Movatterモバイル変換

Changes for version 1.6 - 2022-01-28

Update mapping between PDL and MX types - Zakariyya Mughal
Upgrade minimum PDL dependency to PDL v2.064 for int8 (PDL: sbyte) type - Zakariyya Mughal

Modules

AI::MXNet

Perl interface to MXNet machine learning library

AI::MXNet::AutoGrad

Autograd for NDArray.

AI::MXNet::Base

Helper functions

AI::MXNet::CachedOp

A wrapper around CachedOpHandle

AI::MXNet::Callback

A collection of predefined callback functions.

AI::MXNet::Context

A device context.

AI::MXNet::Contrib

An interface to experimental operators defined in C++ space.

AI::MXNet::Contrib::NDArray

An interface to experimental NDArray operators defined in C++ space.

AI::MXNet::Contrib::Symbol

An interface to experimental symbol operators defined in C++ space.

AI::MXNet::CudaModule

Interface to runtime cuda kernel compile module.

AI::MXNet::Engine

Allows management of properties of the MXNet's engine.

AI::MXNet::Executor

The actual executing object of MXNet.

AI::MXNet::Executor::Group

Manager for a group of executors working in different contexts.

AI::MXNet::Gluon

High-level interface for MXNet.

AI::MXNet::Gluon::SymbolBlock

Construct block from symbol.

AI::MXNet::Gluon::Data::Loader::DataLoader

Dataset generator.

AI::MXNet::Gluon::Data::Sampler

AI::MXNet::Gluon::Data::Set

AI::MXNet::Gluon::Data::Vision::DownloadedDataSet::MNIST

AI::MXNet::Gluon::Loss

Base class for loss.

AI::MXNet::Gluon::NN::Sequential

AI::MXNet::Gluon::NN::Conv

AI::MXNet::Gluon::Parameter

A Container holding parameters (weights) of AI::MXNEt::Gluon::Block(s).

AI::MXNet::Gluon::RNN::RecurrentCell

AI::MXNet::Gluon::RNN::RNN

AI::MXNet::Gluon::Trainer

AI::MXNet::Gluon::Utils

AI::MXNet::IO

Data loading interface of MXNet

AI::MXNet::Image

Read individual image files and perform augmentations.

AI::MXNet::InitDesc

A container for the initialization pattern serialization.

AI::MXNet::KVStore

Key value store interface of MXNet.

AI::MXNet::KVStoreServer

The key-value store server.

AI::MXNet::LRScheduler

The adaptive scheduler of the learning rate.

AI::MXNet::LinAlg

Linear Algebra routines for NDArray and Symbol.

AI::MXNet::Metric

Evaluation Metric API.

AI::MXNet::Module

FeedForward interface of MXNet. See AI::MXNet::Module::Base for the details.

AI::MXNet::Module::Base

Base class for AI::MXNet::Module and AI::MXNet::Module::Bucketing

AI::MXNet::Module::Bucketing

AI::MXNet::Monitor

Monitor outputs, weights, and gradients for debugging.

AI::MXNet::NDArray

Multidimensional tensor object of MXNet.

AI::MXNet::NDArray::Base

AI::MXNet::NDArray::Slice

A convenience class for slicing of the AI::MXNet::NDArray objects.

AI::MXNet::NDArray::Sparse

Sparse NDArray API of MXNet

AI::MXNet::Optimizer

Common Optimization algorithms with regularizations.

AI::MXNet::Profiler

Optional profiler feature.

AI::MXNet::RNN

Functions for constructing recurrent neural networks.

AI::MXNet::RNN::Params

A container for holding variables.

AI::MXNet::RNN::IO

Functions for constructing recurrent neural networks.

AI::MXNet::Random

Handling of randomization in MXNet.

AI::MXNet::RecordIO

Read/write RecordIO format data

AI::MXNet::RunTime

Runtime querying of compile time features in the native library.

AI::MXNet::Symbol

Symbolic interface of MXNet.

AI::MXNet::Symbol::AttrScope

Attribute manager for local scoping.

AI::MXNet::Symbol::Base

AI::MXNet::Symbol::NameManager

Automated symbol naming.

AI::MXNet::TestUtils

Convenience subs used in tests.

