Index

_

_sampler_config_from_key() (noether.core.callbacks.periodic.PeriodicDataIteratorCallback method) (noether.core.callbacks.PeriodicDataIteratorCallback method)

A

ABORT (noether.io.verification.FailAction attribute) accelerator (noether.core.schemas.schema.ConfigSchema attribute) accelerator_to_device() (in module noether.core.distributed) (in module noether.core.distributed.run) (in module noether.core.distributed.utils) ACCELERATOR_TYPES (in module noether.core.schemas.schema) accumulate_messages() (noether.modeling.modules.encoders.supernode_pooling.SupernodePooling method) (noether.modeling.modules.encoders.SupernodePooling method) (noether.modeling.modules.SupernodePooling method) act (noether.modeling.modules.mlp.upactdown_mlp.UpActDownMlp attribute) (noether.modeling.modules.mlp.UpActDownMlp attribute) (noether.modeling.modules.UpActDownMlp attribute) Activation (class in noether.modeling.modules) (class in noether.modeling.modules.activations) activation (noether.modeling.modules.mlp.mlp.MLPConfig attribute) (noether.modeling.modules.mlp.MLPConfig attribute) (noether.modeling.modules.untied.UntiedMLP attribute) ActivationTypes (in module noether.core.types) active (noether.training.callbacks.profiler.PyTorchProfilerCallbackConfig attribute) (noether.training.callbacks.PyTorchProfilerCallbackConfig attribute) adaLN_modulation (noether.modeling.modules.layers.FinalLayer attribute) (noether.modeling.modules.layers.vit_layers.FinalLayer attribute) AdamOptimizerConfig (class in noether.core.optimizer.schemas) add_default_callbacks (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) add_global_handlers() (in module noether.core.utils.logging) (in module noether.core.utils.logging.base) add_nonscalar() (noether.core.writers.log_writer.LogWriter method) (noether.core.writers.LogWriter method) (noether.core.writers.prefixed_log_writer.PrefixedLogWriter method) (noether.core.writers.PrefixedLogWriter method) add_samples() (noether.core.utils.training.counter.UpdateCounter method) (noether.core.utils.training.UpdateCounter method) add_scalar() (noether.core.writers.log_writer.LogWriter method) (noether.core.writers.LogWriter method) (noether.core.writers.prefixed_log_writer.PrefixedLogWriter method) (noether.core.writers.PrefixedLogWriter method) add_trainer_callbacks (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) additional_outputs (noether.training.trainers.TrainerResult attribute) (noether.training.trainers.types.TrainerResult attribute) adjust_lr_fn (noether.core.optimizer.schemas.MuonOptimizerConfig attribute) AeroABUPT (class in noether.modeling.models) (class in noether.modeling.models.aerodynamics) AeroDataset (class in noether.data.datasets.cfd.dataset) AeroStatsSchema (class in noether.data.schemas) AeroTransformer (class in noether.modeling.models) (class in noether.modeling.models.aerodynamics) AeroTransformerConfig (class in noether.modeling.models) (class in noether.modeling.models.aerodynamics) AeroTransolver (class in noether.modeling.models) (class in noether.modeling.models.aerodynamics) AeroTransolverConfig (class in noether.modeling.models) (class in noether.modeling.models.aerodynamics) AeroUPT (class in noether.modeling.models) (class in noether.modeling.models.aerodynamics) affected_items (noether.data.pipeline.sample_processors.drop_outliers.DropOutliersSampleProcessor attribute) (noether.data.pipeline.sample_processors.DropOutliersSampleProcessor attribute) after_epoch() (noether.core.callbacks.checkpoint.ema.EmaCallback method) (noether.core.callbacks.checkpoint.EmaCallback method) (noether.core.callbacks.EmaCallback method) (noether.core.callbacks.periodic.PeriodicCallback method) (noether.core.callbacks.PeriodicCallback method) after_training() (noether.core.callbacks.base.CallbackBase method) (noether.core.callbacks.BestCheckpointCallback method) (noether.core.callbacks.CallbackBase method) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallback method) (noether.core.callbacks.checkpoint.BestCheckpointCallback method) (noether.core.callbacks.checkpoint.checkpoint.CheckpointCallback method) (noether.core.callbacks.checkpoint.CheckpointCallback method) (noether.core.callbacks.checkpoint.ema.EmaCallback method) (noether.core.callbacks.checkpoint.EmaCallback method) (noether.core.callbacks.CheckpointCallback method) (noether.core.callbacks.default.eta.EtaCallback method) (noether.core.callbacks.default.EtaCallback method) (noether.core.callbacks.default.train_time.TrainTimeCallback method) (noether.core.callbacks.default.TrainTimeCallback method) (noether.core.callbacks.EmaCallback method) (noether.core.callbacks.EtaCallback method) (noether.core.callbacks.periodic.PeriodicDataIteratorCallback method) (noether.core.callbacks.PeriodicDataIteratorCallback method) (noether.core.callbacks.TrainTimeCallback method) (noether.training.callbacks.profiler.PyTorchProfilerCallback method) (noether.training.callbacks.PyTorchProfilerCallback method) after_update() (noether.core.callbacks.checkpoint.ema.EmaCallback method) (noether.core.callbacks.checkpoint.EmaCallback method) (noether.core.callbacks.EmaCallback method) (noether.core.callbacks.periodic.PeriodicCallback method) (noether.core.callbacks.PeriodicCallback method) aggregation (noether.core.scripts.validate_pytorch_compatibilities.StabilityTestModel attribute) (noether.modeling.modules.encoders.supernode_pooling.SupernodePooling attribute) (noether.modeling.modules.encoders.supernode_pooling.SupernodePoolingConfig attribute) (noether.modeling.modules.encoders.SupernodePooling attribute) (noether.modeling.modules.encoders.SupernodePoolingConfig attribute) (noether.modeling.modules.SupernodePooling attribute) (noether.modeling.modules.SupernodePoolingConfig attribute) AhmedMLDataset (class in noether.data.datasets.cfd) (class in noether.data.datasets.cfd.caeml) (class in noether.data.datasets.cfd.caeml.ahmedml) (class in noether.data.datasets.cfd.caeml.ahmedml.dataset) AhmedMLDefaultSplitIDs (class in noether.data.datasets.cfd) (class in noether.data.datasets.cfd.caeml) (class in noether.data.datasets.cfd.caeml.ahmedml) (class in noether.data.datasets.cfd.caeml.ahmedml.split)

ALL_CONVS (in module noether.modeling.functional.init) all_ctor_kwarg_names() (in module noether.core.factory.utils) all_features (noether.data.schemas.ModelDataSpecs property) all_gather_grad() (in module noether.core.distributed) (in module noether.core.distributed.gather) all_gather_nograd() (in module noether.core.distributed) (in module noether.core.distributed.gather) all_gather_nograd_clipped() (in module noether.core.distributed) (in module noether.core.distributed.gather) ALL_LAYERS (in module noether.modeling.functional.init) all_parameters (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper attribute) (noether.core.optimizer.OptimizerWrapper attribute) all_reduce_mean_grad() (in module noether.core.distributed) (in module noether.core.distributed.reduce) all_reduce_mean_nograd() (in module noether.core.distributed) (in module noether.core.distributed.reduce) all_reduce_sum_grad() (in module noether.core.distributed) (in module noether.core.distributed.reduce) all_reduce_sum_nograd() (in module noether.core.distributed) (in module noether.core.distributed.reduce) all_targets (noether.data.schemas.ModelDataSpecs property) anchor_suffix (noether.modeling.modules.attention.anchor_attention.multi_branch.MultiBranchAnchorAttention attribute) (noether.modeling.modules.attention.anchor_attention.multi_branch.MultiBranchAnchorAttentionConfig attribute) (noether.modeling.modules.attention.anchor_attention.MultiBranchAnchorAttention attribute) AnchorBranchedUPTConfig (class in noether.modeling.models) (class in noether.modeling.models.ab_upt) AnchoredBranchedUPT (class in noether.modeling.models) (class in noether.modeling.models.ab_upt) AnyDiffusionScheduleConfig (in module noether.modeling.diffusion) (in module noether.modeling.diffusion.factory) AnyInitializer (in module noether.core.initializers) AnyNormalizer (in module noether.data.preprocessors.normalizers) AnyOptimizerConfig (in module noether.core.optimizer.schemas) AnyScheduleConfig (in module noether.core.schedules) app (in module noether.io.cli.cli) (in module noether.scaffold.cli) apply_ema() (noether.core.callbacks.checkpoint.ema.EmaCallback method) (noether.core.callbacks.checkpoint.EmaCallback method) (noether.core.callbacks.EmaCallback method) apply_init_method() (in module noether.modeling.functional.init) apply_initializers() (noether.core.models.base.ModelBase method) (noether.core.models.composite.CompositeModel method) (noether.core.models.CompositeModel method) (noether.core.models.Model method) (noether.core.models.model.Model method) (noether.core.models.ModelBase method) apply_resume_initializer() (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) approximator_blocks (noether.modeling.models.UPT attribute) (noether.modeling.models.upt.UPT attribute) approximator_config (noether.modeling.models.upt.UPTConfig attribute) (noether.modeling.models.UPTConfig attribute) approximator_depth (noether.modeling.models.upt.UPTConfig attribute) (noether.modeling.models.UPTConfig attribute) assert_same_length() (in module noether.data.datasets.cfd.caeml.preprocessing) at_eval() (noether.core.callbacks.checkpoint.ema.EmaCallback method) (noether.core.callbacks.checkpoint.EmaCallback method) (noether.core.callbacks.EmaCallback method) (noether.core.callbacks.periodic.PeriodicCallback method) (noether.core.callbacks.PeriodicCallback method) atomic_write_and_hash() (in module noether.io.checkpoint.iohash) attention_arguments (noether.modeling.models.transolver.TransolverConfig attribute) (noether.modeling.models.TransolverConfig attribute) (noether.modeling.modules.blocks.transformer.TransformerBlockConfig attribute) (noether.modeling.modules.blocks.TransformerBlockConfig attribute) (noether.modeling.modules.TransformerBlockConfig attribute) attention_block (noether.modeling.modules.blocks.transformer.TransformerBlock attribute) (noether.modeling.modules.blocks.TransformerBlock attribute) (noether.modeling.modules.TransformerBlock attribute) attention_config() (noether.modeling.modules.untied.UntiedTransformerBlockConfig method) attention_constructor (noether.modeling.modules.blocks.transformer.TransformerBlockConfig attribute) (noether.modeling.modules.blocks.TransformerBlockConfig attribute) (noether.modeling.modules.TransformerBlockConfig attribute) ATTENTION_REGISTRY (in module noether.modeling.modules.attention) AttentionConfig (class in noether.core.schemas.modules) (class in noether.core.schemas.modules.attention) AttentionPattern (class in noether.core.schemas.modules) (class in noether.core.schemas.modules.attention) attn (noether.modeling.modules.blocks.perceiver.PerceiverBlock attribute) (noether.modeling.modules.blocks.PerceiverBlock attribute) (noether.modeling.modules.PerceiverBlock attribute) (noether.modeling.modules.untied.UntiedPerceiverBlock attribute) attn_drop (noether.modeling.models.vit.ViTConfig attribute) (noether.modeling.models.ViTConfig attribute) attn_type (noether.core.schemas.modules.attention.TokenSpec property) (noether.core.schemas.modules.TokenSpec property) average_lap_time (noether.core.utils.common.Stopwatch property) (noether.core.utils.common.stopwatch.Stopwatch property) AvgPool2DPatchify (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.vit_layers) AWS (noether.io.providers.Provider attribute) AWS_ACCESS_KEY_ID (noether.io.interfaces.s3.AWSSecrets attribute) AWS_DEFAULT_REGION (noether.io.interfaces.s3.AWSSecrets attribute) AWS_ENDPOINT_URL (noether.io.interfaces.s3.AWSSecrets attribute) aws_estimate() (in module noether.io.cli.cli_aws) aws_fetch() (in module noether.io.cli.cli_aws) aws_file() (in module noether.io.cli.cli_aws) AWS_REGION (noether.io.interfaces.s3.AWSSecrets attribute) aws_s3_app (in module noether.io.cli.cli_aws) AWS_SECRET_ACCESS_KEY (noether.io.interfaces.s3.AWSSecrets attribute) AWS_SESSION_TOKEN (noether.io.interfaces.s3.AWSSecrets attribute) AWSSecrets (class in noether.io.interfaces.s3) AZURE (noether.io.providers.Provider attribute)

B

backbone (noether.modeling.models.AeroABUPT attribute) (noether.modeling.models.aerodynamics.AeroABUPT attribute) (noether.modeling.models.aerodynamics.AeroTransformer attribute) (noether.modeling.models.aerodynamics.AeroTransolver attribute) (noether.modeling.models.aerodynamics.AeroUPT attribute) (noether.modeling.models.AeroTransformer attribute) (noether.modeling.models.AeroTransolver attribute) (noether.modeling.models.AeroUPT attribute) (noether.modeling.models.ViT attribute) (noether.modeling.models.vit.ViT attribute) barrier() (in module noether.core.distributed) (in module noether.core.distributed.config) (noether.core.distributed.config.DistributedConfig method) (noether.core.distributed.DistributedConfig method) BaseTracker (class in noether.core.trackers) (class in noether.core.trackers.base) basetracker_config_uri (noether.core.providers.path.PathProvider property) (noether.core.providers.PathProvider property) basetracker_entries_uri (noether.core.providers.path.PathProvider property) (noether.core.providers.PathProvider property) basetracker_summary_uri (noether.core.providers.path.PathProvider property) (noether.core.providers.PathProvider property) BaseTrackerConfig (class in noether.core.trackers) (class in noether.core.trackers.base) BaseTrainer (class in noether.training.trainers) (class in noether.training.trainers.base) BaseTrainerConfig (class in noether.training.trainers) (class in noether.training.trainers.base) batch_idx_key (noether.data.pipeline.collators.concat_sparse_tensor.ConcatSparseTensorCollator attribute) (noether.data.pipeline.collators.ConcatSparseTensorCollator attribute) batch_keys (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.BaseTrainer attribute) batch_processors (noether.data.MultiStagePipeline attribute) (noether.data.pipeline.multistage.MultiStagePipeline attribute) (noether.data.pipeline.MultiStagePipeline attribute) batch_sampler (noether.data.InterleavedSampler attribute) (noether.data.samplers.interleaved_sampler.InterleavedSampler attribute) (noether.data.samplers.InterleavedSampler attribute) batch_size (noether.core.callbacks.base.CallBackBaseConfig attribute) (noether.core.callbacks.CallBackBaseConfig attribute) (noether.core.callbacks.periodic.PeriodicCallback attribute), [1] (noether.core.callbacks.PeriodicCallback attribute), [1] (noether.data.InterleavedSampler attribute) (noether.data.InterleavedSamplerConfig attribute) (noether.data.SamplerIntervalConfig attribute) (noether.data.samplers.interleaved_sampler.InterleavedSampler attribute) (noether.data.samplers.interleaved_sampler.InterleavedSamplerConfig attribute) (noether.data.samplers.interleaved_sampler.SamplerIntervalConfig attribute) (noether.data.samplers.InterleavedSampler attribute) (noether.data.samplers.InterleavedSamplerConfig attribute) (noether.data.samplers.SamplerIntervalConfig attribute) BatchProcessor (class in noether.data) (class in noether.data.pipeline) (class in noether.data.pipeline.batch_processor) BatchProcessorType (in module noether.data.pipeline.multistage) before_training() (noether.core.callbacks.base.CallbackBase method) (noether.core.callbacks.BestCheckpointCallback method) (noether.core.callbacks.CallbackBase method) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallback method) (noether.core.callbacks.checkpoint.BestCheckpointCallback method) (noether.core.callbacks.checkpoint.checkpoint.CheckpointCallback method) (noether.core.callbacks.checkpoint.CheckpointCallback method) (noether.core.callbacks.checkpoint.ema.EmaCallback method) (noether.core.callbacks.checkpoint.EmaCallback method) (noether.core.callbacks.CheckpointCallback method) (noether.core.callbacks.DatasetStatsCallback method) (noether.core.callbacks.default.dataset_stats.DatasetStatsCallback method) (noether.core.callbacks.default.DatasetStatsCallback method) (noether.core.callbacks.default.eta.EtaCallback method) (noether.core.callbacks.default.EtaCallback method) (noether.core.callbacks.default.param_count.ParamCountCallback method) (noether.core.callbacks.default.ParamCountCallback method) (noether.core.callbacks.default.progress.ProgressCallback method) (noether.core.callbacks.default.ProgressCallback method) (noether.core.callbacks.EmaCallback method) (noether.core.callbacks.EtaCallback method) (noether.core.callbacks.ParamCountCallback method) (noether.core.callbacks.ProgressCallback method) (noether.training.callbacks.profiler.PyTorchProfilerCallback method) (noether.training.callbacks.PyTorchProfilerCallback method) benchmark() (in module noether.io.diskcache.cache_benchmark) BEST_CHECKPOINT_CALLBACK (in module noether.core.presets.base) best_metric (noether.core.callbacks.early_stoppers.metric.MetricEarlyStopper attribute) (noether.core.callbacks.early_stoppers.MetricEarlyStopper attribute) (noether.core.callbacks.MetricEarlyStopper attribute)

