)
                {
                    var put = DataTimeStampExtension.ModifyOptionTickData(optionRepo.GetStockTransaction(item.code, date, date.AddHours(17)));
                    putDataThisMonth.Add(item.strike, put);
                }
                foreach (var item in callListNextMonth)
                {
                    strikeListNextMonth.Add(item.strike);
                    var call = DataTimeStampExtension.ModifyOptionTickData(optionRepo.GetStockTransaction(item.code, date, date.AddHours(17)));
                    callDataNextMonth.Add(item.strike, call);
                }
                foreach (var item in putListNextMonth)
                {
                    //2016-2-17数据有缺失
                    var put = DataTimeStampExtension.ModifyOptionTickData(optionRepo.GetStockTransaction(item.code, date, date.AddHours(17)));
                    putDataNextMonth.Add(item.strike, put);
                }
                strikeListThisMonth = strikeListThisMonth.OrderBy(x => x).ToList();
                strikeListNextMonth = strikeListNextMonth.OrderBy(x => x).ToList();
                for (int index = 0; index < 28802; index++)
                {
                    bool hasData = true;
                    foreach (var item in strikeListThisMonth)
                    {
                        if (callDataThisMonth[item] == null || putDataThisMonth[item] == null || callDataThisMonth[item][index] == null || putDataThisMonth[item][index] == null || (callDataThisMonth[item][index].AskV1 == 0 && callDataThisMonth[item][index].BidV1 == 0) || (putDataThisMonth[item][index].AskV1 == 0 && putDataThisMonth[item][index].BidV1 == 0))
                        {
                            hasData = false;
                            break;
                        }
                    }
                    //if (durationThisMonth <= 30)
                    {
                        foreach (var item in strikeListNextMonth)
                        {
                            if (callDataNextMonth[item] == null || putDataNextMonth[item] == null || callDataNextMonth[item][index] == null || putDataNextMonth[item][index] == null || callDataNextMonth[item][index].AskV1 == 0 || putDataNextMonth[item][index].AskV1 == 0 || callDataNextMonth[item][index].BidV1 == 0 || putDataNextMonth[item][index].BidV1 == 0)
                            {
                                hasData = false;
                                break;
                            }
                        }
                    }
                    if (hasData == false)
                    {
                        continue;
                    }
                    //初始化记录合约信息的列表
                    List <iVixInfo> thisMonthInfo = new List <iVixInfo>();
                    List <iVixInfo> nextMonthInfo = new List <iVixInfo>();
                    DataRow         dr            = dt.NewRow();
                    var             now           = callDataThisMonth[strikeListThisMonth[0]][index].TransactionDateTime;
                    var             expiredate1   = callListThisMonth[0].expireDate;
                    var             expiredate2   = callListNextMonth[0].expireDate;
                    var             span          = date.AddHours(15) - now;
                    //计算时间T NT:近月合约剩余到期时间(以分钟计) T:NT/365
                    double T1 = (durationThisMonth - 1 + (span.Hours * 60 + span.Minutes) / 840.0) / 365.0;
                    //找到认购期权价格与认沽期权价格相差最小的执行价的K
                    //计算远期价格F S+exp(RT)×[认购期权价格 S −认沽期权价格 S ]
                    double distance1  = 100;
                    double kThisMonth = 0;
                    double F          = 0;
                    for (int i = 0; i < strikeListThisMonth.Count(); i++)
                    {
                        double distance0 = Math.Abs((callDataThisMonth[strikeListThisMonth[i]][index].Ask1 + callDataThisMonth[strikeListThisMonth[i]][index].Bid1) / 2 - (putDataThisMonth[strikeListThisMonth[i]][index].Ask1 + putDataThisMonth[strikeListThisMonth[i]][index].Bid1) / 2);
                        if (distance0 < distance1)
                        {
                            distance1 = distance0;
                            F         = strikeListThisMonth[i] + Math.Exp(rate * T1) * ((callDataThisMonth[strikeListThisMonth[i]][index].Ask1 + callDataThisMonth[strikeListThisMonth[i]][index].Bid1) / 2 - (putDataThisMonth[strikeListThisMonth[i]][index].Ask1 + putDataThisMonth[strikeListThisMonth[i]][index].Bid1) / 2);
