ShortcutType ShortcutType

Utils

nn tf loaders

nn

Utils

abstractnn

dataset

abstractnn

utils

utils

optim

keras

abstractnn

nn

optim

optim

optim

optim

loaders

nn loaders

nn

loaders

loadmodel

loadmodel

loadmodel

ops loaders

parameters

framework

framework

framework

framework

framework

nn

ops loaders

ops loaders

ops loaders

Sequential

DataConverter

Utils

dataset

augmentation

loaders

keras

keras

keras

keras

framework

framework

framework

autoencoder

keras

keras

keras

loaders

loaders

mkldnn

tf

SReLU

SReLU

SReLU

SReLU

TensorOp DnnTensorUnsupportOperations QuantizedTensorUnsupported TensorMath TensorNumeric NumericDouble NumericFloat NumericInt NumericLong NumericShort UndefinedTensorNumeric

ModuleSerializer

nn

Graph

Add BatchNormalization BiRecurrent Bilinear Bottle CAdd CMul Cell Concat ConcatTable Cosine Euclidean Linear LocallyConnected1D LocallyConnected2D LookupTable LookupTableSparse MapTable Maxout Mul MultiRNNCell NormalizeScale PReLU ParallelTable Recurrent RecurrentDecoder SReLU Sequential SparseLinear SpatialBatchNormalization SpatialConvolution SpatialConvolutionMap SpatialDilatedConvolution SpatialFullConvolution SpatialSeparableConvolution SpatialShareConvolution StaticGraph TemporalConvolution TimeDistributed VolumetricConvolution VolumetricFullConvolution AbstractModule KerasLayer ConcatTable Linear Sequential SpatialBatchNormalization SpatialConvolution ControlOps Adapter

LocallyConnected2D SpatialConvolution

MklDnnLayer

L1L2Regularizer Regularizer

Ftrl

ConvLSTMPeephole GRU LSTM Activation AtrousConvolution1D AtrousConvolution2D ConvLSTM2D Convolution1D Convolution2D Convolution3D Deconvolution2D Dense GRU Highway LSTM LocallyConnected1D LocallyConnected2D SeparableConvolution2D SimpleRNN

PythonBigDL

ml

CachedModels BiRecurrent DynamicContainer MapTable MultiCriterion ParallelCriterion Recurrent RecurrentDecoder Sequential MklDnnContainer Sequential TensorOp Metrics SequentialSchedule CompressedTensor FP16SplitsCompressedTensor DenseTensorMath DnnTensor DnnTensorUnsupportOperations QuantizedTensorUnsupported TensorMath TensorNumeric NumericDouble NumericFloat UndefinedTensorNumeric Node Table Tensorflow

Linear

TensorTree

Summary

Tensorflow

Summary

PythonBigDL

DnnTensorUnsupportOperations QuantizedTensorUnsupported Tensor

Graph

DnnTensorUnsupportOperations QuantizedTensorUnsupported TensorMath TensorNumeric NumericDouble NumericFloat UndefinedTensorNumeric

DnnTensorUnsupportOperations QuantizedTensorUnsupported TensorMath TensorNumeric NumericDouble NumericFloat UndefinedTensorNumeric

DenseTensorMath DnnTensorUnsupportOperations QuantizedTensorUnsupported SparseTensorMath TensorMath

DenseTensorMath DnnTensorUnsupportOperations QuantizedTensorUnsupported SparseTensorMath TensorMath

DenseTensorMath DnnTensorUnsupportOperations QuantizedTensorUnsupported TensorMath

