713TestCore("cv", trainData, loaderArgs, extraArgs); 761TestCore("showdata", path.Path, "loader=text{col=A:I4:0-1 col=B:I4:~ header+ sep=comma}", ""); 793TestCore("train", pathData, "loader=text{header+}", "tr=ap{shuf-}"); 804TestCore("train", pathData, "", "tr=ap{shuf-}"); 815TestCore("train", pathData, "loader=Text{col=Label:0 col=A:1 col=B:2 col=Rest:3-*}", "xf=Concat{col=Features:A,Rest,B} tr=ap{shuf-}"); 826TestCore("train", pathData, "loader=Text{col=Label:0 col=A:1 col=B:2 col=C:3 col=D:4 col=E:5 col=F:6 col=Rest:7-*}", 838TestCore("train", pathData, "loader=Text{col=Features:1-*}", "tr=OneClassSvm{}"); 849TestCore("train", pathData, "loader=TextLoader{col=Label:R4:0 col=Features:R4:1-2 header=+}", "tr=LogisticRegression {l2=0 l1=1000}"); 866TestCore("train", pathData, "loader=TextLoader{col={name=Label src=0} col={name=Features src=1-4}}", 889TestCore("cv", pathData, loaderArgs, extraArgs, summaryFile.Arg("sf"), prFile.Arg("eval", "pr"), metricsFile.Arg("dout")); 903TestCore("cv", pathData, loaderArgs, extraArgs); 928TestCore("cv", pathData, loaderArgs, extraArgs, metricsFile.Arg("dout")); 949TestCore("cv", pathData, loaderArgs, extraArgs + " collate-", metricsFile.ArgOnly("dout"), f1.ArgNone(), f2.ArgNone()); 953TestCore("cv", pathData, loaderArgs, extraArgs, metricsFile.Arg("dout")); 973TestCore("cv", pathData, loaderArgs, extraArgs); 1023TestCore("traintest", trainData, loaderArgs, extraArgs, metricsFile.Arg("dout")); 1039TestCore("savedata", trainData, loaderArgs, "saver=trans", 1043TestCore("savedata", testData, "", "saver=trans", 1055TestCore("traintest", transTrainData.Path, "loader=trans", extraArgs, 1074TestCore("traintest", trainData, loaderArgs, extraArgs, metricsFile.Arg("dout")); 1088TestCore("train", trainData, loaderArgs, extraArgs); 1104TestCore("train", trainData, loaderArgs, extraArgs); 1166TestCore("train", trainData, loaderArgs, extraArgs); 1185TestCore("train", trainData, loaderArgs, extraArgs); 1202TestCore("train", trainData, loaderArgs, extraArgs); 1221TestCore("train", pathTrain, loaderCmdline, trainArgs); 1266TestCore("train", trainData, loaderArgs, extraArgs); 1292TestCore("traintest", trainData, loaderArgs, extraArgs, metricsFile.Arg("dout")); 1295TestCore("traintest", trainData, loaderArgs + " xf=Expr{col=Lab expr={x=>-x}}", extraArgs, metricsFile.Arg("dout")); 1314TestCore("traintest", dataPath.Path, loaderArgs, extraArgs, metricsFile.Arg("dout")); 1328TestCore("train", trainData, 1359TestCore("train", pathData, "loader=text{header+ col=Label:0 col=F:1-9} xf[norm]=ZScore{col=F}", "feat=F tr=ap{shuf-}"); 1394TestCore("train", pathData, "loader=Text{sep=comma col=Features:0-3 col=Label:TX:4}" + 1413TestCore("train", pathData, "", "seed=1 norm=Warn"); 1417TestCore("traintest", pathData, "", extraTrainTest); 1420TestCore("cv", pathData, null, "seed=3 norm=Warn threads-"); 1431TestCore("train", pathData, "loader=text{header+ col=L:0 col=F:1-9}", "lab=L feat=F tr=lr{t-}"); 1443TestCore("savedata", scorePath.Path, "loader=binary xf=Copy{col=PredictedLabel1:PredictedLabel col=Score1:Score}", 1450TestCore("savedata", scorePath2.Path, "loader=binary", "saver=text", scorePathTxt.Arg("dout")); 1455TestCore("evaluate", scorePath2.Path, null, "lab=L"); 1462TestCore("evaluate", scorePathTxt.Path, evalLoaderArgs, evalExtraArgs); 1481TestCore("evaluate", scorePath.Path, null, "evaluator=Binary{threshold=0.9 useRawScore-} lab=L"); 1485TestCore("evaluate", scorePath.Path, null, "evaluator=Binary{threshold=2} lab=L"); 1495TestCore("evaluate", scoreCustomCols.Path, null, "evaluator=Binary{score=Score1 prob=Probability1} lab=L"); 1507TestCore("train", pathData, "loader=TextLoader{header+ col=Label:TX:0 col=Features:1-4} xf=Term{col=Label}", 1521TestCore("savedata", scorePath.Path, "loader=binary", "saver=text", scorePathTxt.Arg("dout")); 1526TestCore("evaluate", scorePath.Path, "", ""); 1533TestCore("evaluate", scorePathTxt.Path, evalLoaderArgs, null, metricsPath.Arg("dout")); 1543TestCore("evaluate", scorePathTxt.Path, evalLoaderArgs2, null, metricsPath.Arg("dout")); 