Index

_

__call__() (mridc.collections.reconstruction.data.subsample.EquispacedMaskFunc method) (mridc.collections.reconstruction.data.subsample.Gaussian1DMaskFunc method) (mridc.collections.reconstruction.data.subsample.Gaussian2DMaskFunc method) (mridc.collections.reconstruction.data.subsample.MaskFunc method) (mridc.collections.reconstruction.data.subsample.Poisson2DMaskFunc method) (mridc.collections.reconstruction.data.subsample.RandomMaskFunc method) (mridc.collections.reconstruction.parts.transforms.MRIDataTransforms method) (mridc.utils.metaclasses.Singleton method) __eq__() (mridc.core.neural_types.neural_type.NeuralType method)

__init_subclass__() (mridc.core.classes.modelPT.ModelPT class method) __iter__() (mridc.collections.common.data.dataset.ConcatDataset method) __len__() (mridc.collections.common.data.dataset.ConcatDataset method) __repr__() (mridc.collections.reconstruction.metrics.evaluate.Metrics method) (mridc.core.neural_types.axes.AxisKind method) (mridc.core.neural_types.axes.AxisType method) (mridc.core.neural_types.elements.ElementType method) (mridc.core.neural_types.neural_type.NeuralType method) __str__() (mridc.core.neural_types.axes.AxisKind method) (mridc.core.neural_types.elements.ElementType method)

A

accelerator (mridc.core.conf.trainer.TrainerConfig attribute) accumulate_grad_batches (mridc.core.conf.trainer.TrainerConfig attribute) active_timers() (mridc.utils.timers.NamedTimer method) AdadeltaParams (class in mridc.core.conf.optimizers) Adafactor (class in mridc.core.optim.adafactor) AdagradParams (class in mridc.core.conf.optimizers) AdamaxParams (class in mridc.core.conf.optimizers) AdamParams (class in mridc.core.conf.optimizers) AdamWParams (class in mridc.core.conf.optimizers) add_err_file_handler() (mridc.utils.mridc_logging.Logger method) add_file_handler() (mridc.utils.mridc_logging.Logger method) add_filehandlers_to_pl_logger() (in module mridc.utils.lightning_logger_patch) add_memory_handlers_to_pl_logger() (in module mridc.utils.lightning_logger_patch) add_optimizer_args() (in module mridc.utils.arguments) add_port_docs() (in module mridc.utils.decorators.port_docs) add_recon_args() (in module mridc.utils.arguments) add_scheduler_args() (in module mridc.utils.arguments) add_stream_handlers() (mridc.utils.mridc_logging.Logger method) AggregatorLoss (class in mridc.collections.common.losses.aggregator) aliases (mridc.core.classes.common.PretrainedModelInfo attribute) allow_zero_length_dataloader_with_multiple_devices (mridc.collections.reconstruction.models.ccnn.CascadeNet attribute) (mridc.collections.reconstruction.models.cirim.CIRIM attribute) (mridc.collections.reconstruction.models.crnn.CRNNet attribute) (mridc.collections.reconstruction.models.dunet.DUNet attribute) (mridc.collections.reconstruction.models.jointicnet.JointICNet attribute) (mridc.collections.reconstruction.models.kikinet.KIKINet attribute) (mridc.collections.reconstruction.models.lpd.LPDNet attribute) (mridc.collections.reconstruction.models.multidomainnet.MultiDomainNet attribute) (mridc.collections.reconstruction.models.pics.PICS attribute) (mridc.collections.reconstruction.models.rvn.RecurrentVarNet attribute) (mridc.collections.reconstruction.models.unet.UNet attribute) (mridc.collections.reconstruction.models.vn.VarNet attribute) (mridc.collections.reconstruction.models.vsnet.VSNet attribute) (mridc.collections.reconstruction.models.xpdnet.XPDNet attribute) (mridc.collections.reconstruction.models.zf.ZF attribute)

allreduce_buffer() (mridc.core.optim.optimizer_with_master_params.GradBucket method) allreduce_main_grads() (mridc.core.optim.optimizer_with_master_params.MainParamsOptimizerWrapper method) alpha (mridc.core.conf.optimizers.RMSpropParams attribute) always_save_mridc (mridc.utils.exp_manager.CallbackParams attribute) amp_backend (mridc.core.conf.trainer.TrainerConfig attribute) amp_level (mridc.core.conf.trainer.TrainerConfig attribute) amsgrad (mridc.core.conf.optimizers.AdamParams attribute) (mridc.core.conf.optimizers.AdamWParams attribute) (mridc.core.conf.optimizers.NovogradParams attribute) AnsiBack (class in mridc.utils.formaters.colors) AnsiCodes (class in mridc.utils.formaters.colors) AnsiCursor (class in mridc.utils.formaters.colors) AnsiFore (class in mridc.utils.formaters.colors) AnsiStyle (class in mridc.utils.formaters.colors) Any (mridc.core.neural_types.axes.AxisKind attribute) apply_mask() (in module mridc.collections.reconstruction.parts.utils) AppState (class in mridc.utils.app_state) ArtifactItem (class in mridc.utils.model_utils) ArtifactPathType (class in mridc.utils.model_utils) as_frozen() (mridc.core.classes.module.NeuralModule method) assert_dataclass_signature_match() (in module mridc.utils.config_utils) async_master_grads_allreudce (mridc.core.optim.optimizer_with_master_params.MainParamsOptimizerWrapper property) augment_filename() (in module mridc.utils.export_utils) auto_lr_find (mridc.core.conf.trainer.TrainerConfig attribute) auto_scale_batch_size (mridc.core.conf.trainer.TrainerConfig attribute) auto_select_gpus (mridc.core.conf.trainer.TrainerConfig attribute) AxisKind (class in mridc.core.neural_types.axes) AxisKindAbstract (class in mridc.core.neural_types.axes) AxisType (class in mridc.core.neural_types.axes)

B

BACK() (mridc.utils.formaters.colors.AnsiCursor static method) backward() (mridc.collections.reconstruction.models.sigmanet.dc_layers.ConjugateGradient static method) base_lr (mridc.core.conf.schedulers.CyclicLRParams attribute) base_momentum (mridc.core.conf.schedulers.CyclicLRParams attribute) BaseMRIDCFormatter (class in mridc.utils.formaters.base) BaseMRIReconstructionModel (class in mridc.collections.reconstruction.models.base) BaseSensitivityModel (class in mridc.collections.reconstruction.models.base) Batch (mridc.core.neural_types.axes.AxisKind attribute) batch_chans_to_chan_dim() (mridc.collections.reconstruction.models.base.BaseSensitivityModel static method) batch_sampler (mridc.core.conf.dataloader.DataLoaderConfig attribute) batch_size (mridc.core.classes.dataset.DatasetConfig attribute) (mridc.core.conf.dataloader.DataLoaderConfig attribute)

batched_mask_center() (in module mridc.collections.reconstruction.parts.utils) benchmark (mridc.core.conf.trainer.TrainerConfig attribute) betas (mridc.core.conf.optimizers.AdamaxParams attribute) (mridc.core.conf.optimizers.AdamWParams attribute) (mridc.core.conf.optimizers.NovogradParams attribute) BLACK (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute) BLUE (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute) BRIGHT (mridc.utils.formaters.colors.AnsiStyle attribute) buffer_size (mridc.utils.exp_manager.StepTimingParams attribute) (mridc.utils.timers.NamedTimer property) build() (mridc.core.conf.modelPT.ModelConfigBuilder method)

C

CallbackParams (class in mridc.utils.exp_manager) callbacks (mridc.core.conf.trainer.TrainerConfig attribute) captureWarnings() (mridc.utils.mridc_logging.Logger method) CascadeNet (class in mridc.collections.reconstruction.models.ccnn) CascadeNetBlock (class in mridc.collections.reconstruction.models.cascadenet.ccnn_block) CastToFloat (class in mridc.utils.export_utils) CategoricalValuesType (class in mridc.core.neural_types.elements) center_crop() (in module mridc.collections.reconstruction.parts.utils) center_crop_to_smallest() (in module mridc.collections.reconstruction.parts.utils) centered (mridc.core.conf.optimizers.RMSpropParams attribute) centered_circle() (mridc.collections.reconstruction.data.subsample.Poisson2DMaskFunc method) cfg (mridc.core.classes.modelPT.ModelPT property) chan_complex_to_last_dim() (mridc.collections.reconstruction.models.unet_base.unet_block.NormUnet static method) Channel (mridc.core.neural_types.axes.AxisKind attribute) ChannelType (class in mridc.core.neural_types.elements) chans_to_batch_dim() (mridc.collections.reconstruction.models.base.BaseSensitivityModel static method) check_color_support() (in module mridc.utils.formaters.utils) check_explicit_log_dir() (in module mridc.utils.exp_manager) check_forward_hidden() (mridc.collections.reconstruction.models.rim.rnn_cells.ConvGRUCellBase method) (mridc.collections.reconstruction.models.rim.rnn_cells.ConvMGUCellBase method) (mridc.collections.reconstruction.models.rim.rnn_cells.IndRNNCellBase method) check_forward_input() (mridc.collections.reconstruction.models.rim.conv_layers.ConvNonlinear method) (mridc.collections.reconstruction.models.rim.rnn_cells.ConvGRUCellBase method) (mridc.collections.reconstruction.models.rim.rnn_cells.ConvMGUCellBase method) (mridc.collections.reconstruction.models.rim.rnn_cells.IndRNNCellBase method) check_lib_version() (in module mridc.utils.model_utils) check_resume() (in module mridc.utils.exp_manager) check_slurm() (in module mridc.utils.exp_manager) check_stacked_complex() (in module mridc.collections.common.parts.utils) check_val_every_n_epoch (mridc.core.conf.trainer.TrainerConfig attribute) CheckInstall (class in mridc.utils.exceptions) checkpoint_callback (mridc.core.conf.trainer.TrainerConfig attribute) checkpoint_callback_params (mridc.utils.app_state.AppState property) (mridc.utils.exp_manager.ExpManagerConfig attribute) checkpoint_name (mridc.utils.app_state.AppState property) CheckpointMisconfigurationError choose_acceleration() (mridc.collections.reconstruction.data.subsample.MaskFunc method) CIRIM (class in mridc.collections.reconstruction.models.cirim) class_ (mridc.core.classes.common.PretrainedModelInfo attribute) clear_line() (in module mridc.utils.formaters.colors) clear_screen() (in module mridc.utils.formaters.colors) code_to_chars() (in module mridc.utils.formaters.colors) CoercionError coil_combination() (in module mridc.collections.common.parts.utils) collate_fn (mridc.core.conf.dataloader.DataLoaderConfig attribute) collate_fn() (mridc.core.classes.dataset.Dataset method) (mridc.core.classes.dataset.IterableDataset method) compare() (mridc.core.neural_types.elements.ElementType method) (mridc.core.neural_types.elements.VoidType method) (mridc.core.neural_types.neural_type.NeuralType method) compare_and_raise_error() (mridc.core.neural_types.neural_type.NeuralType method) complex_abs() (in module mridc.collections.common.parts.utils) complex_abs_sq() (in module mridc.collections.common.parts.utils) complex_center_crop() (in module mridc.collections.reconstruction.parts.utils) complex_conj() (in module mridc.collections.common.parts.utils)

