private void compute(DateTime date)
        {
            List <StockTickTransaction> etf = new List <StockTickTransaction>();

            etf = DataTimeStampExtension.ModifyStockTickData(stockRepo.GetStockTransaction("510050.SH", date, date.AddHours(17)));
            foreach (var item in parityList)
            {
                DataTable dt = new DataTable();
                dt.Columns.Add("tdatetime");
                dt.Columns.Add("expiredate");
                dt.Columns.Add("maturitydate");
                dt.Columns.Add("annualizedReturn");
                dt.Columns.Add("annualizedCloseCost");
                dt.Columns.Add("etfPrice");
                dt.Columns.Add("strike");
                dt.Columns.Add("callPrice");
                dt.Columns.Add("putPrice");
                dt.Columns.Add("callMinutelyPrice");
                dt.Columns.Add("putMinutelyPrice");
                dt.Columns.Add("minutelyVolume");
                double strike     = item.strike;
                int    expiredate = 0;
                List <StockOptionTickTransaction> call = new List <StockOptionTickTransaction>();
                List <StockOptionTickTransaction> put  = new List <StockOptionTickTransaction>();
                call = DataTimeStampExtension.ModifyOptionTickData(optionRepo.GetStockTransaction(item.call, date, date.AddHours(17)));
                put  = DataTimeStampExtension.ModifyOptionTickData(optionRepo.GetStockTransaction(item.put, date, date.AddHours(17)));
                //计算套利空间
                myList = new List <StockOptionParityProfit>();
                TimeSpan span = item.expireDate - date;
                // var multiple = item.unit/10000.0;
                for (int i = 0; i < 28802; i++)
                {
                    StockOptionParityProfit result = new StockOptionParityProfit();
                    double callMinutelyVolume      = 0;
                    double putMinutelyVolume       = 0;
                    double callPrice = 0;
                    double putPrice  = 0;
                    if (etf[i] != null && call != null && put != null && call[i] != null && put[i] != null && etf[i].LastPrice != 0 && call[i].LastPrice != 0 && put[i].LastPrice != 0 && call[i].Ask1 != 0 && put[i].Bid1 != 0 && call[i].Bid1 != 0 && put[i].Ask1 != 0)
                    {
                        result.date         = etf[i].TransactionDateTime;
                        result.strike       = item.strike;
                        result.etfPrice     = etf[i].LastPrice;
                        result.expiredate   = span.Days + 1;
                        expiredate          = result.expiredate;
                        result.maturitydate = item.expireDate;
                        double profit              = result.strike - (etf[i].Ask1 - call[i].Bid1 + put[i].Ask1);
                        double margin              = (etf[i].Ask1 - call[i].Bid1 + put[i].Ask1) + (call[i].LastPrice + Math.Max(0.12 * etf[i].LastPrice - Math.Max(result.strike - etf[i].LastPrice, 0), 0.07 * etf[i].LastPrice));
                        double annualizedReturn    = (profit - etf[i].Ask1 * 0.0001 - 1.6 / 10000.0) / margin / (double)result.expiredate * 365.0;
                        double annualizedCloseCost = (-result.strike + (etf[i].Bid1 - call[i].Ask1 + put[i].Bid1) - etf[i].Bid1 * 0.0001 - 3.2 / 10000.0) / margin / (double)result.expiredate * 365.0;
                        result.profit    = annualizedReturn;
                        result.cost      = annualizedCloseCost;
                        result.callPrice = call[i].LastPrice;
                        result.putPrice  = put[i].LastPrice;
                        if (i > 120 && call[i - 120] != null)
                        {
                            callMinutelyVolume = call[i].Volume - call[i - 120].Volume;
                            if (callMinutelyVolume != 0)
                            {
                                callPrice = (call[i].Amount - call[i - 120].Amount) / callMinutelyVolume / item.unit;
                            }
                        }
                        else
                        {
                            callMinutelyVolume = Math.Round(call[i].Volume / Convert.ToDouble(i + 1) * 120.0, 0);
                            if (callMinutelyVolume != 0)
                            {
                                callPrice = call[i].Amount / call[i].Volume / item.unit;
                            }
                        }
                        if (i > 120 && put[i - 120] != null)
                        {
                            putMinutelyVolume = put[i].Volume - put[i - 120].Volume;
                            if (putMinutelyVolume != 0)
                            {
                                putPrice = (put[i].Amount - put[i - 120].Amount) / putMinutelyVolume / item.unit;
                            }
                        }
                        else
                        {
                            putMinutelyVolume = Math.Round(put[i].Volume / Convert.ToDouble(i + 1) * 120.0, 0);
                            if (putMinutelyVolume != 0)
                            {
                                putPrice = put[i].Amount / put[i].Volume / item.unit;
                            }
                        }
                        myList.Add(result);
                        DataRow dr = dt.NewRow();
                        dr["tdatetime"]           = result.date;
                        dr["maturitydate"]        = result.maturitydate;
                        dr["strike"]              = Math.Round(result.strike, 4);
                        dr["annualizedReturn"]    = Math.Round(result.profit, 4);
                        dr["annualizedCloseCost"] = Math.Round(result.cost, 4);
                        dr["expiredate"]          = result.expiredate;
                        dr["etfPrice"]            = result.etfPrice;
                        dr["callPrice"]           = result.callPrice;
                        dr["putPrice"]            = result.putPrice;
                        dr["callMinutelyPrice"]   = Math.Round(Convert.ToDecimal(callPrice), 6);
                        dr["putMinutelyPrice"]    = Math.Round(Convert.ToDecimal(putPrice), 6);
                        dr["minutelyVolume"]      = Math.Min(Convert.ToDecimal(callMinutelyVolume), Convert.ToDecimal(putMinutelyVolume));
                        if (result.date < result.date.Date + new TimeSpan(14, 57, 00))
                        {
                            dt.Rows.Add(dr);
                        }
                    }
                }
                SaveResultToMssql(date, dt, strike, expiredate);
                //SaveResultToMssql(date, dt,expiredate);
            }
        }
        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);
            }
        }