DataDescriptor          Data Descriptor
ModelDescriptor         Represent a Model with Meta-Info
Select                  Selector Functions for Character Vectors
TorchCallback           Torch Callback
TorchDescriptor         Base Class for Torch Descriptors
TorchIngressToken       Torch Ingress Token
TorchLoss               Torch Loss
TorchOptimizer          Torch Optimizer
as_data_descriptor      Convert to Data Descriptor
as_lazy_tensor          Convert to Lazy Tensor
as_lr_scheduler         Convert to CallbackSetLRScheduler
as_torch_callback       Convert to a TorchCallback
as_torch_callbacks      Convert to a list of Torch Callbacks
as_torch_loss           Convert to TorchLoss
as_torch_optimizer      Convert to TorchOptimizer
assert_lazy_tensor      Assert Lazy Tensor
auto_device             Auto Device
batchgetter_categ       Batchgetter for Categorical data
batchgetter_num         Batchgetter for Numeric Data
callback_set            Create a Set of Callbacks for Torch
cross_entropy           Cross Entropy Loss
infer_shapes            Infer Shapes
ingress_categ           Ingress Token for Categorical Features
ingress_ltnsr           Ingress Token for Lazy Tensor Feature
ingress_num             Ingress Token for Numeric Features
is_lazy_tensor          Check for lazy tensor
lazy_shape              Shape of Lazy Tensor
lazy_tensor             Create a lazy tensor
materialize             Materialize Lazy Tensor Columns
mlr3torch-package       mlr3torch: Deep Learning with 'mlr3'
mlr3torch_callbacks     Dictionary of Torch Callbacks
mlr3torch_losses        Loss Functions
mlr3torch_optimizers    Optimizers
mlr_backends_lazy       Lazy Data Backend
mlr_callback_set        Base Class for Callbacks
mlr_callback_set.checkpoint
                        Checkpoint Callback
mlr_callback_set.history
                        History Callback
mlr_callback_set.lr_scheduler
                        Learning Rate Scheduling Callback
mlr_callback_set.lr_scheduler_one_cycle
                        OneCycle Learning Rate Scheduling Callback
mlr_callback_set.lr_scheduler_reduce_on_plateau
                        Reduce On Plateau Learning Rate Scheduler
mlr_callback_set.progress
                        Progress Callback
mlr_callback_set.tb     TensorBoard Logging Callback
mlr_callback_set.unfreeze
                        Unfreezing Weights Callback
mlr_context_torch       Context for Torch Learner
mlr_learners.ft_transformer
                        FT-Transformer
mlr_learners.mlp        Multi Layer Perceptron
mlr_learners.module     Learner Torch Module
mlr_learners.tab_resnet
                        Tabular ResNet
mlr_learners.torch_featureless
                        Featureless Torch Learner
mlr_learners.torchvision
                        AlexNet Image Classifier
mlr_learners_torch      Base Class for Torch Learners
mlr_learners_torch_image
                        Image Learner
mlr_learners_torch_model
                        Learner Torch Model
mlr_pipeops_augment_center_crop
                        Center Crop Augmentation
mlr_pipeops_augment_color_jitter
                        Color Jitter Augmentation
mlr_pipeops_augment_crop
                        Crop Augmentation
mlr_pipeops_augment_hflip
                        Horizontal Flip Augmentation
mlr_pipeops_augment_random_affine
                        Random Affine Augmentation
mlr_pipeops_augment_random_choice
                        Random Choice Augmentation
mlr_pipeops_augment_random_crop
                        Random Crop Augmentation
mlr_pipeops_augment_random_horizontal_flip
                        Random Horizontal Flip Augmentation
mlr_pipeops_augment_random_order
                        Random Order Augmentation
mlr_pipeops_augment_random_resized_crop
                        Random Resized Crop Augmentation
