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Table Of Contents
Install
Guide
Getting Started
Crash Course
Manipulate data with
ndarray
Create a neural network
Automatic differentiation with
autograd
Train the neural network
Predict with a pre-trained model
Use GPUs
Moving to MXNet from Other Frameworks
PyTorch vs Apache MXNet
Packages
Gluon
How to write a custom layer in Apache MxNet Gluon API
Data
Image Augmentation
Methods of applying data augmentation (Gluon API)
Layers and Blocks
Normalization Blocks
Activation Blocks
Loss functions
Custom Loss Blocks
Initialization
Parameter Management
Trainer
Naming of Gluon Parameter and Blocks
Custom Layers
Creating custom operators with numpy
Hybridize
Image Tutorials
Handwritten Digit Recognition
Using pre-trained models in MXNet
Text Tutorials
Language Model
NDArray
Manipulating Data with
ndarray
Sparse NDArray
Symbol
Symbol - Neural network graphs
Iterators - Loading data
Automatic Differentiation
ONNX
Exporting MXNet Models to the ONNX Format
Performance
Compression
Mixed precision training using float16
Gradient Compression
Deploy with int-8
Accelerated Backend Tools
Accelerated GPU Inference with NVIDIA TensorRT
Deployment
Export
Inference
Run on AWS
Run on an EC2 Instance
Run on Amazon SageMaker
Customization
How to Write a Custom Layer in the Apache MxNet Gluon API
Creating MXNet Custom Operators with Numpy
How to Create New MXNet Operators (Layers)
API
mxnet.ndarray
NDArray
mxnet.ndarray.NDArray.context
mxnet.ndarray.NDArray.dtype
mxnet.ndarray.NDArray.grad
mxnet.ndarray.NDArray.handle
mxnet.ndarray.NDArray.ndim
mxnet.ndarray.NDArray.shape
mxnet.ndarray.NDArray.size
mxnet.ndarray.NDArray.stype
mxnet.ndarray.NDArray.writable
mxnet.ndarray.NDArray.ones_like
mxnet.ndarray.NDArray.zeros_like
mxnet.ndarray.NDArray.as_in_context
mxnet.ndarray.NDArray.asnumpy
mxnet.ndarray.NDArray.asscalar
mxnet.ndarray.NDArray.astype
mxnet.ndarray.NDArray.copy
mxnet.ndarray.NDArray.copyto
mxnet.ndarray.NDArray.tostype
mxnet.ndarray.NDArray.diag
mxnet.ndarray.NDArray.expand_dims
mxnet.ndarray.NDArray.flatten
mxnet.ndarray.NDArray.reshape
mxnet.ndarray.NDArray.reshape_like
mxnet.ndarray.NDArray.shape_array
mxnet.ndarray.NDArray.size_array
mxnet.ndarray.NDArray.split
mxnet.ndarray.NDArray.broadcast_to
mxnet.ndarray.NDArray.broadcast_axes
mxnet.ndarray.NDArray.broadcast_like
mxnet.ndarray.NDArray.pad
mxnet.ndarray.NDArray.repeat
mxnet.ndarray.NDArray.tile
mxnet.ndarray.NDArray.depth_to_space
mxnet.ndarray.NDArray.flip
mxnet.ndarray.NDArray.swapaxes
mxnet.ndarray.NDArray.space_to_depth
mxnet.ndarray.NDArray.T
mxnet.ndarray.NDArray.transpose
mxnet.ndarray.NDArray.argmax
mxnet.ndarray.NDArray.argmax_channel
mxnet.ndarray.NDArray.argmin
mxnet.ndarray.NDArray.argsort
mxnet.ndarray.NDArray.sort
mxnet.ndarray.NDArray.topk
mxnet.ndarray.NDArray.__getitem__
mxnet.ndarray.NDArray.__setitem__
mxnet.ndarray.NDArray.one_hot
mxnet.ndarray.NDArray.pick
mxnet.ndarray.NDArray.slice
mxnet.ndarray.NDArray.slice_axis
mxnet.ndarray.NDArray.slice_like
mxnet.ndarray.NDArray.take
mxnet.ndarray.NDArray.wait_to_read
mxnet.ndarray.NDArray.__add__
mxnet.ndarray.NDArray.__div__
mxnet.ndarray.NDArray.__neg__
mxnet.ndarray.NDArray.__mod__
mxnet.ndarray.NDArray.__mul__
mxnet.ndarray.NDArray.__pow__
mxnet.ndarray.NDArray.__rdiv__
mxnet.ndarray.NDArray.__rmod__
mxnet.ndarray.NDArray.__rsub__
mxnet.ndarray.NDArray.__sub__
mxnet.ndarray.NDArray.ceil
mxnet.ndarray.NDArray.fix
mxnet.ndarray.NDArray.floor
mxnet.ndarray.NDArray.rint
mxnet.ndarray.NDArray.round
mxnet.ndarray.NDArray.trunc
mxnet.ndarray.NDArray.max
mxnet.ndarray.NDArray.mean
mxnet.ndarray.NDArray.min
mxnet.ndarray.NDArray.nanprod
mxnet.ndarray.NDArray.nansum
mxnet.ndarray.NDArray.norm
mxnet.ndarray.NDArray.prod
mxnet.ndarray.NDArray.sum
mxnet.ndarray.NDArray.__iadd__
mxnet.ndarray.NDArray.__idiv__
mxnet.ndarray.NDArray.__imod__
mxnet.ndarray.NDArray.__imul__
mxnet.ndarray.NDArray.__isub__
mxnet.ndarray.NDArray.__eq__
mxnet.ndarray.NDArray.__ge__
mxnet.ndarray.NDArray.__gt__
mxnet.ndarray.NDArray.__le__
mxnet.ndarray.NDArray.__lt__
mxnet.ndarray.NDArray.__ne__
mxnet.ndarray.NDArray.arccos
mxnet.ndarray.NDArray.arcsin
mxnet.ndarray.NDArray.arctan
mxnet.ndarray.NDArray.cos
mxnet.ndarray.NDArray.degrees
mxnet.ndarray.NDArray.radians
mxnet.ndarray.NDArray.sin
mxnet.ndarray.NDArray.tan
mxnet.ndarray.NDArray.arccosh
mxnet.ndarray.NDArray.arcsinh
mxnet.ndarray.NDArray.arctanh
mxnet.ndarray.NDArray.cosh
mxnet.ndarray.NDArray.sinh
mxnet.ndarray.NDArray.tanh
mxnet.ndarray.NDArray.exp
mxnet.ndarray.NDArray.expm1
mxnet.ndarray.NDArray.log
mxnet.ndarray.NDArray.log1p
mxnet.ndarray.NDArray.log10
mxnet.ndarray.NDArray.log2
mxnet.ndarray.NDArray.cbrt
mxnet.ndarray.NDArray.rcbrt
mxnet.ndarray.NDArray.reciprocal
mxnet.ndarray.NDArray.rsqrt
mxnet.ndarray.NDArray.square
mxnet.ndarray.NDArray.sqrt
mxnet.ndarray.NDArray.clip
mxnet.ndarray.NDArray.sign
mxnet.ndarray.NDArray.log_softmax
mxnet.ndarray.NDArray.relu
mxnet.ndarray.NDArray.sigmoid
mxnet.ndarray.NDArray.softmax
Routines
mxnet.ndarray.arange
mxnet.ndarray.array
mxnet.ndarray.diag
mxnet.ndarray.empty
mxnet.ndarray.full
mxnet.ndarray.load
mxnet.ndarray.ones
mxnet.ndarray.ones_like
mxnet.ndarray.save
mxnet.ndarray.zeros
mxnet.ndarray.zeros_like
mxnet.ndarray.cast
mxnet.ndarray.flatten
mxnet.ndarray.expand_dims
mxnet.ndarray.reshape
mxnet.ndarray.reshape_like
mxnet.ndarray.shape_array
mxnet.ndarray.size_array
mxnet.ndarray.broadcast_axes
mxnet.ndarray.broadcast_like
mxnet.ndarray.broadcast_to
mxnet.ndarray.pad
mxnet.ndarray.repeat
mxnet.ndarray.tile
mxnet.ndarray.depth_to_space
mxnet.ndarray.flip
mxnet.ndarray.space_to_depth
mxnet.ndarray.swapaxes
mxnet.ndarray.transpose
mxnet.ndarray.concat
mxnet.ndarray.split
mxnet.ndarray.stack
mxnet.ndarray.batch_take
mxnet.ndarray.one_hot
mxnet.ndarray.pick
mxnet.ndarray.ravel_multi_index
mxnet.ndarray.slice
mxnet.ndarray.slice_axis
mxnet.ndarray.slice_like
mxnet.ndarray.take
mxnet.ndarray.unravel_index
mxnet.ndarray.where
mxnet.ndarray.SequenceLast
mxnet.ndarray.SequenceMask
mxnet.ndarray.SequenceReverse
mxnet.ndarray.add
mxnet.ndarray.add_n
mxnet.ndarray.batch_dot
mxnet.ndarray.divide
mxnet.ndarray.dot
mxnet.ndarray.modulo
mxnet.ndarray.multiply
mxnet.ndarray.negative
mxnet.ndarray.subtract
mxnet.ndarray.arccos
mxnet.ndarray.arcsin
mxnet.ndarray.arctan
mxnet.ndarray.broadcast_hypot
mxnet.ndarray.degrees
mxnet.ndarray.cos
mxnet.ndarray.radians
mxnet.ndarray.sin
mxnet.ndarray.tan
mxnet.ndarray.arcsinh
mxnet.ndarray.arccosh
mxnet.ndarray.arctanh
mxnet.ndarray.cosh
mxnet.ndarray.sinh
mxnet.ndarray.tanh
mxnet.ndarray.max
mxnet.ndarray.min
mxnet.ndarray.mean
mxnet.ndarray.nanprod
mxnet.ndarray.nansum
mxnet.ndarray.norm
mxnet.ndarray.prod
mxnet.ndarray.sum
mxnet.ndarray.ceil
mxnet.ndarray.fix
mxnet.ndarray.floor
mxnet.ndarray.round
mxnet.ndarray.rint
mxnet.ndarray.trunc
mxnet.ndarray.exp
mxnet.ndarray.expm1
mxnet.ndarray.log
mxnet.ndarray.log1p
mxnet.ndarray.log10
mxnet.ndarray.log2
mxnet.ndarray.cbrt
mxnet.ndarray.power
mxnet.ndarray.rcbrt
mxnet.ndarray.reciprocal
mxnet.ndarray.rsqrt
mxnet.ndarray.square
mxnet.ndarray.sqrt
mxnet.ndarray.equal
mxnet.ndarray.greater
mxnet.ndarray.greater_equal
mxnet.ndarray.lesser
mxnet.ndarray.lesser_equal
mxnet.ndarray.not_equal
mxnet.ndarray.logical_and
mxnet.ndarray.logical_not
mxnet.ndarray.logical_or
mxnet.ndarray.logical_xor
mxnet.ndarray.argmax
mxnet.ndarray.argmin
mxnet.ndarray.argsort
mxnet.ndarray.sort
mxnet.ndarray.topk
mxnet.ndarray.random.exponential
mxnet.ndarray.random.gamma
mxnet.ndarray.random.generalized_negative_binomial
mxnet.ndarray.random.multinomial
mxnet.ndarray.random.negative_binomial
mxnet.ndarray.random.normal
mxnet.ndarray.random.poisson
mxnet.ndarray.random.randint
mxnet.ndarray.random.randn
mxnet.ndarray.random.shuffle
mxnet.ndarray.random.uniform
mxnet.ndarray.linalg.gelqf
mxnet.ndarray.linalg.gemm
mxnet.ndarray.linalg.gemm2
mxnet.ndarray.linalg.potrf
mxnet.ndarray.linalg.potri
mxnet.ndarray.linalg.sumlogdiag
mxnet.ndarray.linalg.syevd
mxnet.ndarray.linalg.syrk
mxnet.ndarray.linalg.trmm
mxnet.ndarray.linalg.trsm
mxnet.ndarray.abs
mxnet.ndarray.clip