complex_instance_norm() (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.ComplexInstanceNorm method) complex_mul() (in module mridc.collections.common.parts.utils) complex_pseudocovariance() (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.ComplexInstanceNorm method) complex_to_chan_dim() (mridc.collections.reconstruction.models.unet_base.unet_block.NormUnet static method) complexDot() (mridc.collections.reconstruction.models.sigmanet.dc_layers.ConjugateGradient static method) ComplexInstanceNorm (class in mridc.collections.reconstruction.models.sigmanet.sensitivity_net) ComplexNormWrapper (class in mridc.collections.reconstruction.models.sigmanet.sensitivity_net) compute() (mridc.collections.common.metrics.global_average_loss_metric.GlobalAverageLossMetric method) compute_max_steps() (in module mridc.core.optim.lr_scheduler) compute_model_per_coil() (mridc.collections.reconstruction.models.primaldual.pd.DualNet static method) ConcatDataset (class in mridc.collections.common.data.dataset) Config (class in mridc.core.conf.base_config) configure_checkpointing() (in module mridc.utils.exp_manager) configure_loggers() (in module mridc.utils.exp_manager) configure_optimizers() (mridc.core.classes.modelPT.ModelPT method) ConjugateGradient (class in mridc.collections.reconstruction.models.sigmanet.dc_layers) constant_ratio (mridc.core.conf.schedulers.SquareRootConstantSchedulerParams attribute) (mridc.core.conf.schedulers.WarmupAnnealingHoldSchedulerParams attribute) constant_steps (mridc.core.conf.schedulers.SquareRootConstantSchedulerParams attribute) (mridc.core.conf.schedulers.WarmupAnnealingHoldSchedulerParams attribute) CONTAINER_SIZE_MISMATCH (mridc.core.neural_types.comparison.NeuralTypeComparisonResult attribute) Conv2d (class in mridc.collections.reconstruction.models.conv.conv2d) Conv2dGRU (class in mridc.collections.reconstruction.models.recurrentvarnet.conv2gru) ConvBlock (class in mridc.collections.reconstruction.models.mwcnn.mwcnn) (class in mridc.collections.reconstruction.models.unet_base.unet_block) convert_model_config_to_dict_config() (in module mridc.utils.model_utils) ConvGRUCell (class in mridc.collections.reconstruction.models.rim.rnn_cells) ConvGRUCellBase (class in mridc.collections.reconstruction.models.rim.rnn_cells) ConvMGUCell (class in mridc.collections.reconstruction.models.rim.rnn_cells) ConvMGUCellBase (class in mridc.collections.reconstruction.models.rim.rnn_cells) ConvNonlinear (class in mridc.collections.reconstruction.models.rim.conv_layers) ConvRNNStack (class in mridc.collections.reconstruction.models.rim.conv_layers) cooldown (mridc.core.conf.schedulers.ReduceLROnPlateauParams attribute) copy_model_grads_to_main_grads() (mridc.core.optim.optimizer_with_master_params.MainParamsOptimizerWrapper method) copy_params() (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.SensitivityNetwork method) CosineAnnealing (class in mridc.core.optim.lr_scheduler) CosineAnnealingParams (class in mridc.core.conf.schedulers) create_checkpoint_callback (mridc.utils.app_state.AppState property) (mridc.utils.exp_manager.ExpManagerConfig attribute) create_mask_for_mask_type() (in module mridc.collections.reconstruction.data.subsample) create_tensorboard_logger (mridc.utils.exp_manager.ExpManagerConfig attribute) create_wandb_logger (mridc.utils.exp_manager.ExpManagerConfig attribute) CRITICAL (mridc.utils.mridc_logging.Logger attribute) critical() (mridc.utils.mridc_logging.Logger method) CRNNet (class in mridc.collections.reconstruction.models.crnn) crop_to_shape() (mridc.collections.reconstruction.models.didn.didn.DIDN static method) (mridc.collections.reconstruction.models.didn.didn.DUB static method) (mridc.collections.reconstruction.models.mwcnn.mwcnn.MWCNN static method) CrossDomainNetwork (class in mridc.collections.reconstruction.models.crossdomain.crossdomain) CYAN (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute) cycle (mridc.core.conf.schedulers.PolynomialDecayAnnealingParams attribute) (mridc.core.conf.schedulers.PolynomialHoldDecayAnnealingParams attribute) cycle_momentum (mridc.core.conf.schedulers.CyclicLRParams attribute) CyclicLRParams (class in mridc.core.conf.schedulers)

D

dampening (mridc.core.conf.optimizers.SGDParams attribute) data_parallel_group (mridc.utils.app_state.AppState property) data_parallel_rank (mridc.utils.app_state.AppState property) data_parallel_size (mridc.utils.app_state.AppState property) DataConsistencyLayer (class in mridc.collections.reconstruction.models.convrecnet.crnn_block) (class in mridc.collections.reconstruction.models.variablesplittingnet.vsnet_block) DataGDLayer (class in mridc.collections.reconstruction.models.sigmanet.dc_layers) DataIDLayer (class in mridc.collections.reconstruction.models.sigmanet.dc_layers) DataLoaderConfig (class in mridc.core.conf.dataloader) DataProxCGLayer (class in mridc.collections.reconstruction.models.sigmanet.dc_layers) Dataset (class in mridc.core.classes.dataset) DatasetConfig (class in mridc.core.classes.dataset) DataVSLayer (class in mridc.collections.reconstruction.models.sigmanet.dc_layers) DCLayer (class in mridc.collections.reconstruction.models.sigmanet.dc_layers) DEBUG (mridc.utils.mridc_logging.Logger attribute) debug() (mridc.utils.mridc_logging.Logger method) DebugMRIDCFormatter (class in mridc.utils.formaters.base) DEFAULT_FORMAT (mridc.utils.formaters.base.BaseMRIDCFormatter attribute) (mridc.utils.formaters.base.DebugMRIDCFormatter attribute) default_root_dir (mridc.core.conf.trainer.TrainerConfig attribute) deprecated() (in module mridc.utils.decorators.deprecated) description (mridc.core.classes.common.PretrainedModelInfo attribute) detect_anomaly (mridc.core.conf.trainer.TrainerConfig attribute)

determine_conv_class() (mridc.collections.reconstruction.models.rim.conv_layers.ConvNonlinear static method) (mridc.collections.reconstruction.models.rim.rnn_cells.ConvGRUCellBase static method) (mridc.collections.reconstruction.models.rim.rnn_cells.ConvMGUCellBase static method) (mridc.collections.reconstruction.models.rim.rnn_cells.IndRNNCellBase static method) deterministic (mridc.core.conf.trainer.TrainerConfig attribute) device_id (mridc.utils.app_state.AppState property) devices (mridc.core.conf.trainer.TrainerConfig attribute) DIDN (class in mridc.collections.reconstruction.models.didn.didn) DilatedConvBlock (class in mridc.collections.reconstruction.models.mwcnn.mwcnn) DIM (mridc.utils.formaters.colors.AnsiStyle attribute) DIM_INCOMPATIBLE (mridc.core.neural_types.comparison.NeuralTypeComparisonResult attribute) Dimension (mridc.core.neural_types.axes.AxisKind attribute) dirpath (mridc.utils.exp_manager.CallbackParams attribute) disable_checks() (mridc.core.classes.common.typecheck static method) disabled_deployment_input_names (mridc.core.classes.export.Exportable property) disabled_deployment_output_names (mridc.core.classes.export.Exportable property) divide_root_sum_of_squares() (mridc.collections.reconstruction.models.base.BaseSensitivityModel static method) DOWN() (mridc.utils.formaters.colors.AnsiCursor static method) drop_last (mridc.core.classes.dataset.DatasetConfig attribute) (mridc.core.conf.dataloader.DataLoaderConfig attribute) DualNet (class in mridc.collections.reconstruction.models.primaldual.pd) DUB (class in mridc.collections.reconstruction.models.didn.didn) DUNet (class in mridc.collections.reconstruction.models.dunet) DWT (class in mridc.collections.reconstruction.models.mwcnn.mwcnn)

E

EACH (mridc.utils.mridc_logging.LogMode attribute) ElementType (class in mridc.core.neural_types.elements) enable_checkpointing (mridc.core.conf.trainer.TrainerConfig attribute) enable_model_summary (mridc.core.conf.trainer.TrainerConfig attribute) enable_progress_bar (mridc.core.conf.trainer.TrainerConfig attribute) eps (mridc.core.conf.optimizers.AdadeltaParams attribute) (mridc.core.conf.optimizers.AdagradParams attribute) (mridc.core.conf.optimizers.AdamaxParams attribute) (mridc.core.conf.optimizers.AdamParams attribute) (mridc.core.conf.optimizers.AdamWParams attribute) (mridc.core.conf.optimizers.NovogradParams attribute) (mridc.core.conf.optimizers.RMSpropParams attribute) (mridc.core.conf.schedulers.ReduceLROnPlateauParams attribute) EquispacedMaskFunc (class in mridc.collections.reconstruction.data.subsample) ERROR (mridc.utils.mridc_logging.Logger attribute) error() (mridc.utils.mridc_logging.Logger method) error_checks() (in module mridc.utils.exp_manager) et_query() (in module mridc.collections.reconstruction.data.mri_data) etas (mridc.core.conf.optimizers.RpropParams attribute) evaluate() (in module mridc.collections.reconstruction.metrics.evaluate)

every_n_epochs (mridc.utils.exp_manager.CallbackParams attribute) exp_dir (mridc.utils.app_state.AppState property) (mridc.utils.exp_manager.ExpManagerConfig attribute) exp_manager (mridc.core.conf.modelPT.MRIDCConfig attribute) exp_manager() (in module mridc.utils.exp_manager) experimental() (in module mridc.utils.decorators.experimental) explicit_log_dir (mridc.utils.exp_manager.ExpManagerConfig attribute) ExpManagerConfig (class in mridc.utils.exp_manager) ExponentialLRParams (class in mridc.core.conf.schedulers) export() (mridc.core.classes.export.Exportable method) (mridc.utils.timers.NamedTimer method) Exportable (class in mridc.core.classes.export) ExportFormat (class in mridc.core.classes.export) (class in mridc.utils.export_utils) extra_repr() (mridc.collections.reconstruction.models.rim.conv_layers.ConvNonlinear method) (mridc.collections.reconstruction.models.rim.rnn_cells.ConvGRUCellBase method) (mridc.collections.reconstruction.models.rim.rnn_cells.ConvMGUCellBase method) (mridc.collections.reconstruction.models.rim.rnn_cells.IndRNNCellBase method) extract_dynamic_axes() (in module mridc.core.utils.neural_type_utils) extract_state_dict_from() (mridc.core.classes.modelPT.ModelPT class method) (mridc.core.connectors.save_restore_connector.SaveRestoreConnector method)