best_metric_value (noether.core.callbacks.BestCheckpointCallback attribute) (noether.core.callbacks.BestMetricCallback attribute) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallback attribute) (noether.core.callbacks.checkpoint.BestCheckpointCallback attribute) (noether.core.callbacks.online.best_metric.BestMetricCallback attribute) (noether.core.callbacks.online.BestMetricCallback attribute) BestCheckpointCallback (class in noether.core.callbacks) (class in noether.core.callbacks.checkpoint) (class in noether.core.callbacks.checkpoint.best_checkpoint) BestCheckpointCallbackConfig (class in noether.core.callbacks) (class in noether.core.callbacks.checkpoint) (class in noether.core.callbacks.checkpoint.best_checkpoint) BestMetricCallback (class in noether.core.callbacks) (class in noether.core.callbacks.online) (class in noether.core.callbacks.online.best_metric) BestMetricCallbackConfig (class in noether.core.callbacks) (class in noether.core.callbacks.online) (class in noether.core.callbacks.online.best_metric) betas (noether.core.optimizer.schemas.AdamOptimizerConfig attribute) (noether.core.optimizer.schemas.MuonSecondaryOptimizerConfig attribute) BFLOAT16_ALIASES (in module noether.core.utils.torch.amp) bias (noether.core.schemas.modules.attention.AttentionConfig attribute) (noether.core.schemas.modules.AttentionConfig attribute) (noether.modeling.models.upt.UPTConfig attribute) (noether.modeling.models.UPTConfig attribute) (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttention attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttention attribute) (noether.modeling.modules.blocks.transformer.TransformerBlockConfig attribute) (noether.modeling.modules.blocks.TransformerBlockConfig attribute) (noether.modeling.modules.encoders.supernode_pooling.SupernodePoolingConfig attribute) (noether.modeling.modules.encoders.SupernodePoolingConfig attribute) (noether.modeling.modules.layers.linear_projection.LinearProjectionConfig attribute) (noether.modeling.modules.layers.LinearProjectionConfig attribute) (noether.modeling.modules.mlp.mlp.MLPConfig attribute) (noether.modeling.modules.mlp.MLPConfig attribute) (noether.modeling.modules.mlp.upactdown_mlp.UpActDownMLPConfig attribute) (noether.modeling.modules.mlp.UpActDownMLPConfig attribute) (noether.modeling.modules.SupernodePoolingConfig attribute) (noether.modeling.modules.TransformerBlockConfig attribute) (noether.modeling.modules.untied.UntiedLinear attribute) bias_layers (noether.modeling.models.upt.UPTConfig attribute) (noether.modeling.models.UPTConfig attribute) bias_mlp_config() (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig method) (noether.modeling.models.AnchorBranchedUPTConfig method) Bidict (class in noether.core.utils.bidict) blocks (noether.modeling.models.Transformer attribute) (noether.modeling.models.transformer.Transformer attribute) (noether.modeling.modules.decoders.deep_perceiver.DeepPerceiverDecoder attribute) (noether.modeling.modules.decoders.DeepPerceiverDecoder attribute) (noether.modeling.modules.DeepPerceiverDecoder attribute) BOLD_RED (noether.core.utils.logging.CustomFormatter attribute) (noether.core.utils.logging.formatting.CustomFormatter attribute) branches (noether.modeling.modules.attention.anchor_attention.multi_branch.MultiBranchAnchorAttention attribute) (noether.modeling.modules.attention.anchor_attention.multi_branch.MultiBranchAnchorAttentionConfig attribute) (noether.modeling.modules.attention.anchor_attention.MultiBranchAnchorAttention attribute) bucket (noether.io.interfaces.s3_uploader.S3FileUploader attribute), [1] buffers (noether.core.callbacks.checkpoint.ema.EmaCallback attribute) (noether.core.callbacks.checkpoint.EmaCallback attribute) (noether.core.callbacks.EmaCallback attribute) build() (noether.modeling.modules.Activation method) (noether.modeling.modules.activations.Activation method) build_callback_state_dict() (noether.core.callbacks.base.CallbackBase static method) (noether.core.callbacks.CallbackBase static method) build_config() (noether.core.presets.base.DomainPreset method) (noether.core.presets.DomainPreset method) build_dataset() (noether.core.presets.base.DomainPreset method) (noether.core.presets.DomainPreset method) build_manifest() (in module noether.io.verification) build_model() (noether.core.presets.base.DomainPreset method) (noether.core.presets.DomainPreset method) build_normalizers() (noether.core.presets.base.DomainPreset method) (noether.core.presets.DomainPreset method) build_optimizer() (noether.core.presets.base.DomainPreset method) (noether.core.presets.DomainPreset method) build_physics_input() (noether.modeling.models.ab_upt.AnchoredBranchedUPT method) (noether.modeling.models.AnchoredBranchedUPT method) build_pipeline() (noether.core.presets.base.DomainPreset method) (noether.core.presets.DomainPreset method) build_schedule() (in module noether.modeling.diffusion) (in module noether.modeling.diffusion.factory) bytes_done (noether.io.logging_progress.LogProgress attribute)

C

cache_cleanup_high_watermark (noether.io.diskcache.lru_cache.LRUCacheFileSystem attribute) cache_cleanup_low_watermark (noether.io.diskcache.lru_cache.LRUCacheFileSystem attribute) cache_storage_mode (noether.io.diskcache.lru_cache.LRUCacheFileSystem attribute) cache_storage_size (noether.io.diskcache.lru_cache.LRUCacheFileSystem attribute) CAEML_FILEMAP (in module noether.data.datasets.cfd.caeml) (in module noether.data.datasets.cfd.caeml.filemap) CAEMLDataset (class in noether.data.datasets.cfd.caeml.dataset) calculate_dataset_statistics() (in module noether.data.tools.calculate_statistics) calculate_start() (noether.data.InterleavedSampler static method) (noether.data.samplers.interleaved_sampler.InterleavedSampler static method) (noether.data.samplers.InterleavedSampler static method) calculate_statistics() (in module noether.data.tools.calculate_statistics) call_after_training() (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) call_before_training() (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) CALLBACK_STATE_DICT (noether.core.types.CheckpointKeys attribute) CallbackBase (class in noether.core.callbacks) (class in noether.core.callbacks.base) CallBackBaseConfig (class in noether.core.callbacks) (class in noether.core.callbacks.base) callbacks (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainer attribute) (noether.training.trainers.BaseTrainerConfig attribute) CallbacksConfig (in module noether.core.schemas.callbacks) can_handle() (noether.io.checkpoint.providers.file_provider.FileProvider method) (noether.io.checkpoint.providers.huggingface_provider.HFProvider method) (noether.io.checkpoint.providers.s3_provider.S3Provider method) (noether.io.checkpoint.types.Provider method) cat_ranges() (noether.io.diskcache.lru_cache.LRUCacheFileSystem method) check_all_none() (in module noether.core.utils.common) (in module noether.core.utils.common.validation) check_at_least_one() (in module noether.core.utils.common) (in module noether.core.utils.common.validation) check_at_most_one() (in module noether.core.utils.common) (in module noether.core.utils.common.validation) check_dims() (noether.modeling.modules.mlp.upactdown_mlp.UpActDownMLPConfig method) (noether.modeling.modules.mlp.UpActDownMLPConfig method) check_exclusive() (in module noether.core.utils.common) (in module noether.core.utils.common.validation) check_inclusive() (in module noether.core.utils.common) (in module noether.core.utils.common.validation) check_interval() (noether.core.schedules.step.StepDecreasingScheduleConfig method) (noether.core.schedules.StepDecreasingScheduleConfig method) check_kind_is_not_empty() (noether.core.callbacks.base.CallBackBaseConfig class method) (noether.core.callbacks.CallBackBaseConfig class method) check_min_max() (noether.data.preprocessors.normalizers.PositionNormalizerConfig method) check_mutual_exclusion() (noether.core.schedules.ScheduleBaseConfig method) (noether.core.schedules.schemas.ScheduleBaseConfig method) check_positive_values() (noether.core.callbacks.base.CallBackBaseConfig class method) (noether.core.callbacks.CallBackBaseConfig class method) (noether.data.InterleavedSamplerConfig class method) (noether.data.SamplerIntervalConfig class method) (noether.data.samplers.interleaved_sampler.InterleavedSamplerConfig class method) (noether.data.samplers.interleaved_sampler.SamplerIntervalConfig class method) (noether.data.samplers.InterleavedSamplerConfig class method) (noether.data.samplers.SamplerIntervalConfig class method) check_scale_or_value_exclusive() (noether.core.optimizer.schemas.ParamGroupModifierConfig method) check_shift_scale() (noether.data.preprocessors.normalizers.ShiftAndScaleNormalizerConfig method) check_single_device_visible() (in module noether.core.distributed) (in module noether.core.distributed.run) (in module noether.core.distributed.utils) check_tolerance_positive() (noether.core.callbacks.early_stoppers.metric.MetricEarlyStopperConfig class method) (noether.core.callbacks.early_stoppers.MetricEarlyStopperConfig class method) (noether.core.callbacks.MetricEarlyStopperConfig class method) check_update_interval() (noether.core.schedules.step.StepIntervalScheduleConfig method) (noether.core.schedules.StepIntervalScheduleConfig method) checkpoint_app (in module noether.io.cli.cli_checkpoint) CHECKPOINT_CALLBACK (in module noether.core.presets.base) checkpoint_fetch() (in module noether.io.cli.cli_checkpoint) checkpoint_key (noether.core.callbacks.base.CallbackBase property) (noether.core.callbacks.CallbackBase property) checkpoint_path (noether.core.providers.path.PathProvider property) (noether.core.providers.PathProvider property) (noether.inference.Run attribute), [1] (noether.inference.run.Run attribute), [1] checkpoint_tag (noether.core.initializers.base.InitializerConfig attribute) (noether.core.initializers.checkpoint.CheckpointInitializer attribute) (noether.core.initializers.CheckpointInitializer attribute) (noether.core.initializers.InitializerConfig attribute) CHECKPOINT_TAG (noether.core.types.CheckpointKeys attribute) checkpoint_verify() (in module noether.io.cli.cli_checkpoint) checkpoint_writer (noether.core.callbacks.base.CallbackBase attribute) (noether.core.callbacks.CallbackBase attribute) (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.BaseTrainer attribute) CheckpointCallback (class in noether.core.callbacks) (class in noether.core.callbacks.checkpoint) (class in noether.core.callbacks.checkpoint.checkpoint) CheckpointCallbackConfig (class in noether.core.callbacks) (class in noether.core.callbacks.checkpoint) (class in noether.core.callbacks.checkpoint.checkpoint) CheckpointInitializer (class in noether.core.initializers) (class in noether.core.initializers.checkpoint) CheckpointInitializerConfig (class in noether.core.initializers) (class in noether.core.initializers.checkpoint) CheckpointKeys (class in noether.core.types) CheckpointMetadata (class in noether.io.checkpoint.types) CheckpointWriter (class in noether.core.writers) (class in noether.core.writers.checkpoint_writer) class_constructor_from_class_path() (in module noether.core.factory) (in module noether.core.factory.utils) CLEANUP_LOCK_FILE (in module noether.io.diskcache.lru_cache), [1] CLI_HELP_MARKDOWN (in module noether.io.cli.cli_aws) clip_grad_norm (noether.core.optimizer.schemas.OptimizerConfig attribute) clip_grad_value (noether.core.optimizer.schemas.OptimizerConfig attribute) close() (noether.core.trackers.base.BaseTracker method) (noether.core.trackers.BaseTracker method) (noether.io.interfaces.s3_uploader.S3FileUploader method) (noether.io.logging_progress.LogProgress method) Collator (class in noether.data) (class in noether.data.pipeline) (class in noether.data.pipeline.collator) collator (noether.data.InterleavedSampler attribute) (noether.data.samplers.interleaved_sampler.InterleavedSampler attribute) (noether.data.samplers.InterleavedSampler attribute) CollatorType (in module noether.data.pipeline.collator) colors (noether.core.utils.logging.CustomFormatter attribute) (noether.core.utils.logging.formatting.CustomFormatter attribute) ComposePreProcess (class in noether.data) (class in noether.data.preprocessors) (class in noether.data.preprocessors.compose) CompositeModel (class in noether.core.models) (class in noether.core.models.composite) compute_model_norm() (in module noether.core.utils.model) compute_rope_args() (noether.modeling.models.UPT method) (noether.modeling.models.upt.UPT method) compute_src_and_dst_indices() (noether.modeling.modules.encoders.supernode_pooling.SupernodePooling method) (noether.modeling.modules.encoders.SupernodePooling method) (noether.modeling.modules.SupernodePooling method) compute_statistics (noether.data.base.Dataset attribute) (noether.data.base.dataset.Dataset attribute) (noether.data.Dataset attribute)

ConcatSparseTensorCollator (class in noether.data.pipeline.collators) (class in noether.data.pipeline.collators.concat_sparse_tensor) ConcatTensorSampleProcessor (class in noether.data.pipeline.sample_processors) (class in noether.data.pipeline.sample_processors.concat_tensor) condition_dim (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig attribute) (noether.modeling.models.AnchorBranchedUPTConfig attribute) (noether.modeling.modules.blocks.transformer.TransformerBlockConfig attribute) (noether.modeling.modules.blocks.TransformerBlockConfig attribute) (noether.modeling.modules.layers.scalar_conditioner.ScalarsConditioner attribute) (noether.modeling.modules.layers.scalar_conditioner.ScalarsConditionerConfig attribute) (noether.modeling.modules.layers.ScalarsConditioner attribute) (noether.modeling.modules.layers.ScalarsConditionerConfig attribute) (noether.modeling.modules.layers.vectors_conditioner.VectorsConditioner attribute) (noether.modeling.modules.layers.vectors_conditioner.VectorsConditionerConfig attribute) (noether.modeling.modules.layers.VectorsConditioner attribute) (noether.modeling.modules.layers.VectorsConditionerConfig attribute) (noether.modeling.modules.TransformerBlockConfig attribute) conditioner_config() (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig method) (noether.modeling.models.AnchorBranchedUPTConfig method) conditioning_dims (noether.data.schemas.ModelDataSpecs attribute) conditioning_spec (noether.modeling.modules.layers.vectors_conditioner.VectorsConditioner attribute) (noether.modeling.modules.layers.vectors_conditioner.VectorsConditionerConfig attribute) (noether.modeling.modules.layers.VectorsConditioner attribute) (noether.modeling.modules.layers.VectorsConditionerConfig attribute) config (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper attribute) (noether.core.optimizer.OptimizerWrapper attribute) (noether.core.trackers.tensorboard.TensorboardTracker attribute) (noether.core.trackers.TensorboardTracker attribute) (noether.core.trackers.trackio_tracker.TrackioTracker attribute) (noether.core.trackers.TrackioTracker attribute) (noether.data.base.Dataset attribute) (noether.data.base.dataset.Dataset attribute) (noether.data.Dataset attribute) (noether.data.InterleavedSampler attribute) (noether.data.samplers.interleaved_sampler.InterleavedSampler attribute) (noether.data.samplers.InterleavedSampler attribute) (noether.inference.Run property) (noether.inference.run.Run property) (noether.modeling.diffusion.flow_matching.FlowMatchingSchedule attribute) (noether.modeling.diffusion.FlowMatchingSchedule attribute) (noether.modeling.modules.blocks.transformer.TransformerBlock attribute) (noether.modeling.modules.blocks.TransformerBlock attribute) (noether.modeling.modules.TransformerBlock attribute) (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.BaseTrainer attribute) config_kind (noether.core.models.base.ModelBaseConfig property) (noether.core.models.ModelBaseConfig property) CONFIG_KIND (noether.core.types.CheckpointKeys attribute) CONFIG_PATH (in module noether.io.credentials) config_schema_kind (noether.core.schemas.schema.ConfigSchema property) ConfigSchema (class in noether.core.schemas.schema) configure_logging() (in module noether.io.logging_config) ConfiguredBy() (in module noether.core.schemas.lib) ConstantSchedule (class in noether.core.schedules) (class in noether.core.schedules.constant) ConstantScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.constant) contains_string() (noether.core.utils.training.training_iteration.TrainingIteration static method) (noether.core.utils.training.TrainingIteration static method) continuous_time (noether.modeling.diffusion.flow_matching.FlowMatchingConfig attribute) (noether.modeling.diffusion.FlowMatchingConfig attribute) ContinuousSincosEmbed (class in noether.modeling.modules) (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.continuous_sincos_embed) ContinuousSincosEmbeddingConfig (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.continuous_sincos_embed) ConvOutputHead (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.vit_layers) coord_dim (noether.modeling.models.ViT attribute) (noether.modeling.models.vit.ViT attribute) (noether.modeling.models.vit.ViTConfig attribute) (noether.modeling.models.ViTConfig attribute) copy() (noether.core.utils.training.training_iteration.TrainingIteration method) (noether.core.utils.training.TrainingIteration method) copy_params() (in module noether.core.utils.model) copy_template_tree() (noether.scaffold.file_manager.FileManager static method) cosine() (in module noether.core.schedules) (in module noether.core.schedules.functional) CosineDecreasingSchedule (class in noether.core.schedules) (class in noether.core.schedules.cosine) CosineDecreasingScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.cosine) CosineIncreasingSchedule (class in noether.core.schedules) (class in noether.core.schedules.cosine) CosineIncreasingScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.cosine) count (noether.data.stats.RunningMoments property) counts (noether.core.utils.logging.base.MessageCounter attribute) (noether.core.utils.logging.MessageCounter attribute) CPU (noether.scaffold.choices.HardwareChoice attribute) cpus_per_task (noether.training.cli.submit_job.SlurmConfig attribute) create() (noether.core.factory.base.Factory method) (noether.core.factory.Factory method) (noether.core.factory.schedule.ScheduleFactory method) (noether.core.factory.ScheduleFactory method) create_batch_idx (noether.data.pipeline.collators.concat_sparse_tensor.ConcatSparseTensorCollator attribute) (noether.data.pipeline.collators.ConcatSparseTensorCollator attribute) create_dict() (noether.core.factory.base.Factory method) (noether.core.factory.Factory method) create_list() (noether.core.factory.base.Factory method) (noether.core.factory.Factory method) create_messages() (noether.modeling.modules.encoders.supernode_pooling.SupernodePooling method) (noether.modeling.modules.encoders.SupernodePooling method) (noether.modeling.modules.SupernodePooling method) create_rope_frequencies() (noether.modeling.models.ab_upt.AnchoredBranchedUPT method) (noether.modeling.models.AnchoredBranchedUPT method) create_slices() (noether.modeling.modules.attention.transolver.TransolverAttention method) (noether.modeling.modules.attention.TransolverAttention method) (noether.modeling.modules.TransolverAttention method) create_split() (noether.data.datasets.cfd.AhmedMLDefaultSplitIDs static method) (noether.data.datasets.cfd.caeml.ahmedml.AhmedMLDefaultSplitIDs static method) (noether.data.datasets.cfd.caeml.ahmedml.split.AhmedMLDefaultSplitIDs static method) (noether.data.datasets.cfd.caeml.AhmedMLDefaultSplitIDs static method) (noether.data.datasets.cfd.caeml.drivaerml.DrivAerMLDefaultSplitIDs static method) (noether.data.datasets.cfd.caeml.drivaerml.split.DrivAerMLDefaultSplitIDs static method) (noether.data.datasets.cfd.caeml.DrivAerMLDefaultSplitIDs static method) (noether.data.datasets.cfd.DrivAerMLDefaultSplitIDs static method) CrossAnchorAttention (class in noether.modeling.modules.attention.anchor_attention) (class in noether.modeling.modules.attention.anchor_attention.cross) CrossAnchorAttentionConfig (class in noether.modeling.modules.attention.anchor_attention.cross) CTX (in module noether.io.cli.cli) (in module noether.io.cli.cli_aws) (in module noether.io.cli.cli_checkpoint) (in module noether.io.cli.cli_huggingface) (in module noether.io.cli.cli_verification) cudnn_benchmark (noether.core.schemas.schema.ConfigSchema attribute) cudnn_deterministic (noether.core.schemas.schema.ConfigSchema attribute) cur_iteration (noether.core.utils.training.counter.UpdateCounter attribute) (noether.core.utils.training.UpdateCounter attribute) CustomFormatter (class in noether.core.utils.logging) (class in noether.core.utils.logging.formatting) CustomSchedule (class in noether.core.schedules) (class in noether.core.schedules.custom) CustomScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.custom)

