Files in mlr-org/mlr3torch

Deep Learning with 'mlr3'

LICENSE.md NEWS.md R/CallbackSet.R R/CallbackSetCheckpoint.R R/CallbackSetEarlyStopping.R R/CallbackSetHistory.R R/CallbackSetLRScheduler.R R/CallbackSetProgress.R R/CallbackSetTB.R R/CallbackSetUnfreeze.R R/ContextTorch.R R/DataBackendLazy.R R/DataDescriptor.R R/LearnerTorch.R R/LearnerTorchFeatureless.R R/LearnerTorchImage.R R/LearnerTorchMLP.R R/LearnerTorchModel.R R/LearnerTorchModule.R R/LearnerTorchTabResNet.R R/LearnerTorchVision.R R/ModelDescriptor.R R/PipeOpModule.R R/PipeOpTaskPreprocTorch.R R/PipeOpTorch.R R/PipeOpTorchActivation.R R/PipeOpTorchAdaptiveAvgPool.R R/PipeOpTorchAvgPool.R R/PipeOpTorchBatchNorm.R R/PipeOpTorchBlock.R R/PipeOpTorchCallbacks.R R/PipeOpTorchConv.R R/PipeOpTorchConvTranspose.R R/PipeOpTorchDropout.R R/PipeOpTorchFTCLS.R R/PipeOpTorchFn.R R/PipeOpTorchHead.R R/PipeOpTorchIdentity.R R/PipeOpTorchIngress.R R/PipeOpTorchLayerNorm.R R/PipeOpTorchLinear.R R/PipeOpTorchLoss.R R/PipeOpTorchMaxPool.R R/PipeOpTorchMerge.R R/PipeOpTorchModel.R R/PipeOpTorchOptimizer.R R/PipeOpTorchReshape.R R/PipeOpTorchSoftmax.R R/PipeOpTorchTokenizer.R R/Select.R R/TaskClassif_cifar.R R/TaskClassif_lazy_iris.R R/TaskClassif_melanoma.R R/TaskClassif_mnist.R R/TaskClassif_tiny_imagenet.R R/TorchCallback.R R/TorchDescriptor.R R/TorchLoss.R R/TorchOptimizer.R R/aaa.R R/bibentries.R R/cache.R R/lazy_tensor.R R/learner_torch_methods.R R/materialize.R R/merge_graphs.R R/multi_tensor_dataset.R R/nn.R R/nn_graph.R R/paramset_torchlearner.R R/preprocess.R R/rd_info.R R/shape.R R/task_dataset.R R/utils.R R/with_torch_settings.R R/zzz.R README.Rmd README.md attic/LearnerTorch.R attic/PipeOpImageTrafo.R attic/TorchOp.R attic/TorchOpRepeat.R attic/TorchOpTabTokenizer.R attic/Trafo.R attic/dataset/DataBackendDataset.R attic/dataset/TaskTorch.R attic/dataset/datasubset.R attic/dataset/test_DataBackendDataset.R attic/debug-issue-12.R attic/debug-issue-8.R attic/dev-reset-layer.R attic/devel-img-task.R attic/experiments.R attic/image-task.R attic/imageuri.R attic/luz-reprex.R attic/make_image_dataset.R attic/models/LearnerClassifTabNet.R attic/models/LearnerClassifTabResNet.R attic/models/LearnerRegrTabNet.R attic/models/TorchOpTabResNetBlocks.R attic/nn_cls.R attic/nn_rtdl_attention.R attic/operators.R attic/paramset_tabnet.R attic/paramsets_image_trafo.R attic/pot.R attic/reset.R attic/serialize.R attic/task-img.R attic/test-lrn-alexnet.R attic/test_GraphLearnerTorch.R attic/test_LearnerClassifTabResNet.R attic/test_LearnerClassifTorch.R attic/test_PipeOpImageTrafo.R attic/test_TorchOpFlatten.R attic/test_TorchOpInput.R attic/test_TorchOpModel.R attic/test_TorchOpOutput.R