F

factor (mridc.core.conf.schedulers.ReduceLROnPlateauParams attribute) fast_dev_run (mridc.core.conf.trainer.TrainerConfig attribute) FastMRICombinedSliceDataset (class in mridc.collections.reconstruction.data.mri_data) FastMRISliceDataset (class in mridc.collections.reconstruction.data.mri_data) fft2c() (in module mridc.collections.common.parts.fft) fields (mridc.core.neural_types.elements.ElementType property) FileIO (class in mridc.core.classes.common) filename (mridc.utils.exp_manager.CallbackParams attribute) filepath (mridc.utils.exp_manager.CallbackParams attribute) files_to_copy (mridc.utils.exp_manager.ExpManagerConfig attribute) FloatType (class in mridc.core.neural_types.elements) FlowGroup (mridc.core.neural_types.axes.AxisKind attribute) flush_logs_every_n_steps (mridc.core.conf.trainer.TrainerConfig attribute) forward() (mridc.collections.common.losses.aggregator.AggregatorLoss method) (mridc.collections.common.losses.ssim.SSIMLoss method) (mridc.collections.reconstruction.models.base.BaseSensitivityModel method) (mridc.collections.reconstruction.models.cascadenet.ccnn_block.CascadeNetBlock method) (mridc.collections.reconstruction.models.ccnn.CascadeNet method) (mridc.collections.reconstruction.models.cirim.CIRIM method) (mridc.collections.reconstruction.models.conv.conv2d.Conv2d method) (mridc.collections.reconstruction.models.conv.gruconv2d.GRUConv2d method) (mridc.collections.reconstruction.models.convrecnet.crnn_block.DataConsistencyLayer method) (mridc.collections.reconstruction.models.convrecnet.crnn_block.RecurrentConvolutionalNetBlock method) (mridc.collections.reconstruction.models.crnn.CRNNet method) (mridc.collections.reconstruction.models.crossdomain.crossdomain.CrossDomainNetwork method) (mridc.collections.reconstruction.models.crossdomain.multicoil.MultiCoil method) (mridc.collections.reconstruction.models.didn.didn.DIDN method) (mridc.collections.reconstruction.models.didn.didn.DUB method) (mridc.collections.reconstruction.models.didn.didn.ReconBlock method) (mridc.collections.reconstruction.models.didn.didn.Subpixel method) (mridc.collections.reconstruction.models.dunet.DUNet method) (mridc.collections.reconstruction.models.jointicnet.JointICNet method) (mridc.collections.reconstruction.models.kikinet.KIKINet method) (mridc.collections.reconstruction.models.lpd.LPDNet method) (mridc.collections.reconstruction.models.multidomain.multidomain.MultiDomainConv2d method) (mridc.collections.reconstruction.models.multidomain.multidomain.MultiDomainConvBlock method) (mridc.collections.reconstruction.models.multidomain.multidomain.MultiDomainConvTranspose2d method) (mridc.collections.reconstruction.models.multidomain.multidomain.MultiDomainUnet2d method) (mridc.collections.reconstruction.models.multidomain.multidomain.StandardizationLayer method) (mridc.collections.reconstruction.models.multidomain.multidomain.TransposeMultiDomainConvBlock method) (mridc.collections.reconstruction.models.multidomainnet.MultiDomainNet method) (mridc.collections.reconstruction.models.mwcnn.mwcnn.ConvBlock method) (mridc.collections.reconstruction.models.mwcnn.mwcnn.DilatedConvBlock method) (mridc.collections.reconstruction.models.mwcnn.mwcnn.DWT static method) (mridc.collections.reconstruction.models.mwcnn.mwcnn.IWT method) (mridc.collections.reconstruction.models.mwcnn.mwcnn.MWCNN method) (mridc.collections.reconstruction.models.pics.PICS method) (mridc.collections.reconstruction.models.primaldual.pd.DualNet method) (mridc.collections.reconstruction.models.primaldual.pd.PrimalNet method) (mridc.collections.reconstruction.models.recurrentvarnet.conv2gru.Conv2dGRU method) (mridc.collections.reconstruction.models.recurrentvarnet.recurentvarnet.RecurrentInit method) (mridc.collections.reconstruction.models.recurrentvarnet.recurentvarnet.RecurrentVarNetBlock method) (mridc.collections.reconstruction.models.rim.conv_layers.ConvNonlinear method) (mridc.collections.reconstruction.models.rim.conv_layers.ConvRNNStack method) (mridc.collections.reconstruction.models.rim.rim_block.RIMBlock method) (mridc.collections.reconstruction.models.rim.rnn_cells.ConvGRUCell method) (mridc.collections.reconstruction.models.rim.rnn_cells.ConvMGUCell method) (mridc.collections.reconstruction.models.rim.rnn_cells.IndRNNCell method) (mridc.collections.reconstruction.models.rvn.RecurrentVarNet method) (mridc.collections.reconstruction.models.sigmanet.dc_layers.ConjugateGradient static method) (mridc.collections.reconstruction.models.sigmanet.dc_layers.DataGDLayer method) (mridc.collections.reconstruction.models.sigmanet.dc_layers.DataProxCGLayer method) (mridc.collections.reconstruction.models.sigmanet.dc_layers.DataVSLayer method) (mridc.collections.reconstruction.models.sigmanet.dc_layers.DCLayer method) (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.ComplexInstanceNorm method) (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.ComplexNormWrapper method) (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.SensitivityNetwork method) (mridc.collections.reconstruction.models.unet.UNet method) (mridc.collections.reconstruction.models.unet_base.unet_block.ConvBlock method) (mridc.collections.reconstruction.models.unet_base.unet_block.NormUnet method) (mridc.collections.reconstruction.models.unet_base.unet_block.TransposeConvBlock method) (mridc.collections.reconstruction.models.unet_base.unet_block.Unet method) (mridc.collections.reconstruction.models.variablesplittingnet.vsnet_block.DataConsistencyLayer method) (mridc.collections.reconstruction.models.variablesplittingnet.vsnet_block.VSNetBlock method) (mridc.collections.reconstruction.models.variablesplittingnet.vsnet_block.WeightedAverageTerm method) (mridc.collections.reconstruction.models.varnet.vn_block.VarNetBlock method) (mridc.collections.reconstruction.models.vn.VarNet method) (mridc.collections.reconstruction.models.vsnet.VSNet method) (mridc.collections.reconstruction.models.xpdnet.XPDNet method) (mridc.collections.reconstruction.models.zf.ZF method) (mridc.utils.export_utils.CastToFloat method)

FORWARD() (mridc.utils.formaters.colors.AnsiCursor static method) forward_method() (in module mridc.utils.export_utils) forward_save_space() (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.SensitivityNetwork method) fp32_grad_accumulation (mridc.core.optim.optimizer_with_master_params.MainParamsOptimizerWrapper property) freeze() (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.SensitivityNetwork method) (mridc.core.classes.module.NeuralModule method) freeze_all() (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.SensitivityNetwork method) from_config_dict() (mridc.core.classes.common.Serialization class method) from_config_file() (mridc.core.classes.common.FileIO class method) from_pretrained() (mridc.core.classes.common.Model class method) from_str() (mridc.core.neural_types.axes.AxisKind static method)

G

gamma (mridc.core.conf.schedulers.CyclicLRParams attribute) (mridc.core.conf.schedulers.ExponentialLRParams attribute) (mridc.core.conf.schedulers.StepLRParams attribute) Gaussian1DMaskFunc (class in mridc.collections.reconstruction.data.subsample) Gaussian2DMaskFunc (class in mridc.collections.reconstruction.data.subsample) gaussian_coordinates() (mridc.collections.reconstruction.data.subsample.Gaussian1DMaskFunc method) (mridc.collections.reconstruction.data.subsample.Gaussian2DMaskFunc method) gaussian_kernel() (mridc.collections.reconstruction.data.subsample.Gaussian1DMaskFunc method) (mridc.collections.reconstruction.data.subsample.Gaussian2DMaskFunc method) gaussian_kspace() (mridc.collections.reconstruction.data.subsample.Gaussian1DMaskFunc method) (mridc.collections.reconstruction.data.subsample.Gaussian2DMaskFunc method) get() (mridc.core.optim.optimizer_with_master_params.GradBucket method) (mridc.utils.timers.NamedTimer method) get_available_model_names() (mridc.core.classes.common.Model class method) get_dynamic_axes() (in module mridc.core.utils.neural_type_utils) get_env() (in module mridc.utils.env_var_parsing) get_envbool() (in module mridc.utils.env_var_parsing) get_envdate() (in module mridc.utils.env_var_parsing) get_envdatetime() (in module mridc.utils.env_var_parsing) get_envdecimal() (in module mridc.utils.env_var_parsing) get_envdict() (in module mridc.utils.env_var_parsing) get_envfloat() (in module mridc.utils.env_var_parsing) get_envint() (in module mridc.utils.env_var_parsing) get_envlist() (in module mridc.utils.env_var_parsing) get_export_format() (in module mridc.utils.export_utils) get_git_diff() (in module mridc.utils.exp_manager) get_git_hash() (in module mridc.utils.exp_manager) get_io_names() (in module mridc.core.utils.neural_type_utils) get_iterable() (mridc.collections.common.data.dataset.ConcatDataset method) get_log_dir() (in module mridc.utils.exp_manager)

get_lr() (mridc.core.optim.lr_scheduler.NoamAnnealing method) (mridc.core.optim.lr_scheduler.SquareRootConstantPolicy method) (mridc.core.optim.lr_scheduler.WarmupAnnealHoldPolicy method) (mridc.core.optim.lr_scheduler.WarmupHoldPolicy method) (mridc.core.optim.lr_scheduler.WarmupPolicy method) get_model_metadata_from_guid() (mridc.utils.app_state.AppState method) get_optimizer() (in module mridc.core.optim.optimizers) get_optimizer_config() (in module mridc.core.conf.optimizers) get_pad_and_num_low_freqs() (mridc.collections.reconstruction.models.base.BaseSensitivityModel static method) get_parameters() (mridc.core.optim.optimizer_with_master_params.MainParamsOptimizerWrapper method) get_scheduler() (in module mridc.core.optim.lr_scheduler) get_scheduler_config() (in module mridc.core.conf.schedulers) get_test_dataloader_prefix() (mridc.core.classes.modelPT.ModelPT method) get_validation_dataloader_prefix() (mridc.core.classes.modelPT.ModelPT method) get_verbosity() (mridc.utils.mridc_logging.Logger method) getEffectiveLevel() (mridc.utils.mridc_logging.Logger method) gidx (mridc.utils.app_state.ModelMetadataRegistry attribute) global_rank (mridc.utils.app_state.AppState property) GlobalAverageLossMetric (class in mridc.collections.common.metrics.global_average_loss_metric) gpus (mridc.core.conf.trainer.TrainerConfig attribute) grad_averaging (mridc.core.conf.optimizers.NovogradParams attribute) grad_sync() (mridc.core.optim.optimizer_with_master_params.MainParamsOptimizerWrapper method) GradBucket (class in mridc.core.optim.optimizer_with_master_params) gradient_clip_algorithm (mridc.core.conf.trainer.TrainerConfig attribute) gradient_clip_val (mridc.core.conf.trainer.TrainerConfig attribute) GREATER (mridc.core.neural_types.comparison.NeuralTypeComparisonResult attribute) GREEN (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute) GRUConv2d (class in mridc.collections.reconstruction.models.conv.gruconv2d) guid (mridc.utils.app_state.ModelMetadataRegistry attribute)

H

hashed_path (mridc.utils.model_utils.ArtifactItem attribute) Height (mridc.core.neural_types.axes.AxisKind attribute) hold_ratio (mridc.core.conf.schedulers.WarmupHoldSchedulerParams attribute)

hold_steps (mridc.core.conf.schedulers.WarmupHoldSchedulerParams attribute) hydra (mridc.core.conf.modelPT.MRIDCConfig attribute) hydra_runner() (in module mridc.core.conf.hydra_runner) HydraConfig (class in mridc.core.conf.modelPT)

I

ifft2c() (in module mridc.collections.common.parts.fft) image_correction() (mridc.collections.reconstruction.models.crossdomain.crossdomain.CrossDomainNetwork method) ImageFeatureValue (class in mridc.core.neural_types.elements) ImageValue (class in mridc.core.neural_types.elements) import_class_by_path() (in module mridc.utils.model_utils) INCOMPATIBLE (mridc.core.neural_types.comparison.NeuralTypeComparisonResult attribute) Index (class in mridc.core.neural_types.elements) IndRNNCell (class in mridc.collections.reconstruction.models.rim.rnn_cells) IndRNNCellBase (class in mridc.collections.reconstruction.models.rim.rnn_cells) INFO (mridc.utils.mridc_logging.Logger attribute) info() (mridc.utils.mridc_logging.Logger method) initial_accumulator_value (mridc.core.conf.optimizers.AdagradParams attribute) initialize_distributed() (in module mridc.utils.distributed) inject_model_parallel_rank() (in module mridc.utils.model_utils)

input_example() (mridc.core.classes.module.NeuralModule static method) input_module (mridc.core.classes.export.Exportable property) input_names (mridc.core.classes.export.Exportable property) input_types (mridc.collections.common.losses.aggregator.AggregatorLoss property) (mridc.core.classes.common.Typing property) IntType (class in mridc.core.neural_types.elements) InverseSquareRootAnnealing (class in mridc.core.optim.lr_scheduler) InverseSquareRootAnnealingParams (class in mridc.core.conf.schedulers) ipus (mridc.core.conf.trainer.TrainerConfig attribute) is_global_rank_zero() (in module mridc.utils.get_rank) is_model_being_restored (mridc.utils.app_state.AppState property) is_numba_compat_strict() (in module mridc.core.utils.numba_utils) is_typecheck_enabled() (in module mridc.core.classes.common) IterableDataset (class in mridc.core.classes.dataset) IWT (class in mridc.collections.reconstruction.models.mwcnn.mwcnn)

J

job_logging (mridc.core.conf.modelPT.HydraConfig attribute)

JointICNet (class in mridc.collections.reconstruction.models.jointicnet)

K

KIKINet (class in mridc.collections.reconstruction.models.kikinet)

kspace_correction() (mridc.collections.reconstruction.models.crossdomain.crossdomain.CrossDomainNetwork method)