mxnet.ndarray.gamma
mxnet.ndarray.gammaln
mxnet.ndarray.maximum
mxnet.ndarray.minimum
mxnet.ndarray.sign
mxnet.ndarray.Activation
mxnet.ndarray.BatchNorm
mxnet.ndarray.BilinearSampler
mxnet.ndarray.BlockGrad
mxnet.ndarray.Convolution
mxnet.ndarray.Correlation
mxnet.ndarray.Custom
mxnet.ndarray.Deconvolution
mxnet.ndarray.Dropout
mxnet.ndarray.Embedding
mxnet.ndarray.FullyConnected
mxnet.ndarray.GridGenerator
mxnet.ndarray.IdentityAttachKLSparseReg
mxnet.ndarray.InstanceNorm
mxnet.ndarray.L2Normalization
mxnet.ndarray.LayerNorm
mxnet.ndarray.LeakyReLU
mxnet.ndarray.LinearRegressionOutput
mxnet.ndarray.log_softmax
mxnet.ndarray.LogisticRegressionOutput
mxnet.ndarray.LRN
mxnet.ndarray.MAERegressionOutput
mxnet.ndarray.MakeLoss
mxnet.ndarray.Pooling
mxnet.ndarray.relu
mxnet.ndarray.ROIPooling
mxnet.ndarray.RNN
mxnet.ndarray.sigmoid
mxnet.ndarray.smooth_l1
mxnet.ndarray.softmax
mxnet.ndarray.softmax_cross_entropy
mxnet.ndarray.SoftmaxOutput
mxnet.ndarray.SoftmaxActivation
mxnet.ndarray.SpatialTransformer
mxnet.ndarray.SVMOutput
mxnet.ndarray.UpSampling
mxnet.ndarray.contrib.count_sketch
mxnet.ndarray.contrib.getnnz
mxnet.ndarray.contrib.index_copy
mxnet.ndarray.contrib.fft
mxnet.ndarray.contrib.ifft
mxnet.ndarray.contrib.dequantize
mxnet.ndarray.contrib.quantize
mxnet.ndarray.contrib.AdaptiveAvgPooling2D
mxnet.ndarray.contrib.BilinearResize2D
mxnet.ndarray.contrib.ctc_loss
mxnet.ndarray.contrib.DeformableConvolution
mxnet.ndarray.contrib.DeformablePSROIPooling
mxnet.ndarray.contrib.MultiBoxDetection
mxnet.ndarray.contrib.MultiBoxPrior
mxnet.ndarray.contrib.MultiBoxTarget
mxnet.ndarray.contrib.MultiProposal
mxnet.ndarray.contrib.Proposal
mxnet.ndarray.contrib.PSROIPooling
mxnet.ndarray.contrib.ROIAlign
mxnet.ndarray.contrib.cond
mxnet.ndarray.contrib.foreach
mxnet.ndarray.contrib.while_loop
CSRNDArray
mxnet.ndarray.sparse.CSRNDArray.context
mxnet.ndarray.sparse.CSRNDArray.data
mxnet.ndarray.sparse.CSRNDArray.dtype
mxnet.ndarray.sparse.CSRNDArray.indices
mxnet.ndarray.sparse.CSRNDArray.indptr
mxnet.ndarray.sparse.CSRNDArray.shape
mxnet.ndarray.sparse.CSRNDArray.stype
mxnet.ndarray.sparse.CSRNDArray.zeros_like
mxnet.ndarray.sparse.CSRNDArray.as_in_context
mxnet.ndarray.sparse.CSRNDArray.asnumpy
mxnet.ndarray.sparse.CSRNDArray.asscalar
mxnet.ndarray.sparse.CSRNDArray.asscipy
mxnet.ndarray.sparse.CSRNDArray.astype
mxnet.ndarray.sparse.CSRNDArray.copy
mxnet.ndarray.sparse.CSRNDArray.copyto
mxnet.ndarray.sparse.CSRNDArray.tostype
mxnet.ndarray.sparse.CSRNDArray.check_format
mxnet.ndarray.sparse.CSRNDArray.mean
mxnet.ndarray.sparse.CSRNDArray.norm
mxnet.ndarray.sparse.CSRNDArray.sum
mxnet.ndarray.sparse.CSRNDArray.__getitem__
mxnet.ndarray.sparse.CSRNDArray.__setitem__
mxnet.ndarray.sparse.CSRNDArray.slice
mxnet.ndarray.sparse.concat
mxnet.ndarray.sparse.CSRNDArray.wait_to_read
mxnet.ndarray.sparse.CSRNDArray.ceil
mxnet.ndarray.sparse.CSRNDArray.fix
mxnet.ndarray.sparse.CSRNDArray.floor
mxnet.ndarray.sparse.CSRNDArray.round
mxnet.ndarray.sparse.CSRNDArray.rint
mxnet.ndarray.sparse.CSRNDArray.trunc
mxnet.ndarray.sparse.CSRNDArray.arcsin
mxnet.ndarray.sparse.CSRNDArray.arctan
mxnet.ndarray.sparse.CSRNDArray.degrees
mxnet.ndarray.sparse.CSRNDArray.radians
mxnet.ndarray.sparse.CSRNDArray.sin
mxnet.ndarray.sparse.CSRNDArray.tan
mxnet.ndarray.sparse.CSRNDArray.arcsinh
mxnet.ndarray.sparse.CSRNDArray.arctanh
mxnet.ndarray.sparse.CSRNDArray.sinh
mxnet.ndarray.sparse.CSRNDArray.tanh
mxnet.ndarray.sparse.CSRNDArray.expm1
mxnet.ndarray.sparse.CSRNDArray.log1p
mxnet.ndarray.sparse.CSRNDArray.sqrt
mxnet.ndarray.sparse.CSRNDArray.square
mxnet.ndarray.sparse.CSRNDArray.abs
mxnet.ndarray.sparse.CSRNDArray.clip
mxnet.ndarray.sparse.CSRNDArray.sign
RowSparseNDArray
mxnet.ndarray.sparse.RowSparseNDArray.context
mxnet.ndarray.sparse.RowSparseNDArray.data
mxnet.ndarray.sparse.RowSparseNDArray.dtype
mxnet.ndarray.sparse.RowSparseNDArray.indices
mxnet.ndarray.sparse.RowSparseNDArray.shape
mxnet.ndarray.sparse.RowSparseNDArray.stype
mxnet.ndarray.sparse.RowSparseNDArray.as_in_context
mxnet.ndarray.sparse.RowSparseNDArray.asnumpy
mxnet.ndarray.sparse.RowSparseNDArray.asscalar
mxnet.ndarray.sparse.RowSparseNDArray.astype
mxnet.ndarray.sparse.RowSparseNDArray.copy
mxnet.ndarray.sparse.RowSparseNDArray.copyto
mxnet.ndarray.sparse.RowSparseNDArray.tostype
mxnet.ndarray.sparse.RowSparseNDArray.check_format
mxnet.ndarray.sparse.RowSparseNDArray.zeros_like
mxnet.ndarray.sparse.RowSparseNDArray.norm
mxnet.ndarray.sparse.RowSparseNDArray.ceil
mxnet.ndarray.sparse.RowSparseNDArray.fix
mxnet.ndarray.sparse.RowSparseNDArray.floor
mxnet.ndarray.sparse.RowSparseNDArray.rint
mxnet.ndarray.sparse.RowSparseNDArray.round
mxnet.ndarray.sparse.RowSparseNDArray.trunc
mxnet.ndarray.sparse.RowSparseNDArray.arcsin
mxnet.ndarray.sparse.RowSparseNDArray.arctan
mxnet.ndarray.sparse.RowSparseNDArray.degrees
mxnet.ndarray.sparse.RowSparseNDArray.radians
mxnet.ndarray.sparse.RowSparseNDArray.sin
mxnet.ndarray.sparse.RowSparseNDArray.tan
mxnet.ndarray.sparse.RowSparseNDArray.arcsinh
mxnet.ndarray.sparse.RowSparseNDArray.arctanh
mxnet.ndarray.sparse.RowSparseNDArray.sinh
mxnet.ndarray.sparse.RowSparseNDArray.tanh
mxnet.ndarray.sparse.RowSparseNDArray.expm1
mxnet.ndarray.sparse.RowSparseNDArray.log1p
mxnet.ndarray.sparse.RowSparseNDArray.sqrt
mxnet.ndarray.sparse.RowSparseNDArray.square
mxnet.ndarray.sparse.RowSparseNDArray.__getitem__
mxnet.ndarray.sparse.RowSparseNDArray.__setitem__
mxnet.ndarray.sparse.RowSparseNDArray.retain
mxnet.ndarray.sparse.RowSparseNDArray.wait_to_read
mxnet.ndarray.sparse.RowSparseNDArray.abs
mxnet.ndarray.sparse.RowSparseNDArray.clip
mxnet.ndarray.sparse.RowSparseNDArray.sign
Sparse routines
mxnet.ndarray.sparse.array
mxnet.ndarray.sparse.csr_matrix
mxnet.ndarray.sparse.empty
mxnet.ndarray.sparse.row_sparse_array
mxnet.ndarray.sparse.zeros
mxnet.ndarray.sparse.zeros_like
mxnet.ndarray.sparse.cast_storage
mxnet.ndarray.sparse.retain
mxnet.ndarray.sparse.slice
mxnet.ndarray.sparse.where
mxnet.ndarray.sparse.add_n
mxnet.ndarray.sparse.broadcast_add
mxnet.ndarray.sparse.broadcast_div
mxnet.ndarray.sparse.broadcast_mul
mxnet.ndarray.sparse.broadcast_sub
mxnet.ndarray.sparse.dot
mxnet.ndarray.sparse.elemwise_add
mxnet.ndarray.sparse.elemwise_mul
mxnet.ndarray.sparse.elemwise_sub
mxnet.ndarray.sparse.negative
mxnet.ndarray.sparse.arcsin
mxnet.ndarray.sparse.arctan
mxnet.ndarray.sparse.degrees
mxnet.ndarray.sparse.radians
mxnet.ndarray.sparse.sin
mxnet.ndarray.sparse.tan
mxnet.ndarray.sparse.arcsinh
mxnet.ndarray.sparse.arctanh
mxnet.ndarray.sparse.sinh
mxnet.ndarray.sparse.tanh
mxnet.ndarray.sparse.mean
mxnet.ndarray.sparse.norm
mxnet.ndarray.sparse.sum
mxnet.ndarray.sparse.ceil
mxnet.ndarray.sparse.fix
mxnet.ndarray.sparse.floor
mxnet.ndarray.sparse.rint
mxnet.ndarray.sparse.round
mxnet.ndarray.sparse.trunc
mxnet.ndarray.sparse.expm1
mxnet.ndarray.sparse.log1p
mxnet.ndarray.sparse.sqrt
mxnet.ndarray.sparse.square
mxnet.ndarray.sparse.abs
mxnet.ndarray.sparse.sign
mxnet.ndarray.sparse.adam_update
mxnet.ndarray.sparse.adagrad_update
mxnet.ndarray.sparse.sgd_mom_update
mxnet.ndarray.sparse.sgd_update
mxnet.ndarray.sparse.Embedding
mxnet.ndarray.sparse.LinearRegressionOutput
mxnet.ndarray.sparse.LogisticRegressionOutput
mxnet.ndarray.sparse.make_loss
mxnet.ndarray.sparse.stop_gradient
mxnet.gluon
nn and contrib.nn
Block
mxnet.gluon.nn.Block.initialize
mxnet.gluon.nn.Block.save_parameters
mxnet.gluon.nn.Block.load_parameters
mxnet.gluon.nn.Block.collect_params
mxnet.gluon.nn.Block.cast
mxnet.gluon.nn.Block.apply
mxnet.gluon.nn.Block.forward
mxnet.gluon.nn.Block.summary
mxnet.gluon.nn.Block.name_scope
mxnet.gluon.nn.Block.register_child
mxnet.gluon.nn.Block.register_forward_hook
mxnet.gluon.nn.Block.register_forward_pre_hook
mxnet.gluon.nn.Block.save_params
mxnet.gluon.nn.Block.load_params
HybridBlock
SymbolBlock
mxnet.gluon.nn.Sequential
mxnet.gluon.nn.HybridSequential
mxnet.gluon.contrib.nn.Concurrent
mxnet.gluon.contrib.nn.HybridConcurrent
mxnet.gluon.nn.Dense
mxnet.gluon.nn.Activation
mxnet.gluon.nn.Dropout
mxnet.gluon.nn.Flatten
mxnet.gluon.nn.Lambda
mxnet.gluon.nn.HybridLambda