mlr_pipeops_augment_random_vertical_flip
                        Random Vertical Flip Augmentation
mlr_pipeops_augment_resized_crop
                        Resized Crop Augmentation
mlr_pipeops_augment_rotate
                        Rotate Augmentation
mlr_pipeops_augment_vflip
                        Vertical Flip Augmentation
mlr_pipeops_module      Class for Torch Module Wrappers
mlr_pipeops_nn_adaptive_avg_pool1d
                        1D Adaptive Average Pooling
mlr_pipeops_nn_adaptive_avg_pool2d
                        2D Adaptive Average Pooling
mlr_pipeops_nn_adaptive_avg_pool3d
                        3D Adaptive Average Pooling
mlr_pipeops_nn_avg_pool1d
                        1D Average Pooling
mlr_pipeops_nn_avg_pool2d
                        2D Average Pooling
mlr_pipeops_nn_avg_pool3d
                        3D Average Pooling
mlr_pipeops_nn_batch_norm1d
                        1D Batch Normalization
mlr_pipeops_nn_batch_norm2d
                        2D Batch Normalization
mlr_pipeops_nn_batch_norm3d
                        3D Batch Normalization
mlr_pipeops_nn_block    Block Repetition
mlr_pipeops_nn_celu     CELU Activation Function
mlr_pipeops_nn_conv1d   1D Convolution
mlr_pipeops_nn_conv2d   2D Convolution
mlr_pipeops_nn_conv3d   3D Convolution
mlr_pipeops_nn_conv_transpose1d
                        Transpose 1D Convolution
mlr_pipeops_nn_conv_transpose2d
                        Transpose 2D Convolution
mlr_pipeops_nn_conv_transpose3d
                        Transpose 3D Convolution
mlr_pipeops_nn_dropout
                        Dropout
mlr_pipeops_nn_elu      ELU Activation Function
mlr_pipeops_nn_flatten
                        Flattens a Tensor
mlr_pipeops_nn_fn       Custom Function
mlr_pipeops_nn_ft_cls   CLS Token for FT-Transformer
mlr_pipeops_nn_ft_transformer_block
                        Single Transformer Block for the FT-Transformer
mlr_pipeops_nn_geglu    GeGLU Activation Function
mlr_pipeops_nn_gelu     GELU Activation Function
mlr_pipeops_nn_glu      GLU Activation Function
mlr_pipeops_nn_hardshrink
                        Hard Shrink Activation Function
mlr_pipeops_nn_hardsigmoid
                        Hard Sigmoid Activation Function
mlr_pipeops_nn_hardtanh
                        Hard Tanh Activation Function
mlr_pipeops_nn_head     Output Head
mlr_pipeops_nn_identity
                        Identity Layer
mlr_pipeops_nn_layer_norm
                        Layer Normalization
mlr_pipeops_nn_leaky_relu
                        Leaky ReLU Activation Function
mlr_pipeops_nn_linear   Linear Layer
mlr_pipeops_nn_log_sigmoid
                        Log Sigmoid Activation Function
mlr_pipeops_nn_max_pool1d
                        1D Max Pooling
mlr_pipeops_nn_max_pool2d
                        2D Max Pooling
mlr_pipeops_nn_max_pool3d
                        3D Max Pooling
mlr_pipeops_nn_merge    Merge Operation
mlr_pipeops_nn_merge_cat
                        Merge by Concatenation
mlr_pipeops_nn_merge_prod
                        Merge by Product
mlr_pipeops_nn_merge_sum
                        Merge by Summation
mlr_pipeops_nn_prelu    PReLU Activation Function
mlr_pipeops_nn_reglu    ReGLU Activation Function
mlr_pipeops_nn_relu     ReLU Activation Function
mlr_pipeops_nn_relu6    ReLU6 Activation Function
mlr_pipeops_nn_reshape
                        Reshape a Tensor
mlr_pipeops_nn_rrelu    RReLU Activation Function
mlr_pipeops_nn_selu     SELU Activation Function
mlr_pipeops_nn_sigmoid
                        Sigmoid Activation Function
mlr_pipeops_nn_softmax
                        Softmax
mlr_pipeops_nn_softplus
                        SoftPlus Activation Function
mlr_pipeops_nn_softshrink
                        Soft Shrink Activation Function
mlr_pipeops_nn_softsign
                        SoftSign Activation Function
mlr_pipeops_nn_squeeze
