public static List<double> GetCorrespondingData(Enums.Data data, int productId)
{
FFCEntities db = new FFCEntities();
List<double> values = new List<double>();
if (data == Enums.Data.Daily)
{
var list = db.sp_Forecast_GetProductCountYearDayByProductId(productId).ToList();
values = list.Select(r => Double.Parse(r.Count.ToString())).ToList();
}
else if (data == Enums.Data.Day)
{
var list = db.sp_Forecast_GetProductCountDayByProductId(productId).ToList();
values = list.Select(r => Double.Parse(r.Count.ToString())).ToList();
}
return values;
}
public static List <double> GetCorrespondingData(DataPeriod data, int productId)
{
FFCEntities db = new FFCEntities();
List <double> values = new List <double>();
if (data == DataPeriod.Daily)
{
var list = db.sp_Forecast_GetProductCountYearDayByProductId(productId).ToList();
values = list.Select(r => Double.Parse(r.Count.ToString())).ToList();
}
else if (data == DataPeriod.Day)
{
var list = db.sp_Forecast_GetProductCountDayByProductId(productId).ToList();
values = list.Select(r => Double.Parse(r.Count.ToString())).ToList();
}
return(values);
}
public static void TestMethod2()
{
FFCEntities db = new FFCEntities();
var list = db.sp_Forecast_GetProductCountYearDayByProductId(1).ToList();
List <double> values = list.Select(r => Double.Parse(r.Count.ToString())).ToList();
REngine.SetEnvironmentVariables();
// There are several options to initialize the engine, but by default the following suffice:
REngine engine = REngine.GetInstance();
// .NET Framework array to R vector.
NumericVector testTs = engine.CreateNumericVector(new double[] { 30.02, 29.99, 30.11, 29.97, 30.01, 29.99, 1000 });
//NumericVector testTs = engine.CreateNumericVector(new double[] { 1,2,3,4,5,6});
//NumericVector testTs = engine.CreateNumericVector(values);
//DataFrame datafrate = engine.CreateDataFrame(new List<string> { },);
engine.SetSymbol("testTs", testTs);
// Direct parsing from R script.
//NumericVector group2 = engine.Evaluate("group2 <- c(29.89, 29.93, 29.72, 29.98, 30.02, 29.98)").AsNumeric();
//auto arima for monthly
engine.Evaluate("tsValue <- ts(testTs, frequency=1, start=c(2010, 1, 1))");
engine.Evaluate("library(forecast)");
engine.Evaluate("arimaFit <- Arima(tsValue)");
engine.Evaluate("fcast <- forecast(tsValue, h=5)");
var a = engine.Evaluate("fcast <- forecast(tsValue, h=5)").AsCharacter();
NumericVector forecasts = engine.Evaluate("fcast$mean").AsNumeric();
foreach (var item in forecasts)
{
Console.WriteLine(item);
}
engine.Dispose();
}
private static void AddTestData(int branchId, List <DaySegment> listDaySegment, DateTime begin, DateTime end)
{
//Need to loop through each day
//DateTime begin = DateTime.Today.AddDays(-365);
//DateTime end = DateTime.Today;
int count = 1;
List <Transaction> finalTransactionList = new List <Transaction>();
List <DateTime> transactionTimeList = new List <DateTime>();
for (DateTime date = begin; date <= end; date = date.AddDays(1))
{
Console.WriteLine(" ------ Day ------------" + count);
//Loop through each segment day
foreach (var segment in listDaySegment)
{
Console.WriteLine("-------Segment ---------" + segment.StartTime.ToString() + " To " + segment.EndTime.ToString());
int segmentValue = segment.SegmentRecordCount;
int segmentCount = random.Next(segmentValue - 10, segmentValue + 10);
//Add records for a segment on a day
for (int i = 0; i < segmentCount; i++)
{
//Get the random transaction time
DateTime transactionTime = date.Add(segment.StartTime.Add(new TimeSpan(0, random.Next(1, 120), random.Next(1, 60))));
Console.WriteLine(transactionTime.ToString());
transactionTimeList.Add(transactionTime);
}
}
count++;
}
transactionTimeList.Sort();
List <Transaction> finalList = GetTransactionList(branchId, transactionTimeList);
int transactionCount = finalList.Count;
int batchSize = 2000;
int j = 0;
int batchIterations = transactionCount / batchSize;
int remaning = transactionCount % batchSize;
Console.WriteLine("Total record count is " + transactionCount);
for (int i = 0; i < batchIterations; i++)
{
DateTime batchStart = DateTime.Now;
context.Dispose();
context = new FFCEntities();
context.Configuration.AutoDetectChangesEnabled = false;
context.Transactions.AddRange(finalList.GetRange(j, batchSize));
context.SaveChanges();
Console.WriteLine(String.Concat(j, " - ", j + batchSize, " Records inserted. Time Taken = ", (DateTime.Now - batchStart).ToString()));
j = j + batchSize;
}
//Adding remaining records
context.Dispose();
context = new FFCEntities();
context.Configuration.AutoDetectChangesEnabled = false;
context.Transactions.AddRange(finalList.GetRange(j, remaning - 1));
context.SaveChanges();
Console.WriteLine(String.Concat(finalList.Count, " Transaction Are Updated"));
}
public static void TestMethod2()
{
FFCEntities db = new FFCEntities();
var list = db.sp_Forecast_GetProductCountYearDayByProductId(1).ToList();
List<double> values = list.Select(r => Double.Parse(r.Count.ToString())).ToList();
REngine.SetEnvironmentVariables();
// There are several options to initialize the engine, but by default the following suffice:
REngine engine = REngine.GetInstance();
// .NET Framework array to R vector.