mxnet.gluon.nn.Conv1D
mxnet.gluon.nn.Conv2D
mxnet.gluon.nn.Conv3D
mxnet.gluon.nn.Conv1DTranspose
mxnet.gluon.nn.Conv2DTranspose
mxnet.gluon.nn.Conv3DTranspose
mxnet.gluon.nn.MaxPool1D
mxnet.gluon.nn.MaxPool2D
mxnet.gluon.nn.MaxPool3D
mxnet.gluon.nn.AvgPool1D
mxnet.gluon.nn.AvgPool2D
mxnet.gluon.nn.AvgPool3D
mxnet.gluon.nn.GlobalMaxPool1D
mxnet.gluon.nn.GlobalMaxPool2D
mxnet.gluon.nn.GlobalMaxPool3D
mxnet.gluon.nn.GlobalAvgPool1D
mxnet.gluon.nn.GlobalAvgPool2D
mxnet.gluon.nn.GlobalAvgPool3D
mxnet.gluon.nn.ReflectionPad2D
mxnet.gluon.nn.BatchNorm
mxnet.gluon.nn.InstanceNorm
mxnet.gluon.nn.LayerNorm
mxnet.gluon.contrib.nn.SyncBatchNorm
mxnet.gluon.nn.Embedding
mxnet.gluon.contrib.nn.SparseEmbedding
mxnet.gluon.nn.LeakyReLU
mxnet.gluon.nn.PReLU
mxnet.gluon.nn.ELU
mxnet.gluon.nn.SELU
mxnet.gluon.nn.Swish
rnn and contrib.rnn
mxnet.gluon.rnn.LSTMCell
mxnet.gluon.rnn.GRUCell
mxnet.gluon.rnn.RecurrentCell
mxnet.gluon.rnn.SequentialRNNCell
mxnet.gluon.rnn.BidirectionalCell
mxnet.gluon.rnn.DropoutCell
mxnet.gluon.rnn.ZoneoutCell
mxnet.gluon.rnn.ResidualCell
mxnet.gluon.contrib.rnn.Conv1DRNNCell
mxnet.gluon.contrib.rnn.Conv2DRNNCell
mxnet.gluon.contrib.rnn.Conv3DRNNCell
mxnet.gluon.contrib.rnn.Conv1DLSTMCell
mxnet.gluon.contrib.rnn.Conv2DLSTMCell
mxnet.gluon.contrib.rnn.Conv3DLSTMCell
mxnet.gluon.contrib.rnn.Conv1DGRUCell
mxnet.gluon.contrib.rnn.Conv2DGRUCell
mxnet.gluon.contrib.rnn.Conv3DGRUCell
mxnet.gluon.contrib.rnn.VariationalDropoutCell
mxnet.gluon.contrib.rnn.LSTMPCell
mxnet.gluon.rnn.RNN
mxnet.gluon.rnn.LSTM
mxnet.gluon.rnn.GRU
loss
mxnet.gluon.loss.Loss
mxnet.gluon.loss.L2Loss
mxnet.gluon.loss.L1Loss
mxnet.gluon.loss.SigmoidBinaryCrossEntropyLoss
mxnet.gluon.loss.SoftmaxCrossEntropyLoss
mxnet.gluon.loss.KLDivLoss
mxnet.gluon.loss.HuberLoss
mxnet.gluon.loss.HingeLoss
mxnet.gluon.loss.SquaredHingeLoss
mxnet.gluon.loss.LogisticLoss
mxnet.gluon.loss.TripletLoss
mxnet.gluon.loss.CTCLoss
Parameter
mxnet.gluon.Parameter.initialize
mxnet.gluon.Parameter.data
mxnet.gluon.Parameter.list_data
mxnet.gluon.Parameter.list_row_sparse_data
mxnet.gluon.Parameter.row_sparse_data
mxnet.gluon.Parameter.set_data
mxnet.gluon.Parameter.shape
mxnet.gluon.Parameter.grad
mxnet.gluon.Parameter.list_grad
mxnet.gluon.Parameter.zero_grad
mxnet.gluon.Parameter.grad_req
mxnet.gluon.Parameter.cast
mxnet.gluon.Parameter.list_ctx
mxnet.gluon.Parameter.reset_ctx
mxnet.gluon.Parameter.var
Trainer
mxnet.gluon.Trainer.step
mxnet.gluon.Trainer.allreduce_grads
mxnet.gluon.Trainer.update
mxnet.gluon.Trainer.load_states
mxnet.gluon.Trainer.save_states
mxnet.gluon.Trainer.learning_rate
mxnet.gluon.Trainer.set_learning_rate
data
mxnet.gluon.data.Dataset
mxnet.gluon.data.ArrayDataset
mxnet.gluon.data.RecordFileDataset
mxnet.gluon.data.Sampler
mxnet.gluon.data.SequentialSampler
mxnet.gluon.data.RandomSampler
mxnet.gluon.data.BatchSampler
mxnet.gluon.data.DataLoader
data.vision
mxnet.gluon.data.vision.datasets.MNIST
mxnet.gluon.data.vision.datasets.FashionMNIST
mxnet.gluon.data.vision.datasets.CIFAR10
mxnet.gluon.data.vision.datasets.CIFAR100
mxnet.gluon.data.vision.datasets.ImageRecordDataset
mxnet.gluon.data.vision.datasets.ImageFolderDataset
mxnet.gluon.data.vision.transforms.Compose
mxnet.gluon.data.vision.transforms.Cast
mxnet.gluon.data.vision.transforms.ToTensor
mxnet.gluon.data.vision.transforms.Normalize
mxnet.gluon.data.vision.transforms.RandomResizedCrop
mxnet.gluon.data.vision.transforms.CenterCrop
mxnet.gluon.data.vision.transforms.Resize
mxnet.gluon.data.vision.transforms.RandomFlipLeftRight
mxnet.gluon.data.vision.transforms.RandomFlipTopBottom
mxnet.gluon.data.vision.transforms.RandomBrightness
mxnet.gluon.data.vision.transforms.RandomContrast
mxnet.gluon.data.vision.transforms.RandomSaturation
mxnet.gluon.data.vision.transforms.RandomHue
mxnet.gluon.data.vision.transforms.RandomColorJitter
mxnet.gluon.data.vision.transforms.RandomLighting
model_zoo.vision
mxnet.gluon.model_zoo.vision.get_model
mxnet.gluon.model_zoo.vision.resnet18_v1
mxnet.gluon.model_zoo.vision.resnet34_v1
mxnet.gluon.model_zoo.vision.resnet50_v1
mxnet.gluon.model_zoo.vision.resnet101_v1
mxnet.gluon.model_zoo.vision.resnet152_v1
mxnet.gluon.model_zoo.vision.resnet18_v2
mxnet.gluon.model_zoo.vision.resnet34_v2
mxnet.gluon.model_zoo.vision.resnet50_v2
mxnet.gluon.model_zoo.vision.resnet101_v2
mxnet.gluon.model_zoo.vision.resnet152_v2
mxnet.gluon.model_zoo.vision.ResNetV1
mxnet.gluon.model_zoo.vision.ResNetV2
mxnet.gluon.model_zoo.vision.BasicBlockV1
mxnet.gluon.model_zoo.vision.BasicBlockV2
mxnet.gluon.model_zoo.vision.BottleneckV1
mxnet.gluon.model_zoo.vision.BottleneckV2
mxnet.gluon.model_zoo.vision.get_resnet
mxnet.gluon.model_zoo.vision.vgg11
mxnet.gluon.model_zoo.vision.vgg13
mxnet.gluon.model_zoo.vision.vgg16
mxnet.gluon.model_zoo.vision.vgg19
mxnet.gluon.model_zoo.vision.vgg11_bn
mxnet.gluon.model_zoo.vision.vgg13_bn
mxnet.gluon.model_zoo.vision.vgg16_bn
mxnet.gluon.model_zoo.vision.vgg19_bn
mxnet.gluon.model_zoo.vision.VGG
mxnet.gluon.model_zoo.vision.get_vgg
mxnet.gluon.model_zoo.vision.alexnet
mxnet.gluon.model_zoo.vision.AlexNet
mxnet.gluon.model_zoo.vision.densenet121
mxnet.gluon.model_zoo.vision.densenet161
mxnet.gluon.model_zoo.vision.densenet169
mxnet.gluon.model_zoo.vision.densenet201
mxnet.gluon.model_zoo.vision.DenseNet
mxnet.gluon.model_zoo.vision.squeezenet1_0
mxnet.gluon.model_zoo.vision.squeezenet1_1
mxnet.gluon.model_zoo.vision.SqueezeNet
mxnet.gluon.model_zoo.vision.inception_v3
mxnet.gluon.model_zoo.vision.Inception3
mxnet.gluon.model_zoo.vision.mobilenet1_0
mxnet.gluon.model_zoo.vision.mobilenet0_75
mxnet.gluon.model_zoo.vision.mobilenet0_5
mxnet.gluon.model_zoo.vision.mobilenet0_25
mxnet.gluon.model_zoo.vision.mobilenet_v2_1_0
mxnet.gluon.model_zoo.vision.mobilenet_v2_0_75
mxnet.gluon.model_zoo.vision.mobilenet_v2_0_5
mxnet.gluon.model_zoo.vision.mobilenet_v2_0_25
mxnet.gluon.model_zoo.vision.MobileNet
mxnet.gluon.model_zoo.vision.MobileNetV2
utils
mxnet.gluon.utils.split_data
mxnet.gluon.utils.split_and_load
mxnet.gluon.utils.clip_global_norm
mxnet.gluon.utils.download
mxnet.gluon.utils.check_sha1
Gluon related modules
mxnet.autograd
mxnet.autograd.backward
mxnet.autograd.get_symbol
mxnet.autograd.grad
mxnet.autograd.is_recording
mxnet.autograd.is_training
mxnet.autograd.mark_variables
mxnet.autograd.pause
mxnet.autograd.predict_mode
mxnet.autograd.record
mxnet.autograd.set_recording
mxnet.autograd.set_training
mxnet.autograd.train_mode
mxnet.autograd.Function
mxnet.image
mxnet.image.imdecode
mxnet.image.scale_down
mxnet.image.resize_short
mxnet.image.fixed_crop
mxnet.image.random_crop
mxnet.image.center_crop
mxnet.image.color_normalize
mxnet.image.random_size_crop
mxnet.image.ImageIter
mxnet.image.CreateAugmenter
mxnet.image.Augmenter
mxnet.image.SequentialAug
mxnet.image.RandomOrderAug
mxnet.image.ResizeAug
mxnet.image.ForceResizeAug
mxnet.image.RandomCropAug
mxnet.image.RandomSizedCropAug
mxnet.image.CenterCropAug
mxnet.image.BrightnessJitterAug
mxnet.image.ContrastJitterAug
mxnet.image.SaturationJitterAug
mxnet.image.HueJitterAug
mxnet.image.ColorJitterAug
mxnet.image.LightingAug
mxnet.image.ColorNormalizeAug
mxnet.image.RandomGrayAug
mxnet.image.HorizontalFlipAug
mxnet.image.CastAug
mxnet.image.ImageDetIter
mxnet.image.CreateDetAugmenter
mxnet.image.DetBorrowAug
mxnet.image.DetRandomSelectAug
mxnet.image.DetHorizontalFlipAug
mxnet.image.DetRandomCropAug
mxnet.image.DetRandomPadAug
mxnet.io
mxnet.io.NDArrayIter
mxnet.io.CSVIter
mxnet.io.LibSVMIter
mxnet.io.MNISTIter
mxnet.io.ImageDetRecordIter
mxnet.io.ImageRecordIter
mxnet.io.ImageRecordIter_v1
mxnet.io.ImageRecordUInt8Iter
mxnet.io.ImageRecordUInt8Iter_v1
mxnet.io.DataBatch
mxnet.io.DataDesc
mxnet.io.DataIter
mxnet.io.MXDataIter
mxnet.io.PrefetchingIter
mxnet.io.ResizeIter
mxnet.recordio
mxnet.recordio.MXIndexedRecordIO
mxnet.recordio.MXRecordIO
mxnet.recordio.IRHeader
mxnet.recordio.pack
mxnet.recordio.pack_img
mxnet.recordio.unpack
mxnet.recordio.unpack_img
mxnet.kvstore
create
KVStore
mxnet.kvstore.KVStore.init
mxnet.kvstore.KVStore.pull
mxnet.kvstore.KVStore.push
mxnet.kvstore.KVStore.row_sparse_pull