                        }
                    }
                    //找到K0
                    for (int i = 0; i < strikeListThisMonth.Count() - 1; i++)
                    {
                        kThisMonth = strikeListThisMonth[i];
                        if (strikeListThisMonth[i + 1] > F)
                        {
                            break;
                        }
                    }
                    //计算近月ivix
                    for (int i = 0; i < strikeListThisMonth.Count(); i++)
                    {
                        iVixInfo info = new iVixInfo();
                        double   ask  = 0;
                        double   bid  = 0;
                        double   dK   = 0;
                        double   k    = strikeListThisMonth[i];
                        if (i == strikeListThisMonth.Count() - 1)
                        {
                            dK = strikeListThisMonth[strikeListThisMonth.Count() - 1] - strikeListThisMonth[strikeListThisMonth.Count() - 2];
                        }
                        else
                        {
                            dK = strikeListThisMonth[i + 1] - strikeListThisMonth[i];
                        }
                        info.strike      = k;
                        info.duration    = T1;
                        info.coefficient = 2 / info.duration * dK / Math.Pow(info.strike, 2) * Math.Exp(rate * info.duration);
                        if (strikeListThisMonth[i] < kThisMonth)
                        {
                            ask = putDataThisMonth[strikeListThisMonth[i]][index].Ask1;
                            bid = putDataThisMonth[strikeListThisMonth[i]][index].Bid1;
                            var mid = (ask + bid) / 2;
                            info.sigma          = Math.Round(ImpliedVolatilityExtension.sigmaByFuture(F, mid, info.strike, info.duration, rate, "认沽"), 4);
                            info.vega           = ImpliedVolatilityExtension.ComputeOptionVega(info.strike, info.duration, rate, 0, info.sigma, F * Math.Exp(-rate * info.duration)) / 100.0;
                            info.ask            = ask;
                            info.askv           = putDataThisMonth[strikeListThisMonth[i]][index].AskV1;
                            info.bid            = bid;
                            info.bidv           = putDataThisMonth[strikeListThisMonth[i]][index].BidV1;
                            info.minutelyVolume = ComputeMinutelyVolume(putDataThisMonth[strikeListThisMonth[i]], index);
                        }
                        else if (strikeListThisMonth[i] == kThisMonth)
                        {
                            ask = (putDataThisMonth[strikeListThisMonth[i]][index].Ask1 + callDataThisMonth[strikeListThisMonth[i]][index].Ask1) / 2;
                            bid = (putDataThisMonth[strikeListThisMonth[i]][index].Bid1 + callDataThisMonth[strikeListThisMonth[i]][index].Bid1) / 2;
                            var mid1   = (putDataThisMonth[strikeListThisMonth[i]][index].Ask1 + putDataThisMonth[strikeListThisMonth[i]][index].Bid1) / 2;
                            var mid2   = (callDataThisMonth[strikeListThisMonth[i]][index].Ask1 + callDataThisMonth[strikeListThisMonth[i]][index].Bid1) / 2;
                            var sigma1 = Math.Round(ImpliedVolatilityExtension.sigmaByFuture(F, mid1, info.strike, info.duration, rate, "认沽"), 4);
                            var sigma2 = Math.Round(ImpliedVolatilityExtension.sigmaByFuture(F, mid2, info.strike, info.duration, rate, "认购"), 4);
                            var vega1  = ImpliedVolatilityExtension.ComputeOptionVega(k, info.duration, rate, 0, sigma1, F * Math.Exp(-rate * info.duration)) / 100.0;
                            var vega2  = ImpliedVolatilityExtension.ComputeOptionVega(k, info.duration, rate, 0, sigma2, F * Math.Exp(-rate * info.duration)) / 100.0;
                            info.sigma = (sigma1 + sigma2) / 2;
                            info.vega  = (vega1 + vega2) / 2;
                            info.ask   = ask;
                            info.askv  = Math.Min(putDataThisMonth[strikeListThisMonth[i]][index].AskV1, callDataThisMonth[strikeListThisMonth[i]][index].AskV1) * 2;
                            info.bid   = bid;
                            info.bidv  = Math.Min(putDataThisMonth[strikeListThisMonth[i]][index].BidV1, callDataThisMonth[strikeListThisMonth[i]][index].BidV1) * 2;
                            var volumeCall = ComputeMinutelyVolume(callDataThisMonth[strikeListThisMonth[i]], index);