attic/test_TorchOpRepeat.R attic/test_TorchOpSelect.R attic/test_TorchOpTabResNetBlocks.R attic/test_TorchOpTabTokenizer.R attic/test_TorchOptimizer.R attic/test_as_dataloader.R attic/test_as_dataset.R attic/test_dataloader.R attic/test_nn_attention.R attic/test_nn_cls.R attic/test_paramset_activation.R attic/test_paramset_torchlearner.R attic/test_paramsets_image_trafo.R attic/test_pot.R attic/test_tabnet.R attic/test_tuning.R attic/testdrive.R attic/threading-repro.R attic/torch_reflections.R attic/torchvision-example-alexnet.R attic/tuning-test.R attic/util-torch.R attic/utils.R attic/utils_task.R attic/vignettes/torchops_neo.md benchmarks/image_loaders/benchmark_image_loaders.R benchmarks/tensor_dataset.R cran-comments.md data-raw/cifar.R data-raw/melanoma.R data-raw/mnist.R data-raw/tiny_imagenet.R info/testdata.md man-roxygen/field_id.R man-roxygen/field_label.R man-roxygen/field_man.R man-roxygen/field_packages.R man-roxygen/field_param_set.R man-roxygen/field_phash.R man-roxygen/field_task_type.R man-roxygen/field_task_types.R man-roxygen/learner.R man-roxygen/learner_example.R man-roxygen/param_callbacks.R man-roxygen/param_dataset_shapes.R man-roxygen/param_feature_types.R man-roxygen/param_id.R man-roxygen/param_label.R man-roxygen/param_loss.R man-roxygen/param_man.R man-roxygen/param_module_generator.R man-roxygen/param_optimizer.R man-roxygen/param_packages.R man-roxygen/param_param_set.R man-roxygen/param_param_vals.R man-roxygen/param_predict_types.R man-roxygen/param_properties.R man-roxygen/param_task_type.R man-roxygen/params_learner.R man-roxygen/params_pipelines.R man-roxygen/paramset_torchlearner.R man-roxygen/pipeop_torch.R man-roxygen/pipeop_torch_channels_default.R man-roxygen/pipeop_torch_example.R man-roxygen/pipeop_torch_state_default.R man-roxygen/preprocess_torchvision.R man-roxygen/pretrained.R man-roxygen/task_download.R man/DataDescriptor.Rd man/ModelDescriptor.Rd man/PipeOpPreprocTorchTrafoNop.Rd man/PipeOpPreprocTorchTrafoReshape.Rd man/Select.Rd man/TorchCallback.Rd man/TorchDescriptor.Rd man/TorchIngressToken.Rd man/TorchLoss.Rd man/TorchOptimizer.Rd man/as_data_descriptor.Rd man/as_lazy_tensor.Rd man/as_lr_scheduler.Rd man/as_torch_callback.Rd man/as_torch_callbacks.Rd man/as_torch_loss.Rd man/as_torch_optimizer.Rd man/assert_lazy_tensor.Rd man/auto_device.Rd man/batchgetter_categ.Rd man/batchgetter_num.Rd man/callback_set.Rd man/cross_entropy.Rd man/equals-.lazy_tensor.Rd man/ingress_categ.Rd man/ingress_ltnsr.Rd man/ingress_num.Rd man/is_lazy_tensor.Rd man/lazy_tensor.Rd man/materialize.Rd man/materialize_internal.Rd man/mlr3torch-package.Rd man/mlr3torch_callbacks.Rd