mxnet.kvstore.KVStore.load_optimizer_states
mxnet.kvstore.KVStore.save_optimizer_states
mxnet.kvstore.KVStore.set_gradient_compression
mxnet.kvstore.KVStore.set_optimizer
mxnet.kvstore.KVStore.num_workers
mxnet.kvstore.KVStore.rank
mxnet.kvstore.KVStore.type
mxnet.optimizer
mxnet.optimizer.AdaDelta
mxnet.optimizer.AdaGrad
mxnet.optimizer.Adam
mxnet.optimizer.Adamax
mxnet.optimizer.DCASGD
mxnet.optimizer.FTML
mxnet.optimizer.Ftrl
mxnet.optimizer.LBSGD
mxnet.optimizer.NAG
mxnet.optimizer.Nadam
mxnet.optimizer.Optimizer
mxnet.optimizer.RMSProp
mxnet.optimizer.SGD
mxnet.optimizer.SGLD
mxnet.optimizer.Signum
mxnet.optimizer.Updater
mxnet.random
mxnet.random.seed
mxnet.profiler
mxnet.profiler.set_config
mxnet.profiler.set_kvstore_handle
mxnet.profiler.set_state
mxnet.profiler.profiler_set_config
mxnet.profiler.profiler_set_state
mxnet.profiler.pause
mxnet.profiler.resume
mxnet.profiler.dump
mxnet.profiler.dump_profile
mxnet.profiler.dumps
mxnet.profiler.Counter
mxnet.profiler.Domain
mxnet.profiler.Event
mxnet.profiler.Frame
mxnet.profiler.Marker
mxnet.profiler.Task
mxnet.context
mxnet.context.cpu
mxnet.context.cpu_pinned
mxnet.context.current_context
mxnet.context.gpu
mxnet.context.num_gpus
mxnet.context.Context
mxnet.initializer
mxnet.initializer.Bilinear
mxnet.initializer.Constant
mxnet.initializer.FusedRNN
mxnet.initializer.InitDesc
mxnet.initializer.Initializer
mxnet.initializer.LSTMBias
mxnet.initializer.Load
mxnet.initializer.MSRAPrelu
mxnet.initializer.Mixed
mxnet.initializer.Normal
mxnet.initializer.One
mxnet.initializer.Orthogonal
mxnet.initializer.Uniform
mxnet.initializer.Xavier
mxnet.initializer.Zero
mxnet.initializer.register
mxnet.lr_scheduler
mxnet.lr_scheduler.LRScheduler
mxnet.lr_scheduler.FactorScheduler
mxnet.lr_scheduler.MultiFactorScheduler
mxnet.lr_scheduler.PolyScheduler
mxnet.lr_scheduler.CosineScheduler
mxnet.metric
mxnet.metric.Accuracy
mxnet.metric.Caffe
mxnet.metric.CompositeEvalMetric
mxnet.metric.CrossEntropy
mxnet.metric.CustomMetric
mxnet.metric.EvalMetric
mxnet.metric.F1
mxnet.metric.Loss
mxnet.metric.MAE
mxnet.metric.MCC
mxnet.metric.MSE
mxnet.metric.NegativeLogLikelihood
mxnet.metric.PearsonCorrelation
mxnet.metric.Perplexity
mxnet.metric.RMSE
mxnet.metric.TopKAccuracy
mxnet.metric.Torch
mxnet.metric.check_label_shapes
mxnet.metric.create
mxnet.metric.np
mxnet.symbol
Symbol
mxnet.symbol.Symbol.__call__
mxnet.symbol.Symbol.__add__
mxnet.symbol.Symbol.__sub__
mxnet.symbol.Symbol.__rsub__
mxnet.symbol.Symbol.__neg__
mxnet.symbol.Symbol.__mul__
mxnet.symbol.Symbol.__div__
mxnet.symbol.Symbol.__rdiv__
mxnet.symbol.Symbol.__mod__
mxnet.symbol.Symbol.__rmod__
mxnet.symbol.Symbol.__pow__
mxnet.symbol.Symbol.sin
mxnet.symbol.Symbol.cos
mxnet.symbol.Symbol.tan
mxnet.symbol.Symbol.arcsin
mxnet.symbol.Symbol.arccos
mxnet.symbol.Symbol.arctan
mxnet.symbol.Symbol.degrees
mxnet.symbol.Symbol.radians
mxnet.symbol.Symbol.sinh
mxnet.symbol.Symbol.cosh
mxnet.symbol.Symbol.tanh
mxnet.symbol.Symbol.arcsinh
mxnet.symbol.Symbol.arccosh
mxnet.symbol.Symbol.arctanh
mxnet.symbol.Symbol.exp
mxnet.symbol.Symbol.expm1
mxnet.symbol.Symbol.log
mxnet.symbol.Symbol.log10
mxnet.symbol.Symbol.log2
mxnet.symbol.Symbol.log1p
mxnet.symbol.Symbol.sqrt
mxnet.symbol.Symbol.rsqrt
mxnet.symbol.Symbol.cbrt
mxnet.symbol.Symbol.rcbrt
mxnet.symbol.Symbol.square
mxnet.symbol.Symbol.relu
mxnet.symbol.Symbol.sigmoid
mxnet.symbol.Symbol.softmax
mxnet.symbol.Symbol.log_softmax
mxnet.symbol.Symbol.__lt__
mxnet.symbol.Symbol.__le__
mxnet.symbol.Symbol.__gt__
mxnet.symbol.Symbol.__ge__
mxnet.symbol.Symbol.__eq__
mxnet.symbol.Symbol.__ne__
mxnet.symbol.Symbol.zeros_like
mxnet.symbol.Symbol.ones_like
mxnet.symbol.Symbol.diag
mxnet.symbol.Symbol.astype
mxnet.symbol.Symbol.shape_array
mxnet.symbol.Symbol.size_array
mxnet.symbol.Symbol.reshape
mxnet.symbol.Symbol.reshape_like
mxnet.symbol.Symbol.flatten
mxnet.symbol.Symbol.expand_dims
mxnet.symbol.Symbol.broadcast_to
mxnet.symbol.Symbol.broadcast_axes
mxnet.symbol.Symbol.broadcast_like
mxnet.symbol.Symbol.tile
mxnet.symbol.Symbol.pad
mxnet.symbol.Symbol.transpose
mxnet.symbol.Symbol.swapaxes
mxnet.symbol.Symbol.flip
mxnet.symbol.Symbol.depth_to_space
mxnet.symbol.Symbol.space_to_depth
mxnet.symbol.Symbol.sum
mxnet.symbol.Symbol.nansum
mxnet.symbol.Symbol.prod
mxnet.symbol.Symbol.nanprod
mxnet.symbol.Symbol.mean
mxnet.symbol.Symbol.max
mxnet.symbol.Symbol.min
mxnet.symbol.Symbol.norm
mxnet.symbol.Symbol.round
mxnet.symbol.Symbol.rint
mxnet.symbol.Symbol.fix
mxnet.symbol.Symbol.floor
mxnet.symbol.Symbol.ceil
mxnet.symbol.Symbol.trunc
mxnet.symbol.Symbol.sort
mxnet.symbol.Symbol.argsort
mxnet.symbol.Symbol.topk
mxnet.symbol.Symbol.argmax
mxnet.symbol.Symbol.argmin
mxnet.symbol.Symbol.argmax_channel
mxnet.symbol.Symbol.name
mxnet.symbol.Symbol.list_arguments
mxnet.symbol.Symbol.list_outputs
mxnet.symbol.Symbol.list_auxiliary_states
mxnet.symbol.Symbol.list_attr
mxnet.symbol.Symbol.attr
mxnet.symbol.Symbol.attr_dict
mxnet.symbol.Symbol.slice
mxnet.symbol.Symbol.slice_axis
mxnet.symbol.Symbol.slice_like
mxnet.symbol.Symbol.take
mxnet.symbol.Symbol.one_hot
mxnet.symbol.Symbol.pick
mxnet.symbol.Symbol.__getitem__
mxnet.symbol.Symbol.__iter__
mxnet.symbol.Symbol.get_internals
mxnet.symbol.Symbol.get_children
mxnet.symbol.Symbol.infer_type
mxnet.symbol.Symbol.infer_shape
mxnet.symbol.Symbol.infer_shape_partial
mxnet.symbol.Symbol.bind
mxnet.symbol.Symbol.simple_bind
mxnet.symbol.Symbol.save
mxnet.symbol.Symbol.tojson
mxnet.symbol.Symbol.debug_str
mxnet.symbol.Symbol.clip
mxnet.symbol.Symbol.sign
Symbol related modules
mxnet.callback
mxnet.callback.do_checkpoint
mxnet.callback.log_train_metric
mxnet.callback.module_checkpoint
mxnet.callback.LogValidationMetricsCallback
mxnet.callback.ProgressBar
mxnet.callback.Speedometer
mxnet.module
mxnet.module.BaseModule
mxnet.module.BucketingModule
mxnet.module.Module
mxnet.module.PythonLossModule
mxnet.module.PythonModule
mxnet.module.SequentialModule
mxnet.monitor
mxnet.monitor.Monitor
mxnet.visualization
mxnet.visualization.plot_network
mxnet.visualization.print_summary
Advanced modules
mxnet.executor
mxnet.executor.Executor
mxnet.kvstore_server
mxnet.kvstore_server.KVStoreServer
mxnet.engine
mxnet.engine.bulk
mxnet.engine.set_bulk_size
mxnet.executor_manager
mxnet.executor_manager.DataParallelExecutorGroup
mxnet.executor_manager.DataParallelExecutorManager
mxnet.rtc
mxnet.rtc.CudaKernel
mxnet.rtc.CudaModule
mxnet.test_utils
mxnet.test_utils.almost_equal
mxnet.test_utils.almost_equal_ignore_nan
mxnet.test_utils.assert_almost_equal
mxnet.test_utils.assert_almost_equal_ignore_nan
mxnet.test_utils.assert_exception
mxnet.test_utils.assign_each
mxnet.test_utils.assign_each2
mxnet.test_utils.check_consistency
mxnet.test_utils.check_numeric_gradient
mxnet.test_utils.check_speed
mxnet.test_utils.check_symbolic_backward
mxnet.test_utils.check_symbolic_forward
mxnet.test_utils.chi_square_check
mxnet.test_utils.create_sparse_array
mxnet.test_utils.create_sparse_array_zd
mxnet.test_utils.default_context
mxnet.test_utils.default_dtype
mxnet.test_utils.discard_stderr
mxnet.test_utils.download
mxnet.test_utils.find_max_violation
mxnet.test_utils.gen_buckets_probs_with_ppf
mxnet.test_utils.get_atol
mxnet.test_utils.get_bz2_data
mxnet.test_utils.get_cifar10
mxnet.test_utils.get_im2rec_path
mxnet.test_utils.get_mnist
mxnet.test_utils.get_mnist_iterator
mxnet.test_utils.get_mnist_pkl
mxnet.test_utils.get_mnist_ubyte
mxnet.test_utils.get_rtol
mxnet.test_utils.get_zip_data
mxnet.test_utils.list_gpus
mxnet.test_utils.mean_check
mxnet.test_utils.np_reduce
mxnet.test_utils.numeric_grad
mxnet.test_utils.rand_ndarray
mxnet.test_utils.rand_shape_2d
mxnet.test_utils.rand_shape_3d
mxnet.test_utils.rand_shape_nd
mxnet.test_utils.rand_sparse_ndarray
mxnet.test_utils.random_arrays
mxnet.test_utils.random_sample
mxnet.test_utils.retry
mxnet.test_utils.same
mxnet.test_utils.same_array
mxnet.test_utils.set_default_context
mxnet.test_utils.set_env_var
mxnet.test_utils.shuffle_csr_column_indices
mxnet.test_utils.simple_forward
mxnet.test_utils.var_check
mxnet.test_utils.verify_generator
mxnet.util
mxnet.util.makedirs