D

data_container (noether.core.callbacks.base.CallbackBase attribute) (noether.core.callbacks.CallbackBase attribute) (noether.core.models.base.ModelBase attribute) (noether.core.models.ModelBase attribute) (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.BaseTrainer attribute) data_specs (noether.core.presets.base.DomainPreset property) (noether.core.presets.DomainPreset property) (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig attribute) (noether.modeling.models.ab_upt.AnchoredBranchedUPT attribute) (noether.modeling.models.aerodynamics.AeroTransformer attribute) (noether.modeling.models.aerodynamics.AeroTransformerConfig attribute) (noether.modeling.models.aerodynamics.AeroTransolver attribute) (noether.modeling.models.aerodynamics.AeroTransolverConfig attribute) (noether.modeling.models.aerodynamics.AeroUPT attribute) (noether.modeling.models.AeroTransformer attribute) (noether.modeling.models.AeroTransformerConfig attribute) (noether.modeling.models.AeroTransolver attribute) (noether.modeling.models.AeroTransolverConfig attribute) (noether.modeling.models.AeroUPT attribute) (noether.modeling.models.AnchorBranchedUPTConfig attribute) (noether.modeling.models.AnchoredBranchedUPT attribute) (noether.modeling.models.upt.UPTConfig attribute) (noether.modeling.models.UPTConfig attribute) DataContainer (class in noether.data.container) DataFieldKeyMap (class in noether.data.datasets.cfd.caeml.preprocessing) dataloader_prefetch_factor (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) Dataset (class in noether.data) (class in noether.data.base) (class in noether.data.base.dataset) dataset (noether.data.base.DatasetWrapper attribute) (noether.data.base.wrapper.DatasetWrapper attribute) (noether.data.DatasetWrapper attribute) (noether.data.InterleavedSampler attribute) (noether.data.samplers.interleaved_sampler.InterleavedSampler attribute) (noether.data.samplers.InterleavedSampler attribute) DATASET (noether.io.cli.cli_huggingface.HuggingFaceRepoType attribute) dataset() (noether.inference.Run method) (noether.inference.run.Run method) dataset_key (noether.core.callbacks.periodic.PeriodicDataIteratorCallback attribute), [1] (noether.core.callbacks.periodic.PeriodicDataIteratorCallbackConfig attribute) (noether.core.callbacks.PeriodicDataIteratorCallback attribute), [1] (noether.core.callbacks.PeriodicDataIteratorCallbackConfig attribute) (noether.training.callbacks.offline_loss.OfflineLossCallback attribute) (noether.training.callbacks.OfflineLossCallback attribute) dataset_keymaps (in module noether.data.datasets.cfd.caeml.preprocessing) dataset_kind (noether.core.presets.base.DomainPreset attribute) (noether.core.presets.DomainPreset attribute) (noether.core.schemas.schema.ConfigSchema attribute) DATASET_NAME (noether.data.base.dataset.DatasetSplitIDs attribute) (noether.data.datasets.cfd.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.ahmedml.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.ahmedml.split.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.split.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.shapenet_car.ShapeNetCarDefaultSplitIDs attribute) (noether.data.datasets.cfd.shapenet_car.split.ShapeNetCarDefaultSplitIDs attribute) (noether.data.datasets.cfd.ShapeNetCarDefaultSplitIDs attribute) dataset_normalizers (noether.data.base.dataset.DatasetBaseConfig attribute) dataset_root (noether.core.schemas.schema.ConfigSchema attribute) dataset_statistics (noether.core.presets.base.DomainPreset property) (noether.core.presets.DomainPreset property) (noether.core.schemas.schema.ConfigSchema attribute) dataset_wrapper_factory (noether.core.factory.dataset.DatasetFactory attribute) (noether.core.factory.DatasetFactory attribute) dataset_wrappers (noether.data.base.dataset.DatasetBaseConfig attribute) DatasetBaseConfig (class in noether.data.base.dataset) DatasetFactory (class in noether.core.factory) (class in noether.core.factory.dataset) datasets (noether.core.schemas.schema.ConfigSchema attribute) (noether.data.container.DataContainer attribute) DatasetSplitIDs (class in noether.data.base.dataset) DatasetStatsCallback (class in noether.core.callbacks) (class in noether.core.callbacks.default) (class in noether.core.callbacks.default.dataset_stats) DatasetWrapper (class in noether.data) (class in noether.data.base) (class in noether.data.base.wrapper) DatasetWrapperConfig (class in noether.data.base.wrapper) DatasetWrappers (in module noether.data.base.wrappers) datefmt (noether.core.utils.logging.CustomFormatter attribute) (noether.core.utils.logging.formatting.CustomFormatter attribute) debug (noether.core.providers.path.PathProvider attribute) (noether.core.providers.PathProvider attribute) (noether.core.schemas.schema.ConfigSchema attribute) decoder (noether.modeling.models.UPT attribute) (noether.modeling.models.upt.UPT attribute) decoder_blocks_forward() (noether.modeling.models.ab_upt.AnchoredBranchedUPT method) (noether.modeling.models.AnchoredBranchedUPT method) decoder_config (noether.modeling.models.upt.UPTConfig attribute) (noether.modeling.models.UPTConfig attribute) decoders (noether.modeling.models.ab_upt.ModelKVCache attribute) decreases_interval (noether.core.schedules.step.StepDecreasingSchedule attribute) (noether.core.schedules.step.StepDecreasingScheduleConfig attribute) (noether.core.schedules.StepDecreasingSchedule attribute) (noether.core.schedules.StepDecreasingScheduleConfig attribute) DecreasingProgressSchedule (class in noether.core.schedules) (class in noether.core.schedules.base) DecreasingProgressScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.schemas) DeepPerceiverDecoder (class in noether.modeling.modules) (class in noether.modeling.modules.decoders) (class in noether.modeling.modules.decoders.deep_perceiver) DeepPerceiverDecoderConfig (class in noether.modeling.modules.decoders) (class in noether.modeling.modules.decoders.deep_perceiver) default_accelerator() (in module noether.core.schemas.schema) DEFAULT_CHUNK (in module noether.io.checkpoint.iohash) default_value (noether.data.pipeline.sample_processors.default_tensor.DefaultTensorSampleProcessor attribute) (noether.data.pipeline.sample_processors.DefaultTensorSampleProcessor attribute) DefaultCollator (class in noether.data.pipeline.collators) (class in noether.data.pipeline.collators.default) DefaultTensorSampleProcessor (class in noether.data.pipeline.sample_processors) (class in noether.data.pipeline.sample_processors.default_tensor) DELETE (noether.io.verification.FailAction attribute) delta (noether.core.schedules.base.ProgressSchedule attribute) (noether.core.schedules.ProgressSchedule attribute) denormalize() (noether.data.base.Dataset method) (noether.data.base.dataset.Dataset method) (noether.data.BatchProcessor method) (noether.data.Dataset method) (noether.data.pipeline.batch_processor.BatchProcessor method) (noether.data.pipeline.batch_processors.moment_normalization.MomentNormalizationBatchProcessor method) (noether.data.pipeline.batch_processors.MomentNormalizationBatchProcessor method) (noether.data.pipeline.batch_processors.position_normalization.PositionNormalizationBatchProcessor method) (noether.data.pipeline.batch_processors.PositionNormalizationBatchProcessor method) (noether.data.pipeline.batch_processors.rename_keys.RenameKeysBatchProcessor method) (noether.data.pipeline.batch_processors.RenameKeysBatchProcessor method) (noether.data.pipeline.BatchProcessor method) (noether.data.PreProcessor method) (noether.data.preprocessors.base.PreProcessor method) (noether.data.preprocessors.normalizers.FieldNormalizer method) (noether.data.preprocessors.normalizers.ShiftAndScaleNormalizer method) (noether.data.preprocessors.numpy_to_torch_tensor.NumpyToTorchTensorPreProcessor method) (noether.data.preprocessors.PreProcessor method)

depth (noether.modeling.models.transformer.TransformerConfig attribute) (noether.modeling.models.TransformerConfig attribute) (noether.modeling.models.vit.ViTConfig attribute) (noether.modeling.models.ViTConfig attribute) (noether.modeling.modules.decoders.deep_perceiver.DeepPerceiverDecoderConfig attribute) (noether.modeling.modules.decoders.DeepPerceiverDecoderConfig attribute) derive_run_name() (noether.training.runners.hydra_runner.HydraRunner static method) (noether.training.runners.HydraRunner static method) describe() (noether.io.verification.FailAction method) design_ids (noether.data.datasets.cfd.drivaernet.dataset.DrivAerNetDataset attribute) (noether.data.datasets.cfd.DrivAerNetDataset attribute) design_parameters (noether.data.schemas.FileMap attribute) device (noether.core.models.base.ModelBase property) (noether.core.models.composite.CompositeModel property) (noether.core.models.CompositeModel property) (noether.core.models.Model property) (noether.core.models.model.Model property) (noether.core.models.ModelBase property) (noether.modeling.diffusion.base.DiffusionSchedule attribute) (noether.modeling.diffusion.DiffusionSchedule attribute) (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.BaseTrainer attribute) devices (noether.core.schemas.schema.ConfigSchema attribute) dict_to_string() (in module noether.core.utils.logging) (in module noether.core.utils.logging.formatting) difficulty (noether.data.datasets.cfd.simshift_heatsink.config.SimshiftHeatsinkConfig attribute) (noether.data.datasets.cfd.simshift_heatsink.dataset.SimshiftHeatsinkDataset attribute) (noether.data.datasets.cfd.simshift_heatsink.SimshiftHeatsinkDataset attribute) (noether.data.datasets.cfd.SimshiftHeatsinkDataset attribute) DiffusionSchedule (class in noether.modeling.diffusion) (class in noether.modeling.diffusion.base) dim (noether.data.pipeline.sample_processors.concat_tensor.ConcatTensorSampleProcessor attribute) (noether.data.pipeline.sample_processors.ConcatTensorSampleProcessor attribute) dim_head (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttention attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttention attribute) disable() (in module noether.core.utils.torch.amp) disable_gradient_accumulation (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) DISABLED (noether.scaffold.choices.TrackerChoice attribute) Discriminated (class in noether.core.schemas.lib) DistributedConfig (class in noether.core.distributed) (class in noether.core.distributed.config) docs() (in module noether.io.cli.cli_aws) domain (noether.core.schemas.modules.attention.TokenSpec property) (noether.core.schemas.modules.TokenSpec property) (noether.data.datasets.cfd.simshift_heatsink.config.SimshiftHeatsinkConfig attribute) (noether.data.datasets.cfd.simshift_heatsink.dataset.SimshiftHeatsinkDataset attribute) (noether.data.datasets.cfd.simshift_heatsink.SimshiftHeatsinkDataset attribute) (noether.data.datasets.cfd.SimshiftHeatsinkDataset attribute) domain_biases (noether.modeling.models.ab_upt.AnchoredBranchedUPT attribute) (noether.modeling.models.AnchoredBranchedUPT attribute) domain_decoder_blocks (noether.modeling.models.ab_upt.AnchoredBranchedUPT attribute) (noether.modeling.models.AnchoredBranchedUPT attribute) domain_decoder_configs() (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig method) (noether.modeling.models.AnchorBranchedUPTConfig method) domain_decoder_projections (noether.modeling.models.ab_upt.AnchoredBranchedUPT attribute) (noether.modeling.models.AnchoredBranchedUPT attribute) domain_feature_projs (noether.modeling.models.ab_upt.AnchoredBranchedUPT attribute) (noether.modeling.models.AnchoredBranchedUPT attribute) domain_names (noether.modeling.models.ab_upt.AnchoredBranchedUPT attribute) (noether.modeling.models.AnchoredBranchedUPT attribute) DomainDataSpec (class in noether.data.schemas) DomainPreset (class in noether.core.presets) (class in noether.core.presets.base) domains (noether.data.schemas.ModelDataSpecs attribute) DotProductAttention (class in noether.modeling.modules) (class in noether.modeling.modules.attention) (class in noether.modeling.modules.attention.dot_product) DotProductAttentionConfig (class in noether.modeling.modules.attention) (class in noether.modeling.modules.attention.dot_product) download() (noether.data.datasets.cfd.emmi_wing.dataset_hf.EmmiWingHFDataset static method) (noether.data.datasets.cfd.emmi_wing.EmmiWingHFDataset static method) (noether.data.datasets.cfd.EmmiWingHFDataset static method) DrivAerMLDataset (class in noether.data.datasets.cfd) (class in noether.data.datasets.cfd.caeml) (class in noether.data.datasets.cfd.caeml.drivaerml) (class in noether.data.datasets.cfd.caeml.drivaerml.dataset) DrivAerMLDefaultSplitIDs (class in noether.data.datasets.cfd) (class in noether.data.datasets.cfd.caeml) (class in noether.data.datasets.cfd.caeml.drivaerml) (class in noether.data.datasets.cfd.caeml.drivaerml.split) DrivAerNetDataset (class in noether.data.datasets.cfd) (class in noether.data.datasets.cfd.drivaernet.dataset) drop_last (noether.data.InterleavedSamplerConfig attribute) (noether.data.samplers.interleaved_sampler.InterleavedSamplerConfig attribute) (noether.data.samplers.InterleavedSamplerConfig attribute) drop_metadata() (noether.training.trainers.base.BaseTrainer static method) (noether.training.trainers.BaseTrainer static method) drop_path (noether.modeling.modules.blocks.transformer.TransformerBlockConfig attribute) (noether.modeling.modules.blocks.TransformerBlockConfig attribute) (noether.modeling.modules.TransformerBlockConfig attribute) drop_path1 (noether.modeling.modules.blocks.perceiver.PerceiverBlock attribute) (noether.modeling.modules.blocks.PerceiverBlock attribute) (noether.modeling.modules.blocks.transformer.TransformerBlock attribute) (noether.modeling.modules.blocks.TransformerBlock attribute) (noether.modeling.modules.PerceiverBlock attribute) (noether.modeling.modules.TransformerBlock attribute) drop_path2 (noether.modeling.modules.blocks.perceiver.PerceiverBlock attribute) (noether.modeling.modules.blocks.PerceiverBlock attribute) (noether.modeling.modules.blocks.transformer.TransformerBlock attribute) (noether.modeling.modules.blocks.TransformerBlock attribute) (noether.modeling.modules.PerceiverBlock attribute) (noether.modeling.modules.TransformerBlock attribute) drop_path_config() (noether.modeling.modules.blocks.transformer.TransformerBlockConfig method) (noether.modeling.modules.blocks.TransformerBlockConfig method) (noether.modeling.modules.TransformerBlockConfig method) drop_path_rate (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig attribute) (noether.modeling.models.AnchorBranchedUPTConfig attribute) drop_prob (noether.modeling.modules.layers.drop_path.UnquantizedDropPath attribute) (noether.modeling.modules.layers.drop_path.UnquantizedDropPathConfig attribute) (noether.modeling.modules.layers.UnquantizedDropPath attribute) (noether.modeling.modules.layers.UnquantizedDropPathConfig attribute) (noether.modeling.modules.UnquantizedDropPath attribute) dropout (noether.core.schemas.modules.attention.AttentionConfig attribute) (noether.core.schemas.modules.AttentionConfig attribute) (noether.modeling.modules.attention.dot_product.DotProductAttention attribute) (noether.modeling.modules.attention.DotProductAttention attribute) (noether.modeling.modules.attention.perceiver.PerceiverAttention attribute) (noether.modeling.modules.attention.PerceiverAttention attribute) (noether.modeling.modules.attention.transolver.TransolverAttention attribute) (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttention attribute) (noether.modeling.modules.attention.TransolverAttention attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttention attribute) (noether.modeling.modules.DotProductAttention attribute) (noether.modeling.modules.PerceiverAttention attribute) (noether.modeling.modules.TransolverAttention attribute) DropOutliersSampleProcessor (class in noether.data.pipeline.sample_processors) (class in noether.data.pipeline.sample_processors.drop_outliers) dump() (noether.data.stats.RunningMoments method) DuplicateKeysSampleProcessor (class in noether.data.pipeline.sample_processors) (class in noether.data.pipeline.sample_processors.duplicate_keys)