                            var volumePut  = ComputeMinutelyVolume(putDataThisMonth[strikeListThisMonth[i]], index);
                            info.minutelyVolume = Math.Min(volumeCall, volumePut) * 2;
                        }
                        else
                        {
                            ask = callDataThisMonth[strikeListThisMonth[i]][index].Ask1;
                            bid = callDataThisMonth[strikeListThisMonth[i]][index].Bid1;
                            var mid = (ask + bid) / 2;
                            info.sigma          = Math.Round(ImpliedVolatilityExtension.sigmaByFuture(F, mid, info.strike, info.duration, rate, "认购"), 4);
                            info.vega           = ImpliedVolatilityExtension.ComputeOptionVega(k, info.duration, rate, 0, info.sigma, F * Math.Exp(-rate * info.duration)) / 100.0;
                            info.ask            = ask;
                            info.askv           = callDataThisMonth[strikeListThisMonth[i]][index].AskV1;
                            info.bid            = bid;
                            info.bidv           = callDataThisMonth[strikeListThisMonth[i]][index].BidV1;
                            info.minutelyVolume = ComputeMinutelyVolume(callDataThisMonth[strikeListThisMonth[i]], index);
                        }
                        sigma1Ask[index] += (2 / T1) * dK / (k * k) * Math.Exp(rate * T1) * ask;
                        sigma1Bid[index] += (2 / T1) * dK / (k * k) * Math.Exp(rate * T1) * bid;
                        thisMonthInfo.Add(info);
                    }

                    sigma1Ask[index] += -1 / T1 * Math.Pow((F / kThisMonth) - 1, 2);
                    sigma1Bid[index] += -1 / T1 * Math.Pow((F / kThisMonth) - 1, 2);
                    sigma1Ask[index]  = Math.Sqrt(sigma1Ask[index]);
                    sigma1Bid[index]  = Math.Sqrt(sigma1Bid[index]);
                    if (durationThisMonth > 30)
                    {
                        vixAsk[index] = sigma1Ask[index];
                        vixBid[index] = sigma1Bid[index];
                    }
                    //计算时间T NT:近月合约剩余到期时间(以分钟计) T:NT/365
                    double T2 = (durationNextMonth - 1 + (span.Minutes) / 840) / 365.0;
                    //找到认购期权价格与认沽期权价格相差最小的执行价的K
                    //计算远期价格F S+exp(RT)×[认购期权价格 S −认沽期权价格 S ]
                    distance1 = 100;
                    double kNextMonth = 0;
                    F = 0;
                    for (int i = 0; i < strikeListNextMonth.Count(); i++)
                    {
                        double distance0 = Math.Abs((callDataNextMonth[strikeListNextMonth[i]][index].Ask1 + callDataNextMonth[strikeListNextMonth[i]][index].Bid1) / 2 - (putDataNextMonth[strikeListNextMonth[i]][index].Ask1 + putDataNextMonth[strikeListNextMonth[i]][index].Bid1) / 2);
                        if (distance0 < distance1)
                        {
                            distance1 = distance0;
                            F         = strikeListNextMonth[i] + Math.Exp(rate * T2) * ((callDataNextMonth[strikeListNextMonth[i]][index].Ask1 + callDataNextMonth[strikeListNextMonth[i]][index].Bid1) / 2 - (putDataNextMonth[strikeListNextMonth[i]][index].Ask1 + putDataNextMonth[strikeListNextMonth[i]][index].Bid1) / 2);
                        }
                    }
                    //找到K0
                    for (int i = 0; i < strikeListNextMonth.Count() - 1; i++)
                    {
                        kNextMonth = strikeListNextMonth[i];
                        if (strikeListNextMonth[i + 1] > F)
                        {
                            break;
                        }
                    }
                    //计算远月ivix
                    for (int i = 0; i < strikeListNextMonth.Count(); i++)
                    {
                        iVixInfo info = new iVixInfo();
                        double   ask  = 0;
                        double   bid  = 0;
                        double   dK   = 0;
                        double   k    = strikeListNextMonth[i];
                        if (i == strikeListNextMonth.Count() - 1)
                        {
                            dK = strikeListNextMonth[strikeListNextMonth.Count() - 1] - strikeListNextMonth[strikeListNextMonth.Count() - 2];
                        }
                        else
                        {
                            dK = strikeListNextMonth[i + 1] - strikeListNextMonth[i];