SpatialFullConvolution VolumetricFullConvolution

VolumetricFullConvolution

SpatialFullConvolution VolumetricFullConvolution

BatchMatMul

BatchMatMul

BatchNormParams BatchNormalization SpatialBatchNormalization

AllReduceParameter

ResizeBilinear

Activity

Input

Tensor

ELU SpatialCrossMapLRN SpatialWithinChannelLRN ELU

Lighting

intel

TextClassifier

Anchor

TensorNumeric NumericBoolean UndefinedTensorNumeric

org

python bigdl

MergeControlNode

SchemaUtils

ArraySample ChainedTransformer Identity MiniBatch Sample SampleToBatch SampleToMiniBatch SparseMiniBatch TensorSample Transformer ColToTensor ColsToNumeric RowTransformer BGRImgCropper BGRImgNormalizer BGRImgPixelNormalizer BGRImgRdmCropper BGRImgToBatch BGRImgToImageVector BGRImgToLocalSeqFile BGRImgToSample BytesToBGRImg BytesToGreyImg ColorJitter GreyImgCropper GreyImgNormalizer GreyImgToBatch GreyImgToSample HFlip Lighting LocalImgReader LocalImgReaderWithName LocalResizeImgReader LocalResizeImgWithName LocalScaleImgReader LocalScaleImgWithName LocalSeqFileToBytes MTLabeledBGRImgToBatch Dictionary LabeledSentenceToSample SentenceBiPadding SentenceSplitter SentenceTokenizer TextToLabeledSentence RowToByteRecords PTBModel AlexNet AlexNetPreprocessor AlexNet_OWT InceptionPreprocessor ResNetPreprocessor TreeLSTMSentiment Autoencoder toAutoencoderBatch ImageNet2012 ImageNet2012Val Inception_Layer_v1 Inception_Layer_v2 Inception_v1 Inception_v1_NoAuxClassifier Inception_v2 Inception_v2_NoAuxClassifier LeNet5 Convolution ResNet Sbn SequencePreprocess SimpleRNN ModelBroadcast VggForCifar10 Vgg_16 Vgg_19 Abs AbsCriterion ActivityRegularization Add AddConstant Anchor BCECriterion BatchNormalization BiRecurrent BifurcateSplitTable Bilinear BinaryThreshold BinaryTreeLSTM Bottle CAdd CAddTable CAveTable CDivTable CMaxTable CMinTable CMul CMulTable CSubTable CategoricalCrossEntropy Clamp ClassNLLCriterion ClassSimplexCriterion Concat ConcatTable Container Contiguous ConvLSTMPeephole ConvLSTMPeephole3D Cosine CosineDistance CosineDistanceCriterion CosineEmbeddingCriterion CosineProximityCriterion Cropping2D Cropping3D CrossEntropyCriterion CrossProduct DenseToSparse DetectionOutputFrcnn DetectionOutputSSD DiceCoefficientCriterion DistKLDivCriterion DotProduct DotProductCriterion Dropout ELU Echo Euclidean Exp FlattenTable FrameManager GRU GaussianCriterion GaussianDropout GaussianNoise GaussianSampler GradientReversal Graph HardShrink HardSigmoid HardTanh Highway HingeEmbeddingCriterion Identity Index InferReshape Input JoinTable KLDCriterion KullbackLeiblerDivergenceCriterion L1Cost L1HingeEmbeddingCriterion L1Penalty LSTM LSTMPeephole LeakyReLU Linear LocallyConnected1D LocallyConnected2D Log LogSigmoid LogSoftMax LookupTable LookupTableSparse MM MSECriterion MV MapTable MarginCriterion MarginRankingCriterion MaskedSelect Masking Max Maxout Mean MeanAbsolutePercentageCriterion MeanSquaredLogarithmicCriterion Min MixtureTable Mul MulConstant MultiCriterion MultiLabelMarginCriterion MultiLabelSoftMarginCriterion MultiMarginCriterion MultiRNNCell Narrow NarrowTable Negative NegativeEntropyPenalty Normalize NormalizeScale PGCriterion PReLU Pack Padding PairwiseDistance ParallelCriterion ParallelTable PoissonCriterion Power PriorBox Proposal RReLU ReLU ReLU6 Recurrent RecurrentDecoder Replicate Reshape ResizeBilinear Reverse RnnCell RoiPooling SReLU Scale Select SelectTable Sequential Sigmoid SmoothL1Criterion SmoothL1CriterionWithWeights SoftMarginCriterion SoftMax SoftMin SoftPlus SoftShrink SoftSign SoftmaxWithCriterion SparseJoinTable SparseLinear SpatialAveragePooling SpatialBatchNormalization SpatialContrastiveNormalization SpatialConvolution SpatialConvolutionMap SpatialCrossMapLRN SpatialDilatedConvolution SpatialDivisiveNormalization SpatialDropout1D SpatialDropout2D SpatialDropout3D SpatialFullConvolution SpatialMaxPooling SpatialSeparableConvolution