AI::MXNet::Visualization

Vizualization support for Perl interface to MXNet machine learning library

Provides

AI::MXNet::Accuracy

in lib/AI/MXNet/Metric.pm

AI::MXNet::AdaDelta

in lib/AI/MXNet/Optimizer.pm

AI::MXNet::AdaGrad

in lib/AI/MXNet/Optimizer.pm

AI::MXNet::Adam

in lib/AI/MXNet/Optimizer.pm

AI::MXNet::Adamax

in lib/AI/MXNet/Optimizer.pm

AI::MXNet::AutoLoad

in lib/AI/MXNet/AutoLoad.pm

AI::MXNet::BatchEndParam

in lib/AI/MXNet/Module/Base.pm

AI::MXNet::Bilinear

in lib/AI/MXNet/Initializer.pm

AI::MXNet::BucketSentenceIter

in lib/AI/MXNet/RNN/IO.pm

AI::MXNet::COO::Nd

in lib/AI/MXNet/Base.pm

AI::MXNet::CompositeEvalMetric

in lib/AI/MXNet/Metric.pm

AI::MXNet::Confidence

in lib/AI/MXNet/Metric.pm

AI::MXNet::Constant

in lib/AI/MXNet/Initializer.pm

AI::MXNet::CrossEntropy

in lib/AI/MXNet/Metric.pm

AI::MXNet::CudaKernel

in lib/AI/MXNet/CudaModule.pm

AI::MXNet::CustomMetric

in lib/AI/MXNet/Metric.pm

AI::MXNet::DCASGD

in lib/AI/MXNet/Optimizer.pm

AI::MXNet::DataBatch

in lib/AI/MXNet/IO.pm

AI::MXNet::DataDesc

in lib/AI/MXNet/IO.pm

AI::MXNet::DataIter

in lib/AI/MXNet/IO.pm

AI::MXNet::DataParallelExecutorGroup

in lib/AI/MXNet/Executor/Group.pm

AI::MXNet::DataParallelExecutorGroup::_private

in lib/AI/MXNet/Executor/Group.pm

AI::MXNet::EvalMetric

in lib/AI/MXNet/Metric.pm

AI::MXNet::F1

in lib/AI/MXNet/Metric.pm

AI::MXNet::FTML

in lib/AI/MXNet/Optimizer.pm

AI::MXNet::FactorScheduler

in lib/AI/MXNet/LRScheduler.pm

AI::MXNet::Ftrl

in lib/AI/MXNet/Optimizer.pm

AI::MXNet::Function::Parameters

in lib/AI/MXNet/Function/Parameters.pm

AI::MXNet::FusedRNN

in lib/AI/MXNet/Initializer.pm

AI::MXNet::Gluon::Block

in lib/AI/MXNet/Gluon/Block.pm

AI::MXNet::Gluon::BlockScope

in lib/AI/MXNet/Gluon/Block.pm

AI::MXNet::Gluon::CTCLoss

in lib/AI/MXNet/Gluon/Loss.pm

AI::MXNet::Gluon::Constant

in lib/AI/MXNet/Gluon/Parameter.pm

AI::MXNet::Gluon::CosineEmbeddingLoss

in lib/AI/MXNet/Gluon/Loss.pm

AI::MXNet::Gluon::Data

in lib/AI/MXNet/Gluon/Data.pm

AI::MXNet::Gluon::Data::ArrayDataset

in lib/AI/MXNet/Gluon/Data/Set.pm

AI::MXNet::Gluon::Data::RecordFileSet

in lib/AI/MXNet/Gluon/Data/Set.pm

AI::MXNet::Gluon::Data::Sampler::BatchSampler

in lib/AI/MXNet/Gluon/Data/Sampler.pm

AI::MXNet::Gluon::Data::Sampler::RandomSampler

in lib/AI/MXNet/Gluon/Data/Sampler.pm

AI::MXNet::Gluon::Data::Sampler::SequentialSampler

in lib/AI/MXNet/Gluon/Data/Sampler.pm

AI::MXNet::Gluon::Data::Vision

in lib/AI/MXNet/Gluon/Data/Vision.pm

AI::MXNet::Gluon::Data::Vision::DownloadedDataSet

in lib/AI/MXNet/Gluon/Data/Vision.pm

AI::MXNet::Gluon::Data::Vision::DownloadedDataSet::CIFAR10

in lib/AI/MXNet/Gluon/Data/Vision.pm

AI::MXNet::Gluon::Data::Vision::DownloadedDataSet::FashionMNIST

in lib/AI/MXNet/Gluon/Data/Vision.pm

AI::MXNet::Gluon::Data::Vision::RecordFileSet::ImageRecordDataset

in lib/AI/MXNet/Gluon/Data/Vision.pm

AI::MXNet::Gluon::Data::Vision::Set::ImageFolderDataset

in lib/AI/MXNet/Gluon/Data/Vision.pm

