2 writes to Reader
Microsoft.ML.Core (2)
Data\ModelLoadContext.cs (2)
87
Reader
= new BinaryReader(ent.Stream, Encoding.UTF8, leaveOpen: true);
110
Reader
= reader;
565 references to Reader
Microsoft.ML.Core (14)
Data\ModelLoadContext.cs (10)
90
ModelHeader.BeginRead(out FpMin, out Header, out Strings, out LoaderAssemblyName,
Reader
);
94
Reader
.Dispose();
111
ModelHeader.BeginRead(out FpMin, out Header, out Strings, out LoaderAssemblyName,
Reader
);
116
_ectx.Check(
Reader
.BaseStream.Position == FpMin + Header.FpModel);
121
_ectx.Check(
Reader
.BaseStream.Position == FpMin + Header.FpModel);
139
int id =
Reader
.ReadInt32();
152
int id =
Reader
.ReadInt32();
163
int id =
Reader
.ReadInt32();
176
ModelHeader.EndRead(FpMin, ref Header,
Reader
);
187
Reader
.Dispose();
Data\ModelLoading.cs (4)
244
_ectx.Assert(
Reader
.BaseStream.Position == FpMin + Header.FpModel);
263
_ectx.Assert(
Reader
.BaseStream.Position == FpMin + Header.FpModel);
277
_ectx.Assert(
Reader
.BaseStream.Position == FpMin + Header.FpModel);
279
Reader
.BaseStream.Position = FpMin;
Microsoft.ML.Data (196)
DataLoadSave\Binary\BinaryLoader.cs (2)
844
_threads = ctx.
Reader
.ReadInt32();
862
_shuffleBlocks = ctx.
Reader
.ReadDouble();
DataLoadSave\Database\DatabaseLoader.cs (8)
560
int cinfo = ctx.
Reader
.ReadInt32();
569
var kind = (InternalDataKind)ctx.
Reader
.ReadByte();
571
bool isKey = ctx.
Reader
.ReadBoolByte();
577
count = ctx.
Reader
.ReadUInt64();
585
int cseg = ctx.
Reader
.ReadInt32();
600
int min = ctx.
Reader
.ReadInt32();
601
int lim = ctx.
Reader
.ReadInt32();
603
bool forceVector = ctx.
Reader
.ReadBoolByte();
DataLoadSave\LegacyCompositeDataLoader.cs (5)
353
h.Check(ctx.
Reader
.BaseStream.Position == ctx.FpMin + ctx.Header.FpModel);
375
int cbFloat = ctx.
Reader
.ReadInt32();
378
int cxf = ctx.
Reader
.ReadInt32();
463
int cbFloat = ctx.
Reader
.ReadInt32();
466
int cxf = ctx.
Reader
.ReadInt32();
DataLoadSave\Text\TextLoader.cs (18)
922
int cinfo = ctx.
Reader
.ReadInt32();
934
var kind = (InternalDataKind)ctx.
Reader
.ReadByte();
936
bool isKey = ctx.
Reader
.ReadBoolByte();
945
bool isContig = ctx.
Reader
.ReadBoolByte();
948
ulong min = ctx.
Reader
.ReadUInt64();
950
int cnt = ctx.
Reader
.ReadInt32();
959
count = ctx.
Reader
.ReadUInt64();
967
int cseg = ctx.
Reader
.ReadInt32();
972
int min = ctx.
Reader
.ReadInt32();
973
int lim = ctx.
Reader
.ReadInt32();
977
forceVector = ctx.
Reader
.ReadBoolByte();
1418
int cbFloat = ctx.
Reader
.ReadInt32();
1420
_maxRows = ctx.
Reader
.ReadInt64();
1422
_flags = (OptionFlags)ctx.
Reader
.ReadUInt32();
1442
_inputSize = ctx.
Reader
.ReadInt32();
1446
_separators = ctx.
Reader
.ReadCharArray();
1461
_escapeChar = ctx.
Reader
.ReadChar();
1462
_decimalMarker = ctx.
Reader
.ReadChar();
DataLoadSave\TransformerChain.cs (2)
207
int len = ctx.
Reader
.ReadInt32();
212
_scopes[i] = (TransformerScope)(ctx.
Reader
.ReadInt32());
DataLoadSave\Transpose\TransposeLoader.cs (2)
436
_threads = ctx.
Reader
.ReadInt32();
468
_threads = ctx.
Reader
.ReadInt32();
Deprecated\Instances\HeaderSchema.cs (3)
195
var size = ctx.
Reader
.ReadInt32();
198
var isize = ctx.
Reader
.ReadInt32();
217
indices[ii] = ctx.
Reader
.ReadInt32();
Dirty\ChooseColumnsByIndexTransform.cs (2)
132
_drop = ctx.
Reader
.ReadBoolByte();
133
_selectedColumnIndexes = ctx.
Reader
.ReadIntArray();
Dirty\ModelParametersBase.cs (1)
42
int cbFloat = ctx.
Reader
.ReadInt32();
Evaluators\BinaryClassifierEvaluator.cs (2)
1096
_threshold = ctx.
Reader
.ReadFloat();
1097
_useRaw = ctx.
Reader
.ReadBoolByte();
Evaluators\ClusteringEvaluator.cs (1)
611
_numClusters = ctx.
Reader
.ReadInt32();
Evaluators\MulticlassClassificationEvaluator.cs (1)
649
_numClasses = ctx.
Reader
.ReadInt32();
Evaluators\QuantileRegressionEvaluator.cs (1)
308
_scoreSize = ctx.
Reader
.ReadInt32();
Evaluators\RankingEvaluator.cs (2)
724
_truncationLevel = ctx.
Reader
.ReadInt32();
726
_labelGains = ctx.
Reader
.ReadDoubleArray();
Prediction\Calibrator.cs (11)
1227
int cbFloat = ctx.
Reader
.ReadInt32();
1230
BinSize = ctx.
Reader
.ReadFloat();
1233
Min = ctx.
Reader
.ReadFloat();
1236
_binProbs = ctx.
Reader
.ReadFloatArray();
1724
Slope = ctx.
Reader
.ReadDouble();
1727
Offset = ctx.
Reader
.ReadDouble();
2005
int cbFloat = ctx.