L

LabelsType (class in mridc.core.neural_types.elements) last_epoch (mridc.core.conf.modelPT.SchedConfig attribute) (mridc.core.conf.schedulers.SchedulerParams attribute) Length (class in mridc.core.neural_types.elements) LengthsType (class in mridc.core.neural_types.elements) LESS (mridc.core.neural_types.comparison.NeuralTypeComparisonResult attribute) LIGHTBLACK_EX (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute) LIGHTBLUE_EX (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute) LIGHTCYAN_EX (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute) LIGHTGREEN_EX (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute) LIGHTMAGENTA_EX (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute) LightningNotInstalledException LIGHTRED_EX (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute) LIGHTWHITE_EX (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute) LIGHTYELLOW_EX (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute) limit_predict_batches (mridc.core.conf.trainer.TrainerConfig attribute) limit_test_batches (mridc.core.conf.trainer.TrainerConfig attribute) limit_train_batches (mridc.core.conf.trainer.TrainerConfig attribute) limit_val_batches (mridc.core.conf.trainer.TrainerConfig attribute) list_available_models() (mridc.core.classes.common.Model class method) load_config_and_state_dict() (mridc.core.connectors.save_restore_connector.SaveRestoreConnector method) load_from_checkpoint() (mridc.core.classes.modelPT.ModelPT class method) load_instance_with_state_dict() (mridc.core.connectors.save_restore_connector.SaveRestoreConnector static method)

load_part_of_state_dict() (mridc.core.classes.modelPT.ModelPT method) load_state_dict() (mridc.core.optim.optimizer_with_master_params.MainParamsOptimizerWrapper method) (mridc.utils.exp_manager.StatelessTimer method) LOCAL_PATH (mridc.utils.model_utils.ArtifactPathType attribute) local_rank (mridc.utils.app_state.AppState property) location (mridc.core.classes.common.PretrainedModelInfo attribute) log_dir (mridc.utils.app_state.AppState property) log_every_n_steps (mridc.core.conf.trainer.TrainerConfig attribute) log_global_rank_0_only (mridc.utils.exp_manager.ExpManagerConfig attribute) log_gpu_memory (mridc.core.conf.trainer.TrainerConfig attribute) log_image() (mridc.collections.reconstruction.models.base.BaseMRIReconstructionModel method) log_likelihood_gradient() (in module mridc.collections.reconstruction.models.rim.utils) log_local_rank_0_only (mridc.utils.exp_manager.ExpManagerConfig attribute) log_step_timing (mridc.utils.exp_manager.ExpManagerConfig attribute) LogDeterminantType (class in mridc.core.neural_types.elements) LogEpochTimeCallback (class in mridc.collections.common.callbacks.callbacks) Logger (class in mridc.utils.mridc_logging) logger (mridc.core.conf.trainer.TrainerConfig attribute) LoggerList (class in mridc.utils.exp_manager) LoggerMisconfigurationError LogMode (class in mridc.utils.mridc_logging) LogprobsType (class in mridc.core.neural_types.elements) Loss (class in mridc.core.classes.loss) LossType (class in mridc.core.neural_types.elements) LPDNet (class in mridc.collections.reconstruction.models.lpd) lr (mridc.core.conf.optimizers.NovogradParams attribute) (mridc.core.conf.optimizers.OptimizerParams attribute) lr_decay (mridc.core.conf.optimizers.AdagradParams attribute) luc (mridc.core.conf.optimizers.NovogradParams attribute) luc_eps (mridc.core.conf.optimizers.NovogradParams attribute) luc_trust (mridc.core.conf.optimizers.NovogradParams attribute)

M

MAGENTA (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute) main() (in module mridc.launch) MainParamsOptimizerWrapper (class in mridc.core.optim.optimizer_with_master_params) mask_center() (in module mridc.collections.reconstruction.parts.utils) MaskFunc (class in mridc.collections.reconstruction.data.subsample) MaskType (class in mridc.core.neural_types.elements) matrix_invert() (in module mridc.collections.reconstruction.models.sigmanet.sensitivity_net) max_epochs (mridc.core.conf.trainer.TrainerConfig attribute) max_lr (mridc.core.conf.schedulers.CyclicLRParams attribute) max_momentum (mridc.core.conf.schedulers.CyclicLRParams attribute) max_steps (mridc.core.conf.schedulers.WarmupSchedulerParams attribute) (mridc.core.conf.trainer.TrainerConfig attribute) max_time (mridc.core.conf.trainer.TrainerConfig attribute) maybe_download_from_cloud() (in module mridc.utils.cloud) maybe_init_from_pretrained_checkpoint() (mridc.core.classes.modelPT.ModelPT method) maybe_update_config_version() (in module mridc.utils.model_utils) means() (mridc.collections.reconstruction.metrics.evaluate.Metrics method) Metrics (class in mridc.collections.reconstruction.metrics.evaluate) min_epochs (mridc.core.conf.trainer.TrainerConfig attribute) min_lr (mridc.core.conf.modelPT.SchedConfig attribute) (mridc.core.conf.schedulers.CosineAnnealingParams attribute) (mridc.core.conf.schedulers.NoamAnnealingParams attribute) (mridc.core.conf.schedulers.ReduceLROnPlateauParams attribute) (mridc.core.conf.schedulers.SquareAnnealingParams attribute) (mridc.core.conf.schedulers.SquareRootAnnealingParams attribute) (mridc.core.conf.schedulers.WarmupAnnealingHoldSchedulerParams attribute) (mridc.core.conf.schedulers.WarmupHoldSchedulerParams attribute) min_steps (mridc.core.conf.trainer.TrainerConfig attribute) mode (mridc.core.conf.schedulers.CyclicLRParams attribute) (mridc.core.conf.schedulers.ReduceLROnPlateauParams attribute) (mridc.utils.exp_manager.CallbackParams attribute) Model (class in mridc.core.classes.common) model (mridc.core.conf.modelPT.MRIDCConfig attribute) model_config_yaml (mridc.core.connectors.save_restore_connector.SaveRestoreConnector property) model_parallel_size (mridc.utils.app_state.AppState property) (mridc.utils.exp_manager.CallbackParams attribute) (mridc.utils.exp_manager.ExpManagerConfig attribute) model_restore_path (mridc.utils.app_state.AppState property) model_weights_ckpt (mridc.core.connectors.save_restore_connector.SaveRestoreConnector property) ModelConfig (class in mridc.core.conf.modelPT) ModelConfigBuilder (class in mridc.core.conf.modelPT) ModelMetadataRegistry (class in mridc.utils.app_state) ModelPT (class in mridc.core.classes.modelPT) module mridc mridc.collections mridc.collections.common mridc.collections.common.callbacks mridc.collections.common.callbacks.callbacks mridc.collections.common.data mridc.collections.common.data.dataset mridc.collections.common.losses mridc.collections.common.losses.aggregator mridc.collections.common.losses.ssim mridc.collections.common.metrics mridc.collections.common.metrics.global_average_loss_metric mridc.collections.common.parts mridc.collections.common.parts.fft mridc.collections.common.parts.patch_utils mridc.collections.common.parts.ptl_overrides mridc.collections.common.parts.rnn_utils mridc.collections.common.parts.utils mridc.collections.reconstruction mridc.collections.reconstruction.data mridc.collections.reconstruction.data.mri_data mridc.collections.reconstruction.data.subsample mridc.collections.reconstruction.metrics mridc.collections.reconstruction.metrics.evaluate mridc.collections.reconstruction.models mridc.collections.reconstruction.models.base mridc.collections.reconstruction.models.cascadenet mridc.collections.reconstruction.models.cascadenet.ccnn_block mridc.collections.reconstruction.models.ccnn mridc.collections.reconstruction.models.cirim mridc.collections.reconstruction.models.conv mridc.collections.reconstruction.models.conv.conv2d mridc.collections.reconstruction.models.conv.gruconv2d mridc.collections.reconstruction.models.convrecnet mridc.collections.reconstruction.models.convrecnet.crnn_block mridc.collections.reconstruction.models.crnn mridc.collections.reconstruction.models.crossdomain mridc.collections.reconstruction.models.crossdomain.crossdomain mridc.collections.reconstruction.models.crossdomain.multicoil mridc.collections.reconstruction.models.didn mridc.collections.reconstruction.models.didn.didn mridc.collections.reconstruction.models.dunet mridc.collections.reconstruction.models.jointicnet mridc.collections.reconstruction.models.kikinet mridc.collections.reconstruction.models.lpd mridc.collections.reconstruction.models.multidomain mridc.collections.reconstruction.models.multidomain.multidomain mridc.collections.reconstruction.models.multidomainnet mridc.collections.reconstruction.models.mwcnn mridc.collections.reconstruction.models.mwcnn.mwcnn mridc.collections.reconstruction.models.pics mridc.collections.reconstruction.models.primaldual mridc.collections.reconstruction.models.primaldual.pd mridc.collections.reconstruction.models.recurrentvarnet mridc.collections.reconstruction.models.recurrentvarnet.conv2gru mridc.collections.reconstruction.models.recurrentvarnet.recurentvarnet mridc.collections.reconstruction.models.rim mridc.collections.reconstruction.models.rim.conv_layers mridc.collections.reconstruction.models.rim.rim_block mridc.collections.reconstruction.models.rim.rnn_cells mridc.collections.reconstruction.models.rim.utils mridc.collections.reconstruction.models.rvn mridc.collections.reconstruction.models.sigmanet mridc.collections.reconstruction.models.sigmanet.dc_layers mridc.collections.reconstruction.models.sigmanet.sensitivity_net mridc.collections.reconstruction.models.unet mridc.collections.reconstruction.models.unet_base mridc.collections.reconstruction.models.unet_base.unet_block mridc.collections.reconstruction.models.variablesplittingnet mridc.collections.reconstruction.models.variablesplittingnet.vsnet_block mridc.collections.reconstruction.models.varnet mridc.collections.reconstruction.models.varnet.vn_block mridc.collections.reconstruction.models.vn mridc.collections.reconstruction.models.vsnet mridc.collections.reconstruction.models.xpdnet mridc.collections.reconstruction.models.zf mridc.collections.reconstruction.parts mridc.collections.reconstruction.parts.transforms mridc.collections.reconstruction.parts.utils mridc.constants mridc.core mridc.core.classes mridc.core.classes.common mridc.core.classes.dataset mridc.core.classes.export mridc.core.classes.loss mridc.core.classes.modelPT mridc.core.classes.module mridc.core.conf mridc.core.conf.base_config mridc.core.conf.dataloader mridc.core.conf.hydra_runner mridc.core.conf.modelPT mridc.core.conf.optimizers mridc.core.conf.schedulers mridc.core.conf.trainer mridc.core.connectors mridc.core.connectors.save_restore_connector mridc.core.neural_types mridc.core.neural_types.axes mridc.core.neural_types.comparison mridc.core.neural_types.elements mridc.core.neural_types.neural_type mridc.core.optim mridc.core.optim.adafactor mridc.core.optim.lr_scheduler mridc.core.optim.novograd mridc.core.optim.optimizer_with_master_params mridc.core.optim.optimizers mridc.core.utils mridc.core.utils.neural_type_utils mridc.core.utils.numba_utils mridc.launch mridc.package_info mridc.utils mridc.utils.app_state mridc.utils.arguments mridc.utils.cloud mridc.utils.config_utils mridc.utils.decorators mridc.utils.decorators.deprecated mridc.utils.decorators.experimental mridc.utils.decorators.port_docs mridc.utils.distributed mridc.utils.env_var_parsing mridc.utils.exceptions mridc.utils.exp_manager mridc.utils.export_utils mridc.utils.formaters mridc.utils.formaters.base mridc.utils.formaters.colors mridc.utils.formaters.utils mridc.utils.get_rank mridc.utils.lightning_logger_patch mridc.utils.metaclasses mridc.utils.model_utils mridc.utils.mridc_logging mridc.utils.timers momentum (mridc.core.conf.optimizers.RMSpropParams attribute) (mridc.core.conf.optimizers.SGDParams attribute) monitor (mridc.utils.exp_manager.CallbackParams attribute) move_metrics_to_cpu (mridc.core.conf.trainer.TrainerConfig attribute) MRIDataTransforms (class in mridc.collections.reconstruction.parts.transforms) mridc module mridc.collections module mridc.collections.common module mridc.collections.common.callbacks module mridc.collections.common.callbacks.callbacks module mridc.collections.common.data module mridc.collections.common.data.dataset module mridc.collections.common.losses module mridc.collections.common.losses.aggregator module mridc.collections.common.losses.ssim module mridc.collections.common.metrics module mridc.collections.common.metrics.global_average_loss_metric module mridc.collections.common.parts module mridc.collections.common.parts.fft module mridc.collections.common.parts.patch_utils module mridc.collections.common.parts.ptl_overrides module mridc.collections.common.parts.rnn_utils module mridc.collections.common.parts.utils module mridc.collections.reconstruction module mridc.collections.reconstruction.data module mridc.collections.reconstruction.data.mri_data module mridc.collections.reconstruction.data.subsample module mridc.collections.reconstruction.metrics module mridc.collections.reconstruction.metrics.evaluate module mridc.collections.reconstruction.models module mridc.collections.reconstruction.models.base module mridc.collections.reconstruction.models.cascadenet module mridc.collections.reconstruction.models.cascadenet.ccnn_block module mridc.collections.reconstruction.models.ccnn module mridc.collections.reconstruction.models.cirim module mridc.collections.reconstruction.models.conv module