Table Of Contents
Install
Guide
Getting Started
Crash Course
Manipulate data with
ndarray
Create a neural network
Automatic differentiation with
autograd
Train the neural network
Predict with a pre-trained model
Use GPUs
Moving to MXNet from Other Frameworks
PyTorch vs Apache MXNet
Packages
Gluon
How to write a custom layer in Apache MxNet Gluon API
Data
Image Augmentation
Methods of applying data augmentation (Gluon API)
Layers and Blocks
Normalization Blocks
Activation Blocks
Loss functions
Custom Loss Blocks
Initialization
Parameter Management
Trainer
Naming of Gluon Parameter and Blocks
Custom Layers
Creating custom operators with numpy
Hybridize
Image Tutorials
Handwritten Digit Recognition
Using pre-trained models in MXNet
Text Tutorials
Language Model
NDArray
Manipulating Data with
ndarray
Sparse NDArray
Symbol
Symbol - Neural network graphs
Iterators - Loading data
Automatic Differentiation
ONNX
Exporting MXNet Models to the ONNX Format
Performance
Compression
Mixed precision training using float16
Gradient Compression
Deploy with int-8
Accelerated Backend Tools
Accelerated GPU Inference with NVIDIA TensorRT
Deployment
Export
Inference
Run on AWS
Run on an EC2 Instance
Run on Amazon SageMaker
Customization
How to Write a Custom Layer in the Apache MxNet Gluon API
Creating MXNet Custom Operators with Numpy
How to Create New MXNet Operators (Layers)
API
mxnet.ndarray
NDArray
mxnet.ndarray.NDArray.context
mxnet.ndarray.NDArray.dtype
mxnet.ndarray.NDArray.grad
mxnet.ndarray.NDArray.handle
mxnet.ndarray.NDArray.ndim
mxnet.ndarray.NDArray.shape
mxnet.ndarray.NDArray.size
mxnet.ndarray.NDArray.stype
mxnet.ndarray.NDArray.writable
mxnet.ndarray.NDArray.ones_like
mxnet.ndarray.NDArray.zeros_like
mxnet.ndarray.NDArray.as_in_context
mxnet.ndarray.NDArray.asnumpy
mxnet.ndarray.NDArray.asscalar
mxnet.ndarray.NDArray.astype
mxnet.ndarray.NDArray.copy
mxnet.ndarray.NDArray.copyto
mxnet.ndarray.NDArray.tostype
mxnet.ndarray.NDArray.diag
mxnet.ndarray.NDArray.expand_dims
mxnet.ndarray.NDArray.flatten
mxnet.ndarray.NDArray.reshape
mxnet.ndarray.NDArray.reshape_like
mxnet.ndarray.NDArray.shape_array
mxnet.ndarray.NDArray.size_array
mxnet.ndarray.NDArray.split
mxnet.ndarray.NDArray.broadcast_to
mxnet.ndarray.NDArray.broadcast_axes
mxnet.ndarray.NDArray.broadcast_like
mxnet.ndarray.NDArray.pad
mxnet.ndarray.NDArray.repeat
mxnet.ndarray.NDArray.tile
mxnet.ndarray.NDArray.depth_to_space
mxnet.ndarray.NDArray.flip
mxnet.ndarray.NDArray.swapaxes
mxnet.ndarray.NDArray.space_to_depth
mxnet.ndarray.NDArray.T
mxnet.ndarray.NDArray.transpose
mxnet.ndarray.NDArray.argmax
mxnet.ndarray.NDArray.argmax_channel
mxnet.ndarray.NDArray.argmin
mxnet.ndarray.NDArray.argsort
mxnet.ndarray.NDArray.sort
mxnet.ndarray.NDArray.topk
mxnet.ndarray.NDArray.__getitem__
mxnet.ndarray.NDArray.__setitem__
mxnet.ndarray.NDArray.one_hot
mxnet.ndarray.NDArray.pick
mxnet.ndarray.NDArray.slice
mxnet.ndarray.NDArray.slice_axis
mxnet.ndarray.NDArray.slice_like
mxnet.ndarray.NDArray.take
mxnet.ndarray.NDArray.wait_to_read
mxnet.ndarray.NDArray.__add__
mxnet.ndarray.NDArray.__div__
mxnet.ndarray.NDArray.__neg__
mxnet.ndarray.NDArray.__mod__
mxnet.ndarray.NDArray.__mul__
mxnet.ndarray.NDArray.__pow__
mxnet.ndarray.NDArray.__rdiv__
mxnet.ndarray.NDArray.__rmod__
mxnet.ndarray.NDArray.__rsub__
mxnet.ndarray.NDArray.__sub__
mxnet.ndarray.NDArray.ceil
mxnet.ndarray.NDArray.fix
mxnet.ndarray.NDArray.floor
mxnet.ndarray.NDArray.rint
mxnet.ndarray.NDArray.round
mxnet.ndarray.NDArray.trunc
mxnet.ndarray.NDArray.max
mxnet.ndarray.NDArray.mean
mxnet.ndarray.NDArray.min
mxnet.ndarray.NDArray.nanprod
mxnet.ndarray.NDArray.nansum
mxnet.ndarray.NDArray.norm
mxnet.ndarray.NDArray.prod
mxnet.ndarray.NDArray.sum
mxnet.ndarray.NDArray.__iadd__
mxnet.ndarray.NDArray.__idiv__
mxnet.ndarray.NDArray.__imod__
mxnet.ndarray.NDArray.__imul__
mxnet.ndarray.NDArray.__isub__
mxnet.ndarray.NDArray.__eq__
mxnet.ndarray.NDArray.__ge__
mxnet.ndarray.NDArray.__gt__
mxnet.ndarray.NDArray.__le__
mxnet.ndarray.NDArray.__lt__
mxnet.ndarray.NDArray.__ne__
mxnet.ndarray.NDArray.arccos
mxnet.ndarray.NDArray.arcsin
mxnet.ndarray.NDArray.arctan
mxnet.ndarray.NDArray.cos
mxnet.ndarray.NDArray.degrees
mxnet.ndarray.NDArray.radians
mxnet.ndarray.NDArray.sin
mxnet.ndarray.NDArray.tan
mxnet.ndarray.NDArray.arccosh
mxnet.ndarray.NDArray.arcsinh
mxnet.ndarray.NDArray.arctanh
mxnet.ndarray.NDArray.cosh
mxnet.ndarray.NDArray.sinh
mxnet.ndarray.NDArray.tanh
mxnet.ndarray.NDArray.exp
mxnet.ndarray.NDArray.expm1
mxnet.ndarray.NDArray.log
mxnet.ndarray.NDArray.log1p
mxnet.ndarray.NDArray.log10
mxnet.ndarray.NDArray.log2
mxnet.ndarray.NDArray.cbrt
mxnet.ndarray.NDArray.rcbrt
mxnet.ndarray.NDArray.reciprocal
mxnet.ndarray.NDArray.rsqrt
mxnet.ndarray.NDArray.square
mxnet.ndarray.NDArray.sqrt
mxnet.ndarray.NDArray.clip
mxnet.ndarray.NDArray.sign
mxnet.ndarray.NDArray.log_softmax
mxnet.ndarray.NDArray.relu
mxnet.ndarray.NDArray.sigmoid
mxnet.ndarray.NDArray.softmax
Routines
mxnet.ndarray.arange
mxnet.ndarray.array
mxnet.ndarray.diag
mxnet.ndarray.empty
mxnet.ndarray.full
mxnet.ndarray.load
mxnet.ndarray.ones
mxnet.ndarray.ones_like
mxnet.ndarray.save
mxnet.ndarray.zeros
mxnet.ndarray.zeros_like
mxnet.ndarray.cast
mxnet.ndarray.flatten
mxnet.ndarray.expand_dims
mxnet.ndarray.reshape
mxnet.ndarray.reshape_like
mxnet.ndarray.shape_array
mxnet.ndarray.size_array
mxnet.ndarray.broadcast_axes
mxnet.ndarray.broadcast_like
mxnet.ndarray.broadcast_to
mxnet.ndarray.pad
mxnet.ndarray.repeat
mxnet.ndarray.tile
mxnet.ndarray.depth_to_space
mxnet.ndarray.flip
mxnet.ndarray.space_to_depth
mxnet.ndarray.swapaxes
mxnet.ndarray.transpose
mxnet.ndarray.concat
mxnet.ndarray.split
mxnet.ndarray.stack
mxnet.ndarray.batch_take
mxnet.ndarray.one_hot
mxnet.ndarray.pick
mxnet.ndarray.ravel_multi_index
mxnet.ndarray.slice
mxnet.ndarray.slice_axis
mxnet.ndarray.slice_like
mxnet.ndarray.take
mxnet.ndarray.unravel_index
mxnet.ndarray.where
mxnet.ndarray.SequenceLast
mxnet.ndarray.SequenceMask
mxnet.ndarray.SequenceReverse
mxnet.ndarray.add
mxnet.ndarray.add_n
mxnet.ndarray.batch_dot
mxnet.ndarray.divide
mxnet.ndarray.dot
mxnet.ndarray.modulo
mxnet.ndarray.multiply
mxnet.ndarray.negative
mxnet.ndarray.subtract
mxnet.ndarray.arccos
mxnet.ndarray.arcsin
mxnet.ndarray.arctan
mxnet.ndarray.broadcast_hypot
mxnet.ndarray.degrees
mxnet.ndarray.cos
mxnet.ndarray.radians
mxnet.ndarray.sin
mxnet.ndarray.tan
mxnet.ndarray.arcsinh
mxnet.ndarray.arccosh
mxnet.ndarray.arctanh
mxnet.ndarray.cosh
mxnet.ndarray.sinh
mxnet.ndarray.tanh
mxnet.ndarray.max
mxnet.ndarray.min
mxnet.ndarray.mean
mxnet.ndarray.nanprod
mxnet.ndarray.nansum
mxnet.ndarray.norm
mxnet.ndarray.prod
mxnet.ndarray.sum
mxnet.ndarray.ceil
mxnet.ndarray.fix
mxnet.ndarray.floor
mxnet.ndarray.round
mxnet.ndarray.rint
mxnet.ndarray.trunc
mxnet.ndarray.exp
mxnet.ndarray.expm1
mxnet.ndarray.log
mxnet.ndarray.log1p
mxnet.ndarray.log10
mxnet.ndarray.log2
mxnet.ndarray.cbrt
mxnet.ndarray.power
mxnet.ndarray.rcbrt
mxnet.ndarray.reciprocal
mxnet.ndarray.rsqrt
mxnet.ndarray.square
mxnet.ndarray.sqrt
mxnet.ndarray.equal
mxnet.ndarray.greater
mxnet.ndarray.greater_equal
mxnet.ndarray.lesser
mxnet.ndarray.lesser_equal
mxnet.ndarray.not_equal
mxnet.ndarray.logical_and
mxnet.ndarray.logical_not
mxnet.ndarray.logical_or
mxnet.ndarray.logical_xor
mxnet.ndarray.argmax
mxnet.ndarray.argmin
mxnet.ndarray.argsort
mxnet.ndarray.sort
mxnet.ndarray.topk
mxnet.ndarray.random.exponential
mxnet.ndarray.random.gamma
mxnet.ndarray.random.generalized_negative_binomial
mxnet.ndarray.random.multinomial
mxnet.ndarray.random.negative_binomial
mxnet.ndarray.random.normal
mxnet.ndarray.random.poisson
mxnet.ndarray.random.randint
mxnet.ndarray.random.randn
mxnet.ndarray.random.shuffle
mxnet.ndarray.random.uniform
mxnet.ndarray.linalg.gelqf
mxnet.ndarray.linalg.gemm
mxnet.ndarray.linalg.gemm2
mxnet.ndarray.linalg.potrf
mxnet.ndarray.linalg.potri
mxnet.ndarray.linalg.sumlogdiag
mxnet.ndarray.linalg.syevd
mxnet.ndarray.linalg.syrk
mxnet.ndarray.linalg.trmm
mxnet.ndarray.linalg.trsm
mxnet.ndarray.abs
mxnet.ndarray.clip
mxnet.ndarray.gamma
mxnet.ndarray.gammaln