Reader
.ReadInt32();
2008
int numPieces = ctx.
Reader
.ReadInt32();
2017
float minX = ctx.
Reader
.ReadFloat();
2018
float maxX = ctx.
Reader
.ReadFloat();
2019
float val = ctx.
Reader
.ReadFloat();
Scorers\BinaryClassifierScorer.cs (2)
153
int cbFloat = ctx.
Reader
.ReadInt32();
155
_threshold = ctx.
Reader
.ReadFloat();
Scorers\FeatureContributionCalculation.cs (4)
154
_topContributionsCount = ctx.
Reader
.ReadInt32();
156
_bottomContributionsCount = ctx.
Reader
.ReadInt32();
158
_normalize = ctx.
Reader
.ReadBoolByte();
159
Stringify = ctx.
Reader
.ReadBoolByte();
Scorers\MulticlassClassificationScorer.cs (1)
141
_host.CheckDecode(saver.TryLoadTypeAndValue(ctx.
Reader
.BaseStream, out type, out value));
Scorers\PredictionTransformer.cs (2)
341
Threshold = ctx.
Reader
.ReadSingle();
433
threshold = ctx.
Reader
.ReadSingle();
Scorers\RowToRowScorerBase.cs (1)
391
var count = ctx.
Reader
.ReadInt32();
Scorers\SchemaBindablePredictorWrapper.cs (1)
670
_quantiles = ctx.
Reader
.ReadDoubleArray();
Transforms\BootstrapSamplingTransformer.cs (4)
124
_complement = ctx.
Reader
.ReadBoolByte();
125
_state = TauswortheHybrid.State.Load(ctx.
Reader
);
126
_shuffleInput = ctx.
Reader
.ReadBoolByte();
127
_poolSize = ctx.
Reader
.ReadInt32();
Transforms\ColumnConcatenatingTransformer.cs (6)
206
int n = ctx.
Reader
.ReadInt32();
294
int n = ctx.
Reader
.ReadInt32();
320
var sizeofFloat = ctx.
Reader
.ReadInt32();
323
int n = ctx.
Reader
.ReadInt32();
330
int numSources = ctx.
Reader
.ReadInt32();
348
var j = ctx.
Reader
.ReadInt32();
Transforms\ColumnCopying.cs (1)
169
var length = ctx.
Reader
.ReadInt32();
Transforms\ColumnSelecting.cs (11)
270
int cbFloat = ctx.
Reader
.ReadInt32();
277
var keep = ctx.
Reader
.ReadBoolByte();
278
int count = ctx.
Reader
.ReadInt32();
334
int cbFloat = ctx.
Reader
.ReadInt32();
344
var hiddenOption = (HiddenColumnOption)ctx.
Reader
.ReadByte();
349
int count = ctx.
Reader
.ReadInt32();
360
var colHiddenOption = (HiddenColumnOption)ctx.
Reader
.ReadByte();
381
var keepColumns = ctx.
Reader
.ReadBoolByte();
382
var keepHidden = ctx.
Reader
.ReadBoolByte();
383
var ignoreMissing = ctx.
Reader
.ReadBoolByte();
384
var length = ctx.
Reader
.ReadInt32();
Transforms\FeatureContributionCalculationTransformer.cs (3)
122
Top = ctx.
Reader
.ReadInt32();
124
Bottom = ctx.
Reader
.ReadInt32();
126
Normalize = ctx.
Reader
.ReadBoolByte();
Transforms\GenerateNumberTransform.cs (4)
147
int size = ctx.
Reader
.ReadInt32();
156
useCounter[i] = ctx.
Reader
.ReadBoolByte();
158
states[i] = TauswortheHybrid.State.Load(ctx.
Reader
);
295
int cbFloat = ctx.
Reader
.ReadInt32();
Transforms\Hashing.cs (4)
1863
NumberOfBits = ctx.
Reader
.ReadInt32();
1865
Seed = ctx.
Reader
.ReadUInt32();
1866
UseOrderedHashing = ctx.
Reader
.ReadBoolByte();
1868
Combine = ctx.
Reader
.ReadBoolByte();
Transforms\InvertHashUtils.cs (3)
357
if (!factory.TryReadCodec(ctx.
Reader
.BaseStream, out codec))
365
var bufferLen = ctx.
Reader
.ReadInt32();
367
using (var stream = new SubsetStream(ctx.
Reader
.BaseStream, bufferLen))
Transforms\KeyToVector.cs (2)
170
int cbFloat = ctx.
Reader
.ReadInt32();
185
bags = ctx.
Reader
.ReadBoolArray(columnsLength);
Transforms\LabelConvertTransform.cs (1)
117
int cbFloat = ctx.
Reader
.ReadInt32();
Transforms\LabelIndicatorTransform.cs (1)
156
_classIndex[iinfo] = ctx.
Reader
.ReadInt32();
Transforms\NAFilter.cs (2)
133
int cbFloat = ctx.
Reader
.ReadInt32();
135
int cinfo = ctx.
Reader
.ReadInt32();
Transforms\NormalizeColumnDbl.cs (22)
105
int cbFloat = ctx.
Reader
.ReadInt32();
108
int size = ctx.
Reader
.ReadInt32();
113
int morphCount = ctx.
Reader
.ReadInt32();
122
int scaleCount = ctx.
Reader
.ReadInt32();
124
scalesSparse = ctx.
Reader
.ReadDoubleArray(scaleCount);
125
int offsetCount = ctx.
Reader
.ReadInt32();
127
offsetsSparse = ctx.
Reader
.ReadDoubleArray(offsetCount);
151
indicesMorph = ctx.
Reader
.ReadIntArray(morphCount) ?? new int[0];
153
int scaleCount = ctx.
Reader
.ReadInt32();
155
scalesSparse = ctx.
Reader
.ReadDoubleArray(scaleCount) ?? new TFloat[0];
156
int offsetCount = ctx.
Reader
.ReadInt32();
158
offsetsSparse = ctx.
Reader
.ReadDoubleArray(offsetCount);
245
int cbFloat = ctx.
Reader
.ReadInt32();
249
int numFeatures = ctx.
Reader
.ReadInt32();
254
TFloat[] curUpperBounds = ctx.
