mlr3torch
Deep Learning with 'mlr3'

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mlr3torch: Deep Learning with 'mlr3'
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API for mlr3torch
Deep Learning with 'mlr3'

Global functions
.onLoad Source code
.onUnload Source code
==.lazy_tensor Man page
CallbackSet Man page
CallbackSetCheckpoint Man page
CallbackSetHistory Man page
CallbackSetLRScheduler Man page
CallbackSetProgress Man page
CallbackSetTB Man page
CallbackSetUnfreeze Man page
CallbacksNone Source code
ContextTorch Man page
DataBackendLazy Man page
DataDescriptor Man page
LearnerTorch Man page
LearnerTorchFeatureless Man page
LearnerTorchImage Man page
LearnerTorchMLP Man page
LearnerTorchModel Man page
LearnerTorchTabResNet Man page
LearnerTorchVision Man page
LossNone Source code
ModelDescriptor Man page Source code
OptimizerNone Source code
PipeOpModule Man page
PipeOpPreprocTorchAugmentCenterCrop Man page
PipeOpPreprocTorchAugmentColorJitter Man page
PipeOpPreprocTorchAugmentCrop Man page
PipeOpPreprocTorchAugmentHflip Man page
PipeOpPreprocTorchAugmentRandomAffine Man page
PipeOpPreprocTorchAugmentRandomChoice Man page
PipeOpPreprocTorchAugmentRandomCrop Man page
PipeOpPreprocTorchAugmentRandomHorizontalFlip Man page
PipeOpPreprocTorchAugmentRandomOrder Man page
PipeOpPreprocTorchAugmentRandomResizedCrop Man page
PipeOpPreprocTorchAugmentRandomVerticalFlip Man page
PipeOpPreprocTorchAugmentResizedCrop Man page
PipeOpPreprocTorchAugmentRotate Man page
PipeOpPreprocTorchAugmentVflip Man page
PipeOpPreprocTorchTrafoAdjustBrightness Man page
PipeOpPreprocTorchTrafoAdjustGamma Man page
PipeOpPreprocTorchTrafoAdjustHue Man page
PipeOpPreprocTorchTrafoAdjustSaturation Man page
PipeOpPreprocTorchTrafoGrayscale Man page
PipeOpPreprocTorchTrafoNop Man page
PipeOpPreprocTorchTrafoNormalize Man page
PipeOpPreprocTorchTrafoPad Man page
PipeOpPreprocTorchTrafoReshape Man page
PipeOpPreprocTorchTrafoResize Man page
PipeOpPreprocTorchTrafoRgbToGrayscale Man page
PipeOpTaskPreprocTorch Man page
PipeOpTorch Man page
PipeOpTorchAdaptiveAvgPool1D Man page
PipeOpTorchAdaptiveAvgPool2D Man page
PipeOpTorchAdaptiveAvgPool3D Man page
PipeOpTorchAvgPool1D Man page
PipeOpTorchAvgPool2D Man page
PipeOpTorchAvgPool3D Man page
PipeOpTorchBatchNorm1D Man page
PipeOpTorchBatchNorm2D Man page
PipeOpTorchBatchNorm3D Man page
PipeOpTorchBlock Man page
PipeOpTorchCELU Man page
PipeOpTorchCallbacks Man page
PipeOpTorchConv1D Man page
PipeOpTorchConv2D Man page
PipeOpTorchConv3D Man page
PipeOpTorchConvTranspose1D Man page
PipeOpTorchConvTranspose2D Man page
PipeOpTorchConvTranspose3D Man page
PipeOpTorchDropout Man page
PipeOpTorchELU Man page
PipeOpTorchFlatten Man page
PipeOpTorchGELU Man page
PipeOpTorchGLU Man page
PipeOpTorchHardShrink Man page
PipeOpTorchHardSigmoid Man page
PipeOpTorchHardTanh Man page
PipeOpTorchHead Man page
PipeOpTorchIngress Man page
PipeOpTorchIngressCategorical Man page
PipeOpTorchIngressLazyTensor Man page
PipeOpTorchIngressNumeric Man page
PipeOpTorchLayerNorm Man page
PipeOpTorchLeakyReLU Man page
PipeOpTorchLinear Man page
PipeOpTorchLogSigmoid Man page
PipeOpTorchLoss Man page
PipeOpTorchMaxPool1D Man page
PipeOpTorchMaxPool2D Man page
PipeOpTorchMaxPool3D Man page
PipeOpTorchMerge Man page
PipeOpTorchMergeCat Man page
PipeOpTorchMergeProd Man page
PipeOpTorchMergeSum Man page
PipeOpTorchModel Man page
PipeOpTorchModelClassif Man page
PipeOpTorchModelRegr Man page
PipeOpTorchOptimizer Man page
PipeOpTorchPReLU Man page
PipeOpTorchRReLU Man page
PipeOpTorchReLU Man page
PipeOpTorchReLU6 Man page
PipeOpTorchReshape Man page
PipeOpTorchSELU Man page
PipeOpTorchSigmoid Man page
PipeOpTorchSoftPlus Man page
PipeOpTorchSoftShrink Man page
PipeOpTorchSoftSign Man page