E

EarlyStopIteration, [1], [2] EarlyStopperBase (class in noether.core.callbacks) (class in noether.core.callbacks.early_stoppers) (class in noether.core.callbacks.early_stoppers.base) effective_batch_size (noether.core.utils.training.counter.UpdateCounter attribute) (noether.core.utils.training.UpdateCounter attribute) (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) elapsed_milliseconds (noether.core.utils.common.Stopwatch property) (noether.core.utils.common.stopwatch.Stopwatch property) elapsed_seconds (noether.core.utils.common.Stopwatch property) (noether.core.utils.common.stopwatch.Stopwatch property) elementwise_affine (noether.modeling.modules.layers.transformer_batchnorm.TransformerBatchNorm attribute) (noether.modeling.modules.layers.TransformerBatchNorm attribute) ELU (noether.modeling.modules.Activation attribute) (noether.modeling.modules.activations.Activation attribute) EMA_CALLBACK (in module noether.core.presets.base) EmaCallback (class in noether.core.callbacks) (class in noether.core.callbacks.checkpoint) (class in noether.core.callbacks.checkpoint.ema) EmaCallbackConfig (class in noether.core.callbacks) (class in noether.core.callbacks.checkpoint) (class in noether.core.callbacks.checkpoint.ema) embed (noether.modeling.modules.layers.scalar_conditioner.ScalarsConditioner attribute) (noether.modeling.modules.layers.ScalarsConditioner attribute) embedder (noether.modeling.modules.layers.vectors_conditioner.VectorsConditioner attribute) (noether.modeling.modules.layers.VectorsConditioner attribute) emit() (noether.core.callbacks.default.eta.EtaCallback.LoggerWasCalledHandler method) (noether.core.callbacks.default.EtaCallback.LoggerWasCalledHandler method) (noether.core.callbacks.EtaCallback.LoggerWasCalledHandler method) (noether.core.utils.logging.base.MessageCounter method) (noether.core.utils.logging.MessageCounter method) EmmiWingDataset (class in noether.data.datasets.cfd) (class in noether.data.datasets.cfd.emmi_wing) (class in noether.data.datasets.cfd.emmi_wing.dataset) EmmiWingHFDataset (class in noether.data.datasets.cfd) (class in noether.data.datasets.cfd.emmi_wing) (class in noether.data.datasets.cfd.emmi_wing.dataset_hf) empty_dict_is_none() (noether.core.schemas.schema.ConfigSchema class method) enabled (noether.core.extractors.forward_hook.ForwardHook attribute) (noether.core.extractors.ForwardHook attribute) encoder (noether.modeling.models.UPT attribute) (noether.modeling.models.upt.UPT attribute) end_checkpoint (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.BaseTrainer attribute) end_index (noether.data.base.wrappers.subset.SubsetWrapperConfig attribute) (noether.data.base.wrappers.SubsetWrapperConfig attribute) end_iteration (noether.core.utils.training.counter.UpdateCounter attribute) (noether.core.utils.training.UpdateCounter attribute) end_percent (noether.core.schedules.base.SequentialPercentScheduleConfig attribute) (noether.core.schedules.ScheduleBaseConfig attribute) (noether.core.schedules.schemas.ScheduleBaseConfig attribute) (noether.core.schedules.SequentialPercentScheduleConfig attribute) (noether.data.base.wrappers.subset.SubsetWrapperConfig attribute) (noether.data.base.wrappers.SubsetWrapperConfig attribute) end_step (noether.core.schedules.base.SequentialStepScheduleConfig attribute) (noether.core.schedules.ScheduleBaseConfig attribute) (noether.core.schedules.schemas.ScheduleBaseConfig attribute) (noether.core.schedules.SequentialStepScheduleConfig attribute) end_value (noether.core.schedules.DecreasingProgressScheduleConfig attribute) (noether.core.schedules.ScheduleBaseConfig attribute) (noether.core.schedules.SchedulerConfig attribute) (noether.core.schedules.schemas.DecreasingProgressScheduleConfig attribute) (noether.core.schedules.schemas.ScheduleBaseConfig attribute) (noether.core.schedules.schemas.SchedulerConfig attribute) enforce_size_every_seconds (noether.io.diskcache.lru_cache.LRUCacheFileSystem attribute) entity (noether.core.trackers.wandb_tracker.WandBTracker attribute) (noether.core.trackers.wandb_tracker.WandBTrackerSchema attribute) (noether.core.trackers.WandBTracker attribute) (noether.core.trackers.WandBTrackerSchema attribute) epoch (noether.core.utils.training.counter.UpdateCounter property) (noether.core.utils.training.training_iteration.TrainingIteration attribute) (noether.core.utils.training.TrainingIteration attribute) (noether.core.utils.training.UpdateCounter property) epoch_as_float (noether.core.utils.training.counter.UpdateCounter property) (noether.core.utils.training.UpdateCounter property) eps (noether.modeling.modules.blocks.transformer.TransformerBlockConfig attribute) (noether.modeling.modules.blocks.TransformerBlockConfig attribute) (noether.modeling.modules.layers.transformer_batchnorm.TransformerBatchNorm attribute) (noether.modeling.modules.layers.TransformerBatchNorm attribute) (noether.modeling.modules.TransformerBlockConfig attribute) EPSILON (in module noether.data.datasets.cfd.shapenet_car.preprocessing) (noether.data.preprocessors.normalizers.MeanStdNormalization attribute) (noether.data.preprocessors.normalizers.PositionNormalizer attribute) errors (noether.io.verification.ParallelErrors attribute) estimate_hf_repo_size() (in module noether.io.interfaces.huggingface) estimate_s3_size() (in module noether.io.interfaces.s3) estimate_size() (noether.io.checkpoint.providers.file_provider.FileProvider method) (noether.io.checkpoint.providers.huggingface_provider.HFProvider method) (noether.io.checkpoint.providers.s3_provider.S3Provider method) (noether.io.checkpoint.types.Provider method) EtaCallback (class in noether.core.callbacks) (class in noether.core.callbacks.default) (class in noether.core.callbacks.default.eta) EtaCallback.LoggerWasCalledHandler (class in noether.core.callbacks) (class in noether.core.callbacks.default) (class in noether.core.callbacks.default.eta) etag (noether.io.interfaces.s3.S3Object attribute) (noether.io.verification.FileRecord attribute) eval() (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) eval_callbacks (noether.core.callbacks.BestCheckpointCallback attribute) (noether.core.callbacks.BestCheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallback attribute) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.BestCheckpointCallback attribute) (noether.core.callbacks.checkpoint.BestCheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.ema.EmaCallback attribute) (noether.core.callbacks.checkpoint.ema.EmaCallbackConfig attribute) (noether.core.callbacks.checkpoint.EmaCallback attribute) (noether.core.callbacks.checkpoint.EmaCallbackConfig attribute) (noether.core.callbacks.EmaCallback attribute) (noether.core.callbacks.EmaCallbackConfig attribute)

evaluate() (in module noether.inference) (in module noether.inference.evaluate) evaluation (noether.data.InterleavedSamplerConfig attribute) (noether.data.samplers.interleaved_sampler.InterleavedSamplerConfig attribute) (noether.data.samplers.InterleavedSamplerConfig attribute) every_n_epochs (noether.core.callbacks.base.CallBackBaseConfig attribute) (noether.core.callbacks.CallBackBaseConfig attribute) (noether.core.callbacks.periodic.PeriodicCallback attribute), [1] (noether.core.callbacks.PeriodicCallback attribute), [1] (noether.data.SamplerIntervalConfig attribute) (noether.data.samplers.interleaved_sampler.SamplerIntervalConfig attribute) (noether.data.samplers.SamplerIntervalConfig attribute) every_n_samples (noether.core.callbacks.base.CallBackBaseConfig attribute) (noether.core.callbacks.CallBackBaseConfig attribute) (noether.core.callbacks.periodic.PeriodicCallback attribute), [1] (noether.core.callbacks.PeriodicCallback attribute), [1] (noether.data.SamplerIntervalConfig attribute) (noether.data.samplers.interleaved_sampler.SamplerIntervalConfig attribute) (noether.data.samplers.SamplerIntervalConfig attribute) every_n_updates (noether.core.callbacks.base.CallBackBaseConfig attribute) (noether.core.callbacks.CallBackBaseConfig attribute) (noether.core.callbacks.periodic.PeriodicCallback attribute), [1] (noether.core.callbacks.PeriodicCallback attribute), [1] (noether.data.SamplerIntervalConfig attribute) (noether.data.samplers.interleaved_sampler.SamplerIntervalConfig attribute) (noether.data.samplers.SamplerIntervalConfig attribute) exclude_bias_from_weight_decay (noether.core.optimizer.schemas.OptimizerConfig attribute) exclude_first (noether.core.schedules.base.ProgressSchedule attribute) (noether.core.schedules.ProgressSchedule attribute) (noether.core.schedules.ProgressScheduleConfig attribute) (noether.core.schedules.schemas.ProgressScheduleConfig attribute) exclude_last (noether.core.schedules.base.ProgressSchedule attribute) (noether.core.schedules.ProgressSchedule attribute) (noether.core.schedules.ProgressScheduleConfig attribute) (noether.core.schedules.schemas.ProgressScheduleConfig attribute) exclude_normalization_params_from_weight_decay (noether.core.optimizer.schemas.OptimizerConfig attribute) excluded_properties (noether.core.presets.base.DomainPreset property) (noether.core.presets.DomainPreset property) (noether.data.base.dataset.DatasetBaseConfig attribute) EXCLUDED_SIMULATIONS (in module noether.data.datasets.cfd.shapenet_car.preprocessing) EXPECTED_CELL_TYPE (in module noether.data.datasets.cfd.shapenet_car.preprocessing) EXPECTED_HIDDEN_TEST_SIZE (noether.data.base.dataset.DatasetSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.split.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.DrivAerMLDefaultSplitIDs attribute) EXPECTED_SIMULATION_COUNT (in module noether.data.datasets.cfd.shapenet_car.preprocessing) EXPECTED_TEST_SIZE (noether.data.base.dataset.DatasetSplitIDs attribute) (noether.data.datasets.cfd.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.ahmedml.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.ahmedml.split.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.split.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.shapenet_car.ShapeNetCarDefaultSplitIDs attribute) (noether.data.datasets.cfd.shapenet_car.split.ShapeNetCarDefaultSplitIDs attribute) (noether.data.datasets.cfd.ShapeNetCarDefaultSplitIDs attribute) EXPECTED_TRAIN_SIZE (noether.data.base.dataset.DatasetSplitIDs attribute) (noether.data.datasets.cfd.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.ahmedml.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.ahmedml.split.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.split.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.shapenet_car.ShapeNetCarDefaultSplitIDs attribute) (noether.data.datasets.cfd.shapenet_car.split.ShapeNetCarDefaultSplitIDs attribute) (noether.data.datasets.cfd.ShapeNetCarDefaultSplitIDs attribute) EXPECTED_VAL_SIZE (noether.data.base.dataset.DatasetSplitIDs attribute) (noether.data.datasets.cfd.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.ahmedml.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.ahmedml.split.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.split.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.shapenet_car.ShapeNetCarDefaultSplitIDs attribute) (noether.data.datasets.cfd.shapenet_car.split.ShapeNetCarDefaultSplitIDs attribute) (noether.data.datasets.cfd.ShapeNetCarDefaultSplitIDs attribute) extra (noether.io.verification.VerificationResult attribute) extra_repr() (noether.modeling.modules.layers.drop_path.UnquantizedDropPath method) (noether.modeling.modules.layers.UnquantizedDropPath method) (noether.modeling.modules.UnquantizedDropPath method) extra_samplers (noether.data.InterleavedSampler attribute) (noether.data.samplers.interleaved_sampler.InterleavedSampler attribute) (noether.data.samplers.InterleavedSampler attribute) extrap (noether.data.base.dataset.DatasetSplitIDs attribute)

F

factor (noether.core.schedules.step.StepDecreasingSchedule attribute) (noether.core.schedules.step.StepDecreasingScheduleConfig attribute) (noether.core.schedules.step.StepFixedSchedule attribute) (noether.core.schedules.step.StepFixedScheduleConfig attribute) (noether.core.schedules.step.StepIntervalSchedule attribute) (noether.core.schedules.step.StepIntervalScheduleConfig attribute) (noether.core.schedules.StepDecreasingSchedule attribute) (noether.core.schedules.StepDecreasingScheduleConfig attribute) (noether.core.schedules.StepFixedSchedule attribute) (noether.core.schedules.StepFixedScheduleConfig attribute) (noether.core.schedules.StepIntervalSchedule attribute) (noether.core.schedules.StepIntervalScheduleConfig attribute) Factory (class in noether.core.factory) (class in noether.core.factory.base) FailAction (class in noether.io.verification) fc1 (noether.modeling.modules.mlp.upactdown_mlp.UpActDownMlp attribute) (noether.modeling.modules.mlp.UpActDownMlp attribute) (noether.modeling.modules.UpActDownMlp attribute) fc2 (noether.modeling.modules.mlp.upactdown_mlp.UpActDownMlp attribute) (noether.modeling.modules.mlp.UpActDownMlp attribute) (noether.modeling.modules.UpActDownMlp attribute) feature_dim (noether.data.pipeline.sample_processors.default_tensor.DefaultTensorSampleProcessor attribute) (noether.data.pipeline.sample_processors.DefaultTensorSampleProcessor attribute) (noether.data.schemas.DomainDataSpec attribute) fetch() (noether.io.checkpoint.providers.file_provider.FileProvider method) (noether.io.checkpoint.providers.huggingface_provider.HFProvider method) (noether.io.checkpoint.providers.s3_provider.S3Provider method) (noether.io.checkpoint.types.Provider method) fetch_huggingface_by_extension() (in module noether.io.interfaces.huggingface) fetch_huggingface_file() (in module noether.io.interfaces.huggingface) fetch_huggingface_repo_snapshot() (in module noether.io.interfaces.huggingface) fetch_s3_file() (in module noether.io.interfaces.s3) fetch_s3_prefix() (in module noether.io.interfaces.s3) fetch_statistics() (noether.data.base.Dataset method) (noether.data.base.dataset.Dataset method) (noether.data.Dataset method) field_slices (noether.data.schemas.FieldDimSpec property) field_weights (noether.training.trainers.weighted_loss.WeightedLossTrainerConfig attribute) FieldDecoderCollator (class in noether.data.pipeline.collators) (class in noether.data.pipeline.collators.field_decoder) FieldDimSpec (class in noether.data.schemas) FieldNormalizer (class in noether.data.preprocessors.normalizers) FieldNormalizerConfig (class in noether.data.preprocessors.normalizers) FileManager (class in noether.scaffold.file_manager) FileMap (class in noether.data.schemas) filemap (noether.data.datasets.cfd.dataset.AeroDataset attribute) FILEMAP (noether.data.datasets.cfd.drivaernet.dataset.DrivAerNetDataset attribute) (noether.data.datasets.cfd.DrivAerNetDataset attribute) FileProvider (class in noether.io.checkpoint.providers.file_provider) FileRecord (class in noether.io.verification) filter() (noether.training.trainers.base.TrainingContextFilter method) FinalLayer (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.vit_layers) find_string() (noether.core.utils.training.training_iteration.TrainingIteration static method) (noether.core.utils.training.TrainingIteration static method) find_unused_params (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) finish() (noether.core.writers.log_writer.LogWriter method) (noether.core.writers.LogWriter method) FixedEarlyStopper (class in noether.core.callbacks) (class in noether.core.callbacks.early_stoppers) (class in noether.core.callbacks.early_stoppers.fixed) FixedEarlyStopperConfig (class in noether.core.callbacks) (class in noether.core.callbacks.early_stoppers) (class in noether.core.callbacks.early_stoppers.fixed) FLOAT16_ALIASES (in module noether.core.utils.torch.amp) FLOAT32_ALIASES (in module noether.core.utils.torch.amp) float_to_integer_exact() (in module noether.core.utils.common) (in module noether.core.utils.common.validation) float_to_scientific_notation() (in module noether.core.utils.logging) (in module noether.core.utils.logging.formatting) FloatOrArray (in module noether.data.preprocessors.normalizers) FlowMatchingConfig (class in noether.modeling.diffusion) (class in noether.modeling.diffusion.flow_matching) FlowMatchingSchedule (class in noether.modeling.diffusion) (class in noether.modeling.diffusion.flow_matching) flush() (noether.core.writers.log_writer.LogWriter method) (noether.core.writers.LogWriter method) flush_secs (noether.core.trackers.tensorboard.TensorboardTrackerSchema attribute) (noether.core.trackers.TensorboardTrackerSchema attribute) fmt (noether.core.utils.logging.CustomFormatter attribute) (noether.core.utils.logging.formatting.CustomFormatter attribute) fmt_bytes() (in module noether.io.cli.cli_utils) folder (noether.training.cli.submit_job.SlurmConfig attribute) force_overwrite (noether.core.providers.path.PathProvider attribute) (noether.core.providers.PathProvider attribute) format() (noether.core.utils.logging.CustomFormatter method) (noether.core.utils.logging.formatting.CustomFormatter method) FORMATS (noether.core.utils.logging.CustomFormatter attribute) (noether.core.utils.logging.formatting.CustomFormatter attribute) forward() (noether.core.scripts.validate_pytorch_compatibilities.StabilityTestModel method) (noether.modeling.models.ab_upt.AnchoredBranchedUPT method) (noether.modeling.models.ab_upt.ReadoutLayer method) (noether.modeling.models.AeroABUPT method) (noether.modeling.models.aerodynamics.AeroABUPT method) (noether.modeling.models.aerodynamics.AeroTransformer method) (noether.modeling.models.aerodynamics.AeroTransolver method) (noether.modeling.models.aerodynamics.AeroUPT method) (noether.modeling.models.AeroTransformer method) (noether.modeling.models.AeroTransolver method) (noether.modeling.models.AeroUPT method) (noether.modeling.models.AnchoredBranchedUPT method) (noether.modeling.models.Transformer method) (noether.modeling.models.transformer.Transformer method) (noether.modeling.models.UPT method) (noether.modeling.models.upt.UPT method) (noether.modeling.models.ViT method) (noether.modeling.models.vit.ViT method) (noether.modeling.modules.attention.anchor_attention.mixed.MixedAttention method) (noether.modeling.modules.attention.anchor_attention.multi_branch.MultiBranchAnchorAttention method) (noether.modeling.modules.attention.anchor_attention.MultiBranchAnchorAttention method) (noether.modeling.modules.attention.dot_product.DotProductAttention method) (noether.modeling.modules.attention.DotProductAttention method) (noether.modeling.modules.attention.perceiver.PerceiverAttention method) (noether.modeling.modules.attention.PerceiverAttention method) (noether.modeling.modules.attention.transolver.TransolverAttention method) (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttention method) (noether.modeling.modules.attention.TransolverAttention method) (noether.modeling.modules.attention.TransolverPlusPlusAttention method) (noether.modeling.modules.blocks.perceiver.PerceiverBlock method) (noether.modeling.modules.blocks.PerceiverBlock method) (noether.modeling.modules.blocks.transformer.TransformerBlock method) (noether.modeling.modules.blocks.TransformerBlock method) (noether.modeling.modules.ContinuousSincosEmbed method) (noether.modeling.modules.decoders.deep_perceiver.DeepPerceiverDecoder method) (noether.modeling.modules.decoders.DeepPerceiverDecoder method) (noether.modeling.modules.DeepPerceiverDecoder method) (noether.modeling.modules.DotProductAttention method) (noether.modeling.modules.encoders.supernode_pooling.SupernodePooling method) (noether.modeling.modules.encoders.SupernodePooling method) (noether.modeling.modules.layers.AvgPool2DPatchify method) (noether.modeling.modules.layers.continuous_sincos_embed.ContinuousSincosEmbed method) (noether.modeling.modules.layers.ContinuousSincosEmbed method) (noether.modeling.modules.layers.ConvOutputHead method) (noether.modeling.modules.layers.drop_path.UnquantizedDropPath method) (noether.modeling.modules.layers.FinalLayer method) (noether.modeling.modules.layers.layer_scale.LayerScale method) (noether.modeling.modules.layers.LayerScale method) (noether.modeling.modules.layers.linear_projection.LinearProjection method) (noether.modeling.modules.layers.LinearProjection method) (noether.modeling.modules.layers.MaskPatchify method) (noether.modeling.modules.layers.rope_frequency.RopeFrequency method) (noether.modeling.modules.layers.RopeFrequency method) (noether.modeling.modules.layers.scalar_conditioner.ScalarsConditioner method) (noether.modeling.modules.layers.ScalarsConditioner method) (noether.modeling.modules.layers.transformer_batchnorm.TransformerBatchNorm method) (noether.modeling.modules.layers.TransformerBatchNorm method) (noether.modeling.modules.layers.UnquantizedDropPath method) (noether.modeling.modules.layers.vectors_conditioner.VectorsConditioner method) (noether.modeling.modules.layers.VectorsConditioner method) (noether.modeling.modules.layers.vit_layers.AvgPool2DPatchify method) (noether.modeling.modules.layers.vit_layers.ConvOutputHead method) (noether.modeling.modules.layers.vit_layers.FinalLayer method) (noether.modeling.modules.layers.vit_layers.MaskPatchify method) (noether.modeling.modules.LayerScale method) (noether.modeling.modules.LinearProjection method) (noether.modeling.modules.MLP method) (noether.modeling.modules.mlp.MLP method) (noether.modeling.modules.mlp.mlp.MLP method) (noether.modeling.modules.mlp.upactdown_mlp.UpActDownMlp method) (noether.modeling.modules.mlp.UpActDownMlp method) (noether.modeling.modules.PerceiverAttention method) (noether.modeling.modules.PerceiverBlock method) (noether.modeling.modules.SupernodePooling method) (noether.modeling.modules.TransformerBlock method) (noether.modeling.modules.TransolverAttention method) (noether.modeling.modules.UnquantizedDropPath method) (noether.modeling.modules.untied.UntiedLinear method) (noether.modeling.modules.untied.UntiedMixedAttention method) (noether.modeling.modules.untied.UntiedMLP method) (noether.modeling.modules.untied.UntiedPerceiverAttention method) (noether.modeling.modules.untied.UntiedPerceiverBlock method) (noether.modeling.modules.untied.UntiedTransformerBlock method) (noether.modeling.modules.UpActDownMlp method)