Reader
.ReadDoubleArray();
299
int cbFloat = ctx.
Reader
.ReadInt32();
302
useLog = ctx.
Reader
.ReadBoolByte();
304
int size = ctx.
Reader
.ReadInt32();
308
mean = ctx.
Reader
.ReadDoubleArray(size);
309
stddev = ctx.
Reader
.ReadDoubleArray(size);
1181
bool fixZero = ctx.
Reader
.ReadBoolByte();
1267
bool fixZero = ctx.
Reader
.ReadBoolByte();
Transforms\NormalizeColumnSng.cs (22)
105
int cbFloat = ctx.
Reader
.ReadInt32();
108
int size = ctx.
Reader
.ReadInt32();
113
int morphCount = ctx.
Reader
.ReadInt32();
122
int scaleCount = ctx.
Reader
.ReadInt32();
124
scalesSparse = ctx.
Reader
.ReadSingleArray(scaleCount);
125
int offsetCount = ctx.
Reader
.ReadInt32();
127
offsetsSparse = ctx.
Reader
.ReadSingleArray(offsetCount);
151
indicesMorph = ctx.
Reader
.ReadIntArray(morphCount) ?? new int[0];
153
int scaleCount = ctx.
Reader
.ReadInt32();
155
scalesSparse = ctx.
Reader
.ReadSingleArray(scaleCount) ?? new TFloat[0];
156
int offsetCount = ctx.
Reader
.ReadInt32();
158
offsetsSparse = ctx.
Reader
.ReadSingleArray(offsetCount);
245
int cbFloat = ctx.
Reader
.ReadInt32();
249
int numFeatures = ctx.
Reader
.ReadInt32();
254
TFloat[] curUpperBounds = ctx.
Reader
.ReadSingleArray();
299
int cbFloat = ctx.
Reader
.ReadInt32();
302
useLog = ctx.
Reader
.ReadBoolByte();
304
int size = ctx.
Reader
.ReadInt32();
308
mean = ctx.
Reader
.ReadSingleArray(size);
309
stddev = ctx.
Reader
.ReadSingleArray(size);
1342
bool fixZero = ctx.
Reader
.ReadBoolByte();
1428
bool fixZero = ctx.
Reader
.ReadBoolByte();
Transforms\Normalizer.cs (7)
435
bool isVectorOld = ctx.
Reader
.ReadBoolean();
436
int vectorSize = ctx.
Reader
.ReadInt32();
439
InternalDataKind itemKindOld = (InternalDataKind)ctx.
Reader
.ReadByte();
452
bool isVector = ctx.
Reader
.ReadBoolean();
453
InternalDataKind itemKind = (InternalDataKind)ctx.
Reader
.ReadByte();
459
return new VectorDataViewType(itemType, ctx.
Reader
.ReadIntArray());
669
int cbFloat = ctx.
Reader
.ReadInt32();
Transforms\OneToOneTransformerBase.cs (1)
45
int n = ctx.
Reader
.ReadInt32();
Transforms\RangeFilter.cs (6)
146
int cbFloat = ctx.
Reader
.ReadInt32();
158
_min = ctx.
Reader
.ReadDouble();
159
_max = ctx.
Reader
.ReadDouble();
162
_complement = ctx.
Reader
.ReadBoolByte();
163
_includeMin = ctx.
Reader
.ReadBoolByte();
164
_includeMax = ctx.
Reader
.ReadBoolByte();
Transforms\RowShufflingTransformer.cs (5)
141
_poolRows = ctx.
Reader
.ReadInt32();
143
_poolOnly = ctx.
Reader
.ReadBoolByte();
144
_forceShuffle = ctx.
Reader
.ReadBoolByte();
145
_forceShuffleSource = ctx.
Reader
.ReadBoolByte();
148
_forceShuffleSeed = ctx.
Reader
.ReadInt32();
Transforms\SkipTakeFilter.cs (2)
161
long skip = ctx.
Reader
.ReadInt64();
163
long take = ctx.
Reader
.ReadInt64();
Transforms\SlotsDroppingTransformer.cs (2)
298
SlotsMin[i] = ctx.
Reader
.ReadIntArray();
300
SlotsMax[i] = ctx.
Reader
.ReadIntArray(SlotsMin[i].Length);
Transforms\TransformBase.cs (1)
379
int cinfo = ctx.
Reader
.ReadInt32();
Transforms\TypeConverting.cs (6)
244
int cbFloat = ctx.
Reader
.ReadInt32();
264
byte b = ctx.
Reader
.ReadByte();
275
ulong min = ctx.
Reader
.ReadUInt64();
278
count = ctx.
Reader
.ReadUInt64() + 1;
280
bool contiguous = ctx.
Reader
.ReadBoolByte();
284
count = ctx.
Reader
.ReadUInt64();
Transforms\ValueMapping.cs (1)
726
var length = ctx.
Reader
.ReadInt32();
Transforms\ValueToKeyMappingTransformer.cs (2)
325
_textMetadata = ctx.
Reader
.ReadBoolArray(columnsLength);
342
int cmap = c.
Reader
.ReadInt32();
Transforms\ValueToKeyMappingTransformerImpl.cs (5)
518
MapType mtype = (MapType)ctx.
Reader
.ReadByte();
531
if (!codecFactory.TryReadCodec(ctx.
Reader
.BaseStream, out codec))
534
int count = ctx.
Reader
.ReadInt32();
558
using (var reader = codecT.OpenReader(ctx.
Reader
.BaseStream, count))
604
int cstr = ctx.
Reader
.ReadInt32();
Microsoft.ML.Ensemble (20)
OutputCombiners\BaseAverager.cs (1)
29
int cbFloat = ctx.
Reader
.ReadInt32();
OutputCombiners\BaseMultiCombiner.cs (2)
47
int cbFloat = ctx.
Reader
.ReadInt32();
49
Normalize = ctx.
Reader
.ReadBoolByte();
OutputCombiners\BaseStacking.cs (2)
59
int cbFloat = ctx.
Reader
.ReadInt32();
61
ValidationDatasetProportion = ctx.
Reader
.ReadFloat();
OutputCombiners\Median.cs (1)
50
int cbFloat = ctx.