AI::MXNet::Gluon::HingeLoss

in lib/AI/MXNet/Gluon/Loss.pm

AI::MXNet::Gluon::HuberLoss

in lib/AI/MXNet/Gluon/Loss.pm

AI::MXNet::Gluon::HybridBlock

in lib/AI/MXNet/Gluon/Block.pm

AI::MXNet::Gluon::KLDivLoss

in lib/AI/MXNet/Gluon/Loss.pm

AI::MXNet::Gluon::L1Loss

in lib/AI/MXNet/Gluon/Loss.pm

AI::MXNet::Gluon::L2Loss

in lib/AI/MXNet/Gluon/Loss.pm

AI::MXNet::Gluon::LogisticLoss

in lib/AI/MXNet/Gluon/Loss.pm

AI::MXNet::Gluon::Mouse

in lib/AI/MXNet/Gluon/Mouse.pm

AI::MXNet::Gluon::NN

in lib/AI/MXNet/Gluon/NN.pm

AI::MXNet::Gluon::NN::Activation

in lib/AI/MXNet/Gluon/NN/Activation.pm

AI::MXNet::Gluon::NN::AvgPool1D

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::AvgPool2D

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::AvgPool3D

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::BatchNorm

in lib/AI/MXNet/Gluon/NN/BasicLayers.pm

AI::MXNet::Gluon::NN::Conv1D

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::Conv1DTranspose

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::Conv2D

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::Conv2DTranspose

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::Conv3D

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::Conv3DTranspose

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::Dense

in lib/AI/MXNet/Gluon/NN/BasicLayers.pm

AI::MXNet::Gluon::NN::Dropout

in lib/AI/MXNet/Gluon/NN/BasicLayers.pm

AI::MXNet::Gluon::NN::ELU

in lib/AI/MXNet/Gluon/NN/Activation.pm

AI::MXNet::Gluon::NN::Embedding

in lib/AI/MXNet/Gluon/NN/BasicLayers.pm

AI::MXNet::Gluon::NN::Flatten

in lib/AI/MXNet/Gluon/NN/BasicLayers.pm

AI::MXNet::Gluon::NN::GlobalAvgPool1D

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::GlobalAvgPool2D

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::GlobalAvgPool3D

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::GlobalMaxPool1D

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::GlobalMaxPool2D

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::GlobalMaxPool3D

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::HybridLambda

in lib/AI/MXNet/Gluon/NN/BasicLayers.pm

AI::MXNet::Gluon::NN::HybridSequential

in lib/AI/MXNet/Gluon/NN/BasicLayers.pm

AI::MXNet::Gluon::NN::InstanceNorm

in lib/AI/MXNet/Gluon/NN/BasicLayers.pm

AI::MXNet::Gluon::NN::Lambda

in lib/AI/MXNet/Gluon/NN/BasicLayers.pm

AI::MXNet::Gluon::NN::LayerNorm

in lib/AI/MXNet/Gluon/NN/BasicLayers.pm

AI::MXNet::Gluon::NN::LeakyReLU

in lib/AI/MXNet/Gluon/NN/Activation.pm

AI::MXNet::Gluon::NN::MaxPool1D

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::MaxPool2D

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::MaxPool3D

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::PReLU

in lib/AI/MXNet/Gluon/NN/Activation.pm

AI::MXNet::Gluon::NN::Pooling

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::ReflectionPad2D

in lib/AI/MXNet/Gluon/NN/ConvLayers.pm

AI::MXNet::Gluon::NN::SELU

in lib/AI/MXNet/Gluon/NN/Activation.pm

