RxTeradata: Generate Teradata Data Source Object
Description
This is the main generator for S4 class RxTeradata, which extends RxDataSource.
Usage
RxTeradata(table = NULL, sqlQuery = NULL, dbmsName = NULL, databaseName = NULL,
connectionString = NULL, user = NULL, password = NULL, teradataId = NULL,
rowBuffering = TRUE, trimSpace = NULL, returnDataFrame = TRUE, stringsAsFactors = FALSE,
colClasses = NULL, colInfo = NULL, rowsPerRead = 500000, verbose = 0,
tableOpClause = NULL, writeFactorsAsIndexes = FALSE,
... )
## S3 method for class `RxTeradata':
head (x, n = 6L, reportProgress = 0L, ... )
## S3 method for class `RxTeradata':
tail (x, n = 6L, addrownums = TRUE, reportProgress = 0L, ... )
Arguments
table
NULL
or character string specifying the table name. Cannot be used with sqlQuery
.
sqlQuery
NULL
or character string specifying a valid SQL select query. Cannot contain hidden characters such as tabs or newlines. Cannot be used with table
.
dbmsName
NULL
or character string specifying the Database Management System (DBMS) name.
databaseName
NULL
or character string specifying the name of the database.
connectionString
NULL
or character string specifying the connection string.
user
NULL
or character string specifying the user name.
password
NULL
or character string specifying the password.
teradataId
NULL
or character string specifying the teradataId.
rowBuffering
logical specifying whether or not to buffer rows on read from the database. If you are having problems with your ODBC driver, try setting this to FALSE
.
trimSpace
logical specifying whether or not to trim the white character of string data for reading.
returnDataFrame
logical indicating whether or not to convert the result from a list to a data frame (for use in rxReadNext
only). If FALSE
, a list is returned.
stringsAsFactors
logical indicating whether or not to automatically convert strings to factors on import. This can be overridden by specifying "character"
in colClasses
and colInfo
. If TRUE
, the factor levels will be coded in the order encountered. Since this factor level ordering is row dependent, the preferred method for handling factor columns is to use colInfo
with specified "levels"
.
colClasses
character vector specifying the column types to use when converting the data. The element names for the vector are used to identify which column should be converted to which type.
Allowable column types are:
"logical"
(stored asuchar
),"integer"
(stored asint32
),"float32"
(the default for floating point data for .xdf files),"numeric"
(stored asfloat64
as in R),"character"
(stored asstring
),"factor"
(stored asuint32
),"int16"
(alternative to integer for smaller storage space),"uint16"
(alternative to unsigned integer for smaller storage space),"Date"
(stored as Date, i.e.float64
)
Note for
"factor"
type, the levels will be coded in the order encountered. Since this factor level ordering is row dependent, the preferred method for handling factor columns is to usecolInfo
with specified"levels"
.Note that equivalent types share the same bullet in the list above; for some types we allow both 'R-friendly' type names, as well as our own, more specific type names for .xdf data.
Note also that specifying the column as a "factor" type is currently equivalent to "string" - for the moment, if you wish to import a column as factor data you must use the
colInfo
argument, documented below.
colInfo
list of named variable information lists. Each variable information list contains one or more of the named elements given below. The information supplied for colInfo
overrides that supplied for colClasses
.
- Currently available properties for a column information list are:
type
- character string specifying the data type for the column. SeecolClasses
argument description for the available types.newName
- character string specifying a new name for the variable.description
- character string specifying a description for the variable.levels
- character vector containing the levels whentype = "factor"
. If the levels property is not provided, factor levels will be determined by the values in the source column. If levels are provided, any value that does not match a provided level will be converted to a missing value.newLevels
- new or replacement levels specified for a column of type "factor". It must be used in conjunction with thelevels
argument. After reading in the original data, the labels for each level will be replaced with thenewLevels
.low
- the minimum data value in the variable (used in computations using theF()
function.high
- the maximum data value in the variable (used in computations using theF()
function.
rowsPerRead
number of rows to read at a time.
verbose
integer value. If 0
, no additional output is printed. If 1
, information on the odbc data source type (odbc
or odbcFast
) is printed.
writeFactorsAsIndexes
logical. If TRUE
, when writing to an RxOdbcData
data source, underlying factor indexes will be written instead of the string representations.