Reader
.ReadInt32();
OutputCombiners\MultiWeightedAverage.cs (1)
68
_weightageKind = (MultiWeightageKind)ctx.
Reader
.ReadInt32();
OutputCombiners\Voting.cs (1)
48
int cbFloat = ctx.
Reader
.ReadInt32();
OutputCombiners\WeightedAverage.cs (1)
65
_weightageKind = (WeightageKind)ctx.
Reader
.ReadInt32();
PipelineEnsemble.cs (2)
464
var length = ctx.
Reader
.ReadInt32();
477
length = ctx.
Reader
.ReadInt32();
Trainer\EnsembleDistributionModelParameters.cs (1)
76
PredictionKind = (PredictionKind)ctx.
Reader
.ReadInt32();
Trainer\EnsembleModelParameters.cs (1)
68
PredictionKind = (PredictionKind)ctx.
Reader
.ReadInt32();
Trainer\EnsembleModelParametersBase.cs (7)
57
int count = ctx.
Reader
.ReadInt32();
60
int weightCount = ctx.
Reader
.ReadInt32();
62
Weights = ctx.
Reader
.ReadFloatArray(weightCount);
71
var features = ctx.
Reader
.ReadBitArray();
72
int numMetrics = ctx.
Reader
.ReadInt32();
77
var metricValue = ctx.
Reader
.ReadFloat();
80
ctx.
Reader
.ReadBoolByte();
Microsoft.ML.FastTree (10)
FastTree.cs (1)
2880
NumFeatures = ctx.
Reader
.ReadInt32();
GamModelParameters.cs (1)
121
BinaryReader reader = ctx.
Reader
;
RandomForestRegression.cs (2)
189
Contracts.Check(ctx.
Reader
.ReadBoolByte());
190
_quantileSampleCount = ctx.
Reader
.ReadInt32();
TreeEnsemble\InternalQuantileRegressionTree.cs (2)
46
_labelsDistribution = ctx.
Reader
.ReadDoubleArray();
49
_instanceWeights = ctx.
Reader
.ReadDoubleArray();
TreeEnsemble\InternalRegressionTree.cs (2)
270
BinaryReader reader = ctx.
Reader
;
420
TreeType code = (TreeType)ctx.
Reader
.ReadByte();
TreeEnsemble\InternalTreeEnsemble.cs (2)
51
int numTrees = ctx.
Reader
.ReadInt32();
55
Bias = ctx.
Reader
.ReadDouble();
Microsoft.ML.ImageAnalytics (23)
ImageLoader.cs (1)
145
_useImageType = ctx.
Reader
.ReadBoolean();
ImagePixelExtractor.cs (6)
708
ColorsToExtract = (ImagePixelExtractingEstimator.ColorBits)ctx.
Reader
.ReadByte();
715
OrderOfExtraction = (ImagePixelExtractingEstimator.ColorsOrder)ctx.
Reader
.ReadByte();
726
OutputAsFloatArray = ctx.
Reader
.ReadBoolByte();
727
OffsetImage = ctx.
Reader
.ReadFloat();
729
ScaleImage = ctx.
Reader
.ReadFloat();
732
InterleavePixelColors = ctx.
Reader
.ReadBoolByte();
ImageResizer.cs (4)
202
int width = ctx.
Reader
.ReadInt32();
204
int height = ctx.
Reader
.ReadInt32();
206
var scale = (ImageResizingEstimator.ResizingKind)ctx.
Reader
.ReadByte();
208
var anchor = (ImageResizingEstimator.Anchor)ctx.
Reader
.ReadByte();
VectorToImageTransform.cs (12)
259
ctx.
Reader
.ReadFloat();
546
Colors = (ImagePixelExtractingEstimator.ColorBits)ctx.
Reader
.ReadByte();
561
Order = (ImagePixelExtractingEstimator.ColorsOrder)ctx.
Reader
.ReadByte();
565
ImageWidth = ctx.
Reader
.ReadInt32();
567
ImageHeight = ctx.
Reader
.ReadInt32();
569
OffsetImage = ctx.
Reader
.ReadFloat();
571
ScaleImage = ctx.
Reader
.ReadFloat();
573
InterleavedColors = ctx.
Reader
.ReadBoolByte();
584
DefaultAlpha = ctx.
Reader
.ReadInt32();
585
DefaultRed = ctx.
Reader
.ReadInt32();
586
DefaultGreen = ctx.
Reader
.ReadInt32();
587
DefaultBlue = ctx.
Reader
.ReadInt32();
Microsoft.ML.KMeansClustering (5)
KMeansModelParameters.cs (5)
121
_k = ctx.
Reader
.ReadInt32();
123
_dimensionality = ctx.
Reader
.ReadInt32();
132
int count = ctx.Header.ModelVerWritten >= 0x00010002 ? ctx.
Reader
.ReadInt32() : _dimensionality;
134
var indices = count < _dimensionality ? ctx.
Reader
.ReadIntArray(count) : null;
135
var values = ctx.
Reader
.ReadFloatArray(count);
Microsoft.ML.Mkl.Components (13)
OlsLinearRegression.cs (6)
821
RSquared = ctx.
Reader
.ReadDouble();
823
RSquaredAdjusted = ctx.
Reader
.ReadDouble();
826
bool hasStats = ctx.
Reader
.ReadBoolByte();
831
_standardErrors = ctx.
Reader
.ReadDoubleArray(m);
835
_tValues = ctx.
Reader
.ReadDoubleArray(m);
841
_pValues = ctx.
Reader
.ReadDoubleArray(m);
VectorWhitening.cs (7)
178
_models[i] = ctx.
Reader
.ReadFloatArray();
180
_invModels[i] = ctx.
Reader
.ReadFloatArray();
816
Kind = (WhiteningKind)ctx.
Reader
.ReadInt32();
818
Epsilon = ctx.
Reader
.ReadFloat();
820
MaximumNumberOfRows = ctx.
Reader
.ReadInt32();
822
SaveInv = ctx.
Reader
.ReadBoolByte();
823
Rank = ctx.
Reader
.ReadInt32();
Microsoft.ML.OnnxTransformer (5)
OnnxTransform.cs (5)
172
var numInputs = (supportsMultiInputOutput) ? ctx.