forward_properties (noether.core.models.base.ModelBaseConfig attribute) (noether.core.models.ModelBaseConfig attribute) (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainer attribute) (noether.training.trainers.BaseTrainerConfig attribute) forward_properties() (noether.core.presets.base.DomainPreset method) (noether.core.presets.DomainPreset method) forward_properties_map (noether.core.presets.base.DomainPreset attribute) (noether.core.presets.DomainPreset attribute) ForwardHook (class in noether.core.extractors) (class in noether.core.extractors.forward_hook) from_checkpoint() (noether.inference.Run class method) (noether.inference.run.Run class method) from_dict() (noether.core.schemas.modules.attention.TokenSpec class method) (noether.core.schemas.modules.TokenSpec class method) (noether.core.utils.training.training_iteration.TrainingIteration class method) (noether.core.utils.training.TrainingIteration class method) from_filename() (noether.core.utils.training.training_iteration.TrainingIteration static method) (noether.core.utils.training.TrainingIteration static method) from_included_excluded() (noether.data.base.wrappers.property_subset.PropertySubsetWrapper class method) (noether.data.base.wrappers.PropertySubsetWrapper class method) (noether.data.PropertySubsetWrapper class method) from_logscale() (in module noether.modeling.functional.logscale) from_string() (noether.core.utils.training.training_iteration.TrainingIteration static method) (noether.core.utils.training.TrainingIteration static method) frozen_param_count (noether.core.models.base.ModelBase property) (noether.core.models.ModelBase property) fs (noether.io.diskcache.lru_cache.LRUCacheFileSystem attribute)

G

GCP (noether.io.providers.Provider attribute) GELU (noether.modeling.modules.Activation attribute) (noether.modeling.modules.activations.Activation attribute) generate_fake_data() (in module noether.core.scripts.validate_pytorch_compatibilities) generate_run_id() (noether.core.providers.path.PathProvider static method) (noether.core.providers.PathProvider static method) geometry_branch_forward() (noether.modeling.models.ab_upt.AnchoredBranchedUPT method) (noether.modeling.models.AnchoredBranchedUPT method) geometry_conditioner_config() (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig method) (noether.modeling.models.AnchorBranchedUPTConfig method) geometry_conditioning_dims (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig attribute) (noether.modeling.models.AnchorBranchedUPTConfig attribute) geometry_depth (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig attribute) (noether.modeling.models.AnchorBranchedUPTConfig attribute) geometry_design_parameters_max (noether.data.schemas.AeroStatsSchema attribute) geometry_design_parameters_mean (noether.data.schemas.AeroStatsSchema attribute) geometry_design_parameters_min (noether.data.schemas.AeroStatsSchema attribute) geometry_design_parameters_std (noether.data.schemas.AeroStatsSchema attribute) geometry_encoding (noether.modeling.models.ab_upt.ModelKVCache attribute) geometry_rope (noether.modeling.models.ab_upt.ModelKVCache attribute) geometry_transformer_block_config() (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig method) (noether.modeling.models.AnchorBranchedUPTConfig method) get_all_callbacks() (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) get_all_getitem_names() (noether.data.base.Dataset method) (noether.data.base.dataset.Dataset method) (noether.data.Dataset method) get_all_metric_values() (noether.core.writers.log_writer.LogWriter method) (noether.core.writers.LogWriter method) (noether.core.writers.prefixed_log_writer.PrefixedLogWriter method) (noether.core.writers.PrefixedLogWriter method) get_backend() (in module noether.core.distributed.utils) get_bool_gather_supported() (in module noether.core.distributed.gather) get_children() (noether.core.callbacks.base.CallbackBase method) (noether.core.callbacks.BestCheckpointCallback method) (noether.core.callbacks.CallbackBase method) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallback method) (noether.core.callbacks.checkpoint.BestCheckpointCallback method) (noether.core.callbacks.checkpoint.ema.EmaCallback method) (noether.core.callbacks.checkpoint.EmaCallback method) (noether.core.callbacks.EmaCallback method) get_cli_command() (in module noether.core.utils.platform) (in module noether.core.utils.platform.system) get_credentials() (in module noether.io.credentials) get_data_loader() (noether.data.container.DataContainer method) (noether.data.InterleavedSampler method) (noether.data.samplers.interleaved_sampler.InterleavedSampler method) (noether.data.samplers.InterleavedSampler method) (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) get_dataset() (noether.data.container.DataContainer method) get_dataset_attributes() (in module noether.data.tools.calculate_statistics) get_dataset_splits (noether.data.datasets.cfd.AhmedMLDataset property) (noether.data.datasets.cfd.caeml.ahmedml.AhmedMLDataset property) (noether.data.datasets.cfd.caeml.ahmedml.dataset.AhmedMLDataset property) (noether.data.datasets.cfd.caeml.AhmedMLDataset property) (noether.data.datasets.cfd.caeml.dataset.CAEMLDataset property) (noether.data.datasets.cfd.caeml.drivaerml.dataset.DrivAerMLDataset property) (noether.data.datasets.cfd.caeml.drivaerml.DrivAerMLDataset property) (noether.data.datasets.cfd.caeml.DrivAerMLDataset property) (noether.data.datasets.cfd.DrivAerMLDataset property) (noether.data.datasets.cfd.emmi_wing.dataset.EmmiWingDataset property) (noether.data.datasets.cfd.emmi_wing.dataset_hf.EmmiWingHFDataset property) (noether.data.datasets.cfd.emmi_wing.EmmiWingDataset property) (noether.data.datasets.cfd.emmi_wing.EmmiWingHFDataset property) (noether.data.datasets.cfd.EmmiWingDataset property) (noether.data.datasets.cfd.EmmiWingHFDataset property) (noether.data.datasets.cfd.shapenet_car.dataset.ShapeNetCarDataset property) (noether.data.datasets.cfd.shapenet_car.ShapeNetCarDataset property) (noether.data.datasets.cfd.ShapeNetCarDataset property) get_default_callback_intervals() (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) get_default_callbacks() (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) get_device_and_bfloat16supported() (in module noether.core.distributed.gather) get_env_master_port() (noether.core.schemas.schema.ConfigSchema class method) get_fair_cpu_count() (in module noether.core.utils.platform) (in module noether.core.utils.platform.worker) get_grad_scaler_and_autocast_context() (in module noether.core.utils.torch) (in module noether.core.utils.torch.amp) get_installed_cuda_version() (in module noether.core.utils.platform) (in module noether.core.utils.platform.system) get_interval_string_verbose() (noether.core.callbacks.periodic.PeriodicCallback method) (noether.core.callbacks.PeriodicCallback method) get_key_by_value() (noether.core.utils.bidict.Bidict method) get_local_rank() (in module noether.core.distributed) (in module noether.core.distributed.config) (noether.core.distributed.config.DistributedConfig method) (noether.core.distributed.DistributedConfig method) get_main_sampler() (noether.data.container.DataContainer method) get_managed_rank() (in module noether.core.distributed) (in module noether.core.distributed.config) (noether.core.distributed.config.DistributedConfig method) (noether.core.distributed.DistributedConfig method) get_managed_world_size() (in module noether.core.distributed) (in module noether.core.distributed.config) (noether.core.distributed.config.DistributedConfig method) (noether.core.distributed.DistributedConfig method)

get_n_equal_properties() (noether.core.utils.training.training_iteration.TrainingIteration method) (noether.core.utils.training.TrainingIteration method) get_named_models() (noether.core.models.base.ModelBase method) (noether.core.models.composite.CompositeModel method) (noether.core.models.CompositeModel method) (noether.core.models.Model method) (noether.core.models.model.Model method) (noether.core.models.ModelBase method) get_normal() (in module noether.data.datasets.cfd.shapenet_car.preprocessing) get_num_nodes() (in module noether.core.distributed) (in module noether.core.distributed.config) (noether.core.distributed.config.DistributedConfig method) (noether.core.distributed.DistributedConfig method) get_ordinality() (noether.core.providers.metric_property.MetricPropertyProvider static method) (noether.core.providers.MetricPropertyProvider static method) get_properties() (noether.core.optimizer.LrScaleByNameModifier method) (noether.core.optimizer.param_group_modifiers.base.ParamGroupModifierBase method) (noether.core.optimizer.param_group_modifiers.lr_scale_by_name.LrScaleByNameModifier method) (noether.core.optimizer.param_group_modifiers.LrScaleByNameModifier method) (noether.core.optimizer.param_group_modifiers.ParamGroupModifierBase method) (noether.core.optimizer.param_group_modifiers.weight_decay_by_name.WeightDecayByNameModifier method) (noether.core.optimizer.param_group_modifiers.WeightDecayByNameModifier method) (noether.core.optimizer.ParamGroupModifierBase method) (noether.core.optimizer.WeightDecayByNameModifier method) get_rank() (in module noether.core.distributed) (in module noether.core.distributed.config) (noether.core.distributed.config.DistributedConfig method) (noether.core.distributed.DistributedConfig method) get_s3_client() (in module noether.io.interfaces.s3) get_sample_processor() (noether.data.MultiStagePipeline method) (noether.data.pipeline.multistage.MultiStagePipeline method) (noether.data.pipeline.MultiStagePipeline method) get_sdf() (in module noether.data.datasets.cfd.shapenet_car.preprocessing) get_sequential_schedule_config() (noether.core.schedules.base.SequentialPercentSchedule method) (noether.core.schedules.base.SequentialStepSchedule method) (noether.core.schedules.SequentialPercentSchedule method) (noether.core.schedules.SequentialStepSchedule method) get_simulation_relative_paths() (in module noether.data.datasets.cfd.shapenet_car.preprocessing) get_supported_precision() (in module noether.core.utils.torch) (in module noether.core.utils.torch.amp) get_total_cpu_count() (in module noether.core.utils.platform) (in module noether.core.utils.platform.worker) get_trainer_callbacks() (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) get_user_callbacks() (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) get_value() (noether.core.schedules.base.ScheduleBase method) (noether.core.schedules.ScheduleBase method) (noether.core.utils.training.schedule_wrapper.ScheduleWrapper method) (noether.core.utils.training.ScheduleWrapper method) get_value_by_key() (noether.core.utils.bidict.Bidict method) get_vtk_files() (in module noether.data.datasets.cfd.drivaernet.preprocessing) get_world_size() (in module noether.core.distributed) (in module noether.core.distributed.config) (noether.core.distributed.config.DistributedConfig method) (noether.core.distributed.DistributedConfig method) getitem_geometry_design_parameters() (noether.data.datasets.cfd.emmi_wing.dataset.EmmiWingDataset method) (noether.data.datasets.cfd.emmi_wing.EmmiWingDataset method) (noether.data.datasets.cfd.EmmiWingDataset method) getitem_inflow_design_parameters() (noether.data.datasets.cfd.emmi_wing.dataset.EmmiWingDataset method) (noether.data.datasets.cfd.emmi_wing.EmmiWingDataset method) (noether.data.datasets.cfd.EmmiWingDataset method) getitem_simulation_parameters() (noether.data.datasets.cfd.simshift_heatsink.dataset.SimshiftHeatsinkDataset method) (noether.data.datasets.cfd.simshift_heatsink.SimshiftHeatsinkDataset method) (noether.data.datasets.cfd.SimshiftHeatsinkDataset method) getitem_surface_area() (noether.data.datasets.cfd.dataset.AeroDataset method) getitem_surface_friction() (noether.data.datasets.cfd.dataset.AeroDataset method) getitem_surface_normals() (noether.data.datasets.cfd.dataset.AeroDataset method) getitem_surface_position() (noether.data.datasets.cfd.dataset.AeroDataset method) getitem_surface_pressure() (noether.data.datasets.cfd.dataset.AeroDataset method) getitem_surface_sdf() (noether.data.datasets.cfd.dataset.AeroDataset method) getitem_volume_normals() (noether.data.datasets.cfd.dataset.AeroDataset method) getitem_volume_position() (noether.data.datasets.cfd.dataset.AeroDataset method) (noether.data.datasets.cfd.simshift_heatsink.dataset.SimshiftHeatsinkDataset method) (noether.data.datasets.cfd.simshift_heatsink.SimshiftHeatsinkDataset method) (noether.data.datasets.cfd.SimshiftHeatsinkDataset method) getitem_volume_pressure() (noether.data.datasets.cfd.dataset.AeroDataset method) (noether.data.datasets.cfd.simshift_heatsink.dataset.SimshiftHeatsinkDataset method) (noether.data.datasets.cfd.simshift_heatsink.SimshiftHeatsinkDataset method) (noether.data.datasets.cfd.SimshiftHeatsinkDataset method) getitem_volume_sdf() (noether.data.datasets.cfd.dataset.AeroDataset method) getitem_volume_temperature() (noether.data.datasets.cfd.simshift_heatsink.dataset.SimshiftHeatsinkDataset method) (noether.data.datasets.cfd.simshift_heatsink.SimshiftHeatsinkDataset method) (noether.data.datasets.cfd.SimshiftHeatsinkDataset method) getitem_volume_velocity() (noether.data.datasets.cfd.dataset.AeroDataset method) (noether.data.datasets.cfd.simshift_heatsink.dataset.SimshiftHeatsinkDataset method) (noether.data.datasets.cfd.simshift_heatsink.SimshiftHeatsinkDataset method) (noether.data.datasets.cfd.SimshiftHeatsinkDataset method) getitem_volume_vorticity() (noether.data.datasets.cfd.dataset.AeroDataset method) GPU (noether.scaffold.choices.HardwareChoice attribute) gpus_per_node (noether.training.cli.submit_job.SlurmConfig attribute) GRAD_SCALER (noether.core.types.CheckpointKeys attribute) GREY (noether.core.utils.logging.CustomFormatter attribute) (noether.core.utils.logging.formatting.CustomFormatter attribute) group_data_by_paths() (in module noether.io.aistore)