mridc.collections.reconstruction.models.conv.conv2d module mridc.collections.reconstruction.models.conv.gruconv2d module mridc.collections.reconstruction.models.convrecnet module mridc.collections.reconstruction.models.convrecnet.crnn_block module mridc.collections.reconstruction.models.crnn module mridc.collections.reconstruction.models.crossdomain module mridc.collections.reconstruction.models.crossdomain.crossdomain module mridc.collections.reconstruction.models.crossdomain.multicoil module mridc.collections.reconstruction.models.didn module mridc.collections.reconstruction.models.didn.didn module mridc.collections.reconstruction.models.dunet module mridc.collections.reconstruction.models.jointicnet module mridc.collections.reconstruction.models.kikinet module mridc.collections.reconstruction.models.lpd module mridc.collections.reconstruction.models.multidomain module mridc.collections.reconstruction.models.multidomain.multidomain module mridc.collections.reconstruction.models.multidomainnet module mridc.collections.reconstruction.models.mwcnn module mridc.collections.reconstruction.models.mwcnn.mwcnn module mridc.collections.reconstruction.models.pics module mridc.collections.reconstruction.models.primaldual module mridc.collections.reconstruction.models.primaldual.pd module mridc.collections.reconstruction.models.recurrentvarnet module mridc.collections.reconstruction.models.recurrentvarnet.conv2gru module mridc.collections.reconstruction.models.recurrentvarnet.recurentvarnet module mridc.collections.reconstruction.models.rim module mridc.collections.reconstruction.models.rim.conv_layers module mridc.collections.reconstruction.models.rim.rim_block module mridc.collections.reconstruction.models.rim.rnn_cells module mridc.collections.reconstruction.models.rim.utils module mridc.collections.reconstruction.models.rvn module mridc.collections.reconstruction.models.sigmanet module mridc.collections.reconstruction.models.sigmanet.dc_layers module mridc.collections.reconstruction.models.sigmanet.sensitivity_net module mridc.collections.reconstruction.models.unet module mridc.collections.reconstruction.models.unet_base module mridc.collections.reconstruction.models.unet_base.unet_block module mridc.collections.reconstruction.models.variablesplittingnet module mridc.collections.reconstruction.models.variablesplittingnet.vsnet_block module mridc.collections.reconstruction.models.varnet module mridc.collections.reconstruction.models.varnet.vn_block module mridc.collections.reconstruction.models.vn module mridc.collections.reconstruction.models.vsnet module mridc.collections.reconstruction.models.xpdnet module mridc.collections.reconstruction.models.zf module mridc.collections.reconstruction.parts module mridc.collections.reconstruction.parts.transforms module mridc.collections.reconstruction.parts.utils module mridc.constants module mridc.core module mridc.core.classes module mridc.core.classes.common module mridc.core.classes.dataset module mridc.core.classes.export module mridc.core.classes.loss module mridc.core.classes.modelPT module mridc.core.classes.module module mridc.core.conf module mridc.core.conf.base_config module mridc.core.conf.dataloader module mridc.core.conf.hydra_runner module mridc.core.conf.modelPT module mridc.core.conf.optimizers module mridc.core.conf.schedulers module mridc.core.conf.trainer module mridc.core.connectors module mridc.core.connectors.save_restore_connector module mridc.core.neural_types module mridc.core.neural_types.axes module mridc.core.neural_types.comparison module mridc.core.neural_types.elements module mridc.core.neural_types.neural_type module mridc.core.optim module mridc.core.optim.adafactor module mridc.core.optim.lr_scheduler module mridc.core.optim.novograd module mridc.core.optim.optimizer_with_master_params module mridc.core.optim.optimizers module mridc.core.utils module mridc.core.utils.neural_type_utils module mridc.core.utils.numba_utils module mridc.launch module mridc.package_info module mridc.utils module mridc.utils.app_state module mridc.utils.arguments module mridc.utils.cloud module mridc.utils.config_utils module mridc.utils.decorators module mridc.utils.decorators.deprecated module mridc.utils.decorators.experimental module mridc.utils.decorators.port_docs module mridc.utils.distributed module mridc.utils.env_var_parsing module mridc.utils.exceptions module mridc.utils.exp_manager module mridc.utils.export_utils module mridc.utils.formaters module mridc.utils.formaters.base module mridc.utils.formaters.colors module mridc.utils.formaters.utils module mridc.utils.get_rank module mridc.utils.lightning_logger_patch module mridc.utils.metaclasses module mridc.utils.model_utils module mridc.utils.mridc_logging module mridc.utils.timers module mridc_file_folder (mridc.utils.app_state.AppState property) mridc_topk_check_previous_run() (mridc.utils.exp_manager.MRIDCModelCheckpoint method) MRIDCBaseException MRIDCConfig (class in mridc.core.conf.modelPT) MRIDCModelCheckpoint (class in mridc.utils.exp_manager) MRIDCNativeMixedPrecisionPlugin (class in mridc.collections.common.parts.ptl_overrides) MRISignal (class in mridc.core.neural_types.elements) mse() (in module mridc.collections.reconstruction.metrics.evaluate) mse_vals (mridc.collections.reconstruction.models.ccnn.CascadeNet attribute) (mridc.collections.reconstruction.models.cirim.CIRIM attribute) (mridc.collections.reconstruction.models.crnn.CRNNet attribute) (mridc.collections.reconstruction.models.dunet.DUNet attribute) (mridc.collections.reconstruction.models.jointicnet.JointICNet attribute) (mridc.collections.reconstruction.models.kikinet.KIKINet attribute) (mridc.collections.reconstruction.models.lpd.LPDNet attribute) (mridc.collections.reconstruction.models.multidomainnet.MultiDomainNet attribute) (mridc.collections.reconstruction.models.pics.PICS attribute) (mridc.collections.reconstruction.models.rvn.RecurrentVarNet attribute) (mridc.collections.reconstruction.models.unet.UNet attribute) (mridc.collections.reconstruction.models.vn.VarNet attribute) (mridc.collections.reconstruction.models.vsnet.VSNet attribute) (mridc.collections.reconstruction.models.xpdnet.XPDNet attribute) (mridc.collections.reconstruction.models.zf.ZF attribute) multi_test_epoch_end() (mridc.core.classes.modelPT.ModelPT static method) multi_validation_epoch_end() (mridc.core.classes.modelPT.ModelPT static method) MultiCoil (class in mridc.collections.reconstruction.models.crossdomain.multicoil) MultiDomainConv2d (class in mridc.collections.reconstruction.models.multidomain.multidomain) MultiDomainConvBlock (class in mridc.collections.reconstruction.models.multidomain.multidomain) MultiDomainConvTranspose2d (class in mridc.collections.reconstruction.models.multidomain.multidomain) MultiDomainNet (class in mridc.collections.reconstruction.models.multidomainnet) MultiDomainUnet2d (class in mridc.collections.reconstruction.models.multidomain.multidomain) multiple_trainloader_mode (mridc.core.conf.trainer.TrainerConfig attribute) multiprocessing_context (mridc.core.conf.dataloader.DataLoaderConfig attribute) MWCNN (class in mridc.collections.reconstruction.models.mwcnn.mwcnn)

N

name (mridc.core.conf.base_config.Config attribute) (mridc.core.conf.modelPT.MRIDCConfig attribute) (mridc.core.conf.modelPT.OptimConfig attribute) (mridc.core.conf.modelPT.SchedConfig attribute) (mridc.utils.app_state.AppState property) (mridc.utils.exp_manager.ExpManagerConfig attribute) (mridc.utils.exp_manager.LoggerList property) NamedTimer (class in mridc.utils.timers) nesterov (mridc.core.conf.optimizers.SGDParams attribute) NeuralModule (class in mridc.core.classes.module) NeuralPortNameMismatchError NeuralPortNmTensorMismatchError NeuralType (class in mridc.core.neural_types.neural_type) NeuralTypeComparisonResult (class in mridc.core.neural_types.comparison) NeuralTypeError nmse() (in module mridc.collections.reconstruction.metrics.evaluate) nmse_vals (mridc.collections.reconstruction.models.ccnn.CascadeNet attribute) (mridc.collections.reconstruction.models.cirim.CIRIM attribute) (mridc.collections.reconstruction.models.crnn.CRNNet attribute) (mridc.collections.reconstruction.models.dunet.DUNet attribute) (mridc.collections.reconstruction.models.jointicnet.JointICNet attribute) (mridc.collections.reconstruction.models.kikinet.KIKINet attribute) (mridc.collections.reconstruction.models.lpd.LPDNet attribute) (mridc.collections.reconstruction.models.multidomainnet.MultiDomainNet attribute) (mridc.collections.reconstruction.models.pics.PICS attribute) (mridc.collections.reconstruction.models.rvn.RecurrentVarNet attribute) (mridc.collections.reconstruction.models.unet.UNet attribute) (mridc.collections.reconstruction.models.vn.VarNet attribute) (mridc.collections.reconstruction.models.vsnet.VSNet attribute) (mridc.collections.reconstruction.models.xpdnet.XPDNet attribute) (mridc.collections.reconstruction.models.zf.ZF attribute)

NoamAnnealing (class in mridc.core.optim.lr_scheduler) NoamAnnealingParams (class in mridc.core.conf.schedulers) norm() (mridc.collections.reconstruction.models.unet_base.unet_block.NormUnet method) NORMAL (mridc.utils.formaters.colors.AnsiStyle attribute) NormalDistributionLogVarianceType (class in mridc.core.neural_types.elements) NormalDistributionMeanType (class in mridc.core.neural_types.elements) NormalDistributionSamplesType (class in mridc.core.neural_types.elements) normalize() (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.ComplexInstanceNorm method) NormalizedImageValue (class in mridc.core.neural_types.elements) NormUnet (class in mridc.collections.reconstruction.models.unet_base.unet_block) NotFoundError NOTSET (mridc.utils.mridc_logging.Logger attribute) Novograd (class in mridc.core.optim.novograd) NovogradParams (class in mridc.core.conf.optimizers) num_nodes (mridc.core.conf.trainer.TrainerConfig attribute) num_sanity_val_steps (mridc.core.conf.trainer.TrainerConfig attribute) num_weights (mridc.core.classes.modelPT.ModelPT property) (mridc.core.classes.module.NeuralModule property) num_workers (mridc.core.classes.dataset.DatasetConfig attribute) (mridc.core.conf.dataloader.DataLoaderConfig attribute) numba_cpu_is_supported() (in module mridc.core.utils.numba_utils) numba_cuda_is_supported() (in module mridc.core.utils.numba_utils)

O

on_after_backward() (mridc.utils.exp_manager.TimingCallback method) on_before_backward() (mridc.utils.exp_manager.TimingCallback method) on_save_checkpoint() (mridc.utils.exp_manager.MRIDCModelCheckpoint method) on_test_batch_end() (mridc.utils.exp_manager.TimingCallback method) on_test_batch_start() (mridc.utils.exp_manager.TimingCallback method) on_train_batch_end() (mridc.utils.exp_manager.TimingCallback method) on_train_batch_start() (mridc.utils.exp_manager.TimingCallback method) on_train_end() (mridc.utils.exp_manager.MRIDCModelCheckpoint method) on_train_epoch_end() (mridc.collections.common.callbacks.callbacks.LogEpochTimeCallback method) on_train_epoch_start() (mridc.collections.common.callbacks.callbacks.LogEpochTimeCallback method) on_validation_batch_end() (mridc.utils.exp_manager.TimingCallback method) on_validation_batch_start() (mridc.utils.exp_manager.TimingCallback method) ONCE (mridc.utils.mridc_logging.LogMode attribute)