mxnet.ndarray.maximum
mxnet.ndarray.minimum
mxnet.ndarray.sign
mxnet.ndarray.Activation
mxnet.ndarray.BatchNorm
mxnet.ndarray.BilinearSampler
mxnet.ndarray.BlockGrad
mxnet.ndarray.Convolution
mxnet.ndarray.Correlation
mxnet.ndarray.Custom
mxnet.ndarray.Deconvolution
mxnet.ndarray.Dropout
mxnet.ndarray.Embedding
mxnet.ndarray.FullyConnected
mxnet.ndarray.GridGenerator
mxnet.ndarray.IdentityAttachKLSparseReg
mxnet.ndarray.InstanceNorm
mxnet.ndarray.L2Normalization
mxnet.ndarray.LayerNorm
mxnet.ndarray.LeakyReLU
mxnet.ndarray.LinearRegressionOutput
mxnet.ndarray.log_softmax
mxnet.ndarray.LogisticRegressionOutput
mxnet.ndarray.LRN
mxnet.ndarray.MAERegressionOutput
mxnet.ndarray.MakeLoss
mxnet.ndarray.Pooling
mxnet.ndarray.relu
mxnet.ndarray.ROIPooling
mxnet.ndarray.RNN
mxnet.ndarray.sigmoid
mxnet.ndarray.smooth_l1
mxnet.ndarray.softmax
mxnet.ndarray.softmax_cross_entropy
mxnet.ndarray.SoftmaxOutput
mxnet.ndarray.SoftmaxActivation
mxnet.ndarray.SpatialTransformer
mxnet.ndarray.SVMOutput
mxnet.ndarray.UpSampling
mxnet.ndarray.contrib.count_sketch
mxnet.ndarray.contrib.getnnz
mxnet.ndarray.contrib.index_copy
mxnet.ndarray.contrib.fft
mxnet.ndarray.contrib.ifft
mxnet.ndarray.contrib.dequantize
mxnet.ndarray.contrib.quantize
mxnet.ndarray.contrib.AdaptiveAvgPooling2D
mxnet.ndarray.contrib.BilinearResize2D
mxnet.ndarray.contrib.ctc_loss
mxnet.ndarray.contrib.DeformableConvolution
mxnet.ndarray.contrib.DeformablePSROIPooling
mxnet.ndarray.contrib.MultiBoxDetection
mxnet.ndarray.contrib.MultiBoxPrior
mxnet.ndarray.contrib.MultiBoxTarget
mxnet.ndarray.contrib.MultiProposal
mxnet.ndarray.contrib.Proposal
mxnet.ndarray.contrib.PSROIPooling
mxnet.ndarray.contrib.ROIAlign
mxnet.ndarray.contrib.cond
mxnet.ndarray.contrib.foreach
mxnet.ndarray.contrib.while_loop
CSRNDArray
mxnet.ndarray.sparse.CSRNDArray.context
mxnet.ndarray.sparse.CSRNDArray.data
mxnet.ndarray.sparse.CSRNDArray.dtype
mxnet.ndarray.sparse.CSRNDArray.indices
mxnet.ndarray.sparse.CSRNDArray.indptr
mxnet.ndarray.sparse.CSRNDArray.shape
mxnet.ndarray.sparse.CSRNDArray.stype
mxnet.ndarray.sparse.CSRNDArray.zeros_like
mxnet.ndarray.sparse.CSRNDArray.as_in_context
mxnet.ndarray.sparse.CSRNDArray.asnumpy
mxnet.ndarray.sparse.CSRNDArray.asscalar
mxnet.ndarray.sparse.CSRNDArray.asscipy
mxnet.ndarray.sparse.CSRNDArray.astype
mxnet.ndarray.sparse.CSRNDArray.copy
mxnet.ndarray.sparse.CSRNDArray.copyto
mxnet.ndarray.sparse.CSRNDArray.tostype
mxnet.ndarray.sparse.CSRNDArray.check_format
mxnet.ndarray.sparse.CSRNDArray.mean
mxnet.ndarray.sparse.CSRNDArray.norm
mxnet.ndarray.sparse.CSRNDArray.sum
mxnet.ndarray.sparse.CSRNDArray.__getitem__
mxnet.ndarray.sparse.CSRNDArray.__setitem__
mxnet.ndarray.sparse.CSRNDArray.slice
mxnet.ndarray.sparse.concat
mxnet.ndarray.sparse.CSRNDArray.wait_to_read
mxnet.ndarray.sparse.CSRNDArray.ceil
mxnet.ndarray.sparse.CSRNDArray.fix
mxnet.ndarray.sparse.CSRNDArray.floor
mxnet.ndarray.sparse.CSRNDArray.round
mxnet.ndarray.sparse.CSRNDArray.rint
mxnet.ndarray.sparse.CSRNDArray.trunc
mxnet.ndarray.sparse.CSRNDArray.arcsin
mxnet.ndarray.sparse.CSRNDArray.arctan
mxnet.ndarray.sparse.CSRNDArray.degrees
mxnet.ndarray.sparse.CSRNDArray.radians
mxnet.ndarray.sparse.CSRNDArray.sin
mxnet.ndarray.sparse.CSRNDArray.tan
mxnet.ndarray.sparse.CSRNDArray.arcsinh
mxnet.ndarray.sparse.CSRNDArray.arctanh
mxnet.ndarray.sparse.CSRNDArray.sinh
mxnet.ndarray.sparse.CSRNDArray.tanh
mxnet.ndarray.sparse.CSRNDArray.expm1
mxnet.ndarray.sparse.CSRNDArray.log1p
mxnet.ndarray.sparse.CSRNDArray.sqrt
mxnet.ndarray.sparse.CSRNDArray.square
mxnet.ndarray.sparse.CSRNDArray.abs
mxnet.ndarray.sparse.CSRNDArray.clip
mxnet.ndarray.sparse.CSRNDArray.sign
RowSparseNDArray
mxnet.ndarray.sparse.RowSparseNDArray.context
mxnet.ndarray.sparse.RowSparseNDArray.data
mxnet.ndarray.sparse.RowSparseNDArray.dtype
mxnet.ndarray.sparse.RowSparseNDArray.indices
mxnet.ndarray.sparse.RowSparseNDArray.shape
mxnet.ndarray.sparse.RowSparseNDArray.stype
mxnet.ndarray.sparse.RowSparseNDArray.as_in_context
mxnet.ndarray.sparse.RowSparseNDArray.asnumpy
mxnet.ndarray.sparse.RowSparseNDArray.asscalar
mxnet.ndarray.sparse.RowSparseNDArray.astype
mxnet.ndarray.sparse.RowSparseNDArray.copy
mxnet.ndarray.sparse.RowSparseNDArray.copyto
mxnet.ndarray.sparse.RowSparseNDArray.tostype
mxnet.ndarray.sparse.RowSparseNDArray.check_format
mxnet.ndarray.sparse.RowSparseNDArray.zeros_like
mxnet.ndarray.sparse.RowSparseNDArray.norm
mxnet.ndarray.sparse.RowSparseNDArray.ceil
mxnet.ndarray.sparse.RowSparseNDArray.fix
mxnet.ndarray.sparse.RowSparseNDArray.floor
mxnet.ndarray.sparse.RowSparseNDArray.rint
mxnet.ndarray.sparse.RowSparseNDArray.round
mxnet.ndarray.sparse.RowSparseNDArray.trunc
mxnet.ndarray.sparse.RowSparseNDArray.arcsin
mxnet.ndarray.sparse.RowSparseNDArray.arctan
mxnet.ndarray.sparse.RowSparseNDArray.degrees
mxnet.ndarray.sparse.RowSparseNDArray.radians
mxnet.ndarray.sparse.RowSparseNDArray.sin
mxnet.ndarray.sparse.RowSparseNDArray.tan
mxnet.ndarray.sparse.RowSparseNDArray.arcsinh
mxnet.ndarray.sparse.RowSparseNDArray.arctanh
mxnet.ndarray.sparse.RowSparseNDArray.sinh
mxnet.ndarray.sparse.RowSparseNDArray.tanh
mxnet.ndarray.sparse.RowSparseNDArray.expm1
mxnet.ndarray.sparse.RowSparseNDArray.log1p
mxnet.ndarray.sparse.RowSparseNDArray.sqrt
mxnet.ndarray.sparse.RowSparseNDArray.square
mxnet.ndarray.sparse.RowSparseNDArray.__getitem__
mxnet.ndarray.sparse.RowSparseNDArray.__setitem__
mxnet.ndarray.sparse.RowSparseNDArray.retain
mxnet.ndarray.sparse.RowSparseNDArray.wait_to_read
mxnet.ndarray.sparse.RowSparseNDArray.abs
mxnet.ndarray.sparse.RowSparseNDArray.clip
mxnet.ndarray.sparse.RowSparseNDArray.sign
Sparse routines
mxnet.ndarray.sparse.array
mxnet.ndarray.sparse.csr_matrix
mxnet.ndarray.sparse.empty
mxnet.ndarray.sparse.row_sparse_array
mxnet.ndarray.sparse.zeros
mxnet.ndarray.sparse.zeros_like
mxnet.ndarray.sparse.cast_storage
mxnet.ndarray.sparse.retain
mxnet.ndarray.sparse.slice
mxnet.ndarray.sparse.where
mxnet.ndarray.sparse.add_n
mxnet.ndarray.sparse.broadcast_add
mxnet.ndarray.sparse.broadcast_div
mxnet.ndarray.sparse.broadcast_mul
mxnet.ndarray.sparse.broadcast_sub
mxnet.ndarray.sparse.dot
mxnet.ndarray.sparse.elemwise_add
mxnet.ndarray.sparse.elemwise_mul
mxnet.ndarray.sparse.elemwise_sub
mxnet.ndarray.sparse.negative
mxnet.ndarray.sparse.arcsin
mxnet.ndarray.sparse.arctan
mxnet.ndarray.sparse.degrees
mxnet.ndarray.sparse.radians
mxnet.ndarray.sparse.sin
mxnet.ndarray.sparse.tan
mxnet.ndarray.sparse.arcsinh
mxnet.ndarray.sparse.arctanh
mxnet.ndarray.sparse.sinh
mxnet.ndarray.sparse.tanh
mxnet.ndarray.sparse.mean
mxnet.ndarray.sparse.norm
mxnet.ndarray.sparse.sum
mxnet.ndarray.sparse.ceil
mxnet.ndarray.sparse.fix
mxnet.ndarray.sparse.floor
mxnet.ndarray.sparse.rint
mxnet.ndarray.sparse.round
mxnet.ndarray.sparse.trunc
mxnet.ndarray.sparse.expm1
mxnet.ndarray.sparse.log1p
mxnet.ndarray.sparse.sqrt
mxnet.ndarray.sparse.square
mxnet.ndarray.sparse.abs
mxnet.ndarray.sparse.sign
mxnet.ndarray.sparse.adam_update
mxnet.ndarray.sparse.adagrad_update
mxnet.ndarray.sparse.sgd_mom_update
mxnet.ndarray.sparse.sgd_update
mxnet.ndarray.sparse.Embedding
mxnet.ndarray.sparse.LinearRegressionOutput
mxnet.ndarray.sparse.LogisticRegressionOutput
mxnet.ndarray.sparse.make_loss
mxnet.ndarray.sparse.stop_gradient
mxnet.gluon
nn and contrib.nn
Block
mxnet.gluon.nn.Block.initialize
mxnet.gluon.nn.Block.save_parameters
mxnet.gluon.nn.Block.load_parameters
mxnet.gluon.nn.Block.collect_params
mxnet.gluon.nn.Block.cast
mxnet.gluon.nn.Block.apply
mxnet.gluon.nn.Block.forward
mxnet.gluon.nn.Block.summary
mxnet.gluon.nn.Block.name_scope
mxnet.gluon.nn.Block.register_child
mxnet.gluon.nn.Block.register_forward_hook
mxnet.gluon.nn.Block.register_forward_pre_hook
mxnet.gluon.nn.Block.save_params
mxnet.gluon.nn.Block.load_params
HybridBlock
SymbolBlock
mxnet.gluon.nn.Sequential
mxnet.gluon.nn.HybridSequential
mxnet.gluon.contrib.nn.Concurrent
mxnet.gluon.contrib.nn.HybridConcurrent
mxnet.gluon.nn.Dense
mxnet.gluon.nn.Activation
mxnet.gluon.nn.Dropout
mxnet.gluon.nn.Flatten
mxnet.gluon.nn.Lambda
mxnet.gluon.nn.HybridLambda
mxnet.gluon.nn.Conv1D
mxnet.gluon.nn.Conv2D