man/mlr3torch_losses.Rd man/mlr3torch_optimizers.Rd man/mlr_backends_lazy.Rd man/mlr_callback_set.Rd man/mlr_callback_set.checkpoint.Rd man/mlr_callback_set.history.Rd man/mlr_callback_set.lr_scheduler.Rd man/mlr_callback_set.progress.Rd man/mlr_callback_set.tb.Rd man/mlr_callback_set.unfreeze.Rd man/mlr_context_torch.Rd man/mlr_learners.mlp.Rd man/mlr_learners.module.Rd man/mlr_learners.tab_resnet.Rd man/mlr_learners.torch_featureless.Rd man/mlr_learners.torchvision.Rd man/mlr_learners_torch.Rd man/mlr_learners_torch_image.Rd man/mlr_learners_torch_model.Rd man/mlr_pipeops_augment_center_crop.Rd man/mlr_pipeops_augment_color_jitter.Rd man/mlr_pipeops_augment_crop.Rd man/mlr_pipeops_augment_hflip.Rd man/mlr_pipeops_augment_random_affine.Rd man/mlr_pipeops_augment_random_choice.Rd man/mlr_pipeops_augment_random_crop.Rd man/mlr_pipeops_augment_random_horizontal_flip.Rd man/mlr_pipeops_augment_random_order.Rd man/mlr_pipeops_augment_random_resized_crop.Rd man/mlr_pipeops_augment_random_vertical_flip.Rd man/mlr_pipeops_augment_resized_crop.Rd man/mlr_pipeops_augment_rotate.Rd man/mlr_pipeops_augment_vflip.Rd man/mlr_pipeops_module.Rd man/mlr_pipeops_nn_adaptive_avg_pool1d.Rd man/mlr_pipeops_nn_adaptive_avg_pool2d.Rd man/mlr_pipeops_nn_adaptive_avg_pool3d.Rd man/mlr_pipeops_nn_avg_pool1d.Rd man/mlr_pipeops_nn_avg_pool2d.Rd man/mlr_pipeops_nn_avg_pool3d.Rd man/mlr_pipeops_nn_batch_norm1d.Rd man/mlr_pipeops_nn_batch_norm2d.Rd man/mlr_pipeops_nn_batch_norm3d.Rd man/mlr_pipeops_nn_block.Rd man/mlr_pipeops_nn_celu.Rd man/mlr_pipeops_nn_conv1d.Rd man/mlr_pipeops_nn_conv2d.Rd man/mlr_pipeops_nn_conv3d.Rd man/mlr_pipeops_nn_conv_transpose1d.Rd man/mlr_pipeops_nn_conv_transpose2d.Rd man/mlr_pipeops_nn_conv_transpose3d.Rd man/mlr_pipeops_nn_dropout.Rd man/mlr_pipeops_nn_elu.Rd man/mlr_pipeops_nn_flatten.Rd man/mlr_pipeops_nn_fn.Rd man/mlr_pipeops_nn_ft_cls.Rd man/mlr_pipeops_nn_geglu.Rd man/mlr_pipeops_nn_gelu.Rd man/mlr_pipeops_nn_glu.Rd man/mlr_pipeops_nn_hardshrink.Rd man/mlr_pipeops_nn_hardsigmoid.Rd man/mlr_pipeops_nn_hardtanh.Rd man/mlr_pipeops_nn_head.Rd man/mlr_pipeops_nn_identity.Rd man/mlr_pipeops_nn_layer_norm.Rd man/mlr_pipeops_nn_leaky_relu.Rd man/mlr_pipeops_nn_linear.Rd man/mlr_pipeops_nn_log_sigmoid.Rd man/mlr_pipeops_nn_max_pool1d.Rd man/mlr_pipeops_nn_max_pool2d.Rd man/mlr_pipeops_nn_max_pool3d.Rd man/mlr_pipeops_nn_merge.Rd man/mlr_pipeops_nn_merge_cat.Rd man/mlr_pipeops_nn_merge_prod.Rd man/mlr_pipeops_nn_merge_sum.Rd man/mlr_pipeops_nn_prelu.Rd man/mlr_pipeops_nn_reglu.Rd man/mlr_pipeops_nn_relu.Rd man/mlr_pipeops_nn_relu6.Rd man/mlr_pipeops_nn_reshape.Rd man/mlr_pipeops_nn_rrelu.Rd man/mlr_pipeops_nn_selu.Rd