...
additional arguments to be passed directly to the underlying functions, including the Teradata Export driver. One important attribute that can be passed is the TD_SPOOLMODE
attribute, which RevoScaleR sets to "NoSpool"
for efficiency. If you encounter difficulties while extracting data, you might want to specify TD_SPOOLMODE="Spool"
. To tune performance, use the TD_MIN_SESSIONS
and TD_MAX_SESSIONS
arguments to specify the minimum and maximum number of sessions. If these are not specified, the default values of 1 and 4, respectively, are used. TD_TRACE_LEVEL
specifies the types of diagnostic messages written by each instance of the driver to an external log file. Setting it to 1
turns off tracing (the default), 2
activates the tracing function for driver specific activities, 3
activates the tracing function for interaction with the Teradata Database, 4
activates the tracing function for activities related to the Notify feature, 5
activates the tracing function for activities involving the opcommon library, and 7
activates tracing for all of the above activities. TD_TRACE_OUTPUT
specifies the name of the external file used for tracing messages. If a file with the specified name already exists, that file will be overwritten. TD_OUTLIMIT
limits the number of rows that the Export driver exports. TD_MAX_DECIMAL_DIGITS
specifies the maximum number of decimal digits (a value for the maximum precision) to be returned by the database. The default value is 18, and values above that are not supported. See Chapter 6 of the Teradata Parallel Transporter Application Programming Interface Programmer Guide for details on allowable attributes.
x
an RxTeradata
object
n
positive integer. Number of rows of the data set to extract.
addrownums
logical. If TRUE
, row numbers will be created to match the original data set.
reportProgress
integer value with options:
0
: no progress is reported.1
: the number of processed rows is printed and updated.2
: rows processed and timings are reported.3
: rows processed and all timings are reported.
tableOpClause
Deprecated.
Details
The tail
method is not functional for this data source type and will report an error.
The RxTeradata
data source behaves differently depending upon the
compute context currently in effect. In a local compute context,
RxTeradata
uses the Teradata Parallel Transporter's Export driver
to read large quantities of data quickly from Teradata.
To use the Teradata connector, you need Teradata ODBC drivers and the Teradata Parallel Transporter installed on your client using the Teradata 14.10 or 15.00 client installer, and you need a high-speed connection (100 Mbps or above) to a Teradata appliance running version 14.0 or later.
The user
, password
, and teradataId
arguments take precedence over
equivalent information provided within the connectionString
argument. If, for
example, you provide the user name in both the connectionString
and user
arguments, the one in connectionString
is ignored.
Value
object of class RxTeradata.
Author(s)
Microsoft Corporation Microsoft Technical Support
References
Teradata Corporation (2012). SQL Fundamentals.
Teradata Corporation (2012). Teradata Parallel Transporter Application Programming Interface Programmer Guide
See Also
RxTeradata-class, rxNewDataSource, rxImport.
Examples
## Not run:
# Create a Teradata data source
# Note: for improved security, read connection string from a file, such as
# teradataConnString <- readLines("tdConnString.txt")
teradataConnString <- "DRIVER=Teradata;DBCNAME=hostname;DATABASE=RevoTestDB;UID=DBUser;PWD=Password;"
rxTeradataDS <- RxTeradata(sqlQuery = "SELECT * FROM RevoTestDB.claims",
connectionString = teradataConnString)
# Create an xdf file name
claimsXdfFileName <- file.path(tempdir(), "importedClaims.xdf")
# Import the data into the xdf file
rxImport(rxTeradataDS, claimsXdfFileName, overwrite = TRUE)
# Read xdf file into a data frame
claimsIn <- rxDataStep(inData = claimsXdfFileName)
head(claimsIn)
## End(Not run)