Reader
.ReadInt32() : 1;
179
var numOutputs = (supportsMultiInputOutput) ? ctx.
Reader
.ReadInt32() : 1;
187
int customShapeInfosLength = ctx.
Reader
.ReadInt32(); // 0 means no custom shape. Non-zero means count of custom shapes.
195
var shape = ctx.
Reader
.ReadIntArray();
205
recursionLimit = ctx.
Reader
.ReadInt32();
Microsoft.ML.Parquet (7)
ParquetLoader.cs (2)
188
_columnChunkReadSize = ctx.
Reader
.ReadInt32();
189
bool treatBigIntegersAsDates = ctx.
Reader
.ReadBoolean();
PartitionedFileLoader.cs (3)
224
_tailingDirCount = ctx.
Reader
.ReadInt32();
235
_srcDirIndex = ctx.
Reader
.ReadIntArray();
236
_subLoaderBytes = ctx.
Reader
.ReadByteArray();
PartitionedPathParser.cs (2)
129
int numColumns = ctx.
Reader
.ReadInt32();
242
int numColumns = ctx.
Reader
.ReadInt32();
Microsoft.ML.PCA (10)
PcaTrainer.cs (5)
485
_dimension = ctx.
Reader
.ReadInt32();
488
_rank = ctx.
Reader
.ReadInt32();
491
bool center = ctx.
Reader
.ReadBoolByte();
494
var meanArray = ctx.
Reader
.ReadFloatArray(_dimension);
509
var vi = ctx.
Reader
.ReadFloatArray(_dimension);
PcaTransformer.cs (5)
127
Dimension = ctx.
Reader
.ReadInt32();
128
Rank = ctx.
Reader
.ReadInt32();
134
Eigenvectors[i] = ctx.
Reader
.ReadFloatArray(Dimension);
138
MeanProjected = ctx.
Reader
.ReadFloatArray();
275
int cbFloat = ctx.
Reader
.ReadInt32();
Microsoft.ML.Recommender (7)
MatrixFactorizationPredictor.cs (7)
124
NumberOfRows = ctx.
Reader
.ReadInt32();
128
ulong mMin = ctx.
Reader
.ReadUInt64();
133
NumberOfColumns = ctx.
Reader
.ReadInt32();
137
ulong nMin = ctx.
Reader
.ReadUInt64();
142
ApproximationRank = ctx.
Reader
.ReadInt32();
145
_leftFactorMatrix = Utils.ReadSingleArray(ctx.
Reader
, checked(NumberOfRows * ApproximationRank));
146
_rightFactorMatrix = Utils.ReadSingleArray(ctx.
Reader
, checked(NumberOfColumns * ApproximationRank));
Microsoft.ML.StandardTrainers (56)
FactorizationMachine\FieldAwareFactorizationMachineModelParameters.cs (7)
141
var norm = ctx.
Reader
.ReadBoolean();
142
var fieldCount = ctx.
Reader
.ReadInt32();
144
var featureCount = ctx.
Reader
.ReadInt32();
146
var latentDim = ctx.
Reader
.ReadInt32();
150
var linearWeights = ctx.
Reader
.ReadFloatArray();
152
var latentWeights = ctx.
Reader
.ReadFloatArray();
357
_threshold = ctx.
Reader
.ReadSingle();
LdSvm\LdSvmModelParameters.cs (7)
106
_numLeaf = ctx.
Reader
.ReadInt32();
108
int numFeatures = ctx.
Reader
.ReadInt32();
111
_sigma = ctx.
Reader
.ReadFloat();
116
_biasW = ctx.
Reader
.ReadFloatArray(_numLeaf * 2 - 1);
117
_biasTheta = ctx.
Reader
.ReadFloatArray(_numLeaf - 1);
118
_biasThetaPrime = ctx.
Reader
.ReadFloatArray(_numLeaf * 2 - 1);
237
result[i] = new VBuffer<float>(vectorLength, ctx.
Reader
.ReadFloatArray(vectorLength));
Standard\LinearModelParameters.cs (6)
168
Bias = ctx.
Reader
.ReadFloat();
171
int len = ctx.
Reader
.ReadInt32();
174
int cind = ctx.
Reader
.ReadInt32();
176
var indices = ctx.
Reader
.ReadIntArray(cind);
187
int cwht = ctx.
Reader
.ReadInt32();
194
var weights = ctx.
Reader
.ReadFloatArray(cwht);
Standard\LogisticRegression\MulticlassLogisticRegression.cs (12)
551
NumberOfFeatures = ctx.
Reader
.ReadInt32();
554
NumberOfClasses = ctx.
Reader
.ReadInt32();
557
Biases = ctx.
Reader
.ReadFloatArray(NumberOfClasses);
559
int numStarts = ctx.
Reader
.ReadInt32();
564
int numIndices = ctx.
Reader
.ReadInt32();
566
int numWeights = ctx.
Reader
.ReadInt32();
571
var w = ctx.
Reader
.ReadFloatArray(NumberOfFeatures);
580
int[] starts = ctx.
Reader
.ReadIntArray(numStarts);
584
int numIndices = ctx.
Reader
.ReadInt32();
590
indices[i] = ctx.
Reader
.ReadIntArray(starts[i + 1] - starts[i]);
594
int numValues = ctx.
Reader
.ReadInt32();
600
float[] values = ctx.
Reader
.ReadFloatArray(starts[i + 1] - starts[i]);
Standard\ModelStatistics.cs (13)
118
ParametersCount = ctx.
Reader
.ReadInt32();
121
TrainingExampleCount = ctx.
Reader
.ReadInt64();
124
Deviance = ctx.
Reader
.ReadFloat();
125
NullDeviance = ctx.
Reader
.ReadFloat();
271
if (!ctx.
Reader
.ReadBoolean()) // this was used in the old model to denote whether there were stdErrorValues or not.
275
float[] stdErrorValues = ctx.
Reader
.ReadFloatArray(ParametersCount);
276
int length = ctx.
Reader
.ReadInt32();
286
int[] stdErrorIndices = ctx.
Reader
.ReadIntArray(ParametersCount);
291
_bias = ctx.
Reader
.ReadFloat();
294
bool isWeightsDense = ctx.
Reader
.ReadBoolByte();
295
var weightsLength = ctx.
