81 references to Info
Microsoft.ML.Data (13)
Commands\TestCommand.cs (1)
78
ch.
Info
("maml.exe {0} {1}", command, settings);
DataLoadSave\Binary\BinaryLoader.cs (4)
2158
ch.
Info
("IDV {0} (compat {1}), {2} col, {3} row, {4} bytes", VersionToString(header.Version),
2199
ch.
Info
(" {0} compressed from {1} with {2} ({3:0.00%})",
2212
ch.
Info
(" {0} pieces of metadata{1} has {2} byte table, {3} byte content",
2233
ch.
Info
("{0,8:0.000%} for {1} ({2} bytes)", (size + 0.0) / idvSize, desc, size);
DataLoadSave\Binary\BinarySaver.cs (1)
700
ch.
Info
("Wrote {0} rows across {1} columns in {2}", _rowCount, activeColumns.Length, sw.Elapsed);
DataLoadSave\Text\TextLoaderParser.cs (1)
171
_ch.
Info
("Processed {0} rows with {1} bad values and {2} format errors",
DataLoadSave\Transpose\TransposeSaver.cs (1)
138
ch.
Info
("Wrote {0} data view in {1} bytes", name, substream.Length);
Prediction\Calibrator.cs (2)
889
ch.
Info
("Not training a calibrator because the predictor output is {0}, but expected to be {1}.", type, NumberDataViewType.Single);
1902
ch.
Info
("PAV calibrator: piecewise function approximation has {0} components.", stack.Count);
Utilities\TimerScope.cs (3)
37
_ch.
Info
("Physical memory usage(MB): {0}", physicalMemoryUsageInMB);
40
_ch.
Info
("Virtual memory usage(MB): {0}", virtualMemoryUsageInMB);
49
_ch.
Info
("{0}\t Time elapsed(s): {1}\n\n", DateTime.UtcNow.ToString("MM/dd/yyyy H:mm:ss tt"), elapsedSeconds);
Microsoft.ML.Ensemble (8)
OutputCombiners\BaseStacking.cs (1)
203
ch.
Info
("The number of instances used for stacking trainer is {0}", count);
Selector\SubModelSelector\BaseSubModelSelector.cs (2)
33
ch.
Info
("| {0}(Sorted) || Name of Model |", metricName);
48
ch.
Info
("| {0} |{1}", metric, model.Predictor.GetType().Name);
Trainer\EnsembleTrainerBase.cs (5)
144
ch.
Info
("Training {0} learners for the batch {1}", Trainers.Length, batchNumber++);
151
ch.
Info
("Beginning training model {0} of {1}", index + 1, Trainers.Length);
172
ch.
Info
("Trainer {0} of {1} finished in {2}", index + 1, Trainers.Length, sw.Elapsed);
215
ch.
Info
("{0}| Name of Model |", string.Join("", models[0].Metrics.Select(m => string.Format("| {0} |", m.Key))));
218
ch.
Info
("{0}{1}", string.Join("", model.Metrics.Select(m => string.Format("| {0} |", m.Value))), model.Predictor.GetType().Name);
Microsoft.ML.FastTree (15)
BoostingFastTree.cs (1)
160
ch.
Info
("Pruning picked iteration {0}", bestIteration);
FastTree.cs (4)
254
ch.
Info
("Execution time breakdown:\n{0}", Timer.GetString());
599
ch.
Info
(
750
ch.
Info
("The training is stopped at {0} and iteration {1} is picked",
2753
ch.
Info
("Processed {0} instances", convData.NumExamples);
SumupPerformanceCommand.cs (4)
158
ch.
Info
("Bits per item is {0}", bits);
275
ch.
Info
("Created {0} int arrays taking {1} bytes", arrays.Length, bytes);
278
ch.
Info
("Parallelism = {0}", _parallel);
326
ch.
Info
("Partition {0} ({1} of {2}), completed {3} ({4:0.000} ns per doc)",
Training\EnsembleCompression\LassoBasedEnsembleCompressor.cs (4)
178
ch.
Info
("Lasso Compression uses {0} observations.", _numObservations);
249
ch.
Info
("Starting iteration {0}: R2={1}", iteration, rsquared);
456
ch.
Info
("Elapsed time for compression: {0}", stopWatch.Elapsed);
548
ch.
Info
("Solution {0}:\t{1}\t{2}", i + 1, fit.NonZeroWeights[i], fit.Rsquared[i]);
Training\OptimizationAlgorithms\ConjugateGradientDescent.cs (1)
46
ch.
Info
("beta: {0}", beta);
Training\StepSearch.cs (1)
164
ch.
Info
("multiplier: {0}", bestStep);
Microsoft.ML.KMeansClustering (2)
KMeansPlusPlusTrainer.cs (2)
264
ch.
Info
("Model trained successfully on {0} instances", totalTrainingInstances);
483
ch.
Info
("Accelerating the first {0} instances", baseMaxInstancesToAccelerate);
Microsoft.ML.LightGbm (1)
LightGbmTrainerBase.cs (1)
734
ch.
Info
("LightGBM objective={0}", GbmOptions["objective"]);
Microsoft.ML.Maml (2)
ChainCommand.cs (2)
62
chCmd.