1555TestCore("train", pathData, "loader=TextLoader xf[norm]=MinMax{col=Features}", "tr=ap{shuf=-} cali={}"); 1568TestCore("savedata", scorePath.Path, "loader=binary", "saver=text", scorePathTxt.Arg("dout")); 1574TestCore("evaluate", scorePath.Path, "", "", metricPath1.Arg("dout")); 1582TestCore("evaluate", scorePathTxt.Path, evalLoaderArgs, evalExtraArgs, metricPath2.Arg("dout")); 1599TestCore("train", pathData, "loader=text", "lab=Label feat=Features tr=FastTreeRegression{dt+}"); 1612TestCore("savedata", scorePath.Path, "loader=binary", "saver=text", scorePathTxt.Arg("dout")); 1617TestCore("evaluate", scorePath.Path, "", ""); 1624TestCore("evaluate", scorePathTxt.Path, evalLoaderArgs, evalExtraArgs); 1639TestCore("train", pathData, "loader=text", "lab=Label feat=Features tr=Sdcar{l2=0.01 l1=0 iter=10 checkFreq=-1 nt=1} seed=1"); 1692TestCore("train", pathData, loaderArgs, "tr=AP{shuf-} seed=1"); 1710TestCore("train", pathData, "loader=text", "lab=Label feat=Features tr=Sdcar{l2=0.01 l1=0 iter=10 checkFreq=-1 nt=1} seed=1"); 1723TestCore("savedata", scorePath.Path, "loader=binary", "saver=text", scorePathTxt.Arg("dout")); 1728TestCore("evaluate", scorePath.Path, "", ""); 1735TestCore("evaluate", scorePathTxt.Path, evalLoaderArgs, evalExtraArgs); 1751TestCore("train", pathData, "loader=Text{header+}", "lab=Label feat=Features tr=FastForestRegression{dt+}"); 1764TestCore("savedata", scorePath.Path, "loader=binary", "saver=text", scorePathTxt.Arg("dout")); 1770TestCore("evaluate", scorePath.Path, "", "", metricsFile1.Arg("dout")); 1816TestCore("train", pathTrain, "loader=Text{sep=space col=Features:1-*}", args); 1828TestCore("savedata", scorePath.Path, "loader=binary", "saver=text", scorePathTxt.Arg("dout")); 1844TestCore("train", pathTrain, trainLoaderArgs, args); 1857TestCore("savedata", scorePath.Path, "loader=binary", "saver=text", scorePathTxt.Arg("dout")); 1862TestCore("evaluate", scorePath.Path, "", ""); 1870TestCore("evaluate", scorePathTxt.Path, evalLoaderArgs, evalExtraArgs, metricsPath.Arg("dout")); 1891RunMTAThread(() => TestCore("train", dataPath, TestDatasets.adultRanking.loaderSettings, extraArgs)); 1904TestCore("savedata", scorePath.Path, "loader=binary", "saver=text", scorePathTxt.Arg("dout")); 1912TestCore("evaluate", scorePath.Path, "", null, summaryFile1.Arg("sf"), metricsFile1.Arg("dout")); 1920TestCore("evaluate", scorePathTxt.Path, "loader=Text", "eval=Ranking{score=Score}", 1930RunMTAThread(() => TestCore("traintest", dataPath, TestDatasets.adultRanking.loaderSettings, trainTestExtra)); 1944RunMTAThread(() => TestCore("traintest", pathTrain, loaderCmdline, extraArgs)); 1958TestCore("Train", pathTrain, "loader=Text{col=Label:0 col=Fx:1-*} xf=Concat{col=Features:Fx}", extraArgs); 1973TestCore("train", pathTrain, loaderCmdline, trainArgs); 1986TestCore("savedata", scorePath.Path, "loader=binary", "saver=text", scorePathTxt.Arg("dout")); 1992TestCore("traintest", pathTrain, loaderCmdline, trainTestExtra, metricsFile.Arg("dout")); 1998TestCore("traintest", pathTrain, loaderCmdlineNoLabel, trainTestExtra, metricsFile.Arg("dout")); 2151TestCore("savedata", idvPath, "loader=binary", "saver=text", textOutputPath.Arg("dout")); 2153TestCore("savedata", idvPath, "loader=binary", "saver=binary", intermediateData.ArgOnly("dout")); 2155TestCore("savedata", intermediateData.Path, "loader=binary", "saver=text", textOutputPath.Arg("dout")); 2168TestCore("showdata", dataPath, loaderArgs, extraArgs); 2172TestCore("showdata", dataPath, string.Format("in={{{0}}}", modelPath.Path), ""); 2185TestCore("showdata", dataPath, loaderArgs, extraArgs); 2189TestCore("showdata", dataPath, string.Format("in={{{0}}}", modelPath.Path), ""); 2205TestCore("showdata", dataPath, loaderArgs, extraArgs); 2209TestCore("showdata", dataPath, string.Format("in={{{0}}}", modelPath.Path), ""); 2223TestCore("showdata", dataPath, loaderArgs, extraArgs); 2227TestCore("showdata", dataPath, string.Format("in={{{0}}}", modelPath.Path), ""); 2253TestCore("showdata", path.Path, "loader=svm" + chooseXf, "");