H

handler (noether.core.callbacks.default.eta.EtaCallback attribute) (noether.core.callbacks.default.EtaCallback attribute) (noether.core.callbacks.EtaCallback attribute) hardware (noether.scaffold.config.ScaffoldConfig attribute) HardwareChoice (class in noether.scaffold.choices) HAS_PYG (in module noether.modeling.functional.geometric) has_same_specified_properties() (noether.core.utils.training.training_iteration.TrainingIteration method) (noether.core.utils.training.TrainingIteration method) HAS_TRITON (in module noether.modeling.functional.geometric) hash (noether.io.verification.FileRecord attribute) HASH (noether.io.verification.VerificationType attribute) hash_file() (in module noether.io.verification) hash_mismatch (noether.io.verification.VerificationResult attribute) HashType (in module noether.io.verification) head_dim (noether.core.schemas.modules.attention.AttentionConfig attribute) (noether.core.schemas.modules.AttentionConfig attribute) (noether.modeling.modules.attention.dot_product.DotProductAttention attribute) (noether.modeling.modules.attention.DotProductAttention attribute) (noether.modeling.modules.attention.perceiver.PerceiverAttention attribute) (noether.modeling.modules.attention.PerceiverAttention attribute) (noether.modeling.modules.DotProductAttention attribute) (noether.modeling.modules.PerceiverAttention attribute) head_s3_object() (in module noether.io.interfaces.s3) hf_app (in module noether.io.cli.cli_huggingface) hf_docs() (in module noether.io.cli.cli_huggingface) hf_estimate() (in module noether.io.cli.cli_huggingface) hf_ext() (in module noether.io.cli.cli_huggingface) hf_file() (in module noether.io.cli.cli_huggingface) HF_REPO_ID (in module noether.data.datasets.cfd.emmi_wing.dataset_hf) hf_snapshot() (in module noether.io.cli.cli_huggingface) HFProvider (class in noether.io.checkpoint.providers.huggingface_provider) HFRepoType (in module noether.io.interfaces.huggingface) hidden_dim (noether.core.schemas.modules.attention.AttentionConfig attribute) (noether.core.schemas.modules.AttentionConfig attribute) (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig attribute) (noether.modeling.models.ab_upt.AnchoredBranchedUPT attribute) (noether.modeling.models.AnchorBranchedUPTConfig attribute) (noether.modeling.models.AnchoredBranchedUPT attribute) (noether.modeling.models.transformer.TransformerConfig attribute) (noether.modeling.models.TransformerConfig attribute) (noether.modeling.models.upt.UPTConfig attribute) (noether.modeling.models.UPTConfig attribute) (noether.modeling.models.ViT attribute) (noether.modeling.models.vit.ViT attribute) (noether.modeling.models.vit.ViTConfig attribute) (noether.modeling.models.ViTConfig attribute) (noether.modeling.modules.blocks.transformer.TransformerBlockConfig attribute) (noether.modeling.modules.blocks.TransformerBlockConfig attribute) (noether.modeling.modules.ContinuousSincosEmbed attribute) (noether.modeling.modules.encoders.supernode_pooling.SupernodePoolingConfig attribute) (noether.modeling.modules.encoders.SupernodePoolingConfig attribute) (noether.modeling.modules.layers.continuous_sincos_embed.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.continuous_sincos_embed.ContinuousSincosEmbeddingConfig attribute) (noether.modeling.modules.layers.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.ContinuousSincosEmbeddingConfig attribute) (noether.modeling.modules.layers.layer_scale.LayerScaleConfig attribute) (noether.modeling.modules.layers.LayerScaleConfig attribute) (noether.modeling.modules.layers.rope_frequency.RopeFrequency attribute) (noether.modeling.modules.layers.rope_frequency.RopeFrequencyConfig attribute) (noether.modeling.modules.layers.RopeFrequency attribute) (noether.modeling.modules.layers.RopeFrequencyConfig attribute) (noether.modeling.modules.layers.scalar_conditioner.ScalarsConditioner attribute) (noether.modeling.modules.layers.scalar_conditioner.ScalarsConditionerConfig attribute) (noether.modeling.modules.layers.ScalarsConditioner attribute) (noether.modeling.modules.layers.ScalarsConditionerConfig attribute) (noether.modeling.modules.layers.vectors_conditioner.VectorsConditioner attribute) (noether.modeling.modules.layers.vectors_conditioner.VectorsConditionerConfig attribute) (noether.modeling.modules.layers.VectorsConditioner attribute) (noether.modeling.modules.layers.VectorsConditionerConfig attribute) (noether.modeling.modules.mlp.mlp.MLPConfig attribute) (noether.modeling.modules.mlp.MLPConfig attribute) (noether.modeling.modules.mlp.upactdown_mlp.UpActDownMLPConfig attribute) (noether.modeling.modules.mlp.UpActDownMLPConfig attribute) (noether.modeling.modules.SupernodePoolingConfig attribute) (noether.modeling.modules.TransformerBlockConfig attribute)

hidden_test (noether.data.datasets.cfd.caeml.drivaerml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.split.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.DrivAerMLDefaultSplitIDs attribute) higher_is_better (noether.core.callbacks.BestCheckpointCallback attribute) (noether.core.callbacks.BestMetricCallback attribute) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallback attribute) (noether.core.callbacks.checkpoint.BestCheckpointCallback attribute) (noether.core.callbacks.early_stoppers.metric.MetricEarlyStopper attribute) (noether.core.callbacks.early_stoppers.MetricEarlyStopper attribute) (noether.core.callbacks.MetricEarlyStopper attribute) (noether.core.callbacks.online.best_metric.BestMetricCallback attribute) (noether.core.callbacks.online.BestMetricCallback attribute) HIGHER_IS_BETTER (noether.core.providers.metric_property.Ordinality attribute) higher_is_better() (noether.core.providers.metric_property.MetricPropertyProvider method) (noether.core.providers.MetricPropertyProvider method) HUGGINGFACE (noether.io.providers.Provider attribute) HuggingFaceRepoType (class in noether.io.cli.cli_huggingface) HydraRunner (class in noether.training.runners) (class in noether.training.runners.hydra_runner) Hyperparameters (class in noether.core.configs) (class in noether.core.configs.hyperparameters)

I

id (noether.core.callbacks.base.CallBackBaseConfig attribute) (noether.core.callbacks.CallBackBaseConfig attribute) idx (noether.data.samplers.internals.SamplerOutput attribute) implementation (noether.modeling.modules.layers.rope_frequency.RopeFrequency attribute) (noether.modeling.modules.layers.rope_frequency.RopeFrequencyConfig attribute) (noether.modeling.modules.layers.RopeFrequency attribute) (noether.modeling.modules.layers.RopeFrequencyConfig attribute) impls (in module noether.io.diskcache.cache_benchmark) in_project_fx (noether.modeling.modules.attention.transolver.TransolverAttention attribute) (noether.modeling.modules.attention.TransolverAttention attribute) (noether.modeling.modules.TransolverAttention attribute) in_project_slice (noether.modeling.modules.attention.transolver.TransolverAttention attribute) (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttention attribute) (noether.modeling.modules.attention.TransolverAttention attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttention attribute) (noether.modeling.modules.TransolverAttention attribute) in_project_x (noether.modeling.modules.attention.transolver.TransolverAttention attribute) (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttention attribute) (noether.modeling.modules.attention.TransolverAttention attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttention attribute) (noether.modeling.modules.TransolverAttention attribute) included_properties (noether.data.base.dataset.DatasetBaseConfig attribute) IncreasingProgressSchedule (class in noether.core.schedules) (class in noether.core.schedules.base) IncreasingProgressScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.schemas) index_offsets (noether.data.InterleavedSampler attribute) (noether.data.samplers.interleaved_sampler.InterleavedSampler attribute) (noether.data.samplers.InterleavedSampler attribute) indices (noether.data.base.Subset attribute) (noether.data.base.subset.Subset attribute) (noether.data.base.wrappers.subset.SubsetWrapperConfig attribute) (noether.data.base.wrappers.SubsetWrapperConfig attribute) (noether.data.Subset attribute) InferenceRunner (class in noether.inference) (class in noether.inference.runners.inference_runner) inflow_design_parameters_max (noether.data.schemas.AeroStatsSchema attribute) inflow_design_parameters_mean (noether.data.schemas.AeroStatsSchema attribute) inflow_design_parameters_min (noether.data.schemas.AeroStatsSchema attribute) inflow_design_parameters_std (noether.data.schemas.AeroStatsSchema attribute) init() (noether.core.trackers.base.BaseTracker method) (noether.core.trackers.BaseTracker method) init_bias_to_zero() (in module noether.modeling.functional.init) init_callbacks() (noether.core.initializers.base.InitializerBase method) (noether.core.initializers.InitializerBase method) (noether.core.initializers.previous_run.PreviousRunInitializer method) (noether.core.initializers.PreviousRunInitializer method) (noether.core.initializers.resume.ResumeInitializer method) (noether.core.initializers.ResumeInitializer method) init_optimizer() (noether.core.initializers.base.InitializerBase method) (noether.core.initializers.checkpoint.CheckpointInitializer method) (noether.core.initializers.CheckpointInitializer method) (noether.core.initializers.InitializerBase method) (noether.core.initializers.resume.ResumeInitializer method) (noether.core.initializers.ResumeInitializer method) init_trainer() (noether.core.initializers.base.InitializerBase method) (noether.core.initializers.InitializerBase method) (noether.core.initializers.resume.ResumeInitializer method) (noether.core.initializers.ResumeInitializer method) init_trunc_normal_zero_bias() (in module noether.modeling.functional.init) init_values (noether.modeling.modules.layers.layer_scale.LayerScaleConfig attribute) (noether.modeling.modules.layers.LayerScaleConfig attribute) init_weights (noether.core.schemas.modules.attention.AttentionConfig attribute) (noether.core.schemas.modules.AttentionConfig attribute) (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig attribute) (noether.modeling.models.AnchorBranchedUPTConfig attribute) (noether.modeling.modules.attention.dot_product.DotProductAttention attribute) (noether.modeling.modules.attention.DotProductAttention attribute) (noether.modeling.modules.attention.perceiver.PerceiverAttention attribute) (noether.modeling.modules.attention.PerceiverAttention attribute) (noether.modeling.modules.blocks.transformer.TransformerBlockConfig attribute) (noether.modeling.modules.blocks.TransformerBlockConfig attribute) (noether.modeling.modules.DotProductAttention attribute) (noether.modeling.modules.encoders.supernode_pooling.SupernodePoolingConfig attribute) (noether.modeling.modules.encoders.SupernodePoolingConfig attribute) (noether.modeling.modules.layers.linear_projection.LinearProjection attribute) (noether.modeling.modules.layers.linear_projection.LinearProjectionConfig attribute) (noether.modeling.modules.layers.LinearProjection attribute) (noether.modeling.modules.layers.LinearProjectionConfig attribute) (noether.modeling.modules.layers.scalar_conditioner.ScalarsConditionerConfig attribute) (noether.modeling.modules.layers.ScalarsConditionerConfig attribute) (noether.modeling.modules.layers.vectors_conditioner.VectorsConditionerConfig attribute) (noether.modeling.modules.layers.VectorsConditionerConfig attribute) (noether.modeling.modules.LinearProjection attribute) (noether.modeling.modules.MLP attribute) (noether.modeling.modules.mlp.MLP attribute) (noether.modeling.modules.mlp.mlp.MLP attribute) (noether.modeling.modules.mlp.mlp.MLPConfig attribute) (noether.modeling.modules.mlp.MLPConfig attribute) (noether.modeling.modules.mlp.upactdown_mlp.UpActDownMlp attribute) (noether.modeling.modules.mlp.upactdown_mlp.UpActDownMLPConfig attribute) (noether.modeling.modules.mlp.UpActDownMlp attribute) (noether.modeling.modules.mlp.UpActDownMLPConfig attribute) (noether.modeling.modules.PerceiverAttention attribute) (noether.modeling.modules.SupernodePoolingConfig attribute) (noether.modeling.modules.TransformerBlockConfig attribute) (noether.modeling.modules.untied.UntiedLinear attribute) (noether.modeling.modules.UpActDownMlp attribute) init_weights() (noether.core.initializers.base.InitializerBase method) (noether.core.initializers.InitializerBase method) (noether.core.initializers.previous_run.PreviousRunInitializer method) (noether.core.initializers.PreviousRunInitializer method) (noether.core.initializers.resume.ResumeInitializer method) (noether.core.initializers.ResumeInitializer method) init_xavier_uniform_zero_bias() (in module noether.modeling.functional.init) initialize() (noether.core.models.base.ModelBase method) (noether.core.models.ModelBase method) initialize_optimizer() (noether.core.models.base.ModelBase method) (noether.core.models.composite.CompositeModel method) (noether.core.models.CompositeModel method) (noether.core.models.Model method) (noether.core.models.model.Model method) (noether.core.models.ModelBase method) initialize_weights() (noether.core.models.base.ModelBase method) (noether.core.models.composite.CompositeModel method) (noether.core.models.CompositeModel method) (noether.core.models.Model method) (noether.core.models.model.Model method) (noether.core.models.ModelBase method) (noether.modeling.models.ViT method) (noether.modeling.models.vit.ViT method) initialize_worker() (in module noether.io.diskcache.cache_benchmark) initializer (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainer attribute) (noether.training.trainers.BaseTrainerConfig attribute) InitializerBase (class in noether.core.initializers) (class in noether.core.initializers.base) InitializerConfig (class in noether.core.initializers) (class in noether.core.initializers.base) initializers (noether.core.models.base.ModelBase attribute) (noether.core.models.base.ModelBaseConfig attribute) (noether.core.models.ModelBase attribute) (noether.core.models.ModelBaseConfig attribute)

InitWeightsMode (in module noether.core.types) InjectSharedFieldFromParentMixin (class in noether.core.schemas.mixins) input_dim (noether.modeling.modules.ContinuousSincosEmbed attribute) (noether.modeling.modules.decoders.deep_perceiver.DeepPerceiverDecoderConfig attribute) (noether.modeling.modules.decoders.DeepPerceiverDecoderConfig attribute) (noether.modeling.modules.encoders.supernode_pooling.SupernodePoolingConfig attribute) (noether.modeling.modules.encoders.SupernodePoolingConfig attribute) (noether.modeling.modules.layers.continuous_sincos_embed.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.continuous_sincos_embed.ContinuousSincosEmbeddingConfig attribute) (noether.modeling.modules.layers.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.ContinuousSincosEmbeddingConfig attribute) (noether.modeling.modules.layers.linear_projection.LinearProjectionConfig attribute) (noether.modeling.modules.layers.LinearProjectionConfig attribute) (noether.modeling.modules.layers.rope_frequency.RopeFrequency attribute) (noether.modeling.modules.layers.rope_frequency.RopeFrequencyConfig attribute) (noether.modeling.modules.layers.RopeFrequency attribute) (noether.modeling.modules.layers.RopeFrequencyConfig attribute) (noether.modeling.modules.mlp.mlp.MLPConfig attribute) (noether.modeling.modules.mlp.MLPConfig attribute) (noether.modeling.modules.mlp.upactdown_mlp.UpActDownMLPConfig attribute) (noether.modeling.modules.mlp.UpActDownMLPConfig attribute) (noether.modeling.modules.SupernodePoolingConfig attribute) (noether.modeling.modules.untied.UntiedLinear attribute) input_features_dim (noether.modeling.modules.encoders.supernode_pooling.SupernodePooling attribute) (noether.modeling.modules.encoders.supernode_pooling.SupernodePoolingConfig attribute) (noether.modeling.modules.encoders.SupernodePooling attribute) (noether.modeling.modules.encoders.SupernodePoolingConfig attribute) (noether.modeling.modules.SupernodePooling attribute) (noether.modeling.modules.SupernodePoolingConfig attribute) instantiate() (noether.core.factory.base.Factory method) (noether.core.factory.dataset.DatasetFactory method) (noether.core.factory.DatasetFactory method) (noether.core.factory.Factory method) (noether.core.factory.optimizer.OptimizerFactory method) (noether.core.factory.OptimizerFactory method) InterleavedSampler (class in noether.data) (class in noether.data.samplers) (class in noether.data.samplers.interleaved_sampler) InterleavedSamplerConfig (class in noether.data) (class in noether.data.samplers) (class in noether.data.samplers.interleaved_sampler) interp (noether.data.base.dataset.DatasetSplitIDs attribute) interval (noether.core.schedules.ScheduleBaseConfig attribute) (noether.core.schedules.schemas.ScheduleBaseConfig attribute) (noether.core.utils.training.schedule_wrapper.ScheduleWrapper attribute) (noether.core.utils.training.ScheduleWrapper attribute) IntervalType (in module noether.core.callbacks.periodic) inverse() (noether.data.ComposePreProcess method) (noether.data.pipeline.sample_processor.SampleProcessor method) (noether.data.pipeline.sample_processors.moment_normalization.MomentNormalizationSampleProcessor method) (noether.data.pipeline.sample_processors.MomentNormalizationSampleProcessor method) (noether.data.pipeline.SampleProcessor method) (noether.data.preprocessors.compose.ComposePreProcess method) (noether.data.preprocessors.ComposePreProcess method) (noether.data.SampleProcessor method) is_bfloat16_compatible() (in module noether.core.utils.torch) (in module noether.core.utils.torch.amp) is_checkpoint_only (noether.inference.Run property) (noether.inference.run.Run property) is_compatible() (in module noether.core.utils.torch.amp) is_data_rank0() (in module noether.core.distributed) (in module noether.core.distributed.config) (noether.core.distributed.config.DistributedConfig method) (noether.core.distributed.DistributedConfig method) is_distributed() (in module noether.core.distributed) (in module noether.core.distributed.config) (noether.core.distributed.config.DistributedConfig static method) (noether.core.distributed.DistributedConfig static method) is_empty() (noether.data.stats.RunningMoments method) is_finished (noether.core.utils.training.counter.UpdateCounter property) (noether.core.utils.training.UpdateCounter property) is_float16_compatible() (in module noether.core.utils.torch) (in module noether.core.utils.torch.amp) is_frozen (noether.core.models.base.ModelBase property) (noether.core.models.base.ModelBaseConfig attribute) (noether.core.models.composite.CompositeModel property) (noether.core.models.CompositeModel property) (noether.core.models.Model property) (noether.core.models.model.Model property) (noether.core.models.ModelBase property) (noether.core.models.ModelBaseConfig attribute) is_full_batch (noether.data.samplers.internals.SamplerOutput attribute) is_full_epoch (noether.core.utils.training.counter.UpdateCounter property) (noether.core.utils.training.UpdateCounter property) is_fully_specified (noether.core.utils.training.training_iteration.TrainingIteration property) (noether.core.utils.training.TrainingIteration property) is_initialized (noether.core.models.base.ModelBase attribute) (noether.core.models.ModelBase attribute) is_local_rank0() (in module noether.core.distributed) (in module noether.core.distributed.config) (noether.core.distributed.config.DistributedConfig method) (noether.core.distributed.DistributedConfig method) is_managed() (in module noether.core.distributed) (in module noether.core.distributed.config) (noether.core.distributed.config.DistributedConfig static method) (noether.core.distributed.DistributedConfig static method) is_minimally_specified (noether.core.utils.training.training_iteration.TrainingIteration property) (noether.core.utils.training.TrainingIteration property) is_neutral_key() (noether.core.providers.metric_property.MetricPropertyProvider method) (noether.core.providers.MetricPropertyProvider method) is_rank0() (in module noether.core.distributed) (in module noether.core.distributed.config) (noether.core.distributed.config.DistributedConfig method) (noether.core.distributed.DistributedConfig method) item (noether.data.pipeline.collators.sparse_tensor_offset.SparseTensorOffsetCollator attribute) (noether.data.pipeline.collators.SparseTensorOffsetCollator attribute) (noether.data.pipeline.sample_processors.drop_outliers.DropOutliersSampleProcessor attribute) (noether.data.pipeline.sample_processors.DropOutliersSampleProcessor attribute) (noether.data.pipeline.sample_processors.moment_normalization.MomentNormalizationSampleProcessor attribute) (noether.data.pipeline.sample_processors.MomentNormalizationSampleProcessor attribute) (noether.data.pipeline.sample_processors.supernode_sampling.SupernodeSamplingSampleProcessor attribute) (noether.data.pipeline.sample_processors.SupernodeSamplingSampleProcessor attribute) item_key_name (noether.data.pipeline.sample_processors.default_tensor.DefaultTensorSampleProcessor attribute) (noether.data.pipeline.sample_processors.DefaultTensorSampleProcessor attribute) items (noether.data.pipeline.batch_processors.moment_normalization.MomentNormalizationBatchProcessor attribute) (noether.data.pipeline.batch_processors.MomentNormalizationBatchProcessor attribute) (noether.data.pipeline.batch_processors.position_normalization.PositionNormalizationBatchProcessor attribute) (noether.data.pipeline.batch_processors.PositionNormalizationBatchProcessor attribute) (noether.data.pipeline.collators.concat_sparse_tensor.ConcatSparseTensorCollator attribute) (noether.data.pipeline.collators.ConcatSparseTensorCollator attribute) (noether.data.pipeline.collators.default.DefaultCollator attribute) (noether.data.pipeline.collators.DefaultCollator attribute) (noether.data.pipeline.sample_processors.concat_tensor.ConcatTensorSampleProcessor attribute) (noether.data.pipeline.sample_processors.ConcatTensorSampleProcessor attribute) (noether.data.pipeline.sample_processors.point_sampling.PointSamplingSampleProcessor attribute) (noether.data.pipeline.sample_processors.PointSamplingSampleProcessor attribute) (noether.data.pipeline.sample_processors.position_normalization.PositionNormalizationSampleProcessor attribute) (noether.data.pipeline.sample_processors.PositionNormalizationSampleProcessor attribute) items() (noether.data.schemas.FieldDimSpec method) items_at_supernodes (noether.data.pipeline.sample_processors.supernode_sampling.SupernodeSamplingSampleProcessor attribute) (noether.data.pipeline.sample_processors.SupernodeSamplingSampleProcessor attribute) iter_s3_object_chunks() (in module noether.io.interfaces.s3) iterable (noether.core.utils.logging.NoopTqdm attribute) (noether.core.utils.logging.progress.NoopTqdm attribute)

