executeStoredProcedure: Eseguire una stored procedure SQL
executeStoredProcedure
: esegue una stored procedure registrata con il database
Utilizzo
executeStoredProcedure(sqlSP, ..., connectionString = NULL)
Arguments
sqlSP
Oggetto StoredProcedure valido
...
Parametri di input e output facoltativi per la stored procedure. È necessario specificare tutti i parametri a cui non sono assegnati valori o query predefiniti
connectionString
Stringa di caratteri (deve essere specificata se l'oggetto StoredProcedure è stato creato senza una stringa di connessione). Questa funzione richiede l'uso di un driver ODBC che supporta la funzionalità ODBC 3.8.
verbose
Proprietà di tipo Boolean. Indica se stampare o meno il comando usato per eseguire la stored procedure
Valore
true se l'operazione ha esito positivo, false in caso di esito negativo
Note
Questa funzione presuppone che il driver ODBC usato supporti le funzionalità di ODBC 3.8. In caso contrario, l'operazione non riesce.
Esempi
## Not run:
# See ?StoredProcedure for creating the "cleandata" table.
############# Example 1 #############
# Create a linear model and store in the "rdata" table.
train <- function(in_df) {
factorLevels <- c("Monday","Tuesday","Wednesday","Thursday","Friday","Saturday","Sunday")
in_df[,"DayOfWeek"] <- factor(in_df[,"DayOfWeek"], levels=factorLevels)
# The model formula
formula <- ArrDelay ~ CRSDepTime + DayOfWeek + CRSDepHour:DayOfWeek
# Train the model
mm <- rxLinMod(formula, data = in_df, transformFunc = NULL, transformVars = NULL)
# Store the model into the database
# rdata needs to be created beforehand
conStr <- paste0("Driver={ODBC Driver 13 for SQL Server};Server=.;",
"Database=RevoTestDB;Trusted_Connection=Yes;")
out.table = "rdata"
# write the model to the table
ds = RxOdbcData(table = out.table, connectionString = conStr)
rxWriteObject(ds, "linmod.v1", mm, keyName = "key",
valueName = "value")
return(NULL)
}
conStr <- "Driver={ODBC Driver 13 for SQL Server};Server=.;Database=RevoTestDB;Trusted_Connection=Yes;"
# create an InputData object for the input data frame in_df
indata <- InputData("in_df",
defaultQuery = paste0("select top 10000 ArrDelay,CRSDepTime,",
"DayOfWeek,CRSDepHour from cleanData"))
# create the sql server stored procedure object
trainSP1 <- StoredProcedure('train', "spTrain_df_to_df", indata,
dbName = "RevoTestDB",
connectionString = conStr,
filePath = ".")
# spRegisterSp and executeStoredProcedure do not require a connection string since we
# provided one when we created trainSP1
registerStoredProcedure(trainSP1)
executeStoredProcedure(trainSP1, verbose = TRUE)
############# Example 2 #############
# score1 makes a batch prediction given clean data(indata),
# model object(model_param), and the new name of the variable
# that is being predicted
score1 <- function(in_df, model_param, predVarNameInParam) {
factorLevels <- c("Monday","Tuesday","Wednesday","Thursday","Friday","Saturday","Sunday")
in_df[,"DayOfWeek"] <- factor(in_df[,"DayOfWeek"], levels=factorLevels)
mm <- rxReadObject(as.raw(model_param))
# Predict
result <- rxPredict(modelObject = mm,
data = in_df,
outData = NULL,
predVarNames = predVarNameInParam,
extraVarsToWrite = c("ArrDelay"),
writeModelVars = TRUE,
overwrite = TRUE)
return(list(result = result, pvOutParam = mm$f.pvalue))
}
# create an InputData object for the input data frame in_df
indata <- InputData(name = "in_df", defaultQuery = "SELECT top 10 * from cleanData")
# create InputParameter objects for model_param and predVarNameInParam
model <- InputParameter("model_param", "raw",
defaultQuery = paste("select top 1 value from rdata",
"where [key] = 'linmod.v1'"))
predVarNameInParam <- InputParameter("predVarNameInParam", "character")
# create OutputData object for the data frame inside the return list
outData <- OutputData("result")
# create OutputParameter object for non data frame variable inside the return list
pvOutParam <- OutputParameter("pvOutParam", "numeric")
scoreSP1 <- StoredProcedure(score1, "spScore_df_param_df", indata, model, predVarNameInParam, outData, pvOutParam,
filePath = ".")
conStr <- "Driver={ODBC Driver 13 for SQL Server};Server=.;Database=RevoTestDB;Trusted_Connection=Yes;"
# connection string necessary for registrations and execution
# since we did not pass it to StoredProcedure
registerStoredProcedure(scoreSP1, conStr)
model <- executeStoredProcedure(scoreSP1, predVarNameInParam = "ArrDelayEstimate", connectionString = conStr, verbose = TRUE)
model$data
model$params[[1]]
## End(Not run)