mxnet.gluon.nn.Conv3D
mxnet.gluon.nn.Conv1DTranspose
mxnet.gluon.nn.Conv2DTranspose
mxnet.gluon.nn.Conv3DTranspose
mxnet.gluon.nn.MaxPool1D
mxnet.gluon.nn.MaxPool2D
mxnet.gluon.nn.MaxPool3D
mxnet.gluon.nn.AvgPool1D
mxnet.gluon.nn.AvgPool2D
mxnet.gluon.nn.AvgPool3D
mxnet.gluon.nn.GlobalMaxPool1D
mxnet.gluon.nn.GlobalMaxPool2D
mxnet.gluon.nn.GlobalMaxPool3D
mxnet.gluon.nn.GlobalAvgPool1D
mxnet.gluon.nn.GlobalAvgPool2D
mxnet.gluon.nn.GlobalAvgPool3D
mxnet.gluon.nn.ReflectionPad2D
mxnet.gluon.nn.BatchNorm
mxnet.gluon.nn.InstanceNorm
mxnet.gluon.nn.LayerNorm
mxnet.gluon.contrib.nn.SyncBatchNorm
mxnet.gluon.nn.Embedding
mxnet.gluon.contrib.nn.SparseEmbedding
mxnet.gluon.nn.LeakyReLU
mxnet.gluon.nn.PReLU
mxnet.gluon.nn.ELU
mxnet.gluon.nn.SELU
mxnet.gluon.nn.Swish
rnn and contrib.rnn
mxnet.gluon.rnn.LSTMCell
mxnet.gluon.rnn.GRUCell
mxnet.gluon.rnn.RecurrentCell
mxnet.gluon.rnn.SequentialRNNCell
mxnet.gluon.rnn.BidirectionalCell
mxnet.gluon.rnn.DropoutCell
mxnet.gluon.rnn.ZoneoutCell
mxnet.gluon.rnn.ResidualCell
mxnet.gluon.contrib.rnn.Conv1DRNNCell
mxnet.gluon.contrib.rnn.Conv2DRNNCell
mxnet.gluon.contrib.rnn.Conv3DRNNCell
mxnet.gluon.contrib.rnn.Conv1DLSTMCell
mxnet.gluon.contrib.rnn.Conv2DLSTMCell
mxnet.gluon.contrib.rnn.Conv3DLSTMCell
mxnet.gluon.contrib.rnn.Conv1DGRUCell
mxnet.gluon.contrib.rnn.Conv2DGRUCell
mxnet.gluon.contrib.rnn.Conv3DGRUCell
mxnet.gluon.contrib.rnn.VariationalDropoutCell
mxnet.gluon.contrib.rnn.LSTMPCell
mxnet.gluon.rnn.RNN
mxnet.gluon.rnn.LSTM
mxnet.gluon.rnn.GRU
loss
mxnet.gluon.loss.Loss
mxnet.gluon.loss.L2Loss
mxnet.gluon.loss.L1Loss
mxnet.gluon.loss.SigmoidBinaryCrossEntropyLoss
mxnet.gluon.loss.SoftmaxCrossEntropyLoss
mxnet.gluon.loss.KLDivLoss
mxnet.gluon.loss.HuberLoss
mxnet.gluon.loss.HingeLoss
mxnet.gluon.loss.SquaredHingeLoss
mxnet.gluon.loss.LogisticLoss
mxnet.gluon.loss.TripletLoss
mxnet.gluon.loss.CTCLoss
Parameter
mxnet.gluon.Parameter.initialize
mxnet.gluon.Parameter.data
mxnet.gluon.Parameter.list_data
mxnet.gluon.Parameter.list_row_sparse_data
mxnet.gluon.Parameter.row_sparse_data
mxnet.gluon.Parameter.set_data
mxnet.gluon.Parameter.shape
mxnet.gluon.Parameter.grad
mxnet.gluon.Parameter.list_grad
mxnet.gluon.Parameter.zero_grad
mxnet.gluon.Parameter.grad_req
mxnet.gluon.Parameter.cast
mxnet.gluon.Parameter.list_ctx
mxnet.gluon.Parameter.reset_ctx
mxnet.gluon.Parameter.var
Trainer
mxnet.gluon.Trainer.step
mxnet.gluon.Trainer.allreduce_grads
mxnet.gluon.Trainer.update
mxnet.gluon.Trainer.load_states
mxnet.gluon.Trainer.save_states
mxnet.gluon.Trainer.learning_rate
mxnet.gluon.Trainer.set_learning_rate
data
mxnet.gluon.data.Dataset
mxnet.gluon.data.ArrayDataset
mxnet.gluon.data.RecordFileDataset
mxnet.gluon.data.Sampler
mxnet.gluon.data.SequentialSampler
mxnet.gluon.data.RandomSampler
mxnet.gluon.data.BatchSampler
mxnet.gluon.data.DataLoader
data.vision
mxnet.gluon.data.vision.datasets.MNIST
mxnet.gluon.data.vision.datasets.FashionMNIST
mxnet.gluon.data.vision.datasets.CIFAR10
mxnet.gluon.data.vision.datasets.CIFAR100
mxnet.gluon.data.vision.datasets.ImageRecordDataset
mxnet.gluon.data.vision.datasets.ImageFolderDataset
mxnet.gluon.data.vision.transforms.Compose
mxnet.gluon.data.vision.transforms.Cast
mxnet.gluon.data.vision.transforms.ToTensor
mxnet.gluon.data.vision.transforms.Normalize
mxnet.gluon.data.vision.transforms.RandomResizedCrop
mxnet.gluon.data.vision.transforms.CenterCrop
mxnet.gluon.data.vision.transforms.Resize
mxnet.gluon.data.vision.transforms.RandomFlipLeftRight
mxnet.gluon.data.vision.transforms.RandomFlipTopBottom
mxnet.gluon.data.vision.transforms.RandomBrightness
mxnet.gluon.data.vision.transforms.RandomContrast
mxnet.gluon.data.vision.transforms.RandomSaturation
mxnet.gluon.data.vision.transforms.RandomHue
mxnet.gluon.data.vision.transforms.RandomColorJitter
mxnet.gluon.data.vision.transforms.RandomLighting
model_zoo.vision
mxnet.gluon.model_zoo.vision.get_model
mxnet.gluon.model_zoo.vision.resnet18_v1
mxnet.gluon.model_zoo.vision.resnet34_v1
mxnet.gluon.model_zoo.vision.resnet50_v1
mxnet.gluon.model_zoo.vision.resnet101_v1
mxnet.gluon.model_zoo.vision.resnet152_v1
mxnet.gluon.model_zoo.vision.resnet18_v2
mxnet.gluon.model_zoo.vision.resnet34_v2
mxnet.gluon.model_zoo.vision.resnet50_v2
mxnet.gluon.model_zoo.vision.resnet101_v2
mxnet.gluon.model_zoo.vision.resnet152_v2
mxnet.gluon.model_zoo.vision.ResNetV1
mxnet.gluon.model_zoo.vision.ResNetV2
mxnet.gluon.model_zoo.vision.BasicBlockV1
mxnet.gluon.model_zoo.vision.BasicBlockV2
mxnet.gluon.model_zoo.vision.BottleneckV1
mxnet.gluon.model_zoo.vision.BottleneckV2
mxnet.gluon.model_zoo.vision.get_resnet
mxnet.gluon.model_zoo.vision.vgg11
mxnet.gluon.model_zoo.vision.vgg13
mxnet.gluon.model_zoo.vision.vgg16
mxnet.gluon.model_zoo.vision.vgg19
mxnet.gluon.model_zoo.vision.vgg11_bn
mxnet.gluon.model_zoo.vision.vgg13_bn
mxnet.gluon.model_zoo.vision.vgg16_bn
mxnet.gluon.model_zoo.vision.vgg19_bn
mxnet.gluon.model_zoo.vision.VGG
mxnet.gluon.model_zoo.vision.get_vgg
mxnet.gluon.model_zoo.vision.alexnet
mxnet.gluon.model_zoo.vision.AlexNet
mxnet.gluon.model_zoo.vision.densenet121
mxnet.gluon.model_zoo.vision.densenet161
mxnet.gluon.model_zoo.vision.densenet169
mxnet.gluon.model_zoo.vision.densenet201
mxnet.gluon.model_zoo.vision.DenseNet
mxnet.gluon.model_zoo.vision.squeezenet1_0
mxnet.gluon.model_zoo.vision.squeezenet1_1
mxnet.gluon.model_zoo.vision.SqueezeNet
mxnet.gluon.model_zoo.vision.inception_v3
mxnet.gluon.model_zoo.vision.Inception3
mxnet.gluon.model_zoo.vision.mobilenet1_0
mxnet.gluon.model_zoo.vision.mobilenet0_75
mxnet.gluon.model_zoo.vision.mobilenet0_5
mxnet.gluon.model_zoo.vision.mobilenet0_25
mxnet.gluon.model_zoo.vision.mobilenet_v2_1_0
mxnet.gluon.model_zoo.vision.mobilenet_v2_0_75
mxnet.gluon.model_zoo.vision.mobilenet_v2_0_5
mxnet.gluon.model_zoo.vision.mobilenet_v2_0_25
mxnet.gluon.model_zoo.vision.MobileNet
mxnet.gluon.model_zoo.vision.MobileNetV2
utils
mxnet.gluon.utils.split_data
mxnet.gluon.utils.split_and_load
mxnet.gluon.utils.clip_global_norm
mxnet.gluon.utils.download
mxnet.gluon.utils.check_sha1
Gluon related modules
mxnet.autograd
mxnet.autograd.backward
mxnet.autograd.get_symbol
mxnet.autograd.grad
mxnet.autograd.is_recording
mxnet.autograd.is_training
mxnet.autograd.mark_variables
mxnet.autograd.pause
mxnet.autograd.predict_mode
mxnet.autograd.record
mxnet.autograd.set_recording
mxnet.autograd.set_training
mxnet.autograd.train_mode
mxnet.autograd.Function
mxnet.image
mxnet.image.imdecode
mxnet.image.scale_down
mxnet.image.resize_short
mxnet.image.fixed_crop
mxnet.image.random_crop
mxnet.image.center_crop
mxnet.image.color_normalize
mxnet.image.random_size_crop
mxnet.image.ImageIter
mxnet.image.CreateAugmenter
mxnet.image.Augmenter
mxnet.image.SequentialAug
mxnet.image.RandomOrderAug
mxnet.image.ResizeAug
mxnet.image.ForceResizeAug
mxnet.image.RandomCropAug
mxnet.image.RandomSizedCropAug
mxnet.image.CenterCropAug
mxnet.image.BrightnessJitterAug
mxnet.image.ContrastJitterAug
mxnet.image.SaturationJitterAug
mxnet.image.HueJitterAug
mxnet.image.ColorJitterAug
mxnet.image.LightingAug
mxnet.image.ColorNormalizeAug
mxnet.image.RandomGrayAug
mxnet.image.HorizontalFlipAug
mxnet.image.CastAug
mxnet.image.ImageDetIter
mxnet.image.CreateDetAugmenter
mxnet.image.DetBorrowAug
mxnet.image.DetRandomSelectAug
mxnet.image.DetHorizontalFlipAug
mxnet.image.DetRandomCropAug
mxnet.image.DetRandomPadAug
mxnet.io
mxnet.io.NDArrayIter
mxnet.io.CSVIter
mxnet.io.LibSVMIter
mxnet.io.MNISTIter
mxnet.io.ImageDetRecordIter
mxnet.io.ImageRecordIter
mxnet.io.ImageRecordIter_v1
mxnet.io.ImageRecordUInt8Iter
mxnet.io.ImageRecordUInt8Iter_v1
mxnet.io.DataBatch
mxnet.io.DataDesc
mxnet.io.DataIter
mxnet.io.MXDataIter
mxnet.io.PrefetchingIter
mxnet.io.ResizeIter
mxnet.recordio
mxnet.recordio.MXIndexedRecordIO
mxnet.recordio.MXRecordIO
mxnet.recordio.IRHeader
mxnet.recordio.pack
mxnet.recordio.pack_img
mxnet.recordio.unpack
mxnet.recordio.unpack_img
mxnet.kvstore
create
KVStore
mxnet.kvstore.KVStore.init
mxnet.kvstore.KVStore.pull
mxnet.kvstore.KVStore.push
mxnet.kvstore.KVStore.row_sparse_pull
mxnet.kvstore.KVStore.load_optimizer_states