SpatialShareConvolution SpatialSubtractiveNormalization SpatialWithinChannelLRN SpatialZeroPadding SplitTable Sqrt Square Squeeze Sum Tanh TanhShrink TemporalConvolution TemporalMaxPooling Threshold Tile TimeDistributed TimeDistributedCriterion TimeDistributedMaskCriterion TransformerCriterion Transpose Unsqueeze UpSampling1D UpSampling2D UpSampling3D View VolumetricAveragePooling VolumetricConvolution VolumetricFullConvolution VolumetricMaxPooling AbstractModule DataFormat Activation AtrousConvolution1D AtrousConvolution2D AveragePooling1D AveragePooling2D AveragePooling3D BatchNormalization Bidirectional ConvLSTM2D Convolution1D Convolution2D Convolution3D Cropping1D Cropping2D Cropping3D Deconvolution2D Dense Dropout ELU Embedding Flatten GRU GaussianDropout GaussianNoise GlobalAveragePooling1D GlobalAveragePooling2D GlobalAveragePooling3D GlobalMaxPooling1D GlobalMaxPooling2D GlobalMaxPooling3D Highway Input InputLayer LSTM LeakyReLU LocallyConnected1D LocallyConnected2D Masking MaxPooling1D MaxPooling2D MaxPooling3D MaxoutDense Merge Model Permute RepeatVector Reshape SReLU SeparableConvolution2D Sequential SimpleRNN SoftMax SpatialDropout1D SpatialDropout2D SpatialDropout3D ThresholdedReLU TimeDistributed UpSampling1D UpSampling2D UpSampling3D ZeroPadding1D ZeroPadding2D ZeroPadding3D AvgPooling CAddTable ConcatTable Convolution Identity Input JoinTable LRN Linear MaxPooling ReLU ReorderMemory ResNet SbnDnn SelectTable Sequential SoftMax SpatialBatchNormalization SpatialConvolution All Any ApproximateEqual ArgMax BatchMatMul BucketizedCol Cast CategoricalColHashBucket CategoricalColVocaList Ceil CrossCol CrossEntropy DepthwiseConv2D Digamma Dilation2D Equal Erf Erfc Exp Expm1 Floor FloorDiv FloorMod Gather Greater GreaterEqual InTopK IndicatorCol Inv IsFinite IsInf IsNan Kv2Tensor L2Loss Less LessEqual Lgamma LogicalAnd LogicalNot LogicalOr Max Maximum Minimum MkString Mod ModuleToOperation NotEqual OneHot Pad Pow Prod RandomUniform RangeOps Rank ResizeBilinearOps Rint Round SegmentSum Select SelectTensor Sign Slice SquaredDifference Substr Sum TensorOp Tile TopK TruncateDiv TruncatedNormal ConvDataParams ConvWeightParams LinearDataParams LinearWeightParams Abs BiasAdd Clamp ELU Log Log1p Mean Power ReLU6 SoftPlus SoftSign SqrtGrad TensorModuleWrapper Evaluator L1L2Regularizer LineSearch LocalPredictor Loss MAE Optimizer PredictionService Predictor Top1Accuracy Top5Accuracy TreeNNAccuracy Trigger ValidationMethod Validator DnnTensor DnnTensorUnsupportOperations QuantizedDummyTensor QuantizedTensor QuantizedTensorUnsupported Storage Tensor TensorDiffTypeFunc4 TensorDiffTypeFunc6 TensorFunc2 TensorFunc4 TensorFunc6 BytesToMat FeatureTransformer ImageFeature ImageFeatureToMiniBatch ImageFrameToSample MTImageFeatureToBatch MatToFloats MatToTensor PixelBytesToMat AspectScale Brightness CenterCrop ChannelNormalize ChannelOrder ChannelScaledNormalizer ColorJitter Contrast DetectionCrop Expand Filler FixExpand FixedCrop HFlip Hue PixelNormalizer RandomAlterAspect RandomAspectScale RandomCrop RandomCropper RandomResize RandomTransformer Resize Saturation RandomSampler BoundingBox Edge Node Shape T Table ClassTagMapper TensorNumericMapper DataReaderWriter Context TFRecordIterator TFUpdater TrainSummary ValidationSummary

DenseTensorApply DnnTensorUnsupportOperations QuantizedTensorUnsupported SparseTensorApply Tensor

DenseTensorApply

DnnTensorUnsupportOperations QuantizedTensorUnsupported Tensor

BoundingBox

DataSet DescParams Storage ImageFrame LocalImageFrame T

TensorNumeric NumericDouble NumericFloat UndefinedTensorNumeric

Context

RowTransformer

RowTransformer

AtrousConvolution1D AtrousConvolution2D

image

models

SwitchControlNode

Tensorflow

DnnTensor

TensorNumeric NumericChar NumericDouble NumericFloat NumericInt NumericLong NumericShort NumericString UndefinedTensorNumeric NumericByteString