Reader
.ReadInt32();
296
var weightsValues = ctx.
Reader
.ReadFloatArray(weightsLength);
304
int[] weightsIndices = ctx.
Reader
.ReadIntArray(weightsLength);
Standard\MulticlassClassification\MulticlassNaiveBayesTrainer.cs (6)
323
_labelHistogram = ctx.
Reader
.ReadLongArray() ?? new long[0];
326
_labelHistogram = Array.ConvertAll(ctx.
Reader
.ReadIntArray() ?? new int[0], x => (long)x);
333
_featureCount = ctx.
Reader
.ReadInt32();
341
_featureHistogram[iLabel] = ctx.
Reader
.ReadLongArray(_featureCount);
343
_featureHistogram[iLabel] = Array.ConvertAll(ctx.
Reader
.ReadIntArray(_featureCount) ?? new int[0], x => (long)x);
349
_absentFeaturesLogProb = ctx.
Reader
.ReadDoubleArray(_labelCount);
Standard\MulticlassClassification\OneVersusAllTrainer.cs (2)
372
OutputFormula outputFormula = (OutputFormula)ctx.
Reader
.ReadByte();
373
int len = ctx.
Reader
.ReadInt32();
Standard\MulticlassClassification\PairwiseCouplingTrainer.cs (1)
291
_numClasses = ctx.
Reader
.ReadInt32();
Standard\Simple\SimpleTrainers.cs (2)
93
_seed = ctx.
Reader
.ReadInt32();
375
_prob = ctx.
Reader
.ReadFloat();
Microsoft.ML.TensorFlow (5)
TensorflowTransform.cs (5)
257
isFrozen = ctx.
Reader
.ReadBoolByte();
262
addBatchDimensionInput = ctx.
Reader
.ReadBoolByte();
267
treatOutputAsBatched = ctx.
Reader
.ReadBoolByte();
269
var numInputs = ctx.
Reader
.ReadInt32();
278
numOutputs = ctx.
Reader
.ReadInt32();
Microsoft.ML.TimeSeries (60)
AdaptiveSingularSpectrumSequenceModeler.cs (22)
365
_seriesLength = ctx.
Reader
.ReadInt32();
369
_windowSize = ctx.
Reader
.ReadInt32();
373
_trainSize = ctx.
Reader
.ReadInt32();
376
_rank = ctx.
Reader
.ReadInt32();
379
_discountFactor = ctx.
Reader
.ReadSingle();
383
temp = ctx.
Reader
.ReadByte();
385
bool isWeightSet = ctx.
Reader
.ReadBoolByte();
387
_alpha = ctx.
Reader
.ReadFloatArray();
392
_state = ctx.
Reader
.ReadFloatArray();
398
ShouldComputeForecastIntervals = ctx.
Reader
.ReadBoolByte();
400
_observationNoiseVariance = ctx.
Reader
.ReadSingle();
403
_autoregressionNoiseVariance = ctx.
Reader
.ReadSingle();
406
_observationNoiseMean = ctx.
Reader
.ReadSingle();
407
_autoregressionNoiseMean = ctx.
Reader
.ReadSingle();
409
_nextPrediction = ctx.
Reader
.ReadSingle();
411
_maxRank = ctx.
Reader
.ReadInt32();
414
_shouldStablize = ctx.
Reader
.ReadBoolByte();
415
_shouldMaintainInfo = ctx.
Reader
.ReadBoolByte();
427
_maxTrendRatio = ctx.
Reader
.ReadDouble();
432
var tempArray = ctx.
Reader
.ReadFloatArray();
437
tempArray = ctx.
Reader
.ReadFloatArray();
443
_buffer = TimeSeriesUtils.DeserializeFixedSizeQueueSingle(ctx.
Reader
, _host);
ExponentialAverageTransform.cs (1)
74
_decay = ctx.
Reader
.ReadSingle();
IidAnomalyDetectionBase.cs (1)
114
StateRef = new State(ctx.
Reader
);
MovingAverageTransform.cs (2)
89
_lag = ctx.
Reader
.ReadInt32();
90
_weights = ctx.
Reader
.ReadFloatArray();
PercentileThresholdTransform.cs (1)
81
_percentile = ctx.
Reader
.ReadDouble();
PValueTransform.cs (2)
87
_seed = ctx.
Reader
.ReadInt32();
88
_isPositiveSide = ctx.
Reader
.ReadBoolByte();
SequentialAnomalyDetectionTransformBase.cs (5)
210
temp = ctx.
Reader
.ReadByte();
214
temp = ctx.
Reader
.ReadByte();
221
temp = ctx.
Reader
.ReadByte();
225
PowerMartingaleEpsilon = ctx.
Reader
.ReadDouble();
228
AlertThreshold = ctx.
Reader
.ReadDouble();
SequentialForecastingTransformBase.cs (1)
78
_outputLength = ctx.
Reader
.ReadInt32();
SequentialTransformBase.cs (3)
306
var windowSize = ctx.
Reader
.ReadInt32();
309
var initialWindowSize = ctx.
Reader
.ReadInt32();
321
DataViewType ct = bs.LoadTypeDescriptionOrNull(ctx.
Reader
.BaseStream);
SequentialTransformerBase.cs (5)
395
var windowSize = ctx.
Reader
.ReadInt32();
398
var initialWindowSize = ctx.
Reader
.ReadInt32();
406
ConfidenceLowerBoundColumn = ctx.
Reader
.ReadString();
407
ConfidenceUpperBoundColumn = ctx.
Reader
.ReadString();
412
OutputColumnType = bs.LoadTypeDescriptionOrNull(ctx.
Reader
.BaseStream);
SlidingWindowTransformBase.cs (2)
89
_lag = ctx.
Reader
.ReadInt32();
91
byte r = ctx.
Reader
.ReadByte();
SrCnnAnomalyDetectionBase.cs (1)
105
StateRef = new State(ctx.
Reader
);
SrCnnTransformBase.cs (5)
94
temp = ctx.
Reader
.ReadByte();
98
temp = ctx.
Reader
.ReadByte();
102
temp = ctx.
Reader
.ReadByte();
106
temp = ctx.
Reader
.ReadByte();
110
AlertThreshold = ctx.