                        }
                        info.strike      = k;
                        info.duration    = T2;
                        info.coefficient = 2 / info.duration * dK / Math.Pow(info.strike, 2) * Math.Exp(rate * info.duration);


                        if (strikeListNextMonth[i] < kNextMonth)
                        {
                            ask = putDataNextMonth[strikeListNextMonth[i]][index].Ask1;
                            bid = putDataNextMonth[strikeListNextMonth[i]][index].Bid1;
                            var mid = (ask + bid) / 2;
                            info.sigma          = Math.Round(ImpliedVolatilityExtension.sigmaByFuture(F, mid, info.strike, info.duration, rate, "认沽"), 4);
                            info.vega           = ImpliedVolatilityExtension.ComputeOptionVega(info.strike, info.duration, rate, 0, info.sigma, F * Math.Exp(-rate * info.duration)) / 100.0;
                            info.ask            = ask;
                            info.askv           = putDataNextMonth[strikeListNextMonth[i]][index].AskV1;
                            info.bid            = bid;
                            info.bidv           = putDataNextMonth[strikeListNextMonth[i]][index].BidV1;
                            info.minutelyVolume = ComputeMinutelyVolume(putDataNextMonth[strikeListNextMonth[i]], index);
                        }
                        else if (strikeListNextMonth[i] == kNextMonth)
                        {
                            ask = (putDataNextMonth[strikeListNextMonth[i]][index].Ask1 + callDataNextMonth[strikeListNextMonth[i]][index].Ask1) / 2;
                            bid = (putDataNextMonth[strikeListNextMonth[i]][index].Bid1 + callDataNextMonth[strikeListNextMonth[i]][index].Bid1) / 2;
                            var mid1   = (putDataNextMonth[strikeListNextMonth[i]][index].Ask1 + putDataNextMonth[strikeListNextMonth[i]][index].Bid1) / 2;
                            var mid2   = (callDataNextMonth[strikeListNextMonth[i]][index].Ask1 + callDataNextMonth[strikeListNextMonth[i]][index].Bid1) / 2;
                            var sigma1 = Math.Round(ImpliedVolatilityExtension.sigmaByFuture(F, mid1, info.strike, info.duration, rate, "认沽"), 4);
                            var sigma2 = Math.Round(ImpliedVolatilityExtension.sigmaByFuture(F, mid2, info.strike, info.duration, rate, "认购"), 4);
                            var vega1  = ImpliedVolatilityExtension.ComputeOptionVega(k, info.duration, rate, 0, sigma1, F * Math.Exp(-rate * info.duration)) / 100.0;
                            var vega2  = ImpliedVolatilityExtension.ComputeOptionVega(k, info.duration, rate, 0, sigma2, F * Math.Exp(-rate * info.duration)) / 100.0;
                            info.sigma = (sigma1 + sigma2) / 2;
                            info.vega  = (vega1 + vega2) / 2;
                            info.ask   = ask;
                            info.askv  = Math.Min(putDataNextMonth[strikeListNextMonth[i]][index].AskV1, callDataNextMonth[strikeListNextMonth[i]][index].AskV1) * 2;
                            info.bid   = bid;
                            info.bidv  = Math.Min(putDataNextMonth[strikeListNextMonth[i]][index].BidV1, callDataNextMonth[strikeListNextMonth[i]][index].BidV1) * 2;
                            var volumeCall = ComputeMinutelyVolume(callDataNextMonth[strikeListNextMonth[i]], index);
                            var volumePut  = ComputeMinutelyVolume(putDataNextMonth[strikeListNextMonth[i]], index);
                            info.minutelyVolume = Math.Min(volumeCall, volumePut) * 2;
                        }
                        else
                        {
                            ask = callDataNextMonth[strikeListNextMonth[i]][index].Ask1;
                            bid = callDataNextMonth[strikeListNextMonth[i]][index].Bid1;
                            var mid = (ask + bid) / 2;
                            info.sigma          = Math.Round(ImpliedVolatilityExtension.sigmaByFuture(F, mid, info.strike, info.duration, rate, "认购"), 4);
                            info.vega           = ImpliedVolatilityExtension.ComputeOptionVega(k, info.duration, rate, 0, info.sigma, F * Math.Exp(-rate * info.duration)) / 100.0;
                            info.ask            = ask;
                            info.askv           = callDataNextMonth[strikeListNextMonth[i]][index].AskV1;
                            info.bid            = bid;