man/mlr_pipeops_nn_sigmoid.Rd man/mlr_pipeops_nn_softmax.Rd man/mlr_pipeops_nn_softplus.Rd man/mlr_pipeops_nn_softshrink.Rd man/mlr_pipeops_nn_softsign.Rd man/mlr_pipeops_nn_squeeze.Rd man/mlr_pipeops_nn_tanh.Rd man/mlr_pipeops_nn_tanhshrink.Rd man/mlr_pipeops_nn_threshold.Rd man/mlr_pipeops_nn_tokenizer_categ.Rd man/mlr_pipeops_nn_tokenizer_num.Rd man/mlr_pipeops_nn_unsqueeze.Rd man/mlr_pipeops_preproc_torch.Rd man/mlr_pipeops_torch.Rd man/mlr_pipeops_torch_callbacks.Rd man/mlr_pipeops_torch_ingress.Rd man/mlr_pipeops_torch_ingress_categ.Rd man/mlr_pipeops_torch_ingress_ltnsr.Rd man/mlr_pipeops_torch_ingress_num.Rd man/mlr_pipeops_torch_loss.Rd man/mlr_pipeops_torch_model.Rd man/mlr_pipeops_torch_model_classif.Rd man/mlr_pipeops_torch_model_regr.Rd man/mlr_pipeops_torch_optimizer.Rd man/mlr_pipeops_trafo_adjust_brightness.Rd man/mlr_pipeops_trafo_adjust_gamma.Rd man/mlr_pipeops_trafo_adjust_hue.Rd man/mlr_pipeops_trafo_adjust_saturation.Rd man/mlr_pipeops_trafo_grayscale.Rd man/mlr_pipeops_trafo_normalize.Rd man/mlr_pipeops_trafo_pad.Rd man/mlr_pipeops_trafo_resize.Rd man/mlr_pipeops_trafo_rgb_to_grayscale.Rd man/mlr_tasks_cifar.Rd man/mlr_tasks_lazy_iris.Rd man/mlr_tasks_melanoma.Rd man/mlr_tasks_mnist.Rd man/mlr_tasks_tiny_imagenet.Rd man/model_descriptor_to_learner.Rd man/model_descriptor_to_module.Rd man/model_descriptor_union.Rd man/nn.Rd man/nn_ft_cls.Rd man/nn_geglu.Rd man/nn_graph.Rd man/nn_merge_cat.Rd man/nn_merge_prod.Rd man/nn_merge_sum.Rd man/nn_reglu.Rd man/nn_reshape.Rd man/nn_squeeze.Rd man/nn_tokenizer_categ.Rd man/nn_tokenizer_num.Rd man/nn_unsqueeze.Rd man/output_dim_for.Rd man/pipeop_preproc_torch.Rd man/replace_head.Rd man/t_clbk.Rd man/t_loss.Rd man/t_opt.Rd man/task_dataset.Rd man/torch_callback.Rd paper/finetuning.R tests/testthat.R tests/testthat/helper_autotest.R tests/testthat/helper_functions.R tests/testthat/helper_learner.R tests/testthat/helper_mlr3.R tests/testthat/helper_mlr3pipelines.R tests/testthat/helper_module.R tests/testthat/helper_pipeop.R tests/testthat/helper_tasks.R tests/testthat/setup.R tests/testthat/teardown.R tests/testthat/test_CallbackSet.R tests/testthat/test_CallbackSetCheckpoint.R tests/testthat/test_CallbackSetHistory.R tests/testthat/test_CallbackSetLRScheduler.R tests/testthat/test_CallbackSetProgress.R tests/testthat/test_CallbackSetTB.R tests/testthat/test_CallbackSetUnfreeze.R tests/testthat/test_DataBackendLazy.R tests/testthat/test_DataDescriptor.R tests/testthat/test_LearnerTorch.R tests/testthat/test_LearnerTorchFeatureless.R tests/testthat/test_LearnerTorchImage.R tests/testthat/test_LearnerTorchMLP.R tests/testthat/test_LearnerTorchModel.R