NumericVector testTs = engine.CreateNumericVector(new double[] { 30.02, 29.99, 30.11, 29.97, 30.01, 29.99, 1000 });
//NumericVector testTs = engine.CreateNumericVector(new double[] { 1,2,3,4,5,6});
//NumericVector testTs = engine.CreateNumericVector(values);
//DataFrame datafrate = engine.CreateDataFrame(new List<string> { },);
engine.SetSymbol("testTs", testTs);
// Direct parsing from R script.
//NumericVector group2 = engine.Evaluate("group2 <- c(29.89, 29.93, 29.72, 29.98, 30.02, 29.98)").AsNumeric();
//auto arima for monthly
engine.Evaluate("tsValue <- ts(testTs, frequency=1, start=c(2010, 1, 1))");
engine.Evaluate("library(forecast)");
engine.Evaluate("arimaFit <- Arima(tsValue)");
engine.Evaluate("fcast <- forecast(tsValue, h=5)");
var a = engine.Evaluate("fcast <- forecast(tsValue, h=5)").AsCharacter();
NumericVector forecasts = engine.Evaluate("fcast$mean").AsNumeric();
foreach (var item in forecasts)
{
Console.WriteLine(item);
}
engine.Dispose();
}
private static void AddTestData(int branchId, List<DaySegment> listDaySegment, DateTime begin, DateTime end)
{
//Need to loop through each day
//DateTime begin = DateTime.Today.AddDays(-365);
//DateTime end = DateTime.Today;
int count = 1;
List<Transaction> finalTransactionList = new List<Transaction>();
List<DateTime> transactionTimeList = new List<DateTime>();
for (DateTime date = begin; date <= end; date = date.AddDays(1))
{
Console.WriteLine(" ------ Day ------------" + count);
//Loop through each segment day
foreach (var segment in listDaySegment)
{
Console.WriteLine("-------Segment ---------" + segment.StartTime.ToString() + " To " + segment.EndTime.ToString());
int segmentValue = segment.SegmentRecordCount;
int segmentCount = random.Next(segmentValue - 10, segmentValue + 10);
//Add records for a segment on a day
for (int i = 0; i < segmentCount; i++)
{
//Get the random transaction time
DateTime transactionTime = date.Add(segment.StartTime.Add(new TimeSpan(0, random.Next(1, 120), random.Next(1, 60))));
Console.WriteLine(transactionTime.ToString());
transactionTimeList.Add(transactionTime);
}
}
count++;
}
transactionTimeList.Sort();
List<Transaction> finalList = GetTransactionList(branchId,transactionTimeList);
int transactionCount = finalList.Count;
int batchSize = 2000;
int j = 0;
int batchIterations = transactionCount / batchSize;
int remaning = transactionCount % batchSize;
Console.WriteLine("Total record count is " + transactionCount);
for (int i = 0; i < batchIterations ; i++)
{
DateTime batchStart = DateTime.Now;
context.Dispose();
context = new FFCEntities();
context.Configuration.AutoDetectChangesEnabled = false;
context.Transactions.AddRange(finalList.GetRange(j, batchSize));
context.SaveChanges();
Console.WriteLine(String.Concat(j, " - ", j + batchSize, " Records inserted. Time Taken = ", (DateTime.Now - batchStart).ToString()));
j = j + batchSize;
}
//Adding remaining records
context.Dispose();
context = new FFCEntities();
context.Configuration.AutoDetectChangesEnabled = false;
context.Transactions.AddRange(finalList.GetRange(j, remaning-1));
context.SaveChanges();
Console.WriteLine(String.Concat(finalList.Count, " Transaction Are Updated"));
}