Reader
.ReadDouble();
SsaAnomalyDetectionBase.cs (5)
225
SeasonalWindowSize = ctx.
Reader
.ReadInt32();
228
DiscountFactor = ctx.
Reader
.ReadSingle();
232
temp = ctx.
Reader
.ReadByte();
237
IsAdaptive = ctx.
Reader
.ReadBoolean();
238
StateRef = new State(ctx.
Reader
);
SsaForecastingBase.cs (4)
159
IsAdaptive = ctx.
Reader
.ReadBoolean();
160
Horizon = ctx.
Reader
.ReadInt32();
161
ConfidenceLevel = ctx.
Reader
.ReadFloat();
162
StateRef = new State(ctx.
Reader
);
Microsoft.ML.TorchSharp (10)
AutoFormerV2\ObjectDetectionTrainer.cs (4)
681
NumberOfClasses = ctx.
Reader
.ReadInt32(),
682
ScoreThreshold = ctx.
Reader
.ReadDouble(),
683
IOUThreshold = ctx.
Reader
.ReadDouble(),
697
env.CheckDecode(saver.TryLoadTypeAndValue(ctx.
Reader
.BaseStream, out type, out value));
NasBert\NerTrainer.cs (2)
325
NumberOfClasses = ctx.
Reader
.ReadInt32(),
343
env.CheckDecode(saver.TryLoadTypeAndValue(ctx.
Reader
.BaseStream, out type, out value));
NasBert\SentenceSimilarityTrainer.cs (1)
238
NumberOfClasses = ctx.
Reader
.ReadInt32(),
NasBert\TextClassificationTrainer.cs (2)
262
NumberOfClasses = ctx.
Reader
.ReadInt32(),
280
env.CheckDecode(saver.TryLoadTypeAndValue(ctx.
Reader
.BaseStream, out type, out value));
Roberta\QATrainer.cs (1)
694
TopKAnswers = ctx.
Reader
.ReadInt32()
Microsoft.ML.Transforms (115)
CompositeTransformer.cs (1)
48
var numFunctions = ctx.
Reader
.ReadInt32();
Dracula\CMCountTable.cs (5)
88
Depth = ctx.
Reader
.ReadInt32();
90
Width = ctx.
Reader
.ReadInt32();
99
var count = ctx.
Reader
.ReadInt32();
103
int index = ctx.
Reader
.ReadInt32();
104
float value = ctx.
Reader
.ReadSingle();
Dracula\CountTable.cs (4)
93
LabelCardinality = ctx.
Reader
.ReadInt32();
96
_priorFrequencies = ctx.
Reader
.ReadDoubleArray();
100
GarbageThreshold = ctx.
Reader
.ReadSingle();
103
_garbageCounts = ctx.
Reader
.ReadSingleArray();
Dracula\CountTableTransformer.cs (2)
542
var lc = ctx.
Reader
.ReadInt32();
553
Seeds = ctx.
Reader
.ReadIntArray(ColumnPairs.Length);
Dracula\DictCountTable.cs (3)
78
int cnt = ctx.
Reader
.ReadInt32();
82
long key = ctx.
Reader
.ReadInt64();
84
var value = ctx.
Reader
.ReadSingle();
Dracula\Featurizer.cs (4)
78
_labelBinCount = ctx.
Reader
.ReadInt32();
82
NumFeatures = ctx.
Reader
.ReadInt32();
89
PriorCoef = ctx.
Reader
.ReadFloatArray(_countTables.ColCount);
92
LaplaceScale = ctx.
Reader
.ReadFloatArray(_countTables.ColCount);
Dracula\MultiCountTable.cs (4)
209
int n = ctx.
Reader
.ReadInt32();
214
var size = ctx.
Reader
.ReadInt32();
354
ColCount = ctx.
Reader
.ReadInt32();
355
SlotCount = ctx.
Reader
.ReadIntArray(ColCount);
ExpressionTransformer.cs (4)
355
var columnCount = ctx.
Reader
.ReadInt32();
361
var inputSize = ctx.
Reader
.ReadInt32();
368
var vectorInputColumn = ctx.
Reader
.ReadInt32();
374
var dataKindIndex = ctx.
Reader
.ReadInt32();
FourierDistributionSampler.cs (4)
164
int cbFloat = ctx.
Reader
.ReadInt32();
167
_gamma = ctx.
Reader
.ReadFloat();
287
int cbFloat = ctx.
Reader
.ReadInt32();
290
_a = ctx.
Reader
.ReadFloat();
GcnTransform.cs (4)
271
int cbFloat = ctx.
Reader
.ReadInt32();
844
EnsureZeroMean = ctx.
Reader
.ReadBoolByte();
845
byte normKindVal = ctx.
Reader
.ReadByte();
854
Scale = ctx.
Reader
.ReadFloat();
GroupTransform.cs (2)
251
int g = ctx.
Reader
.ReadInt32();
258
int k = ctx.
Reader
.ReadInt32();
HashJoiningTransform.cs (5)
244
int numberOfBits = ctx.
Reader
.ReadInt32();
247
uint hashSeed = ctx.
Reader
.ReadUInt32();
248
bool ordered = ctx.
Reader
.ReadBoolByte();
250
int slotMapCount = ctx.
Reader
.ReadInt32();
261
slotMap[j] = ctx.
Reader
.ReadIntArray();
MissingValueIndicatorTransform.cs (1)
111
int cbFloat = ctx.
Reader
.ReadInt32();
MissingValueReplacing.cs (1)
233
if (!saver.TryLoadTypeAndValue(ctx.
Reader
.BaseStream, out DataViewType savedType, out object repValue))
OptionalColumnTransform.cs (2)
108
int size = ctx.
Reader
.ReadInt32();
119
columnTypes[i] = saver.LoadTypeDescriptionOrNull(ctx.
Reader
.BaseStream);
RandomFourierFeaturizing.cs (6)
140
SrcDim = ctx.
Reader
.ReadInt32();
142
NewDim = ctx.
Reader
.ReadInt32();
145
_useSin = ctx.
Reader
.ReadBoolByte();
147
var length = ctx.
Reader
.ReadInt32();
149
_state = TauswortheHybrid.State.Load(ctx.