PipeOpTorchSoftmax Man page
PipeOpTorchSqueeze Man page
PipeOpTorchTanh Man page
PipeOpTorchTanhShrink Man page
PipeOpTorchThreshold Man page
PipeOpTorchUnsqueeze Man page
Select Man page
TorchCallback Man page
TorchDescriptor Man page
TorchIngressToken Man page Source code
TorchLoss Man page
TorchOptimizer Man page
`==.lazy_tensor` Source code
`[.lazy_tensor` Source code
`[<-.lazy_tensor` Source code
`[[<-.lazy_tensor` Source code
adaptive_avg_output_shape Source code
argument_matcher Source code Source code
as.data.table.DictionaryMlr3torchCallbacks Source code
as.data.table.DictionaryMlr3torchLosses Source code
as.data.table.DictionaryMlr3torchOptimizers Source code
as_data_descriptor Man page Source code
as_data_descriptor.dataset Source code
as_lazy_tensor Man page Source code
as_lazy_tensor.DataDescriptor Source code
as_lazy_tensor.dataset Man page Source code
as_lazy_tensor.numeric Source code
as_lazy_tensor.torch_tensor Source code
as_lr_scheduler Man page Source code
as_multi_tensor_dataset Source code
as_torch_callback Man page Source code
as_torch_callback.R6ClassGenerator Source code
as_torch_callback.TorchCallback Source code
as_torch_callback.character Source code
as_torch_callbacks Man page Source code
as_torch_callbacks.NULL Source code
as_torch_callbacks.character Source code
as_torch_callbacks.default Source code
as_torch_callbacks.list Source code
as_torch_loss Man page Source code
as_torch_loss.TorchLoss Source code
as_torch_loss.character Source code
as_torch_loss.nn_loss Source code
as_torch_optimizer Man page Source code
as_torch_optimizer.TorchOptimizer Source code
as_torch_optimizer.character Source code
as_torch_optimizer.torch_optimizer_generator Source code
assert_compatible_shapes Source code
assert_grayscale_or_rgb Source code
assert_inherits_classname Source code
assert_lazy_tensor Man page Source code
assert_rgb_shape Source code
assert_shape Source code
assert_shapes Source code
auto_cache_lazy_tensors Source code
auto_device Man page Source code
avg_output_shape Source code
batchgetter_categ Man page Source code
batchgetter_lazy_tensor Source code
batchgetter_num Man page Source code
c.lazy_tensor Source code
cached Source code
callback_set Man page Source code
char_repr Source code
check_callbacks Source code
check_class_or_list Source code
check_function_or_null Source code
check_integerish_or_null Source code
check_nn_module Source code
check_shape Source code
check_unfreeze_dt Source code
class_with_init Source code
clear_mlr3torch_cache Source code
clone_recurse Source code
coalesce_assert_id Source code
col_info.DataBackendLazy Source code
constructor_cifar Source code
constructor_cifar10 Source code
constructor_cifar100 Source code
constructor_melanoma Source code
constructor_mnist Source code
constructor_tiny_imagenet Source code
conv_output_shape Source code
conv_transpose_output_shape Source code
create_ps Source code
dataset_ltnsr Source code
dataset_num Source code
dataset_num_categ Source code
dd Source code
default_task_id Source code
encode_prediction_default Source code
epochs_aggr Source code
epochs_tune_fn Source code
eval_train_in_epoch Source code
eval_valid_in_epoch Source code
format.lazy_tensor Source code
get_cache_dir Source code
get_example_batch Source code
get_init Source code
get_input Source code
get_nout Source code
get_output Source code
get_target_batchgetter Source code
has_one_arg Source code
hash_input.TorchIngressToken Source code
hash_input.lazy_tensor Source code
hash_input.nn_module Source code
infer_shapes_from_getbatch Source code
inferps Source code
initialize_cache Source code
is_lazy_tensor Man page Source code
lazy_tensor Man page Source code
learner_torch_predict Source code