tests/testthat/test_LearnerTorchModule.R tests/testthat/test_LearnerTorchTabResNet.R tests/testthat/test_LearnerTorchVision.R tests/testthat/test_ModelDescriptor.R tests/testthat/test_PipeOpModule.R tests/testthat/test_PipeOpTaskPreprocTorch.R tests/testthat/test_PipeOpTorch.R tests/testthat/test_PipeOpTorchActivation.R tests/testthat/test_PipeOpTorchAdaptiveAvgPool.R tests/testthat/test_PipeOpTorchAvgPool.R tests/testthat/test_PipeOpTorchBatchNorm.R tests/testthat/test_PipeOpTorchBlock.R tests/testthat/test_PipeOpTorchCallbacks.R tests/testthat/test_PipeOpTorchConv.R tests/testthat/test_PipeOpTorchConvTranspose.R tests/testthat/test_PipeOpTorchDropout.R tests/testthat/test_PipeOpTorchFTCLS.R tests/testthat/test_PipeOpTorchFn.R tests/testthat/test_PipeOpTorchHead.R tests/testthat/test_PipeOpTorchIdentity.R tests/testthat/test_PipeOpTorchIngress.R tests/testthat/test_PipeOpTorchLayerNorm.R tests/testthat/test_PipeOpTorchLinear.R tests/testthat/test_PipeOpTorchLoss.R tests/testthat/test_PipeOpTorchMaxPool.R tests/testthat/test_PipeOpTorchMerge.R tests/testthat/test_PipeOpTorchModel.R tests/testthat/test_PipeOpTorchOptimizer.R tests/testthat/test_PipeOpTorchReshape.R tests/testthat/test_PipeOpTorchTokenizer.R tests/testthat/test_Select.R tests/testthat/test_TaskClassif_cifar.R tests/testthat/test_TaskClassif_lazy_iris.R tests/testthat/test_TaskClassif_melanoma.R tests/testthat/test_TaskClassif_mnist.R tests/testthat/test_TaskClassif_tiny_imagenet.R tests/testthat/test_TorchCallback.R tests/testthat/test_TorchDescriptor.R tests/testthat/test_TorchLoss.R tests/testthat/test_TorchOptimizer.R tests/testthat/test_autotests.R tests/testthat/test_cache.R tests/testthat/test_dictionaries.R tests/testthat/test_helper_tasks.R tests/testthat/test_lazy_tensor.R tests/testthat/test_learner_torch_methods.R tests/testthat/test_materialize.R tests/testthat/test_multi_tensor_dataset.R tests/testthat/test_nn.R tests/testthat/test_nn_graph.R tests/testthat/test_paramset_torchlearner.R tests/testthat/test_preprocess.R tests/testthat/test_shape.R tests/testthat/test_task_dataset.R tests/testthat/test_utils.R tests/testthat/test_with_torch_settings.R vignettes/articles/callback_list.Rmd vignettes/articles/callbacks.Rmd vignettes/articles/get_started.Rmd vignettes/articles/internals_pipeop_torch.Rmd vignettes/articles/layer_list.Rmd vignettes/articles/lazy_tensor.Rmd vignettes/articles/loss_list.Rmd vignettes/articles/optimizer_list.Rmd vignettes/articles/pipeop_torch.Rmd vignettes/articles/preprocessing_list.Rmd vignettes/articles/tabular_learner_list.Rmd vignettes/articles/task_list.Rmd vignettes/articles/vision_learner_list.Rmd