use of org.apache.sysml.api.DMLException in project incubator-systemml by apache.
the class FrameEncodeTest method execDMLScriptviaJMLC.
/**
*
* @param X
* @return
* @throws DMLException
* @throws IOException
*/
private ArrayList<String[][]> execDMLScriptviaJMLC(String testname, String[][] F1, boolean modelReuse) throws IOException {
Timing time = new Timing(true);
ArrayList<String[][]> ret = new ArrayList<String[][]>();
//establish connection to SystemML
Connection conn = new Connection();
try {
//prepare input arguments
HashMap<String, String> args = new HashMap<String, String>();
args.put("$TRANSFORM_SPEC", "{ \"ids\": true ,\"recode\": [ 1, 2, 3] }");
//read and precompile script
String script = conn.readScript(SCRIPT_DIR + TEST_DIR + testname + ".dml");
PreparedScript pstmt = conn.prepareScript(script, args, new String[] { "F1", "M" }, new String[] { "F2" }, false);
if (modelReuse)
pstmt.setFrame("F1", F1, true);
//execute script multiple times
for (int i = 0; i < nRuns; i++) {
//bind input parameters
if (!modelReuse)
pstmt.setFrame("F1", F1);
//execute script
ResultVariables rs = pstmt.executeScript();
//get output parameter
String[][] Y = rs.getFrame("F2");
//keep result for comparison
ret.add(Y);
}
} catch (Exception ex) {
ex.printStackTrace();
throw new IOException(ex);
} finally {
IOUtilFunctions.closeSilently(conn);
}
System.out.println("JMLC scoring w/ " + nRuns + " runs in " + time.stop() + "ms.");
return ret;
}
use of org.apache.sysml.api.DMLException in project incubator-systemml by apache.
the class FrameLeftIndexingTest method execDMLScriptviaJMLC.
/**
*
* @param X
* @return
* @throws DMLException
* @throws IOException
*/
private ArrayList<String[][]> execDMLScriptviaJMLC(String testname, String[][] F1, String[][] M, boolean modelReuse) throws IOException {
Timing time = new Timing(true);
ArrayList<String[][]> ret = new ArrayList<String[][]>();
//establish connection to SystemML
Connection conn = new Connection();
try {
//prepare input arguments
HashMap<String, String> args = new HashMap<String, String>();
args.put("$TRANSFORM_SPEC1", "{ \"ids\": true ,\"recode\": [ 1, 2] }");
args.put("$TRANSFORM_SPEC2", "{ \"ids\": true ,\"recode\": [ 1] }");
//read and precompile script
String script = conn.readScript(SCRIPT_DIR + TEST_DIR + testname + ".dml");
PreparedScript pstmt = conn.prepareScript(script, args, new String[] { "F1", "M" }, new String[] { "F2" }, false);
if (modelReuse)
pstmt.setFrame("M", M, true);
//execute script multiple times
for (int i = 0; i < nRuns; i++) {
//bind input parameters
if (!modelReuse)
pstmt.setFrame("M", M);
pstmt.setFrame("F1", F1);
//execute script
ResultVariables rs = pstmt.executeScript();
//get output parameter
String[][] Y = rs.getFrame("F2");
//keep result for comparison
ret.add(Y);
}
} catch (Exception ex) {
ex.printStackTrace();
throw new IOException(ex);
} finally {
IOUtilFunctions.closeSilently(conn);
}
System.out.println("JMLC scoring w/ " + nRuns + " runs in " + time.stop() + "ms.");
return ret;
}
use of org.apache.sysml.api.DMLException in project incubator-systemml by apache.
the class SystemTMulticlassSVMScoreTest method execDMLScriptviaJMLC.
/**
*
* @param X
* @return
* @throws DMLException
* @throws IOException
*/
private ArrayList<double[][]> execDMLScriptviaJMLC(ArrayList<double[][]> X) throws IOException {
Timing time = new Timing(true);
ArrayList<double[][]> ret = new ArrayList<double[][]>();
//establish connection to SystemML
Connection conn = new Connection();
try {
// For now, JMLC pipeline only allows dml
boolean parsePyDML = false;
//read and precompile script
String script = conn.readScript(SCRIPT_DIR + TEST_DIR + TEST_NAME + ".dml");
PreparedScript pstmt = conn.prepareScript(script, new String[] { "X", "W" }, new String[] { "predicted_y" }, parsePyDML);
//read model
String modelData = conn.readScript(SCRIPT_DIR + TEST_DIR + MODEL_FILE);
double[][] W = conn.convertToDoubleMatrix(modelData, rows, cols);
//execute script multiple times
for (int i = 0; i < nRuns; i++) {
//bind input parameters
pstmt.setMatrix("W", W);
pstmt.setMatrix("X", X.get(i));
//execute script
ResultVariables rs = pstmt.executeScript();
//get output parameter
double[][] Y = rs.getMatrix("predicted_y");
//keep result for comparison
ret.add(Y);
}
} catch (Exception ex) {
ex.printStackTrace();
throw new IOException(ex);
} finally {
if (conn != null)
conn.close();
}
System.out.println("JMLC scoring w/ " + nRuns + " runs in " + time.stop() + "ms.");
return ret;
}
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