learner_torch_train Source code
list_to_batch Source code
load_col_info Source code
load_task_cifar10 Source code
load_task_cifar100 Source code
load_task_lazy_iris Source code
load_task_melanoma Source code
load_task_mnist Source code
load_task_tiny_imagenet Source code
make_check_measures Source code
make_check_vector Source code
make_mlp Source code
make_select Source code
marshal_model.LearnerTorch Source code
marshal_model.learner_torch_model Source code
materialize Man page Source code
materialize.data.frame Source code
materialize.lazy_tensor Source code
materialize.list Man page Source code
materialize_internal Man page Source code
measure_prediction Source code
merge_assert_unique Source code
merge_compatible_lazy_tensor_graphs Source code
merge_graphs Source code
merge_lazy_tensor_graphs Source code
mlr3torch Man page
mlr3torch-package Man page
mlr3torch_callbacks Man page
mlr3torch_losses Man page
mlr3torch_optimizers Man page
mlr_backends_lazy Man page
mlr_callback_set Man page
mlr_callback_set.checkpoint Man page
mlr_callback_set.history Man page
mlr_callback_set.lr_scheduler Man page
mlr_callback_set.progress Man page
mlr_callback_set.tb Man page
mlr_callback_set.unfreeze Man page
mlr_context_torch Man page
mlr_learners.mlp Man page
mlr_learners.tab_resnet Man page
mlr_learners.torch_featureless Man page
mlr_learners.torchvision Man page
mlr_learners_torch Man page
mlr_learners_torch_image Man page
mlr_learners_torch_model Man page
mlr_pipeops_augment_center_crop Man page
mlr_pipeops_augment_color_jitter Man page
mlr_pipeops_augment_crop Man page
mlr_pipeops_augment_hflip Man page
mlr_pipeops_augment_random_affine Man page
mlr_pipeops_augment_random_choice Man page
mlr_pipeops_augment_random_crop Man page
mlr_pipeops_augment_random_horizontal_flip Man page
mlr_pipeops_augment_random_order Man page
mlr_pipeops_augment_random_resized_crop Man page
mlr_pipeops_augment_random_vertical_flip Man page
mlr_pipeops_augment_resized_crop Man page
mlr_pipeops_augment_rotate Man page
mlr_pipeops_augment_vflip Man page
mlr_pipeops_module Man page
mlr_pipeops_nn_adaptive_avg_pool1d Man page
mlr_pipeops_nn_adaptive_avg_pool2d Man page
mlr_pipeops_nn_adaptive_avg_pool3d Man page
mlr_pipeops_nn_avg_pool1d Man page
mlr_pipeops_nn_avg_pool2d Man page
mlr_pipeops_nn_avg_pool3d Man page
mlr_pipeops_nn_batch_norm1d Man page
mlr_pipeops_nn_batch_norm2d Man page
mlr_pipeops_nn_batch_norm3d Man page
mlr_pipeops_nn_block Man page
mlr_pipeops_nn_celu Man page
mlr_pipeops_nn_conv1d Man page
mlr_pipeops_nn_conv2d Man page
mlr_pipeops_nn_conv3d Man page
mlr_pipeops_nn_conv_transpose1d Man page
mlr_pipeops_nn_conv_transpose2d Man page
mlr_pipeops_nn_conv_transpose3d Man page
mlr_pipeops_nn_dropout Man page
mlr_pipeops_nn_elu Man page
mlr_pipeops_nn_flatten Man page
mlr_pipeops_nn_gelu Man page
mlr_pipeops_nn_glu Man page
mlr_pipeops_nn_hardshrink Man page
mlr_pipeops_nn_hardsigmoid Man page
mlr_pipeops_nn_hardtanh Man page
mlr_pipeops_nn_head Man page
mlr_pipeops_nn_layer_norm Man page
mlr_pipeops_nn_leaky_relu Man page
mlr_pipeops_nn_linear Man page
mlr_pipeops_nn_log_sigmoid Man page
mlr_pipeops_nn_max_pool1d Man page
mlr_pipeops_nn_max_pool2d Man page
mlr_pipeops_nn_max_pool3d Man page
mlr_pipeops_nn_merge Man page
mlr_pipeops_nn_merge_cat Man page
mlr_pipeops_nn_merge_prod Man page
mlr_pipeops_nn_merge_sum Man page
mlr_pipeops_nn_prelu Man page
mlr_pipeops_nn_relu Man page
mlr_pipeops_nn_relu6 Man page
mlr_pipeops_nn_reshape Man page
mlr_pipeops_nn_rrelu Man page
mlr_pipeops_nn_selu Man page
mlr_pipeops_nn_sigmoid Man page
mlr_pipeops_nn_softmax Man page
mlr_pipeops_nn_softplus Man page
mlr_pipeops_nn_softshrink Man page
mlr_pipeops_nn_softsign Man page
mlr_pipeops_nn_squeeze Man page
mlr_pipeops_nn_tanh Man page