J

JointAnchorAttention (class in noether.modeling.modules.attention.anchor_attention) (class in noether.modeling.modules.attention.anchor_attention.joint)

JointAnchorAttentionConfig (class in noether.modeling.modules.attention.anchor_attention.joint)

K

k (noether.core.scripts.validate_pytorch_compatibilities.StabilityTestModel attribute) (noether.modeling.modules.attention.dot_product.DotProductAttention attribute) (noether.modeling.modules.attention.DotProductAttention attribute) (noether.modeling.modules.attention.perceiver.PerceiverAttention attribute) (noether.modeling.modules.attention.PerceiverAttention attribute) (noether.modeling.modules.attention.transolver.TransolverAttention attribute) (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttention attribute) (noether.modeling.modules.attention.TransolverAttention attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttention attribute) (noether.modeling.modules.DotProductAttention attribute) (noether.modeling.modules.encoders.supernode_pooling.SupernodePooling attribute) (noether.modeling.modules.encoders.supernode_pooling.SupernodePoolingConfig attribute) (noether.modeling.modules.encoders.SupernodePooling attribute) (noether.modeling.modules.encoders.SupernodePoolingConfig attribute) (noether.modeling.modules.PerceiverAttention attribute) (noether.modeling.modules.SupernodePooling attribute) (noether.modeling.modules.SupernodePoolingConfig attribute) (noether.modeling.modules.TransolverAttention attribute) (noether.modeling.modules.untied.UntiedMixedAttention attribute) keep_prob (noether.modeling.modules.layers.drop_path.UnquantizedDropPath property) (noether.modeling.modules.layers.UnquantizedDropPath property) (noether.modeling.modules.UnquantizedDropPath property) key (noether.core.extractors.forward_hook.ForwardHook attribute) (noether.core.extractors.ForwardHook attribute) (noether.io.interfaces.s3.S3Object attribute) key_map (noether.data.pipeline.batch_processors.rename_keys.RenameKeysBatchProcessor attribute) (noether.data.pipeline.batch_processors.RenameKeysBatchProcessor attribute) (noether.data.pipeline.sample_processors.duplicate_keys.DuplicateKeysSampleProcessor attribute) (noether.data.pipeline.sample_processors.DuplicateKeysSampleProcessor attribute) (noether.data.pipeline.sample_processors.rename_keys.RenameKeysSampleProcessor attribute) (noether.data.pipeline.sample_processors.RenameKeysSampleProcessor attribute) key_value_tokens (noether.core.schemas.modules.attention.AttentionPattern attribute) (noether.core.schemas.modules.AttentionPattern attribute) keys (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallbackConfig attribute) (noether.core.callbacks.online.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.online.TrackAdditionalOutputsCallbackConfig attribute) (noether.core.callbacks.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.TrackAdditionalOutputsCallbackConfig attribute) keys() (noether.data.schemas.FieldDimSpec method) keys_to_remove (noether.core.initializers.previous_run.PreviousRunInitializer attribute) (noether.core.initializers.previous_run.PreviousRunInitializerConfig attribute) (noether.core.initializers.PreviousRunInitializer attribute) (noether.core.initializers.PreviousRunInitializerConfig attribute) kind (noether.core.callbacks.base.CallBackBaseConfig attribute) (noether.core.callbacks.CallBackBaseConfig attribute) (noether.core.callbacks.early_stoppers.fixed.FixedEarlyStopperConfig attribute) (noether.core.callbacks.early_stoppers.FixedEarlyStopperConfig attribute) (noether.core.callbacks.FixedEarlyStopperConfig attribute) (noether.core.initializers.base.InitializerConfig attribute) (noether.core.initializers.checkpoint.CheckpointInitializerConfig attribute) (noether.core.initializers.CheckpointInitializerConfig attribute) (noether.core.initializers.InitializerConfig attribute) (noether.core.initializers.previous_run.PreviousRunInitializerConfig attribute) (noether.core.initializers.PreviousRunInitializerConfig attribute) (noether.core.initializers.resume.ResumeInitializerConfig attribute) (noether.core.initializers.ResumeInitializerConfig attribute) (noether.core.models.base.ModelBaseConfig attribute) (noether.core.models.ModelBaseConfig attribute) (noether.core.optimizer.schemas.AdamOptimizerConfig attribute) (noether.core.optimizer.schemas.MuonOptimizerConfig attribute) (noether.core.optimizer.schemas.MuonSecondaryOptimizerConfig attribute) (noether.core.optimizer.schemas.OptimizerConfig attribute) (noether.core.optimizer.schemas.ParamGroupModifierConfig attribute) (noether.core.optimizer.schemas.SGDOptimizerConfig attribute) (noether.core.schedules.constant.ConstantScheduleConfig attribute) (noether.core.schedules.ConstantScheduleConfig attribute) (noether.core.schedules.cosine.CosineDecreasingScheduleConfig attribute) (noether.core.schedules.cosine.CosineIncreasingScheduleConfig attribute) (noether.core.schedules.CosineDecreasingScheduleConfig attribute) (noether.core.schedules.CosineIncreasingScheduleConfig attribute) (noether.core.schedules.custom.CustomScheduleConfig attribute) (noether.core.schedules.CustomScheduleConfig attribute) (noether.core.schedules.DecreasingProgressScheduleConfig attribute) (noether.core.schedules.IncreasingProgressScheduleConfig attribute) (noether.core.schedules.linear.LinearDecreasingScheduleConfig attribute) (noether.core.schedules.linear.LinearIncreasingScheduleConfig attribute) (noether.core.schedules.linear_warmup_cosine_decay.LinearWarmupCosineDecayScheduleConfig attribute) (noether.core.schedules.LinearDecreasingScheduleConfig attribute) (noether.core.schedules.LinearIncreasingScheduleConfig attribute) (noether.core.schedules.LinearWarmupCosineDecayScheduleConfig attribute) (noether.core.schedules.polynomial.PolynomialDecreasingScheduleConfig attribute) (noether.core.schedules.polynomial.PolynomialIncreasingScheduleConfig attribute) (noether.core.schedules.PolynomialDecreasingScheduleConfig attribute) (noether.core.schedules.PolynomialIncreasingScheduleConfig attribute) (noether.core.schedules.ProgressScheduleConfig attribute) (noether.core.schedules.ScheduleBaseConfig attribute) (noether.core.schedules.SchedulerConfig attribute) (noether.core.schedules.schemas.DecreasingProgressScheduleConfig attribute) (noether.core.schedules.schemas.IncreasingProgressScheduleConfig attribute) (noether.core.schedules.schemas.ProgressScheduleConfig attribute) (noether.core.schedules.schemas.ScheduleBaseConfig attribute) (noether.core.schedules.schemas.SchedulerConfig attribute) (noether.core.schedules.step.StepDecreasingScheduleConfig attribute) (noether.core.schedules.step.StepFixedScheduleConfig attribute) (noether.core.schedules.step.StepIntervalScheduleConfig attribute) (noether.core.schedules.StepDecreasingScheduleConfig attribute) (noether.core.schedules.StepFixedScheduleConfig attribute) (noether.core.schedules.StepIntervalScheduleConfig attribute) (noether.core.trackers.base.BaseTrackerConfig attribute) (noether.core.trackers.BaseTrackerConfig attribute) (noether.data.base.dataset.DatasetBaseConfig attribute) (noether.data.base.wrapper.DatasetWrapperConfig attribute) (noether.data.base.wrappers.repeat.RepeatWrapperConfig attribute) (noether.data.base.wrappers.RepeatWrapperConfig attribute) (noether.data.base.wrappers.shuffle.ShuffleWrapperConfig attribute) (noether.data.base.wrappers.ShuffleWrapperConfig attribute) (noether.data.base.wrappers.subset.SubsetWrapperConfig attribute) (noether.data.base.wrappers.SubsetWrapperConfig attribute) (noether.data.datasets.cfd.simshift_heatsink.config.SimshiftHeatsinkConfig attribute) (noether.data.pipeline.multistage.PipelineConfig attribute) (noether.data.pipeline.PipelineConfig attribute) (noether.data.preprocessors.normalizers.FieldNormalizerConfig attribute) (noether.data.preprocessors.normalizers.MeanStdNormalizerConfig attribute) (noether.data.preprocessors.normalizers.NormalizerConfig attribute) (noether.data.preprocessors.normalizers.PositionNormalizerConfig attribute) (noether.data.preprocessors.normalizers.ShiftAndScaleNormalizerConfig attribute) (noether.modeling.diffusion.flow_matching.FlowMatchingConfig attribute) (noether.modeling.diffusion.FlowMatchingConfig attribute) (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig attribute) (noether.modeling.models.AnchorBranchedUPTConfig attribute) (noether.training.callbacks.profiler.PyTorchProfilerCallbackConfig attribute) (noether.training.callbacks.PyTorchProfilerCallbackConfig attribute) (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute)

knn() (in module noether.modeling.functional.geometric) knn_pytorch() (in module noether.modeling.functional.geometric) knn_triton() (in module noether.modeling.functional.geometric) KT (in module noether.core.utils.bidict) kv_dim (noether.modeling.modules.attention.perceiver.PerceiverAttentionConfig attribute) (noether.modeling.modules.attention.PerceiverAttentionConfig attribute) (noether.modeling.modules.blocks.perceiver.PerceiverBlockConfig attribute) (noether.modeling.modules.blocks.PerceiverBlockConfig attribute) (noether.modeling.modules.PerceiverBlockConfig attribute) KVPair (in module noether.modeling.models.ab_upt) kwargs (noether.core.initializers.base.InitializerConfig attribute) (noether.core.initializers.InitializerConfig attribute)

L

label (noether.io.logging_progress.LogProgress attribute) lap() (noether.core.utils.common.Stopwatch method) (noether.core.utils.common.stopwatch.Stopwatch method) lap_count (noether.core.utils.common.Stopwatch property) (noether.core.utils.common.stopwatch.Stopwatch property) last_grad_norm (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper attribute) (noether.core.optimizer.OptimizerWrapper attribute) last_lap_time (noether.core.utils.common.Stopwatch property) (noether.core.utils.common.stopwatch.Stopwatch property) last_scaled_param_norms (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper attribute) (noether.core.optimizer.OptimizerWrapper attribute) last_unscaled_param_norms (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper attribute) (noether.core.optimizer.OptimizerWrapper attribute) LayerCache (in module noether.modeling.models.ab_upt) layers (noether.modeling.modules.untied.UntiedMLP attribute) LayerScale (class in noether.modeling.modules) (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.layer_scale) layerscale (noether.modeling.modules.blocks.transformer.TransformerBlockConfig attribute) (noether.modeling.modules.blocks.TransformerBlockConfig attribute) (noether.modeling.modules.TransformerBlockConfig attribute) layerscale_config() (noether.modeling.modules.blocks.transformer.TransformerBlockConfig method) (noether.modeling.modules.blocks.TransformerBlockConfig method) (noether.modeling.modules.TransformerBlockConfig method) LayerScaleConfig (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.layer_scale) LEAKY_RELU (noether.modeling.modules.Activation attribute) (noether.modeling.modules.activations.Activation attribute) lin1 (noether.core.scripts.validate_pytorch_compatibilities.StabilityTestModel attribute) lin2 (noether.core.scripts.validate_pytorch_compatibilities.StabilityTestModel attribute) lin_out (noether.core.scripts.validate_pytorch_compatibilities.StabilityTestModel attribute) linear (noether.modeling.models.ab_upt.ReadoutLayer attribute) (noether.modeling.modules.layers.FinalLayer attribute) (noether.modeling.modules.layers.vit_layers.FinalLayer attribute) linear() (in module noether.core.schedules) (in module noether.core.schedules.functional) linear_output_projection_config() (noether.modeling.models.upt.UPTConfig method) (noether.modeling.models.UPTConfig method) linear_projection (noether.modeling.modules.untied.UntiedLinearConfig attribute) linear_projection_config() (noether.modeling.modules.blocks.transformer.TransformerBlockConfig method) (noether.modeling.modules.blocks.TransformerBlockConfig method) (noether.modeling.modules.TransformerBlockConfig method) LinearDecreasingSchedule (class in noether.core.schedules) (class in noether.core.schedules.linear) LinearDecreasingScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.linear) LinearIncreasingSchedule (class in noether.core.schedules) (class in noether.core.schedules.linear) LinearIncreasingScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.linear) LinearProjection (class in noether.modeling.modules) (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.linear_projection) LinearProjectionConfig (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.linear_projection) LinearWarmupCosineDecaySchedule (class in noether.core.schedules) (class in noether.core.schedules.linear_warmup_cosine_decay) LinearWarmupCosineDecayScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.linear_warmup_cosine_decay) link() (noether.core.providers.path.PathProvider method) (noether.core.providers.PathProvider method) Lion (class in noether.core.optimizer) (class in noether.core.optimizer.lion) lion() (in module noether.core.optimizer.lion) list_s3_objects() (in module noether.io.interfaces.s3) load_callback_state_dicts() (noether.core.callbacks.base.CallbackBase static method) (noether.core.callbacks.CallbackBase static method) load_data() (in module noether.data.datasets.cfd.drivaernet.preprocessing) load_manifest() (in module noether.io.verification) load_optim (noether.core.initializers.checkpoint.CheckpointInitializer attribute) (noether.core.initializers.checkpoint.CheckpointInitializerConfig attribute) (noether.core.initializers.CheckpointInitializer attribute) (noether.core.initializers.CheckpointInitializerConfig attribute) (noether.core.initializers.previous_run.PreviousRunInitializerConfig attribute) (noether.core.initializers.PreviousRunInitializerConfig attribute) (noether.core.initializers.resume.ResumeInitializerConfig attribute) (noether.core.initializers.ResumeInitializerConfig attribute) load_resolved() (noether.core.configs.Hyperparameters static method) (noether.core.configs.hyperparameters.Hyperparameters static method) load_simulation_data() (in module noether.data.datasets.cfd.shapenet_car.preprocessing) load_state_dict() (noether.core.callbacks.base.CallbackBase method) (noether.core.callbacks.BestCheckpointCallback method) (noether.core.callbacks.CallbackBase method) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallback method) (noether.core.callbacks.checkpoint.BestCheckpointCallback method) (noether.core.optimizer.muon_composite.MuonComposite method) (noether.core.optimizer.MuonComposite method) (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper method) (noether.core.optimizer.OptimizerWrapper method) (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) load_unstructured_grid_data() (in module noether.data.datasets.cfd.shapenet_car.preprocessing) local (in module noether.io.diskcache.cache_benchmark) local_file (noether.io.diskcache.lru_cache.LRUCacheFileSystem attribute) local_fs() (in module noether.io.diskcache.cache_benchmark) local_path (noether.io.checkpoint.types.CheckpointMetadata attribute) local_root (noether.io.interfaces.s3_uploader.S3FileUploader attribute), [1] LOCK_FILE_MODE (in module noether.io.diskcache.lru_cache), [1] LOCK_FILE_SUFFIX (in module noether.io.diskcache.lru_cache), [1] log() (noether.core.configs.Hyperparameters static method) (noether.core.configs.hyperparameters.Hyperparameters static method) (noether.core.trackers.base.BaseTracker method) (noether.core.trackers.BaseTracker method) (noether.core.utils.logging.base.MessageCounter method) (noether.core.utils.logging.MessageCounter method) log_batch() (in module noether.training.cli.development) log_batch_diff() (in module noether.training.cli.development) log_cache (noether.core.writers.log_writer.LogWriter attribute) (noether.core.writers.LogWriter attribute) log_device_info() (in module noether.core.distributed) (in module noether.core.distributed.run) (in module noether.core.distributed.utils) log_dir (noether.core.trackers.tensorboard.TensorboardTrackerSchema attribute) (noether.core.trackers.TensorboardTrackerSchema attribute) log_entries (noether.core.writers.log_writer.LogWriter attribute) (noether.core.writers.LogWriter attribute) log_every_n_epochs (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute)