                        Squeeze a Tensor
mlr_pipeops_nn_tanh     Tanh Activation Function
mlr_pipeops_nn_tanhshrink
                        Tanh Shrink Activation Function
mlr_pipeops_nn_threshold
                        Treshold Activation Function
mlr_pipeops_nn_tokenizer_categ
                        Categorical Tokenizer
mlr_pipeops_nn_tokenizer_num
                        Numeric Tokenizer
mlr_pipeops_nn_unsqueeze
                        Unqueeze a Tensor
mlr_pipeops_preproc_torch
                        Base Class for Lazy Tensor Preprocessing
mlr_pipeops_torch       Base Class for Torch Module Constructor
                        Wrappers
mlr_pipeops_torch_callbacks
                        Callback Configuration
mlr_pipeops_torch_ingress
                        Entrypoint to Torch Network
mlr_pipeops_torch_ingress_categ
                        Torch Entry Point for Categorical Features
mlr_pipeops_torch_ingress_ltnsr
                        Ingress for Lazy Tensor
mlr_pipeops_torch_ingress_num
                        Torch Entry Point for Numeric Features
mlr_pipeops_torch_loss
                        Loss Configuration
mlr_pipeops_torch_model
                        PipeOp Torch Model
mlr_pipeops_torch_model_classif
                        PipeOp Torch Classifier
mlr_pipeops_torch_model_regr
                        Torch Regression Model
mlr_pipeops_torch_optimizer
                        Optimizer Configuration
mlr_pipeops_trafo_adjust_brightness
                        Adjust Brightness Transformation
mlr_pipeops_trafo_adjust_gamma
                        Adjust Gamma Transformation
mlr_pipeops_trafo_adjust_hue
                        Adjust Hue Transformation
mlr_pipeops_trafo_adjust_saturation
                        Adjust Saturation Transformation
mlr_pipeops_trafo_grayscale
                        Grayscale Transformation
mlr_pipeops_trafo_nop   No Transformation
mlr_pipeops_trafo_normalize
                        Normalization Transformation
mlr_pipeops_trafo_pad   Padding Transformation
mlr_pipeops_trafo_reshape
                        Reshaping Transformation
mlr_pipeops_trafo_resize
                        Resizing Transformation
mlr_pipeops_trafo_rgb_to_grayscale
                        RGB to Grayscale Transformation
mlr_tasks_cifar         CIFAR Classification Tasks
mlr_tasks_lazy_iris     Iris Classification Task
mlr_tasks_melanoma      Melanoma Image classification
mlr_tasks_mnist         MNIST Image classification
mlr_tasks_tiny_imagenet
                        Tiny ImageNet Classification Task
model_descriptor_to_learner
                        Create a Torch Learner from a ModelDescriptor
model_descriptor_to_module
                        Create a nn_graph from ModelDescriptor
model_descriptor_union
                        Union of ModelDescriptors
nn                      Create a Neural Network Layer
nn_ft_cls               CLS Token for FT-Transformer
nn_ft_transformer_block
                        Single Transformer Block for FT-Transformer
nn_geglu                GeGLU Module
nn_graph                Graph Network
nn_merge_cat            Concatenates multiple tensors
nn_merge_prod           Product of multiple tensors
nn_merge_sum            Sum of multiple tensors
nn_reglu                ReGLU Module
nn_reshape              Reshape
nn_squeeze              Squeeze
nn_tokenizer_categ      Categorical Tokenizer
nn_tokenizer_num        Numeric Tokenizer
nn_unsqueeze            Unsqueeze
output_dim_for          Network Output Dimension
pipeop_preproc_torch    Create Torch Preprocessing PipeOps
t_clbk                  Sugar Function for Torch Callback
t_loss                  Loss Function Quick Access
t_opt                   Optimizers Quick Access
task_dataset            Create a Dataset from a Task
torch_callback          Create a Callback Descriptor