mlr_pipeops_nn_tanhshrink Man page
mlr_pipeops_nn_threshold Man page
mlr_pipeops_nn_unsqueeze Man page
mlr_pipeops_preproc_torch Man page
mlr_pipeops_torch Man page
mlr_pipeops_torch_callbacks Man page
mlr_pipeops_torch_ingress Man page
mlr_pipeops_torch_ingress_categ Man page
mlr_pipeops_torch_ingress_ltnsr Man page
mlr_pipeops_torch_ingress_num Man page
mlr_pipeops_torch_loss Man page
mlr_pipeops_torch_model Man page
mlr_pipeops_torch_model_classif Man page
mlr_pipeops_torch_model_regr Man page
mlr_pipeops_torch_optimizer Man page
mlr_pipeops_trafo_adjust_brightness Man page
mlr_pipeops_trafo_adjust_gamma Man page
mlr_pipeops_trafo_adjust_hue Man page
mlr_pipeops_trafo_adjust_saturation Man page
mlr_pipeops_trafo_grayscale Man page
mlr_pipeops_trafo_nop Man page
mlr_pipeops_trafo_normalize Man page
mlr_pipeops_trafo_pad Man page
mlr_pipeops_trafo_reshape Man page
mlr_pipeops_trafo_resize Man page
mlr_pipeops_trafo_rgb_to_grayscale Man page
mlr_tasks_cifar Man page
mlr_tasks_cifar10 Man page
mlr_tasks_cifar100 Man page
mlr_tasks_lazy_iris Man page
mlr_tasks_melanoma Man page
mlr_tasks_mnist Man page
mlr_tasks_tiny_imagenet Man page
model_descriptor_to_learner Man page Source code
model_descriptor_to_module Man page Source code
model_descriptor_union Man page Source code
new_lazy_tensor Source code
nn Man page Source code
nn_graph Man page
nn_merge_cat Man page
nn_merge_prod Man page
nn_merge_sum Man page
nn_reshape Man page
nn_squeeze Man page
nn_unsqueeze Man page
normalize_to_list Source code
order_named_args Source code
paramset_torchlearner Source code
pipeop_preproc_torch Man page Source code
print.ModelDescriptor Source code
print.Select Source code
print.TorchIngressToken Source code
print.lazy_tensor Source code
rd_info_learner_torch Source code
rd_info_task_torch Source code
register_learner Source code
register_mlr3 Source code
register_mlr3pipelines Source code
register_po Source code
register_preproc Source code
register_task Source code
rep.lazy_tensor Source code
rep_len.lazy_tensor Source code
replace_head Man page Source code
replace_head.AlexNet Source code
replace_head.VGG Source code
replace_head.mobilenet_v2 Source code
replace_head.resnet Source code
running_on_mac Source code
sample_input_from_shapes Source code
select_all Man page Source code
select_grep Man page Source code
select_invert Man page Source code
select_name Man page Source code
select_none Man page Source code
select_repr Source code
shape_to_str Source code
single_lazy_tensor Source code
t_clbk Man page Source code
t_clbk.NULL Source code
t_clbk.character Source code
t_clbks Man page Source code
t_clbks.NULL Source code
t_clbks.character Source code
t_loss Man page Source code
t_loss.NULL Source code
t_loss.character Source code
t_losses Man page Source code
t_losses.NULL Source code
t_losses.character Source code
t_opt Man page Source code
t_opt.NULL Source code
t_opt.character Source code
t_opts Man page Source code
t_opts.NULL Source code
t_opts.character Source code
target_batchgetter_classif Source code
target_batchgetter_regr Source code
task_dataset Man page
test_equal Source code
test_equal_col_info Source code
test_shape Source code
torch_callback Man page Source code
torch_network_predict Source code
torch_network_predict_valid Source code
train_loop Source code
transform_lazy_tensor Source code
unchanged_shapes Source code
unchanged_shapes_image Source code
unchanged_shapes_rgb Source code
unique_id Source code
uniqueify Source code
unmarshal_model.LearnerTorch Source code
unmarshal_model.learner_torch_model_marshaled Source code
with_torch_settings Source code
mlr3torch documentation built on April 4, 2025, 3:03 a.m.

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