                            info.bidv           = callDataNextMonth[strikeListNextMonth[i]][index].BidV1;
                            info.minutelyVolume = ComputeMinutelyVolume(callDataNextMonth[strikeListNextMonth[i]], index);
                        }
                        sigma2Ask[index] += (2 / T2) * dK / (k * k) * Math.Exp(rate * T2) * ask;
                        sigma2Bid[index] += (2 / T2) * dK / (k * k) * Math.Exp(rate * T2) * bid;
                        nextMonthInfo.Add(info);
                    }
                    sigma2Ask[index] += -1 / T2 * Math.Pow((F / kNextMonth) - 1, 2);
                    sigma2Bid[index] += -1 / T2 * Math.Pow((F / kNextMonth) - 1, 2);
                    sigma2Ask[index]  = Math.Sqrt(sigma2Ask[index]);
                    sigma2Bid[index]  = Math.Sqrt(sigma2Bid[index]);
                    if (durationThisMonth <= 30)
                    {
                        vixAsk[index] = Math.Sqrt((T1 * Math.Pow(sigma1Ask[index], 2) * (T2 - 30.0 / 365.0) / (T2 - T1) + T2 * Math.Pow(sigma2Ask[index], 2) * (30.0 / 365.0 - T1) / (T2 - T1)) * 365.0 / 30.0);
                        vixBid[index] = Math.Sqrt((T1 * Math.Pow(sigma1Bid[index], 2) * (T2 - 30.0 / 365.0) / (T2 - T1) + T2 * Math.Pow(sigma2Bid[index], 2) * (30.0 / 365.0 - T1) / (T2 - T1)) * 365.0 / 30.0);
                        foreach (var item in thisMonthInfo)
                        {
                            item.coefficient *= T1 * (T2 - 30.0 / 365.0) / (T2 - T1) * 365.0 / 30.0;
                        }
                        foreach (var item in nextMonthInfo)
                        {
                            item.coefficient *= T2 * (30.0 / 365.0 - T1) / (T2 - T1) * 365.0 / 30.0;
                        }
                    }
                    //计算整体的vega,以及盘口的量
                    double vegaTotal        = 0;
                    double number           = 0;
                    double percentAskMax    = 0;
                    double percentAskMin    = 1;
                    double percentBidMax    = 0;
                    double percentBidMin    = 1;
                    double percentVolumeMax = 0;
                    double percentVolumeMin = 1;
                    if (durationThisMonth > 30)
                    {
                        foreach (var item in thisMonthInfo)
                        {
                            vegaTotal += item.vega * item.coefficient * 10000;
                        }
                        number = cashVega / vegaTotal;
                        foreach (var item in thisMonthInfo)
                        {
                            double percentAsk    = item.askv / number;
                            double percentBid    = item.bidv / number;
                            double percentVolume = item.minutelyVolume / number;

                            if (percentAsk > percentAskMax)
                            {
                                percentAskMax = percentAsk;
                            }
                            if (percentAsk < percentAskMin)
                            {
                                percentAskMin = percentAsk;
                            }
                            if (percentBid > percentBidMax)
                            {
                                percentBidMax = percentBid;
                            }
                            if (percentBid < percentBidMin)
                            {
                                percentBidMin = percentBid;
                            }
                            if (percentVolume > percentVolumeMax)
                            {
                                percentVolumeMax = percentVolume;
                            }
                            if (percentVolume < percentVolumeMin)
                            {
                                percentVolumeMin = percentVolume;
                            }
                        }
                    }
                    else
                    {
                        foreach (var item in thisMonthInfo)
                        {
                            vegaTotal += item.vega * item.coefficient * 10000;
                        }
                        foreach (var item in nextMonthInfo)
                        {
                            vegaTotal += item.vega * item.coefficient * 10000;
                        }
                        number = cashVega / 2 / vegaTotal;
                        foreach (var item in thisMonthInfo)
                        {