ONNX (mridc.core.classes.export.ExportFormat attribute) (mridc.utils.export_utils.ExportFormat attribute) optim (mridc.core.conf.modelPT.ModelConfig attribute) OptimConfig (class in mridc.core.conf.modelPT) OptimizerParams (class in mridc.core.conf.optimizers) orthotogonalize_weights() (mridc.collections.reconstruction.models.rim.rnn_cells.ConvGRUCellBase static method) (mridc.collections.reconstruction.models.rim.rnn_cells.ConvMGUCellBase static method) (mridc.collections.reconstruction.models.rim.rnn_cells.IndRNNCellBase static method) output_module (mridc.core.classes.export.Exportable property) output_names (mridc.core.classes.export.Exportable property) output_types (mridc.collections.common.losses.aggregator.AggregatorLoss property) (mridc.core.classes.common.Typing property) overfit_batches (mridc.core.conf.trainer.TrainerConfig attribute)

P

pad() (mridc.collections.reconstruction.models.didn.didn.DUB static method) (mridc.collections.reconstruction.models.mwcnn.mwcnn.MWCNN static method) (mridc.collections.reconstruction.models.unet_base.unet_block.NormUnet method) param_groups (mridc.core.optim.optimizer_with_master_params.MainParamsOptimizerWrapper property) parse_dataset_as_name() (in module mridc.utils.model_utils) parse_input_example() (in module mridc.utils.export_utils) parse_optimizer_args() (in module mridc.core.optim.optimizers) patch_stderr_handler() (mridc.utils.mridc_logging.Logger method) patch_stdout_handler() (mridc.utils.mridc_logging.Logger method) path (mridc.utils.model_utils.ArtifactItem attribute) path_type (mridc.utils.model_utils.ArtifactItem attribute) patience (mridc.core.conf.schedulers.ReduceLROnPlateauParams attribute) PICS (class in mridc.collections.reconstruction.models.pics) pin_memory (mridc.core.classes.dataset.DatasetConfig attribute) (mridc.core.conf.dataloader.DataLoaderConfig attribute) pipeline_model_parallel_group (mridc.utils.app_state.AppState property) pipeline_model_parallel_rank (mridc.utils.app_state.AppState property) pipeline_model_parallel_size (mridc.utils.app_state.AppState property) pipeline_model_parallel_split_rank (mridc.utils.app_state.AppState property) plugins (mridc.core.conf.trainer.TrainerConfig attribute) Poisson2DMaskFunc (class in mridc.collections.reconstruction.data.subsample) poisson_disc2d() (mridc.collections.reconstruction.data.subsample.Poisson2DMaskFunc method) PolynomialDecayAnnealing (class in mridc.core.optim.lr_scheduler) PolynomialDecayAnnealingParams (class in mridc.core.conf.schedulers) PolynomialHoldDecayAnnealing (class in mridc.core.optim.lr_scheduler) PolynomialHoldDecayAnnealingParams (class in mridc.core.conf.schedulers) POS() (mridc.utils.formaters.colors.AnsiCursor static method) postfix (mridc.utils.exp_manager.CallbackParams attribute) power (mridc.core.conf.schedulers.PolynomialDecayAnnealingParams attribute) (mridc.core.conf.schedulers.PolynomialHoldDecayAnnealingParams attribute) precision (mridc.collections.reconstruction.models.ccnn.CascadeNet attribute) (mridc.collections.reconstruction.models.cirim.CIRIM attribute) (mridc.collections.reconstruction.models.crnn.CRNNet attribute) (mridc.collections.reconstruction.models.dunet.DUNet attribute) (mridc.collections.reconstruction.models.jointicnet.JointICNet attribute) (mridc.collections.reconstruction.models.kikinet.KIKINet attribute) (mridc.collections.reconstruction.models.lpd.LPDNet attribute) (mridc.collections.reconstruction.models.multidomainnet.MultiDomainNet attribute) (mridc.collections.reconstruction.models.pics.PICS attribute) (mridc.collections.reconstruction.models.rvn.RecurrentVarNet attribute) (mridc.collections.reconstruction.models.unet.UNet attribute) (mridc.collections.reconstruction.models.vn.VarNet attribute) (mridc.collections.reconstruction.models.vsnet.VSNet attribute) (mridc.collections.reconstruction.models.xpdnet.XPDNet attribute) (mridc.collections.reconstruction.models.zf.ZF attribute) (mridc.core.conf.trainer.TrainerConfig attribute) PredictionsType (class in mridc.core.neural_types.elements) prefix (mridc.utils.exp_manager.CallbackParams attribute) prepare_data_per_node (mridc.collections.reconstruction.models.ccnn.CascadeNet attribute) (mridc.collections.reconstruction.models.cirim.CIRIM attribute) (mridc.collections.reconstruction.models.crnn.CRNNet attribute) (mridc.collections.reconstruction.models.dunet.DUNet attribute) (mridc.collections.reconstruction.models.jointicnet.JointICNet attribute) (mridc.collections.reconstruction.models.kikinet.KIKINet attribute) (mridc.collections.reconstruction.models.lpd.LPDNet attribute) (mridc.collections.reconstruction.models.multidomainnet.MultiDomainNet attribute) (mridc.collections.reconstruction.models.pics.PICS attribute) (mridc.collections.reconstruction.models.rvn.RecurrentVarNet attribute) (mridc.collections.reconstruction.models.unet.UNet attribute) (mridc.collections.reconstruction.models.vn.VarNet attribute) (mridc.collections.reconstruction.models.vsnet.VSNet attribute) (mridc.collections.reconstruction.models.xpdnet.XPDNet attribute) (mridc.collections.reconstruction.models.zf.ZF attribute) (mridc.core.conf.trainer.TrainerConfig attribute)

prepare_lr_scheduler() (in module mridc.core.optim.lr_scheduler) prepare_test() (mridc.core.classes.modelPT.ModelPT method) pretrained_model_name (mridc.core.classes.common.PretrainedModelInfo attribute) PretrainedModelInfo (class in mridc.core.classes.common) PrimalNet (class in mridc.collections.reconstruction.models.primaldual.pd) ProbsType (class in mridc.core.neural_types.elements) process_inputs() (mridc.collections.reconstruction.models.base.BaseMRIReconstructionModel static method) (mridc.collections.reconstruction.models.pics.PICS static method) (mridc.collections.reconstruction.models.zf.ZF static method) process_intermediate_pred() (mridc.collections.reconstruction.models.cirim.CIRIM method) (mridc.collections.reconstruction.models.crnn.CRNNet method) process_loss() (mridc.collections.reconstruction.models.base.BaseMRIReconstructionModel method) (mridc.collections.reconstruction.models.cirim.CIRIM method) (mridc.collections.reconstruction.models.crnn.CRNNet method) process_position (mridc.core.conf.trainer.TrainerConfig attribute) profiler (mridc.core.conf.trainer.TrainerConfig attribute) progress_bar_refresh_rate (mridc.core.conf.trainer.TrainerConfig attribute) psnr() (in module mridc.collections.reconstruction.metrics.evaluate) psnr_vals (mridc.collections.reconstruction.models.ccnn.CascadeNet attribute) (mridc.collections.reconstruction.models.cirim.CIRIM attribute) (mridc.collections.reconstruction.models.crnn.CRNNet attribute) (mridc.collections.reconstruction.models.dunet.DUNet attribute) (mridc.collections.reconstruction.models.jointicnet.JointICNet attribute) (mridc.collections.reconstruction.models.kikinet.KIKINet attribute) (mridc.collections.reconstruction.models.lpd.LPDNet attribute) (mridc.collections.reconstruction.models.multidomainnet.MultiDomainNet attribute) (mridc.collections.reconstruction.models.pics.PICS attribute) (mridc.collections.reconstruction.models.rvn.RecurrentVarNet attribute) (mridc.collections.reconstruction.models.unet.UNet attribute) (mridc.collections.reconstruction.models.vn.VarNet attribute) (mridc.collections.reconstruction.models.vsnet.VSNet attribute) (mridc.collections.reconstruction.models.xpdnet.XPDNet attribute) (mridc.collections.reconstruction.models.zf.ZF attribute) push() (mridc.collections.reconstruction.metrics.evaluate.Metrics method)

R

random_generator() (mridc.collections.common.data.dataset.ConcatDataset static method) random_seed (mridc.utils.app_state.AppState property) RandomMaskFunc (class in mridc.collections.reconstruction.data.subsample) ReconBlock (class in mridc.collections.reconstruction.models.didn.didn) ReconstructionTarget (class in mridc.core.neural_types.elements) RecurrentConvolutionalNetBlock (class in mridc.collections.reconstruction.models.convrecnet.crnn_block) RecurrentInit (class in mridc.collections.reconstruction.models.recurrentvarnet.recurentvarnet) RecurrentsType (class in mridc.core.neural_types.elements) RecurrentVarNet (class in mridc.collections.reconstruction.models.rvn) RecurrentVarNetBlock (class in mridc.collections.reconstruction.models.recurrentvarnet.recurentvarnet) RED (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute) ReduceLROnPlateauParams (class in mridc.core.conf.schedulers) reduction (mridc.collections.common.losses.aggregator.AggregatorLoss attribute) (mridc.core.classes.loss.Loss attribute) (mridc.utils.exp_manager.StepTimingParams attribute) register_artifact() (mridc.core.classes.modelPT.ModelPT method) (mridc.core.connectors.save_restore_connector.SaveRestoreConnector static method) register_model_guid() (mridc.utils.app_state.AppState method) register_optimizer() (in module mridc.core.optim.optimizers) register_optimizer_params() (in module mridc.core.conf.optimizers) register_scheduler() (in module mridc.core.optim.lr_scheduler) register_scheduler_params() (in module mridc.core.conf.schedulers) RegressionValuesType (class in mridc.core.neural_types.elements) reload_dataloaders_every_n_epochs (mridc.core.conf.trainer.TrainerConfig attribute) reload_model_params() (mridc.core.optim.optimizer_with_master_params.MainParamsOptimizerWrapper method) remove_stream_handlers() (mridc.utils.mridc_logging.Logger method) replace_for_export() (in module mridc.utils.export_utils) replace_modules() (in module mridc.utils.export_utils) replace_sampler_ddp (mridc.core.conf.trainer.TrainerConfig attribute) RequiredSettingMissingError

RESET (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute) reset() (mridc.utils.timers.NamedTimer method) RESET_ALL (mridc.utils.formaters.colors.AnsiStyle attribute) reset_model_guid_registry() (mridc.utils.app_state.AppState method) reset_parameters() (mridc.collections.reconstruction.models.rim.conv_layers.ConvNonlinear method) (mridc.collections.reconstruction.models.rim.rnn_cells.ConvGRUCellBase method) (mridc.collections.reconstruction.models.rim.rnn_cells.ConvMGUCellBase method) (mridc.collections.reconstruction.models.rim.rnn_cells.IndRNNCellBase method) reset_stream_handler() (mridc.utils.mridc_logging.Logger method) resolve_cache_dir() (in module mridc.utils.model_utils) resolve_dataset_name_from_cfg() (in module mridc.utils.model_utils) resolve_subclass_pretrained_model_info() (in module mridc.utils.model_utils) resolve_validation_dataloaders() (in module mridc.utils.model_utils) restoration_path (mridc.utils.app_state.ModelMetadataRegistry attribute) restore_from() (mridc.core.classes.common.FileIO class method) (mridc.core.classes.modelPT.ModelPT class method) (mridc.core.connectors.save_restore_connector.SaveRestoreConnector method) resume_from_checkpoint (mridc.core.conf.trainer.TrainerConfig attribute) resume_if_exists (mridc.utils.exp_manager.ExpManagerConfig attribute) resume_ignore_no_checkpoint (mridc.utils.exp_manager.ExpManagerConfig attribute) resume_past_end (mridc.utils.exp_manager.ExpManagerConfig attribute) rho (mridc.core.conf.optimizers.AdadeltaParams attribute) RIMBlock (class in mridc.collections.reconstruction.models.rim.rim_block) RMSpropParams (class in mridc.core.conf.optimizers) rnn_weights_init() (in module mridc.collections.common.parts.rnn_utils) round_robin_generator() (mridc.collections.common.data.dataset.ConcatDataset static method) RpropParams (class in mridc.core.conf.optimizers) rss() (in module mridc.collections.common.parts.utils) rss_complex() (in module mridc.collections.common.parts.utils) run (mridc.core.conf.modelPT.HydraConfig attribute)

