mridc
latest
API Documentation:
mridc
mridc
Index
Edit on GitHub
Index
_
|
A
|
B
|
C
|
D
|
E
|
F
|
G
|
H
|
I
|
J
|
K
|
L
|
M
|
N
|
O
|
P
|
Q
|
R
|
S
|
T
|
U
|
V
|
W
|
X
|
Y
|
Z
_
__call__() (mridc.collections.quantitative.models.qrim.utils.SignalForwardModel method)
(mridc.collections.quantitative.parts.transforms.qMRIDataTransforms method)
(mridc.collections.reconstruction.data.subsample.Equispaced1DMaskFunc method)
(mridc.collections.reconstruction.data.subsample.Equispaced2DMaskFunc 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.core.classes.common.typecheck 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.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
(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)
analytical_log_likelihood_gradient() (in module mridc.collections.quantitative.models.qrim.utils)
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_allreduce (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)
avoid_bfloat16_autocast_context() (in module mridc.collections.common.parts.training_utils)
avoid_float16_autocast_context() (in module mridc.collections.common.parts.training_utils)
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)
BaseqMRIReconstructionModel (class in mridc.collections.quantitative.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)
cast_all() (in module mridc.utils.export_utils)
cast_tensor() (in module mridc.utils.export_utils)
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_stored_qdata() (mridc.collections.quantitative.data.qmri_data.qMRISliceDataset method)
check_val_every_n_epoch (mridc.core.conf.trainer.TrainerConfig attribute)
CheckInstall (class in mridc.utils.exceptions)
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)
(mridc.collections.reconstruction.models.base.DistributedMetricSum 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)
ConcatMapDataset (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)
decay_rate (mridc.core.conf.schedulers.NoamHoldAnnealingParams attribute)
DEFAULT_FORMAT (mridc.utils.formaters.base.BaseMRIDCFormatter attribute)
(mridc.utils.formaters.base.DebugMRIDCFormatter attribute)
default_root_dir (mridc.core.conf.trainer.TrainerConfig attribute)
defaults (mridc.core.optim.optimizer_with_master_params.MainParamsOptimizerWrapper property)
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)
DistributedMetricSum (class in mridc.collections.reconstruction.models.base)
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)
Equispaced1DMaskFunc (class in mridc.collections.reconstruction.data.subsample)
Equispaced2DMaskFunc (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)
expand_op() (in module mridc.collections.quantitative.models.qrim.utils)
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)
fft2() (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)
forward() (mridc.collections.common.losses.aggregator.AggregatorLoss method)
(mridc.collections.common.losses.ssim.SSIMLoss method)
(mridc.collections.quantitative.models.qcirim.qCIRIM method)
(mridc.collections.quantitative.models.qrim.qrim_block.qRIMBlock method)
(mridc.collections.quantitative.models.qrim.utils.RescaleByMax method)
(mridc.collections.quantitative.models.qvarnet.qvn_block.qVarNetBlock method)
(mridc.collections.quantitative.models.qvn.qVarNet 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_allreduce_tensor() (mridc.core.optim.optimizer_with_master_params.GradBucket method)
get_available_model_names() (mridc.core.classes.common.Model class method)
get_backward_hook() (in module mridc.utils.debug_hook)
get_consecutive_slices() (mridc.collections.quantitative.data.qmri_data.qMRISliceDataset method)
(mridc.collections.reconstruction.data.mri_data.FastMRISliceDataset 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_export_subnet() (mridc.core.classes.export.Exportable method)
get_forward_hook() (in module mridc.utils.debug_hook)
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_rank() (in module mridc.utils.get_rank)
get_scheduler() (in module mridc.core.optim.lr_scheduler)
get_scheduler_config() (in module mridc.core.conf.schedulers)
get_tensor_hook() (in module mridc.utils.debug_hook)
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)
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
ifft2() (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_none() (in module mridc.collections.common.parts.utils)
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)
list_export_subnets() (mridc.core.classes.export.Exportable 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_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)
MEGRENoPhaseSignalModel() (mridc.collections.quantitative.models.qrim.utils.SignalForwardModel method)
MEGRESignalModel() (mridc.collections.quantitative.models.qrim.utils.SignalForwardModel 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_extracted_dir (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.training_utils
mridc.collections.common.parts.utils
mridc.collections.quantitative
mridc.collections.quantitative.data
mridc.collections.quantitative.data.qmri_data
mridc.collections.quantitative.models
mridc.collections.quantitative.models.base
mridc.collections.quantitative.models.qcirim
mridc.collections.quantitative.models.qrim
mridc.collections.quantitative.models.qrim.qrim_block
mridc.collections.quantitative.models.qrim.utils
mridc.collections.quantitative.models.qvarnet
mridc.collections.quantitative.models.qvarnet.qvn_block
mridc.collections.quantitative.models.qvn
mridc.collections.quantitative.parts
mridc.collections.quantitative.parts.transforms
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.debug_hook
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.training_utils
module
mridc.collections.common.parts.utils
module
mridc.collections.quantitative
module
mridc.collections.quantitative.data
module
mridc.collections.quantitative.data.qmri_data
module
mridc.collections.quantitative.models
module
mridc.collections.quantitative.models.base
module
mridc.collections.quantitative.models.qcirim
module
mridc.collections.quantitative.models.qrim
module
mridc.collections.quantitative.models.qrim.qrim_block
module
mridc.collections.quantitative.models.qrim.utils
module
mridc.collections.quantitative.models.qvarnet
module
mridc.collections.quantitative.models.qvarnet.qvn_block
module
mridc.collections.quantitative.models.qvn
module
mridc.collections.quantitative.parts
module
mridc.collections.quantitative.parts.transforms
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.debug_hook
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.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
(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)
mse_vals_B0 (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
mse_vals_phi (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