Reader
);
447
int cbFloat = ctx.
Reader
.ReadInt32();
SvmLight\SvmLightLoader.cs (2)
604
_indicesKind = (FeatureIndices)ctx.
Reader
.ReadInt32();
605
_featureCount = ctx.
Reader
.ReadUInt64();
Text\LdaTransform.cs (19)
281
_numVocab = ctx.
Reader
.ReadInt32();
284
long memBlockSize = ctx.
Reader
.ReadInt64();
287
long aliasMemBlockSize = ctx.
Reader
.ReadInt64();
307
int termID = ctx.
Reader
.ReadInt32();
309
int termTopicNum = ctx.
Reader
.ReadInt32();
317
topicId[j] = ctx.
Reader
.ReadInt32();
318
topicProb[j] = ctx.
Reader
.ReadInt32();
748
int cbFloat = ctx.
Reader
.ReadInt32();
1254
NumberOfTopics = ctx.
Reader
.ReadInt32();
1257
AlphaSum = ctx.
Reader
.ReadSingle();
1259
Beta = ctx.
Reader
.ReadSingle();
1261
SamplingStepCount = ctx.
Reader
.ReadInt32();
1264
NumberOfIterations = ctx.
Reader
.ReadInt32();
1267
LikelihoodInterval = ctx.
Reader
.ReadInt32();
1270
NumberOfThreads = ctx.
Reader
.ReadInt32();
1273
MaximumTokenCountPerDocument = ctx.
Reader
.ReadInt32();
1276
NumberOfSummaryTermsPerTopic = ctx.
Reader
.ReadInt32();
1279
NumberOfBurninIterations = ctx.
Reader
.ReadInt32();
1282
ResetRandomGenerator = ctx.
Reader
.ReadBoolByte();
Text\NgramHashingTransformer.cs (18)
283
int cbFloat = ctx.
Reader
.ReadInt32();
286
var columnsLength = ctx.
Reader
.ReadInt32();
311
int csrc = ctx.
Reader
.ReadInt32();
1000
var inputsLength = ctx.
Reader
.ReadInt32();
1005
NgramLength = ctx.
Reader
.ReadInt32();
1007
SkipLength = ctx.
Reader
.ReadInt32();
1010
NumberOfBits = ctx.
Reader
.ReadInt32();
1012
Seed = ctx.
Reader
.ReadUInt32();
1013
RehashUnigrams = ctx.
Reader
.ReadBoolByte();
1014
UseOrderedHashing = ctx.
Reader
.ReadBoolByte();
1015
UseAllLengths = ctx.
Reader
.ReadBoolByte();
1035
NgramLength = ctx.
Reader
.ReadInt32();
1037
SkipLength = ctx.
Reader
.ReadInt32();
1040
NumberOfBits = ctx.
Reader
.ReadInt32();
1042
Seed = ctx.
Reader
.ReadUInt32();
1043
RehashUnigrams = ctx.
Reader
.ReadBoolByte();
1044
UseOrderedHashing = ctx.
Reader
.ReadBoolByte();
1045
UseAllLengths = ctx.
Reader
.ReadBoolByte();
Text\NgramTransform.cs (7)
152
NgramLength = ctx.
Reader
.ReadInt32();
154
SkipLength = ctx.
Reader
.ReadInt32();
159
Weighting = (NgramExtractingEstimator.WeightingCriteria)ctx.
Reader
.ReadInt32();
161
NonEmptyLevels = ctx.
Reader
.ReadBoolArray(NgramLength);
396
_ngramMaps[i] = new SequencePool(ctx.
Reader
);
400
_invDocFreqs[i] = ctx.
Reader
.ReadDoubleArray();
447
int cbFloat = ctx.
Reader
.ReadInt32();
Text\StopWordsRemovingTransformer.cs (2)
236
var lang = (StopWordsRemovingEstimator.Language)ctx.
Reader
.ReadInt32();
997
int cstr = ctx.
Reader
.ReadInt32();
Text\TextFeaturizingEstimator.cs (1)
735
int n = ctx.
Reader
.ReadInt32();
Text\TextNormalizing.cs (4)
163
_caseMode = (TextNormalizingEstimator.CaseMode)ctx.
Reader
.ReadByte();
166
_keepDiacritics = ctx.
Reader
.ReadBoolByte();
167
_keepPunctuations = ctx.
Reader
.ReadBoolByte();
168
_keepNumbers = ctx.
Reader
.ReadBoolByte();
Text\TokenizingByCharacters.cs (2)
133
_useMarkerChars = ctx.
Reader
.ReadBoolByte();
134
_isSeparatorStartEnd = ctx.Header.ModelVerReadable < 0x00010002 || ctx.
Reader
.ReadBoolByte();
Text\WordBagTransform.cs (3)
245
_columnName = ctx.
Reader
.ReadString();
246
_freqSeparator = ctx.
Reader
.ReadChar();
247
_termSeparator = ctx.
Reader
.ReadChar();
Text\WordEmbeddingsExtractor.cs (2)
251
_customLookup = ctx.
Reader
.ReadBoolByte();
260
_modelKind = (WordEmbeddingEstimator.PretrainedModelKind)ctx.
Reader
.ReadUInt32();
Text\WordTokenizing.cs (1)
140
var separators = ctx.
Reader
.ReadCharArray();
UngroupTransform.cs (2)
354
int modeIndex = ctx.
Reader
.ReadInt32();
358
int k = ctx.
Reader
.ReadInt32();
Microsoft.ML.Vision (9)
DnnRetrainTransform.cs (4)
505
isFrozen = ctx.
Reader
.ReadBoolByte();
506
addBatchDimensionInput = ctx.
Reader
.ReadBoolByte();
508
var numInputs = ctx.
Reader
.ReadInt32();
514
var numOutputs = ctx.
Reader
.ReadInt32();
ImageClassificationTrainer.cs (5)
1397
_classCount = ctx.
Reader
.ReadInt32();
1398
_imagePreprocessorTensorInput = ctx.
Reader
.ReadString();
1399
_imagePreprocessorTensorOutput = ctx.
Reader
.ReadString();
1400
_graphInputTensor = ctx.
Reader
.ReadString();
1401
_graphOutputTensor = ctx.
Reader
.ReadString();