S

SAME (mridc.core.neural_types.comparison.NeuralTypeComparisonResult attribute) SAME_TYPE_INCOMPATIBLE_PARAMS (mridc.core.neural_types.comparison.NeuralTypeComparisonResult attribute) sampler (mridc.core.conf.dataloader.DataLoaderConfig attribute) save_best_model (mridc.utils.exp_manager.CallbackParams attribute) save_last (mridc.utils.exp_manager.CallbackParams attribute) save_mridc_on_train_end (mridc.utils.exp_manager.CallbackParams attribute) save_reconstructions() (in module mridc.collections.common.parts.utils) save_to() (mridc.core.classes.common.FileIO method) (mridc.core.classes.modelPT.ModelPT method) (mridc.core.connectors.save_restore_connector.SaveRestoreConnector method) save_top_k (mridc.utils.exp_manager.CallbackParams attribute) save_weights_only (mridc.utils.exp_manager.CallbackParams attribute) SaveRestoreConnector (class in mridc.core.connectors.save_restore_connector) scale_mode (mridc.core.conf.schedulers.CyclicLRParams attribute) sched (mridc.core.conf.modelPT.OptimConfig attribute) SchedConfig (class in mridc.core.conf.modelPT) SchedulerParams (class in mridc.core.conf.schedulers) sens_expand() (mridc.collections.reconstruction.models.cascadenet.ccnn_block.CascadeNetBlock method) (mridc.collections.reconstruction.models.convrecnet.crnn_block.RecurrentConvolutionalNetBlock method) (mridc.collections.reconstruction.models.variablesplittingnet.vsnet_block.VSNetBlock method) (mridc.collections.reconstruction.models.varnet.vn_block.VarNetBlock method) sens_reduce() (mridc.collections.reconstruction.models.cascadenet.ccnn_block.CascadeNetBlock method) (mridc.collections.reconstruction.models.convrecnet.crnn_block.RecurrentConvolutionalNetBlock method) (mridc.collections.reconstruction.models.variablesplittingnet.vsnet_block.VSNetBlock method) (mridc.collections.reconstruction.models.varnet.vn_block.VarNetBlock method) sense() (in module mridc.collections.common.parts.utils) SensitivityNetwork (class in mridc.collections.reconstruction.models.sigmanet.sensitivity_net) Sequence (mridc.core.neural_types.axes.AxisKind attribute) SequenceToSequenceAlignmentType (class in mridc.core.neural_types.elements) Serialization (class in mridc.core.classes.common) set_learnable() (mridc.collections.reconstruction.models.sigmanet.dc_layers.DataProxCGLayer method) (mridc.collections.reconstruction.models.sigmanet.dc_layers.DataVSLayer method) (mridc.collections.reconstruction.models.sigmanet.dc_layers.DCLayer method) set_normalization() (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.ComplexInstanceNorm method) set_numba_compat_strictness() (in module mridc.core.utils.numba_utils) set_optim() (mridc.core.conf.modelPT.ModelConfigBuilder method) set_test_ds() (mridc.core.conf.modelPT.ModelConfigBuilder method) set_title() (in module mridc.utils.formaters.colors) set_train_ds() (mridc.core.conf.modelPT.ModelConfigBuilder method) set_trainer() (mridc.core.classes.modelPT.ModelPT method) set_typecheck_enabled() (mridc.core.classes.common.typecheck static method) set_validation_ds() (mridc.core.conf.modelPT.ModelConfigBuilder method) set_verbosity() (mridc.utils.mridc_logging.Logger method) set_world_size() (mridc.core.classes.modelPT.ModelPT method) setLevel() (mridc.utils.mridc_logging.Logger method) setup_multiple_test_data() (mridc.core.classes.modelPT.ModelPT method) setup_multiple_validation_data() (mridc.core.classes.modelPT.ModelPT method) setup_optimization() (mridc.core.classes.modelPT.ModelPT method) setup_optimizer_param_groups() (mridc.core.classes.modelPT.ModelPT method) setup_test_data() (mridc.collections.reconstruction.models.base.BaseMRIReconstructionModel method) (mridc.core.classes.modelPT.ModelPT method) setup_training_data() (mridc.collections.reconstruction.models.base.BaseMRIReconstructionModel method) (mridc.core.classes.modelPT.ModelPT method) setup_validation_data() (mridc.collections.reconstruction.models.base.BaseMRIReconstructionModel method) (mridc.core.classes.modelPT.ModelPT method) SGDParams (class in mridc.core.conf.optimizers) shuffle (mridc.core.classes.dataset.DatasetConfig attribute) (mridc.core.conf.dataloader.DataLoaderConfig attribute) simple_replace() (in module mridc.utils.export_utils)

Singleton (class in mridc.utils.metaclasses) (mridc.core.neural_types.axes.AxisKind attribute) skip_numba_cuda_test_if_unsupported() (in module mridc.core.utils.numba_utils) solve() (mridc.collections.reconstruction.models.sigmanet.dc_layers.ConjugateGradient static method) SquareAnnealing (class in mridc.core.optim.lr_scheduler) SquareAnnealingParams (class in mridc.core.conf.schedulers) SquareRootAnnealing (class in mridc.core.optim.lr_scheduler) SquareRootAnnealingParams (class in mridc.core.conf.schedulers) SquareRootConstantPolicy (class in mridc.core.optim.lr_scheduler) SquareRootConstantSchedulerParams (class in mridc.core.conf.schedulers) ssim() (in module mridc.collections.reconstruction.metrics.evaluate) ssim_vals (mridc.collections.reconstruction.models.ccnn.CascadeNet attribute) (mridc.collections.reconstruction.models.cirim.CIRIM attribute) (mridc.collections.reconstruction.models.crnn.CRNNet attribute) (mridc.collections.reconstruction.models.dunet.DUNet attribute) (mridc.collections.reconstruction.models.jointicnet.JointICNet attribute) (mridc.collections.reconstruction.models.kikinet.KIKINet attribute) (mridc.collections.reconstruction.models.lpd.LPDNet attribute) (mridc.collections.reconstruction.models.multidomainnet.MultiDomainNet attribute) (mridc.collections.reconstruction.models.pics.PICS attribute) (mridc.collections.reconstruction.models.rvn.RecurrentVarNet attribute) (mridc.collections.reconstruction.models.unet.UNet attribute) (mridc.collections.reconstruction.models.vn.VarNet attribute) (mridc.collections.reconstruction.models.vsnet.VSNet attribute) (mridc.collections.reconstruction.models.xpdnet.XPDNet attribute) (mridc.collections.reconstruction.models.zf.ZF attribute) SSIMLoss (class in mridc.collections.common.losses.ssim) stage_training_init() (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.SensitivityNetwork method) stage_training_transition_i() (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.SensitivityNetwork method) StandardizationLayer (class in mridc.collections.reconstruction.models.multidomain.multidomain) start() (mridc.utils.timers.NamedTimer method) state (mridc.core.optim.optimizer_with_master_params.MainParamsOptimizerWrapper property) state_dict() (mridc.core.optim.optimizer_with_master_params.MainParamsOptimizerWrapper method) (mridc.utils.exp_manager.StatelessTimer method) StatelessTimer (class in mridc.utils.exp_manager) stddevs() (mridc.collections.reconstruction.metrics.evaluate.Metrics method) step() (mridc.core.optim.adafactor.Adafactor method) (mridc.core.optim.novograd.Novograd method) (mridc.core.optim.optimizer_with_master_params.MainParamsOptimizerWrapper method) step_size (mridc.core.conf.schedulers.StepLRParams attribute) step_size_down (mridc.core.conf.schedulers.CyclicLRParams attribute) step_size_up (mridc.core.conf.schedulers.CyclicLRParams attribute) step_sizes (mridc.core.conf.optimizers.RpropParams attribute) step_timing_kwargs (mridc.utils.exp_manager.ExpManagerConfig attribute) StepLRParams (class in mridc.core.conf.schedulers) StepTimingParams (class in mridc.utils.exp_manager) stochastic_weight_avg (mridc.core.conf.trainer.TrainerConfig attribute) stop() (mridc.utils.timers.NamedTimer method) strategy (mridc.core.conf.trainer.TrainerConfig attribute) StringLabel (class in mridc.core.neural_types.elements) StringType (class in mridc.core.neural_types.elements) Subpixel (class in mridc.collections.reconstruction.models.didn.didn) summary_writer_kwargs (mridc.utils.exp_manager.ExpManagerConfig attribute) supported_export_formats (mridc.core.classes.export.Exportable property) supports_flat_params (mridc.core.optim.adafactor.Adafactor property) supports_memory_efficient_fp16 (mridc.core.optim.adafactor.Adafactor property) swap_modules() (in module mridc.utils.export_utils) sync_batchnorm (mridc.core.conf.trainer.TrainerConfig attribute) sync_cuda (mridc.utils.exp_manager.StepTimingParams attribute)