mse_vals_R2star (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
mse_vals_reconstruction (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
mse_vals_S0 (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet 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.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
(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)
nmse_vals_B0 (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
nmse_vals_phi (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
nmse_vals_R2star (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
nmse_vals_reconstruction (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
nmse_vals_S0 (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
no_sync() (mridc.core.optim.optimizer_with_master_params.MainParamsOptimizerWrapper method)
NoamAnnealing (class in mridc.core.optim.lr_scheduler)
NoamAnnealingParams (class in mridc.core.conf.schedulers)
NoamHoldAnnealing (class in mridc.core.optim.lr_scheduler)
NoamHoldAnnealingParams (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.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
(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.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
(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)
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.quantitative.models.base.BaseqMRIReconstructionModel static method)
(mridc.collections.reconstruction.models.base.BaseMRIReconstructionModel static method)
process_intermediate_pred() (mridc.collections.quantitative.models.qcirim.qCIRIM method)
(mridc.collections.quantitative.models.qvn.qVarNet method)
(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_quantitative_loss() (mridc.collections.quantitative.models.base.BaseqMRIReconstructionModel method)
(mridc.collections.quantitative.models.qcirim.qCIRIM method)
process_reconstruction_loss() (mridc.collections.quantitative.models.base.BaseqMRIReconstructionModel method)
(mridc.collections.quantitative.models.qcirim.qCIRIM method)
profiler (mridc.core.conf.trainer.TrainerConfig attribute)
psnr() (in module mridc.collections.reconstruction.metrics.evaluate)
psnr_vals (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
(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)
psnr_vals_B0 (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
psnr_vals_phi (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
psnr_vals_R2star (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
psnr_vals_reconstruction (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
psnr_vals_S0 (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
push() (mridc.collections.reconstruction.metrics.evaluate.Metrics method)
Q
qCIRIM (class in mridc.collections.quantitative.models.qcirim)
qMRIDataTransforms (class in mridc.collections.quantitative.parts.transforms)
qMRISliceDataset (class in mridc.collections.quantitative.data.qmri_data)
qRIMBlock (class in mridc.collections.quantitative.models.qrim.qrim_block)
qVarNet (class in mridc.collections.quantitative.models.qvn)
qVarNetBlock (class in mridc.collections.quantitative.models.qvarnet.qvn_block)
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_debug_hooks() (in module mridc.utils.debug_hook)
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
RescaleByMax (class in mridc.collections.quantitative.models.qrim.utils)
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)
reverse() (mridc.collections.quantitative.models.qrim.utils.RescaleByMax static method)
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)
run_ort_and_compare() (in module mridc.utils.export_utils)
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.quantitative.models.qvarnet.qvn_block.qVarNetBlock method)
(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.quantitative.models.qvarnet.qvn_block.qVarNetBlock method)
(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)
SignalForwardModel (class in mridc.collections.quantitative.models.qrim.utils)
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.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
(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)
ssim_vals_B0 (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
ssim_vals_phi (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
ssim_vals_R2star (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
ssim_vals_reconstruction (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet attribute)
ssim_vals_S0 (mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qvn.qVarNet 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)
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)
summarize() (mridc.core.classes.modelPT.ModelPT method)
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)
test_dataloader() (mridc.core.classes.modelPT.ModelPT method)
test_ds (mridc.core.conf.modelPT.ModelConfig attribute)
test_epoch_end() (mridc.collections.quantitative.models.base.BaseqMRIReconstructionModel method)
(mridc.collections.reconstruction.models.base.BaseMRIReconstructionModel method)
(mridc.core.classes.modelPT.ModelPT method)
test_step() (mridc.collections.quantitative.models.base.BaseqMRIReconstructionModel method)
(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)
train_epoch_end() (mridc.collections.quantitative.models.base.BaseqMRIReconstructionModel method)
trainer (mridc.core.conf.modelPT.MRIDCConfig attribute)
TrainerConfig (class in mridc.core.conf.trainer)
training (mridc.collections.common.losses.ssim.SSIMLoss attribute)
(mridc.collections.quantitative.models.base.BaseqMRIReconstructionModel attribute)
(mridc.collections.quantitative.models.qcirim.qCIRIM attribute)
(mridc.collections.quantitative.models.qrim.qrim_block.qRIMBlock attribute)
(mridc.collections.quantitative.models.qvarnet.qvn_block.qVarNetBlock attribute)
(mridc.collections.quantitative.models.qvn.qVarNet 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.quantitative.models.base.BaseqMRIReconstructionModel method)
(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)
(mridc.collections.reconstruction.models.base.DistributedMetricSum method)
update_C() (mridc.collections.reconstruction.models.jointicnet.JointICNet method)
update_chunk_info() (mridc.core.optim.optimizer_with_master_params.GradBucket 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.quantitative.models.base.BaseqMRIReconstructionModel method)
(mridc.collections.reconstruction.models.base.BaseMRIReconstructionModel method)
(mridc.core.classes.modelPT.ModelPT method)
validation_step() (mridc.collections.quantitative.models.base.BaseqMRIReconstructionModel method)
(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)
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)
Read the Docs
v: latest
Versions
latest
stable
Downloads
On Read the Docs
Project Home
Builds