AI::MXNet::Gluon::NN::Swish

in lib/AI/MXNet/Gluon/NN/Activation.pm

AI::MXNet::Gluon::ParameterDict

in lib/AI/MXNet/Gluon/Parameter.pm

AI::MXNet::Gluon::PoissonNLLLoss

in lib/AI/MXNet/Gluon/Loss.pm

AI::MXNet::Gluon::RNN

in lib/AI/MXNet/Gluon/RNN.pm

AI::MXNet::Gluon::RNN::BidirectionalCell

in lib/AI/MXNet/Gluon/RNN/Cell.pm

AI::MXNet::Gluon::RNN::DropoutCell

in lib/AI/MXNet/Gluon/RNN/Cell.pm

AI::MXNet::Gluon::RNN::GRU

in lib/AI/MXNet/Gluon/RNN/Layer.pm

AI::MXNet::Gluon::RNN::GRUCell

in lib/AI/MXNet/Gluon/RNN/Cell.pm

AI::MXNet::Gluon::RNN::HybridRecurrentCell

in lib/AI/MXNet/Gluon/RNN/Cell.pm

AI::MXNet::Gluon::RNN::LSTM

in lib/AI/MXNet/Gluon/RNN/Layer.pm

AI::MXNet::Gluon::RNN::LSTMCell

in lib/AI/MXNet/Gluon/RNN/Cell.pm

AI::MXNet::Gluon::RNN::Layer

in lib/AI/MXNet/Gluon/RNN/Layer.pm

AI::MXNet::Gluon::RNN::ModifierCell

in lib/AI/MXNet/Gluon/RNN/Cell.pm

AI::MXNet::Gluon::RNN::RNNCell

in lib/AI/MXNet/Gluon/RNN/Cell.pm

AI::MXNet::Gluon::RNN::ResidualCell

in lib/AI/MXNet/Gluon/RNN/Cell.pm

AI::MXNet::Gluon::RNN::SequentialRNNCell

in lib/AI/MXNet/Gluon/RNN/Cell.pm

AI::MXNet::Gluon::RNN::ZoneoutCell

in lib/AI/MXNet/Gluon/RNN/Cell.pm

AI::MXNet::Gluon::SigmoidBCELoss

in lib/AI/MXNet/Gluon/Loss.pm

AI::MXNet::Gluon::SigmoidBinaryCrossEntropyLoss

in lib/AI/MXNet/Gluon/Loss.pm

AI::MXNet::Gluon::SoftmaxCELoss

in lib/AI/MXNet/Gluon/Loss.pm

AI::MXNet::Gluon::SoftmaxCrossEntropyLoss

in lib/AI/MXNet/Gluon/Loss.pm

AI::MXNet::Gluon::SquaredHingeLoss

in lib/AI/MXNet/Gluon/Loss.pm

AI::MXNet::Gluon::TripletLoss

in lib/AI/MXNet/Gluon/Loss.pm

AI::MXNet::Gluon::Utils::HookHandle

in lib/AI/MXNet/Gluon/Utils.pm

AI::MXNet::IRHeader

in lib/AI/MXNet/RecordIO.pm

AI::MXNet::Image::NDArray

in lib/AI/MXNet/Image/NDArray.pm

AI::MXNet::Image::Symbol

in lib/AI/MXNet/Image/Symbol.pm

AI::MXNet::ImageIter

in lib/AI/MXNet/Image.pm

AI::MXNet::IndexedRecordIO

in lib/AI/MXNet/RecordIO.pm

AI::MXNet::Initializer

in lib/AI/MXNet/Initializer.pm

AI::MXNet::LBSGD

in lib/AI/MXNet/Optimizer.pm

AI::MXNet::LSTMBias

in lib/AI/MXNet/Initializer.pm

AI::MXNet::LinAlg::NDArray

in lib/AI/MXNet/LinAlg/NDArray.pm

AI::MXNet::LinAlg::Symbol

in lib/AI/MXNet/LinAlg/Symbol.pm

AI::MXNet::Load

in lib/AI/MXNet/Initializer.pm

AI::MXNet::LogValidationMetricsCallback

in lib/AI/MXNet/Callback.pm

AI::MXNet::Logging

in lib/AI/MXNet/Logging.pm

AI::MXNet::Loss

in lib/AI/MXNet/Metric.pm

AI::MXNet::MAE

in lib/AI/MXNet/Metric.pm

AI::MXNet::MCC

in lib/AI/MXNet/Metric.pm

AI::MXNet::MSE

in lib/AI/MXNet/Metric.pm

AI::MXNet::MSRAPrelu

in lib/AI/MXNet/Initializer.pm

AI::MXNet::MXDataIter

in lib/AI/MXNet/IO.pm

AI::MXNet::Mixed

in lib/AI/MXNet/Initializer.pm

AI::MXNet::Module::Private

in lib/AI/MXNet/Module.pm

AI::MXNet::MultiFactorScheduler

in lib/AI/MXNet/LRScheduler.pm

AI::MXNet::NAG

in lib/AI/MXNet/Optimizer.pm

AI::MXNet::NDArray::CSR

in lib/AI/MXNet/NDArray/Sparse.pm

AI::MXNet::NDArray::Doc

in lib/AI/MXNet/NDArray/Doc.pm

AI::MXNet::NDArray::RowSparse