Info
("Executing: {0}", sub);
76
ch.
Info
("Executed {0} commands in {1}", count, sw.Elapsed);
Microsoft.ML.Mkl.Components (3)
OlsLinearRegression.cs (3)
285
ch.
Info
("Trainer solving for {0} parameters across {1} examples", m, n);
388
ch.
Info
("Trainer solving for {0} parameters across {1} examples", m, n);
478
ch.
Info
("Coefficient of determination R2 = {0:g}, or {1:g} (adjusted)",
Microsoft.ML.PCA (3)
PcaTrainer.cs (1)
223
ch.
Info
("Estimate memory usage: {0:G2} GB. If running out of memory, reduce rank and oversampling factor.", memoryUsageEstimate);
PcaTransformer.cs (2)
319
ch.
Info
("Estimate memory usage for transforming column {1}: {0:G2} GB. If running out of memory, reduce rank and oversampling factor.",
343
ch.
Info
("Estimate memory usage for all PCA transforms: {0:G2} GB. If running out of memory, reduce ranks and oversampling factors.",
Microsoft.ML.Recommender (2)
SafeTrainingAndModelBuffer.cs (2)
334
ch.
Info
("Training {0} by {1} problem on {2} examples",
373
ch.
Info
("Training {0} by {1} problem on {2} examples with a {3} by {4} validation set including {5} examples",
Microsoft.ML.StandardTrainers (20)
Optimizer\Optimizer.cs (2)
608
ch.
Info
("num vars: {0}", initial.Length);
609
ch.
Info
("improvement criterion: {0}", term.FriendlyName);
Standard\LogisticRegression\LbfgsPredictorBase.cs (3)
348
ch.
Info
("Running SGD initialization with tolerance {0}", SgdInitializationTolerance);
406
ch.
Info
("SGD initialization done in {0} rounds", numExamples);
716
ch.
Info
("L1 regularization selected {0} of {1} weights.", numParams, BiasCount + WeightCount);
Standard\LogisticRegression\LogisticRegression.cs (4)
231
ch.
Info
("Model trained with {0} training examples.", NumGoodRows);
254
ch.
Info
("Residual Deviance: \t{0} (on {1} degrees of freedom)", deviance, Math.Max(NumGoodRows - numParams, 0));
262
ch.
Info
("Null Deviance: \t{0} (on {1} degrees of freedom)", nullDeviance, NumGoodRows - 1);
265
ch.
Info
("AIC: \t{0}", 2 * numParams + deviance);
Standard\LogisticRegression\MulticlassLogisticRegression.cs (4)
319
ch.
Info
("Model trained with {0} training examples.", NumGoodRows);
340
ch.
Info
("Residual Deviance: \t{0}", deviance);
353
ch.
Info
("Null Deviance: \t{0}", nullDeviance);
356
ch.
Info
("AIC: \t{0}", 2 * numParams + deviance);
Standard\SdcaBinary.cs (6)
348
ch.
Info
("Using {0} threads to train.", numThreads);
356
ch.
Info
("Automatically choosing a check frequency of {0}.", checkFrequency);
665
ch.
Info
("Using best model from iteration {0}.", bestIter);
693
ch.
Info
("Auto-tuning parameters: maxIterations = {0}.", maxIterations);
710
ch.
Info
("Auto-tuning parameters: L2 = {0}.", l2);
730
ch.
Info
("Auto-tuning parameters: L1Threshold (L1/L2) = {0}.", l1Threshold);
Standard\SdcaRegression.cs (1)
189
ch.
Info
("Auto-tuning parameters: L2 = {0}.", l2);
Microsoft.ML.Sweeper (4)
ConfigRunner.cs (2)
127
ch.
Info
(@"The summary of the run results has been saved to the file {0}\{1}.summary.txt", OutputFolder, Prefix);
167
ch.
Info
("Parameter set: {0}", string.Join(", ", sweeps[i].Select(p => string.Format("{0}:{1}", p.Name, p.ValueText))));
SweepCommand.cs (2)
90
ch.
Info
("Starting batch {0}", i + 1);
94
ch.
Info
("Could only generate {0} sweeps.", runs.Count);
Microsoft.ML.TensorFlow (1)
TensorflowUtils.cs (1)
340
ch.
Info
("Error deleting folder. {0}. Retry,", e.Message);
Microsoft.ML.Transforms (7)
CountFeatureSelection.cs (1)
208
ch.
Info
("Total number of slots selected: {0}", selectedCount.Sum());
MutualInformationFeatureSelection.cs (3)
187
ch.
Info
("Finished mutual information computation in {0}", sw.Elapsed);
198
ch.
Info
("Selected {0} slots out of {1} in column '{2}'", selectedCount[i], colSizes[i], colArr[i]);
199
ch.
Info
("Total number of slots selected: {0}", selectedCount.Sum());
PermutationFeatureImportance.cs (2)
109
ch.
Info
("Number of zero weights: {0} out of {1}.", zeroWeightsCount, weights.Length);
159
ch.
Info
("Detected {0} examples for evaluation.", valuesRowCount);
SvmLight\SvmLightLoader.cs (1)
708
ch.
Info
("Observed max was {0}", keyMax);