                            double percentAsk    = item.askv / number / item.coefficient;
                            double percentBid    = item.bidv / number / item.coefficient;
                            double percentVolume = item.minutelyVolume / number;
                            if (percentAsk > percentAskMax)
                            {
                                percentAskMax = percentAsk;
                            }
                            if (percentAsk < percentAskMin)
                            {
                                percentAskMin = percentAsk;
                            }
                            if (percentBid > percentBidMax)
                            {
                                percentBidMax = percentBid;
                            }
                            if (percentBid < percentBidMin)
                            {
                                percentBidMin = percentBid;
                            }
                            if (percentVolume > percentVolumeMax)
                            {
                                percentVolumeMax = percentVolume;
                            }
                            if (percentVolume < percentVolumeMin)
                            {
                                percentVolumeMin = percentVolume;
                            }
                        }
                        foreach (var item in nextMonthInfo)
                        {
                            double percentAsk    = item.askv / number / item.coefficient;
                            double percentBid    = item.bidv / number / item.coefficient;
                            double percentVolume = item.minutelyVolume / number;
                            if (percentAsk > percentAskMax)
                            {
                                percentAskMax = percentAsk;
                            }
                            if (percentAsk < percentAskMin)
                            {
                                percentAskMin = percentAsk;
                            }
                            if (percentBid > percentBidMax)
                            {
                                percentBidMax = percentBid;
                            }
                            if (percentBid < percentBidMin)
                            {
                                percentBidMin = percentBid;
                            }
                            if (percentVolume > percentVolumeMax)
                            {
                                percentVolumeMax = percentVolume;
                            }
                            if (percentVolume < percentVolumeMin)
                            {
                                percentVolumeMin = percentVolume;
                            }
                        }
                    }

                    dr["tdatetime"]        = now;
                    dr["expiredate1"]      = expiredate1;
                    dr["expiredate2"]      = expiredate2;
                    dr["duration1"]        = Math.Round(T1, 6);
                    dr["duration2"]        = Math.Round(T2, 6);
                    dr["sigma1Ask"]        = Math.Round(sigma1Ask[index] * 100, 4);
                    dr["sigma1Bid"]        = Math.Round(sigma1Bid[index] * 100, 4);
                    dr["sigma2Ask"]        = Math.Round(sigma2Ask[index] * 100, 4);
                    dr["sigma2Bid"]        = Math.Round(sigma2Bid[index] * 100, 4);
                    dr["sigmaAsk"]         = Math.Round(vixAsk[index] * 100, 4);
                    dr["sigmaBid"]         = Math.Round(vixBid[index] * 100, 4);
                    dr["vegaTotal"]        = Math.Round(vegaTotal, 4);
                    dr["number"]           = Math.Round(number, 4);
                    dr["percentAskMax"]    = Math.Round(percentAskMax, 4);
                    dr["percentAskMin"]    = Math.Round(percentAskMin, 4);
                    dr["percentBidMax"]    = Math.Round(percentBidMax, 4);
                    dr["percentBidMin"]    = Math.Round(percentBidMin, 4);
                    dr["percentVolumeMax"] = Math.Round(percentVolumeMax, 4);
                    dr["percentVolumeMin"] = Math.Round(percentVolumeMin, 4);
                    if (now < date.Date + new TimeSpan(14, 57, 00))
                    {
                        dt.Rows.Add(dr);
                    }
                }
                SaveResultToMssql(date, dt);
            }
        }