mxnet.kvstore.KVStore.save_optimizer_states
mxnet.kvstore.KVStore.set_gradient_compression
mxnet.kvstore.KVStore.set_optimizer
mxnet.kvstore.KVStore.num_workers
mxnet.kvstore.KVStore.rank
mxnet.kvstore.KVStore.type
mxnet.optimizer
mxnet.optimizer.AdaDelta
mxnet.optimizer.AdaGrad
mxnet.optimizer.Adam
mxnet.optimizer.Adamax
mxnet.optimizer.DCASGD
mxnet.optimizer.FTML
mxnet.optimizer.Ftrl
mxnet.optimizer.LBSGD
mxnet.optimizer.NAG
mxnet.optimizer.Nadam
mxnet.optimizer.Optimizer
mxnet.optimizer.RMSProp
mxnet.optimizer.SGD
mxnet.optimizer.SGLD
mxnet.optimizer.Signum
mxnet.optimizer.Updater
mxnet.random
mxnet.random.seed
mxnet.profiler
mxnet.profiler.set_config
mxnet.profiler.set_kvstore_handle
mxnet.profiler.set_state
mxnet.profiler.profiler_set_config
mxnet.profiler.profiler_set_state
mxnet.profiler.pause
mxnet.profiler.resume
mxnet.profiler.dump
mxnet.profiler.dump_profile
mxnet.profiler.dumps
mxnet.profiler.Counter
mxnet.profiler.Domain
mxnet.profiler.Event
mxnet.profiler.Frame
mxnet.profiler.Marker
mxnet.profiler.Task
mxnet.context
mxnet.context.cpu
mxnet.context.cpu_pinned
mxnet.context.current_context
mxnet.context.gpu
mxnet.context.num_gpus
mxnet.context.Context
mxnet.initializer
mxnet.initializer.Bilinear
mxnet.initializer.Constant
mxnet.initializer.FusedRNN
mxnet.initializer.InitDesc
mxnet.initializer.Initializer
mxnet.initializer.LSTMBias
mxnet.initializer.Load
mxnet.initializer.MSRAPrelu
mxnet.initializer.Mixed
mxnet.initializer.Normal
mxnet.initializer.One
mxnet.initializer.Orthogonal
mxnet.initializer.Uniform
mxnet.initializer.Xavier
mxnet.initializer.Zero
mxnet.initializer.register
mxnet.lr_scheduler
mxnet.lr_scheduler.LRScheduler
mxnet.lr_scheduler.FactorScheduler
mxnet.lr_scheduler.MultiFactorScheduler
mxnet.lr_scheduler.PolyScheduler
mxnet.lr_scheduler.CosineScheduler
mxnet.metric
mxnet.metric.Accuracy
mxnet.metric.Caffe
mxnet.metric.CompositeEvalMetric
mxnet.metric.CrossEntropy
mxnet.metric.CustomMetric
mxnet.metric.EvalMetric
mxnet.metric.F1
mxnet.metric.Loss
mxnet.metric.MAE
mxnet.metric.MCC
mxnet.metric.MSE
mxnet.metric.NegativeLogLikelihood
mxnet.metric.PearsonCorrelation
mxnet.metric.Perplexity
mxnet.metric.RMSE
mxnet.metric.TopKAccuracy
mxnet.metric.Torch
mxnet.metric.check_label_shapes
mxnet.metric.create
mxnet.metric.np
mxnet.symbol
Symbol
mxnet.symbol.Symbol.__call__
mxnet.symbol.Symbol.__add__
mxnet.symbol.Symbol.__sub__
mxnet.symbol.Symbol.__rsub__
mxnet.symbol.Symbol.__neg__
mxnet.symbol.Symbol.__mul__
mxnet.symbol.Symbol.__div__
mxnet.symbol.Symbol.__rdiv__
mxnet.symbol.Symbol.__mod__
mxnet.symbol.Symbol.__rmod__
mxnet.symbol.Symbol.__pow__
mxnet.symbol.Symbol.sin
mxnet.symbol.Symbol.cos
mxnet.symbol.Symbol.tan
mxnet.symbol.Symbol.arcsin
mxnet.symbol.Symbol.arccos
mxnet.symbol.Symbol.arctan
mxnet.symbol.Symbol.degrees
mxnet.symbol.Symbol.radians
mxnet.symbol.Symbol.sinh
mxnet.symbol.Symbol.cosh
mxnet.symbol.Symbol.tanh
mxnet.symbol.Symbol.arcsinh
mxnet.symbol.Symbol.arccosh
mxnet.symbol.Symbol.arctanh
mxnet.symbol.Symbol.exp
mxnet.symbol.Symbol.expm1
mxnet.symbol.Symbol.log
mxnet.symbol.Symbol.log10
mxnet.symbol.Symbol.log2
mxnet.symbol.Symbol.log1p
mxnet.symbol.Symbol.sqrt
mxnet.symbol.Symbol.rsqrt
mxnet.symbol.Symbol.cbrt
mxnet.symbol.Symbol.rcbrt
mxnet.symbol.Symbol.square
mxnet.symbol.Symbol.relu
mxnet.symbol.Symbol.sigmoid
mxnet.symbol.Symbol.softmax
mxnet.symbol.Symbol.log_softmax
mxnet.symbol.Symbol.__lt__
mxnet.symbol.Symbol.__le__
mxnet.symbol.Symbol.__gt__
mxnet.symbol.Symbol.__ge__
mxnet.symbol.Symbol.__eq__
mxnet.symbol.Symbol.__ne__
mxnet.symbol.Symbol.zeros_like
mxnet.symbol.Symbol.ones_like
mxnet.symbol.Symbol.diag
mxnet.symbol.Symbol.astype
mxnet.symbol.Symbol.shape_array
mxnet.symbol.Symbol.size_array
mxnet.symbol.Symbol.reshape
mxnet.symbol.Symbol.reshape_like
mxnet.symbol.Symbol.flatten
mxnet.symbol.Symbol.expand_dims
mxnet.symbol.Symbol.broadcast_to
mxnet.symbol.Symbol.broadcast_axes
mxnet.symbol.Symbol.broadcast_like
mxnet.symbol.Symbol.tile
mxnet.symbol.Symbol.pad
mxnet.symbol.Symbol.transpose
mxnet.symbol.Symbol.swapaxes
mxnet.symbol.Symbol.flip
mxnet.symbol.Symbol.depth_to_space
mxnet.symbol.Symbol.space_to_depth
mxnet.symbol.Symbol.sum
mxnet.symbol.Symbol.nansum
mxnet.symbol.Symbol.prod
mxnet.symbol.Symbol.nanprod
mxnet.symbol.Symbol.mean
mxnet.symbol.Symbol.max
mxnet.symbol.Symbol.min
mxnet.symbol.Symbol.norm
mxnet.symbol.Symbol.round
mxnet.symbol.Symbol.rint
mxnet.symbol.Symbol.fix
mxnet.symbol.Symbol.floor
mxnet.symbol.Symbol.ceil
mxnet.symbol.Symbol.trunc
mxnet.symbol.Symbol.sort
mxnet.symbol.Symbol.argsort
mxnet.symbol.Symbol.topk
mxnet.symbol.Symbol.argmax
mxnet.symbol.Symbol.argmin
mxnet.symbol.Symbol.argmax_channel
mxnet.symbol.Symbol.name
mxnet.symbol.Symbol.list_arguments
mxnet.symbol.Symbol.list_outputs
mxnet.symbol.Symbol.list_auxiliary_states
mxnet.symbol.Symbol.list_attr
mxnet.symbol.Symbol.attr
mxnet.symbol.Symbol.attr_dict
mxnet.symbol.Symbol.slice
mxnet.symbol.Symbol.slice_axis
mxnet.symbol.Symbol.slice_like
mxnet.symbol.Symbol.take
mxnet.symbol.Symbol.one_hot
mxnet.symbol.Symbol.pick
mxnet.symbol.Symbol.__getitem__
mxnet.symbol.Symbol.__iter__
mxnet.symbol.Symbol.get_internals
mxnet.symbol.Symbol.get_children
mxnet.symbol.Symbol.infer_type
mxnet.symbol.Symbol.infer_shape
mxnet.symbol.Symbol.infer_shape_partial
mxnet.symbol.Symbol.bind
mxnet.symbol.Symbol.simple_bind
mxnet.symbol.Symbol.save
mxnet.symbol.Symbol.tojson
mxnet.symbol.Symbol.debug_str
mxnet.symbol.Symbol.clip
mxnet.symbol.Symbol.sign
Symbol related modules
mxnet.callback
mxnet.callback.do_checkpoint
mxnet.callback.log_train_metric
mxnet.callback.module_checkpoint
mxnet.callback.LogValidationMetricsCallback
mxnet.callback.ProgressBar
mxnet.callback.Speedometer
mxnet.module
mxnet.module.BaseModule
mxnet.module.BucketingModule
mxnet.module.Module
mxnet.module.PythonLossModule
mxnet.module.PythonModule
mxnet.module.SequentialModule
mxnet.monitor
mxnet.monitor.Monitor
mxnet.visualization
mxnet.visualization.plot_network
mxnet.visualization.print_summary
Advanced modules
mxnet.executor
mxnet.executor.Executor
mxnet.kvstore_server
mxnet.kvstore_server.KVStoreServer
mxnet.engine
mxnet.engine.bulk
mxnet.engine.set_bulk_size
mxnet.executor_manager
mxnet.executor_manager.DataParallelExecutorGroup
mxnet.executor_manager.DataParallelExecutorManager
mxnet.rtc
mxnet.rtc.CudaKernel
mxnet.rtc.CudaModule
mxnet.test_utils
mxnet.test_utils.almost_equal
mxnet.test_utils.almost_equal_ignore_nan
mxnet.test_utils.assert_almost_equal
mxnet.test_utils.assert_almost_equal_ignore_nan
mxnet.test_utils.assert_exception
mxnet.test_utils.assign_each
mxnet.test_utils.assign_each2
mxnet.test_utils.check_consistency
mxnet.test_utils.check_numeric_gradient
mxnet.test_utils.check_speed
mxnet.test_utils.check_symbolic_backward
mxnet.test_utils.check_symbolic_forward
mxnet.test_utils.chi_square_check
mxnet.test_utils.create_sparse_array
mxnet.test_utils.create_sparse_array_zd
mxnet.test_utils.default_context
mxnet.test_utils.default_dtype
mxnet.test_utils.discard_stderr
mxnet.test_utils.download
mxnet.test_utils.find_max_violation
mxnet.test_utils.gen_buckets_probs_with_ppf
mxnet.test_utils.get_atol
mxnet.test_utils.get_bz2_data
mxnet.test_utils.get_cifar10
mxnet.test_utils.get_im2rec_path
mxnet.test_utils.get_mnist
mxnet.test_utils.get_mnist_iterator
mxnet.test_utils.get_mnist_pkl
mxnet.test_utils.get_mnist_ubyte
mxnet.test_utils.get_rtol
mxnet.test_utils.get_zip_data
mxnet.test_utils.list_gpus
mxnet.test_utils.mean_check
mxnet.test_utils.np_reduce
mxnet.test_utils.numeric_grad
mxnet.test_utils.rand_ndarray
mxnet.test_utils.rand_shape_2d
mxnet.test_utils.rand_shape_3d
mxnet.test_utils.rand_shape_nd
mxnet.test_utils.rand_sparse_ndarray
mxnet.test_utils.random_arrays
mxnet.test_utils.random_sample
mxnet.test_utils.retry
mxnet.test_utils.same
mxnet.test_utils.same_array
mxnet.test_utils.set_default_context
mxnet.test_utils.set_env_var
mxnet.test_utils.shuffle_csr_column_indices
mxnet.test_utils.simple_forward
mxnet.test_utils.var_check
mxnet.test_utils.verify_generator
mxnet.util
mxnet.util.makedirs
mxnet.rnn
ΒΆ
Recurrent neural network module.