in lib/AI/MXNet/NDArray/Sparse.pm

AI::MXNet::NDArrayIter

in lib/AI/MXNet/IO.pm

AI::MXNet::NS

in lib/AI/MXNet/NS.pm

AI::MXNet::Nadam

in lib/AI/MXNet/Optimizer.pm

AI::MXNet::NegativeLogLikelihood

in lib/AI/MXNet/Metric.pm

AI::MXNet::Normal

in lib/AI/MXNet/Initializer.pm

AI::MXNet::One

in lib/AI/MXNet/Initializer.pm

AI::MXNet::Ones

in lib/AI/MXNet/Initializer.pm

AI::MXNet::Orthogonal

in lib/AI/MXNet/Initializer.pm

AI::MXNet::PearsonCorrelation

in lib/AI/MXNet/Metric.pm

AI::MXNet::Perplexity

in lib/AI/MXNet/Metric.pm

AI::MXNet::ProgressBar

in lib/AI/MXNet/Callback.pm

AI::MXNet::RMSE

in lib/AI/MXNet/Metric.pm

AI::MXNet::RMSProp

in lib/AI/MXNet/Optimizer.pm

AI::MXNet::RNN::BidirectionalCell

in lib/AI/MXNet/RNN/Cell.pm

AI::MXNet::RNN::Cell

in lib/AI/MXNet/RNN/Cell.pm

AI::MXNet::RNN::Cell::Base

in lib/AI/MXNet/RNN/Cell.pm

AI::MXNet::RNN::ConvCell

in lib/AI/MXNet/RNN/Cell.pm

AI::MXNet::RNN::ConvCell::Base

in lib/AI/MXNet/RNN/Cell.pm

AI::MXNet::RNN::ConvGRUCell

in lib/AI/MXNet/RNN/Cell.pm

AI::MXNet::RNN::ConvLSTMCell

in lib/AI/MXNet/RNN/Cell.pm

AI::MXNet::RNN::DropoutCell

in lib/AI/MXNet/RNN/Cell.pm

AI::MXNet::RNN::FusedCell

in lib/AI/MXNet/RNN/Cell.pm

AI::MXNet::RNN::GRUCell

in lib/AI/MXNet/RNN/Cell.pm

AI::MXNet::RNN::LSTMCell

in lib/AI/MXNet/RNN/Cell.pm

AI::MXNet::RNN::ModifierCell

in lib/AI/MXNet/RNN/Cell.pm

AI::MXNet::RNN::ResidualCell

in lib/AI/MXNet/RNN/Cell.pm

AI::MXNet::RNN::SequentialCell

in lib/AI/MXNet/RNN/Cell.pm

AI::MXNet::RNN::ZoneoutCell

in lib/AI/MXNet/RNN/Cell.pm

AI::MXNet::ResizeIter

in lib/AI/MXNet/IO.pm

AI::MXNet::SGD

in lib/AI/MXNet/Optimizer.pm

AI::MXNet::SGLD

in lib/AI/MXNet/Optimizer.pm

AI::MXNet::Signum

in lib/AI/MXNet/Optimizer.pm

AI::MXNet::Speedometer

in lib/AI/MXNet/Callback.pm

AI::MXNet::Symbol::Doc

in lib/AI/MXNet/Symbol/Doc.pm

AI::MXNet::Symbol::Prefix

in lib/AI/MXNet/Symbol/NameManager.pm

AI::MXNet::Symbol::Random

in lib/AI/MXNet/Symbol/Random.pm

AI::MXNet::Symbol::Sparse

in lib/AI/MXNet/Symbol/Sparse.pm

AI::MXNet::Test

in lib/AI/MXNet/Optimizer.pm

AI::MXNet::TopKAccuracy

in lib/AI/MXNet/Metric.pm

AI::MXNet::Types

in lib/AI/MXNet/Types.pm

AI::MXNet::Uniform

in lib/AI/MXNet/Initializer.pm

AI::MXNet::Updater

in lib/AI/MXNet/Optimizer.pm

AI::MXNet::Util::Printable

in lib/AI/MXNet/Util/Printable.pm

AI::MXNet::Visualization::PythonGraphviz

in lib/AI/MXNet/Visualization.pm

AI::MXNet::Xavier

in lib/AI/MXNet/Initializer.pm

AI::MXNet::Zero

in lib/AI/MXNet/Initializer.pm

AI::MXNet::Zeros

in lib/AI/MXNet/Initializer.pm

_BinaryClassificationMetrics

in lib/AI/MXNet/Metric.pm

Examples

Other files

Module Install Instructions

To install AI::MXNet, copy and paste the appropriate command in to your terminal.

cpanm

cpanm AI::MXNet

CPAN shell

perl -MCPAN -e shellinstall AI::MXNet

For more information on module installation, please visitthe detailed CPAN module installation guide.

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