T

T5InverseSquareRootAnnealing (class in mridc.core.optim.lr_scheduler) t_with_string() (mridc.core.neural_types.axes.AxisKind method) TAR_PATH (mridc.utils.model_utils.ArtifactPathType attribute) Target (class in mridc.core.neural_types.elements) teardown() (mridc.core.classes.modelPT.ModelPT method) temp_seed() (in module mridc.collections.reconstruction.data.subsample) temp_verbosity() (mridc.utils.mridc_logging.Logger method) tensor_model_parallel_group (mridc.utils.app_state.AppState property) tensor_model_parallel_rank (mridc.utils.app_state.AppState property) tensor_model_parallel_size (mridc.utils.app_state.AppState property) tensor_to_complex_np() (in module mridc.collections.common.parts.utils) terminate_on_nan (mridc.core.conf.trainer.TrainerConfig attribute) test_dataloader() (mridc.core.classes.modelPT.ModelPT method) test_ds (mridc.core.conf.modelPT.ModelConfig attribute) test_epoch_end() (mridc.collections.reconstruction.models.base.BaseMRIReconstructionModel method) (mridc.core.classes.modelPT.ModelPT method) test_step() (mridc.collections.reconstruction.models.base.BaseMRIReconstructionModel method) (mridc.collections.reconstruction.models.pics.PICS method) (mridc.collections.reconstruction.models.zf.ZF method) threshold (mridc.core.conf.schedulers.ReduceLROnPlateauParams attribute) threshold_mode (mridc.core.conf.schedulers.ReduceLROnPlateauParams attribute) Time (mridc.core.neural_types.axes.AxisKind attribute) timeout (mridc.core.conf.dataloader.DataLoaderConfig attribute) TimingCallback (class in mridc.utils.exp_manager) to_config_dict() (mridc.core.classes.common.Serialization method) to_config_file() (mridc.core.classes.common.FileIO method) to_onnxrt_input() (in module mridc.utils.export_utils) to_tensor() (in module mridc.collections.common.parts.utils) to_unicode() (in module mridc.utils.formaters.utils) TORCHSCRIPT (mridc.core.classes.export.ExportFormat attribute) (mridc.utils.export_utils.ExportFormat attribute) tpu_cores (mridc.core.conf.trainer.TrainerConfig attribute) track_grad_norm (mridc.core.conf.trainer.TrainerConfig attribute) train_dataloader() (mridc.core.classes.modelPT.ModelPT method) train_ds (mridc.core.conf.modelPT.ModelConfig attribute) trainer (mridc.collections.reconstruction.models.ccnn.CascadeNet attribute) (mridc.collections.reconstruction.models.cirim.CIRIM attribute) (mridc.collections.reconstruction.models.crnn.CRNNet attribute) (mridc.collections.reconstruction.models.dunet.DUNet attribute) (mridc.collections.reconstruction.models.jointicnet.JointICNet attribute) (mridc.collections.reconstruction.models.kikinet.KIKINet attribute) (mridc.collections.reconstruction.models.lpd.LPDNet attribute) (mridc.collections.reconstruction.models.multidomainnet.MultiDomainNet attribute) (mridc.collections.reconstruction.models.pics.PICS attribute) (mridc.collections.reconstruction.models.rvn.RecurrentVarNet attribute) (mridc.collections.reconstruction.models.unet.UNet attribute) (mridc.collections.reconstruction.models.vn.VarNet attribute) (mridc.collections.reconstruction.models.vsnet.VSNet attribute) (mridc.collections.reconstruction.models.xpdnet.XPDNet attribute) (mridc.collections.reconstruction.models.zf.ZF attribute) (mridc.core.conf.modelPT.MRIDCConfig attribute) TrainerConfig (class in mridc.core.conf.trainer) training (mridc.collections.common.losses.ssim.SSIMLoss attribute) (mridc.collections.reconstruction.models.base.BaseMRIReconstructionModel attribute) (mridc.collections.reconstruction.models.base.BaseSensitivityModel attribute) (mridc.collections.reconstruction.models.cascadenet.ccnn_block.CascadeNetBlock attribute) (mridc.collections.reconstruction.models.ccnn.CascadeNet attribute) (mridc.collections.reconstruction.models.cirim.CIRIM attribute) (mridc.collections.reconstruction.models.conv.conv2d.Conv2d attribute) (mridc.collections.reconstruction.models.conv.gruconv2d.GRUConv2d attribute) (mridc.collections.reconstruction.models.convrecnet.crnn_block.DataConsistencyLayer attribute) (mridc.collections.reconstruction.models.convrecnet.crnn_block.RecurrentConvolutionalNetBlock attribute) (mridc.collections.reconstruction.models.crnn.CRNNet attribute) (mridc.collections.reconstruction.models.crossdomain.crossdomain.CrossDomainNetwork attribute) (mridc.collections.reconstruction.models.crossdomain.multicoil.MultiCoil attribute) (mridc.collections.reconstruction.models.didn.didn.DIDN attribute) (mridc.collections.reconstruction.models.didn.didn.DUB attribute) (mridc.collections.reconstruction.models.didn.didn.ReconBlock attribute) (mridc.collections.reconstruction.models.didn.didn.Subpixel attribute) (mridc.collections.reconstruction.models.dunet.DUNet attribute) (mridc.collections.reconstruction.models.jointicnet.JointICNet attribute) (mridc.collections.reconstruction.models.kikinet.KIKINet attribute) (mridc.collections.reconstruction.models.lpd.LPDNet attribute) (mridc.collections.reconstruction.models.multidomain.multidomain.MultiDomainConv2d attribute) (mridc.collections.reconstruction.models.multidomain.multidomain.MultiDomainConvBlock attribute) (mridc.collections.reconstruction.models.multidomain.multidomain.MultiDomainConvTranspose2d attribute) (mridc.collections.reconstruction.models.multidomain.multidomain.MultiDomainUnet2d attribute) (mridc.collections.reconstruction.models.multidomain.multidomain.StandardizationLayer attribute) (mridc.collections.reconstruction.models.multidomain.multidomain.TransposeMultiDomainConvBlock attribute) (mridc.collections.reconstruction.models.multidomainnet.MultiDomainNet attribute) (mridc.collections.reconstruction.models.mwcnn.mwcnn.ConvBlock attribute) (mridc.collections.reconstruction.models.mwcnn.mwcnn.DilatedConvBlock attribute) (mridc.collections.reconstruction.models.mwcnn.mwcnn.DWT attribute) (mridc.collections.reconstruction.models.mwcnn.mwcnn.IWT attribute) (mridc.collections.reconstruction.models.mwcnn.mwcnn.MWCNN attribute) (mridc.collections.reconstruction.models.pics.PICS attribute) (mridc.collections.reconstruction.models.primaldual.pd.DualNet attribute) (mridc.collections.reconstruction.models.primaldual.pd.PrimalNet attribute) (mridc.collections.reconstruction.models.recurrentvarnet.conv2gru.Conv2dGRU attribute) (mridc.collections.reconstruction.models.recurrentvarnet.recurentvarnet.RecurrentInit attribute) (mridc.collections.reconstruction.models.recurrentvarnet.recurentvarnet.RecurrentVarNetBlock attribute) (mridc.collections.reconstruction.models.rim.conv_layers.ConvNonlinear attribute) (mridc.collections.reconstruction.models.rim.conv_layers.ConvRNNStack attribute) (mridc.collections.reconstruction.models.rim.rim_block.RIMBlock attribute) (mridc.collections.reconstruction.models.rim.rnn_cells.ConvGRUCell attribute) (mridc.collections.reconstruction.models.rim.rnn_cells.ConvGRUCellBase attribute) (mridc.collections.reconstruction.models.rim.rnn_cells.ConvMGUCell attribute) (mridc.collections.reconstruction.models.rim.rnn_cells.ConvMGUCellBase attribute) (mridc.collections.reconstruction.models.rim.rnn_cells.IndRNNCell attribute) (mridc.collections.reconstruction.models.rim.rnn_cells.IndRNNCellBase attribute) (mridc.collections.reconstruction.models.rvn.RecurrentVarNet attribute) (mridc.collections.reconstruction.models.sigmanet.dc_layers.DataGDLayer attribute) (mridc.collections.reconstruction.models.sigmanet.dc_layers.DataIDLayer attribute) (mridc.collections.reconstruction.models.sigmanet.dc_layers.DataProxCGLayer attribute) (mridc.collections.reconstruction.models.sigmanet.dc_layers.DataVSLayer attribute) (mridc.collections.reconstruction.models.sigmanet.dc_layers.DCLayer attribute) (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.ComplexInstanceNorm attribute) (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.ComplexNormWrapper attribute) (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.SensitivityNetwork attribute) (mridc.collections.reconstruction.models.unet.UNet attribute) (mridc.collections.reconstruction.models.unet_base.unet_block.ConvBlock attribute) (mridc.collections.reconstruction.models.unet_base.unet_block.NormUnet attribute) (mridc.collections.reconstruction.models.unet_base.unet_block.TransposeConvBlock attribute) (mridc.collections.reconstruction.models.unet_base.unet_block.Unet attribute) (mridc.collections.reconstruction.models.variablesplittingnet.vsnet_block.DataConsistencyLayer attribute) (mridc.collections.reconstruction.models.variablesplittingnet.vsnet_block.VSNetBlock attribute) (mridc.collections.reconstruction.models.variablesplittingnet.vsnet_block.WeightedAverageTerm attribute) (mridc.collections.reconstruction.models.varnet.vn_block.VarNetBlock attribute) (mridc.collections.reconstruction.models.vn.VarNet attribute) (mridc.collections.reconstruction.models.vsnet.VSNet attribute) (mridc.collections.reconstruction.models.xpdnet.XPDNet attribute) (mridc.collections.reconstruction.models.zf.ZF attribute) (mridc.core.classes.modelPT.ModelPT attribute) (mridc.core.classes.module.NeuralModule attribute) (mridc.utils.export_utils.CastToFloat attribute)

training_step() (mridc.collections.reconstruction.models.base.BaseMRIReconstructionModel method) TRANSPOSE_SAME (mridc.core.neural_types.comparison.NeuralTypeComparisonResult attribute) TransposeConvBlock (class in mridc.collections.reconstruction.models.unet_base.unet_block) TransposeMultiDomainConvBlock (class in mridc.collections.reconstruction.models.multidomain.multidomain) type_parameters (mridc.core.neural_types.elements.ElementType property) (mridc.core.neural_types.elements.MRISignal property) typecheck (class in mridc.core.classes.common) typecheck.TypeState (class in mridc.core.classes.common) Typing (class in mridc.core.classes.common)

U

UNCHECKED (mridc.core.neural_types.comparison.NeuralTypeComparisonResult attribute) UNet (class in mridc.collections.reconstruction.models.unet) Unet (class in mridc.collections.reconstruction.models.unet_base.unet_block) unfreeze() (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.SensitivityNetwork method) (mridc.core.classes.module.NeuralModule method) unfreeze_all() (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.SensitivityNetwork method) UNINITIALIZED (mridc.core.classes.common.typecheck.TypeState attribute) uninject_model_parallel_rank() (in module mridc.utils.model_utils) unique_names_check() (in module mridc.utils.model_utils)

unnorm() (mridc.collections.reconstruction.models.unet_base.unet_block.NormUnet method) unnormalize() (mridc.collections.reconstruction.models.sigmanet.sensitivity_net.ComplexInstanceNorm method) unpad() (mridc.collections.reconstruction.models.unet_base.unet_block.NormUnet static method) UP() (mridc.utils.formaters.colors.AnsiCursor static method) update() (mridc.collections.common.metrics.global_average_loss_metric.GlobalAverageLossMetric method) update_C() (mridc.collections.reconstruction.models.jointicnet.JointICNet method) update_model_config() (in module mridc.utils.config_utils) update_save_restore_connector() (mridc.core.classes.modelPT.ModelPT class method) update_X() (mridc.collections.reconstruction.models.jointicnet.JointICNet method) use_datetime_version (mridc.utils.exp_manager.ExpManagerConfig attribute)

V

val_check_interval (mridc.core.conf.trainer.TrainerConfig attribute) val_dataloader() (mridc.core.classes.modelPT.ModelPT method) validation_ds (mridc.core.conf.modelPT.ModelConfig attribute) validation_epoch_end() (mridc.collections.reconstruction.models.base.BaseMRIReconstructionModel method) (mridc.core.classes.modelPT.ModelPT method) validation_step() (mridc.collections.reconstruction.models.base.BaseMRIReconstructionModel method) VarNet (class in mridc.collections.reconstruction.models.vn) VarNetBlock (class in mridc.collections.reconstruction.models.varnet.vn_block)

verbose (mridc.core.conf.schedulers.ReduceLROnPlateauParams attribute) (mridc.utils.exp_manager.CallbackParams attribute) verify_runtime() (in module mridc.utils.export_utils) version (mridc.utils.app_state.AppState property) (mridc.utils.exp_manager.ExpManagerConfig attribute) (mridc.utils.exp_manager.LoggerList property) VoidType (class in mridc.core.neural_types.elements) VSNet (class in mridc.collections.reconstruction.models.vsnet) VSNetBlock (class in mridc.collections.reconstruction.models.variablesplittingnet.vsnet_block)

W

wandb_logger_kwargs (mridc.utils.exp_manager.ExpManagerConfig attribute) warmup_ratio (mridc.core.conf.schedulers.WarmupAnnealingParams attribute) (mridc.core.conf.schedulers.WarmupSchedulerParams attribute) warmup_steps (mridc.core.conf.schedulers.WarmupSchedulerParams attribute) WarmupAnnealHoldPolicy (class in mridc.core.optim.lr_scheduler) WarmupAnnealing (class in mridc.core.optim.lr_scheduler) WarmupAnnealingHoldSchedulerParams (class in mridc.core.conf.schedulers) WarmupAnnealingParams (class in mridc.core.conf.schedulers) WarmupHoldPolicy (class in mridc.core.optim.lr_scheduler) WarmupHoldSchedulerParams (class in mridc.core.conf.schedulers) WarmupPolicy (class in mridc.core.optim.lr_scheduler) WarmupSchedulerParams (class in mridc.core.conf.schedulers) WARNING (mridc.utils.mridc_logging.Logger attribute) warning() (mridc.utils.mridc_logging.Logger method) weight_decay (mridc.core.conf.optimizers.AdadeltaParams attribute) (mridc.core.conf.optimizers.AdagradParams attribute) (mridc.core.conf.optimizers.AdamaxParams attribute) (mridc.core.conf.optimizers.AdamParams attribute) (mridc.core.conf.optimizers.AdamWParams attribute) (mridc.core.conf.optimizers.NovogradParams attribute) (mridc.core.conf.optimizers.RMSpropParams attribute) (mridc.core.conf.optimizers.SGDParams attribute)

WeightedAverageTerm (class in mridc.collections.reconstruction.models.variablesplittingnet.vsnet_block) weights_save_path (mridc.core.conf.trainer.TrainerConfig attribute) weights_summary (mridc.core.conf.trainer.TrainerConfig attribute) WHITE (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute) Width (mridc.core.neural_types.axes.AxisKind attribute) with_numba_compat_strictness() (in module mridc.core.utils.numba_utils) worker_init_fn (mridc.core.conf.dataloader.DataLoaderConfig attribute) world_size (mridc.utils.app_state.AppState property) wrap_forward_method() (in module mridc.utils.export_utils) wrap_module() (in module mridc.utils.export_utils) wrap_training_step() (in module mridc.utils.model_utils)

X

XPDNet (class in mridc.collections.reconstruction.models.xpdnet)

Y

YELLOW (mridc.utils.formaters.colors.AnsiBack attribute) (mridc.utils.formaters.colors.AnsiFore attribute)

Z

zero() (mridc.core.optim.optimizer_with_master_params.GradBucket method)

zero_grad() (mridc.core.optim.optimizer_with_master_params.MainParamsOptimizerWrapper method) ZF (class in mridc.collections.reconstruction.models.zf)