log_every_n_samples (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) log_every_n_updates (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) log_from_all_ranks() (in module noether.core.utils.logging) (in module noether.core.utils.logging.base) log_output (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallbackConfig attribute) (noether.core.callbacks.online.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.online.TrackAdditionalOutputsCallbackConfig attribute) (noether.core.callbacks.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.TrackAdditionalOutputsCallbackConfig attribute) log_scale (noether.data.stats.RunningMoments attribute) log_system_info() (in module noether.core.utils.platform) (in module noether.core.utils.platform.system) log_writer (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.BaseTrainer attribute) logfile_uri (noether.core.providers.path.PathProvider property) (noether.core.providers.PathProvider property) logger (in module noether.core.distributed.run.managed) (in module noether.core.distributed.run.unmanaged) (in module noether.core.distributed.utils) (in module noether.core.factory.utils) (in module noether.core.presets.base) (in module noether.core.utils.platform.system) (in module noether.core.utils.platform.worker) (in module noether.core.utils.seed) (in module noether.core.utils.torch.amp) (in module noether.data.base.dataset) (in module noether.data.datasets.cfd.caeml.ahmedml.dataset) (in module noether.data.datasets.cfd.caeml.dataset) (in module noether.data.datasets.cfd.caeml.drivaerml.dataset) (in module noether.data.datasets.cfd.emmi_wing.dataset) (in module noether.data.datasets.cfd.emmi_wing.dataset_hf) (in module noether.data.datasets.cfd.shapenet_car.dataset) (in module noether.data.datasets.cfd.shapenet_car.preprocessing) (in module noether.data.datasets.cfd.simshift_heatsink.dataset) (in module noether.inference.cli.main_inference) (in module noether.inference.evaluate) (in module noether.inference.runners.inference_runner) (in module noether.io.diskcache.lru_cache) (in module noether.training.runners.hydra_runner) (noether.core.callbacks.base.CallbackBase property) (noether.core.callbacks.CallbackBase property) (noether.core.factory.base.Factory attribute) (noether.core.factory.Factory attribute) (noether.core.initializers.base.InitializerBase attribute) (noether.core.initializers.InitializerBase attribute) (noether.core.models.base.ModelBase attribute) (noether.core.models.ModelBase attribute) (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper attribute) (noether.core.optimizer.OptimizerWrapper attribute) (noether.core.providers.metric_property.MetricPropertyProvider attribute) (noether.core.providers.MetricPropertyProvider attribute) (noether.core.trackers.base.BaseTracker attribute) (noether.core.trackers.BaseTracker attribute) (noether.core.writers.checkpoint_writer.CheckpointWriter attribute) (noether.core.writers.CheckpointWriter attribute) (noether.core.writers.log_writer.LogWriter attribute) (noether.core.writers.LogWriter attribute) (noether.data.base.Dataset attribute) (noether.data.base.dataset.Dataset attribute) (noether.data.container.DataContainer attribute) (noether.data.Dataset attribute) (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.BaseTrainer attribute) logmean (noether.data.stats.RunningStats property) logmean_tensor (noether.data.pipeline.sample_processors.moment_normalization.MomentNormalizationSampleProcessor attribute) (noether.data.pipeline.sample_processors.MomentNormalizationSampleProcessor attribute) LogProgress (class in noether.io.logging_progress) logscale (noether.data.pipeline.sample_processors.moment_normalization.MomentNormalizationSampleProcessor attribute) (noether.data.pipeline.sample_processors.MomentNormalizationSampleProcessor attribute) (noether.data.preprocessors.normalizers.FieldNormalizerConfig attribute) (noether.data.preprocessors.normalizers.MeanStdNormalizerConfig attribute) (noether.data.preprocessors.normalizers.ShiftAndScaleNormalizer attribute) (noether.data.preprocessors.normalizers.ShiftAndScaleNormalizerConfig attribute) logstd (noether.data.stats.RunningStats property) logstd_tensor (noether.data.pipeline.sample_processors.moment_normalization.MomentNormalizationSampleProcessor attribute) (noether.data.pipeline.sample_processors.MomentNormalizationSampleProcessor attribute) logvar (noether.data.stats.RunningStats property) LogWriter (class in noether.core.writers) (class in noether.core.writers.log_writer) loss_compute() (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) (noether.training.trainers.weighted_loss.WeightedLossTrainer method) (noether.training.trainers.WeightedLossTrainer method) loss_fn (noether.training.trainers.weighted_loss.WeightedLossTrainerConfig attribute) loss_items (noether.training.trainers.weighted_loss.WeightedLossTrainer attribute) (noether.training.trainers.WeightedLossTrainer attribute) LOSS_REGISTRY (in module noether.training.trainers.weighted_loss) losses_to_log (noether.training.trainers.TrainerResult attribute) (noether.training.trainers.types.TrainerResult attribute) LossResult (in module noether.training.trainers.types) LOWER_IS_BETTER (noether.core.providers.metric_property.Ordinality attribute) lower_type_name() (in module noether.core.utils.common) (in module noether.core.utils.common.naming) lr (noether.core.optimizer.schemas.MuonSecondaryOptimizerConfig attribute) (noether.core.optimizer.schemas.OptimizerConfig attribute) LR_SCHEDULE_LINEAR_WARMUP_COSINE (in module noether.core.presets.base) LrCallback (class in noether.core.callbacks) (class in noether.core.callbacks.default) (class in noether.core.callbacks.default.lr) LrScaleByNameModifier (class in noether.core.optimizer) (class in noether.core.optimizer.param_group_modifiers) (class in noether.core.optimizer.param_group_modifiers.lr_scale_by_name) LRUCacheFileSystem (class in noether.io.diskcache.lru_cache) ls1 (noether.modeling.modules.blocks.perceiver.PerceiverBlock attribute) (noether.modeling.modules.blocks.PerceiverBlock attribute) (noether.modeling.modules.blocks.transformer.TransformerBlock attribute) (noether.modeling.modules.blocks.TransformerBlock attribute) (noether.modeling.modules.PerceiverBlock attribute) (noether.modeling.modules.TransformerBlock attribute) ls2 (noether.modeling.modules.blocks.perceiver.PerceiverBlock attribute) (noether.modeling.modules.blocks.PerceiverBlock attribute) (noether.modeling.modules.blocks.transformer.TransformerBlock attribute) (noether.modeling.modules.blocks.TransformerBlock attribute) (noether.modeling.modules.PerceiverBlock attribute) (noether.modeling.modules.TransformerBlock attribute)

M

main() (in module noether.core.scripts.validate_pytorch_compatibilities) (in module noether.data.datasets.cfd.caeml.preprocessing) (in module noether.data.datasets.cfd.drivaernet.preprocessing) (in module noether.data.datasets.cfd.shapenet_car.preprocessing) (in module noether.data.tools.calculate_statistics) (in module noether.inference.cli.main_inference) (in module noether.io.cli.cli) (in module noether.scaffold.cli) (in module noether.training.cli.development) (in module noether.training.cli.main_train) (in module noether.training.cli.submit_job) (noether.inference.InferenceRunner static method) (noether.inference.runners.inference_runner.InferenceRunner static method) (noether.training.runners.hydra_runner.HydraRunner static method) (noether.training.runners.HydraRunner static method) main_sampler (noether.data.InterleavedSampler attribute) (noether.data.samplers.interleaved_sampler.InterleavedSampler attribute) (noether.data.samplers.InterleavedSampler attribute) main_sampler_kwargs (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.BaseTrainer attribute) Manifest (in module noether.io.verification) mask_patchify (noether.modeling.models.ViT attribute) (noether.modeling.models.vit.ViT attribute) MaskPatchify (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.vit_layers) master_port (noether.core.schemas.schema.ConfigSchema attribute) master_port_from_env() (in module noether.core.schemas.schema) matching_item_key (noether.data.pipeline.sample_processors.default_tensor.DefaultTensorSampleProcessor attribute) (noether.data.pipeline.sample_processors.DefaultTensorSampleProcessor attribute) max (noether.data.stats.RunningMoments property) (noether.data.stats.RunningStats property) max_batch_size (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) max_degree (noether.modeling.modules.encoders.supernode_pooling.SupernodePooling attribute) (noether.modeling.modules.encoders.supernode_pooling.SupernodePoolingConfig attribute) (noether.modeling.modules.encoders.SupernodePooling attribute) (noether.modeling.modules.encoders.SupernodePoolingConfig attribute) (noether.modeling.modules.SupernodePooling attribute) (noether.modeling.modules.SupernodePoolingConfig attribute) max_epochs (noether.data.InterleavedSamplerConfig attribute) (noether.data.samplers.interleaved_sampler.InterleavedSamplerConfig attribute) (noether.data.samplers.InterleavedSamplerConfig attribute) (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) max_frequency (noether.modeling.modules.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.continuous_sincos_embed.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.continuous_sincos_embed.ContinuousSincosEmbeddingConfig attribute) (noether.modeling.modules.layers.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.ContinuousSincosEmbeddingConfig attribute) (noether.modeling.modules.layers.vectors_conditioner.VectorsConditionerConfig attribute) (noether.modeling.modules.layers.VectorsConditionerConfig attribute) max_inflight (noether.io.interfaces.s3_uploader.S3FileUploader attribute) max_quantile (noether.data.pipeline.sample_processors.drop_outliers.DropOutliersSampleProcessor attribute) (noether.data.pipeline.sample_processors.DropOutliersSampleProcessor attribute) max_samples (noether.data.InterleavedSamplerConfig attribute) (noether.data.samplers.interleaved_sampler.InterleavedSamplerConfig attribute) (noether.data.samplers.InterleavedSamplerConfig attribute) (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) max_updates (noether.data.InterleavedSamplerConfig attribute) (noether.data.samplers.interleaved_sampler.InterleavedSamplerConfig attribute) (noether.data.samplers.InterleavedSamplerConfig attribute) (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) max_value (noether.core.schedules.DecreasingProgressScheduleConfig attribute) (noether.core.schedules.IncreasingProgressScheduleConfig attribute) (noether.core.schedules.linear_warmup_cosine_decay.LinearWarmupCosineDecayScheduleConfig attribute) (noether.core.schedules.LinearWarmupCosineDecayScheduleConfig attribute) (noether.core.schedules.schemas.DecreasingProgressScheduleConfig attribute) (noether.core.schedules.schemas.IncreasingProgressScheduleConfig attribute) (noether.data.pipeline.sample_processors.drop_outliers.DropOutliersSampleProcessor attribute) (noether.data.pipeline.sample_processors.DropOutliersSampleProcessor attribute) max_wavelength (noether.modeling.modules.blocks.transformer.TransformerBlockConfig attribute) (noether.modeling.modules.blocks.TransformerBlockConfig attribute) (noether.modeling.modules.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.continuous_sincos_embed.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.continuous_sincos_embed.ContinuousSincosEmbeddingConfig attribute) (noether.modeling.modules.layers.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.ContinuousSincosEmbeddingConfig attribute) (noether.modeling.modules.layers.rope_frequency.RopeFrequency attribute) (noether.modeling.modules.layers.rope_frequency.RopeFrequencyConfig attribute) (noether.modeling.modules.layers.RopeFrequency attribute) (noether.modeling.modules.layers.RopeFrequencyConfig attribute) (noether.modeling.modules.TransformerBlockConfig attribute) mean (noether.data.preprocessors.normalizers.MeanStdNormalization attribute) (noether.data.preprocessors.normalizers.MeanStdNormalizerConfig attribute) (noether.data.stats.RunningMoments property) (noether.data.stats.RunningStats property) mean_tensor (noether.data.pipeline.batch_processors.moment_normalization.MomentNormalizationBatchProcessor attribute) (noether.data.pipeline.batch_processors.MomentNormalizationBatchProcessor attribute) (noether.data.pipeline.sample_processors.moment_normalization.MomentNormalizationSampleProcessor attribute) (noether.data.pipeline.sample_processors.MomentNormalizationSampleProcessor attribute) MeanStdNormalization (class in noether.data.preprocessors.normalizers) MeanStdNormalizerConfig (class in noether.data.preprocessors.normalizers) mem_gb (noether.training.cli.submit_job.SlurmConfig attribute) merge_vtu_parts() (in module noether.data.datasets.cfd.caeml.preprocessing) message_mode (noether.modeling.modules.encoders.supernode_pooling.SupernodePoolingConfig attribute) (noether.modeling.modules.encoders.SupernodePoolingConfig attribute) (noether.modeling.modules.SupernodePoolingConfig attribute) MessageCounter (class in noether.core.utils.logging) (class in noether.core.utils.logging.base) META_GETITEM_COLLATOR (in module noether.data.container) META_GETITEM_TIME (in module noether.data.base.wrappers) (in module noether.data.base.wrappers.timing) metadata_path (noether.data.datasets.cfd.simshift_heatsink.config.SimshiftHeatsinkConfig attribute) metric_at_exceeded_tolerance (noether.core.callbacks.BestCheckpointCallback attribute) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallback attribute) (noether.core.callbacks.checkpoint.BestCheckpointCallback attribute) metric_key (noether.core.callbacks.BestCheckpointCallback attribute) (noether.core.callbacks.BestCheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallback attribute) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.BestCheckpointCallback attribute) (noether.core.callbacks.checkpoint.BestCheckpointCallbackConfig attribute) (noether.core.callbacks.early_stoppers.metric.MetricEarlyStopper attribute) (noether.core.callbacks.early_stoppers.metric.MetricEarlyStopperConfig attribute) (noether.core.callbacks.early_stoppers.MetricEarlyStopper attribute) (noether.core.callbacks.early_stoppers.MetricEarlyStopperConfig attribute) (noether.core.callbacks.MetricEarlyStopper attribute) (noether.core.callbacks.MetricEarlyStopperConfig attribute) metric_property_provider (noether.core.callbacks.base.CallbackBase attribute) (noether.core.callbacks.CallbackBase attribute) (noether.core.trackers.base.BaseTracker attribute) (noether.core.trackers.BaseTracker attribute) (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.BaseTrainer attribute) MetricEarlyStopper (class in noether.core.callbacks) (class in noether.core.callbacks.early_stoppers) (class in noether.core.callbacks.early_stoppers.metric) MetricEarlyStopperConfig (class in noether.core.callbacks) (class in noether.core.callbacks.early_stoppers) (class in noether.core.callbacks.early_stoppers.metric) MetricPropertyProvider (class in noether.core.providers) (class in noether.core.providers.metric_property) migrate_shared_to_self() (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig method) (noether.modeling.models.AnchorBranchedUPTConfig method) min (noether.data.stats.RunningMoments property) (noether.data.stats.RunningStats property) min_level (noether.core.utils.logging.base.MessageCounter attribute) (noether.core.utils.logging.MessageCounter attribute) min_quantile (noether.data.pipeline.sample_processors.drop_outliers.DropOutliersSampleProcessor attribute) (noether.data.pipeline.sample_processors.DropOutliersSampleProcessor attribute) min_value (noether.data.pipeline.sample_processors.drop_outliers.DropOutliersSampleProcessor attribute) (noether.data.pipeline.sample_processors.DropOutliersSampleProcessor attribute) minibatch_ot (noether.modeling.diffusion.flow_matching.FlowMatchingConfig attribute) (noether.modeling.diffusion.FlowMatchingConfig attribute) missing (noether.io.verification.VerificationResult attribute) MissingAnchorTokenError MissingBranchTokensError mixed_attention (noether.modeling.modules.attention.anchor_attention.multi_branch.MultiBranchAnchorAttention attribute) (noether.modeling.modules.attention.anchor_attention.MultiBranchAnchorAttention attribute) MixedAttention (class in noether.modeling.modules.attention.anchor_attention.mixed) MixedAttentionConfig (class in noether.modeling.modules.attention.anchor_attention.mixed) MLP (class in noether.modeling.modules) (class in noether.modeling.modules.mlp) (class in noether.modeling.modules.mlp.mlp) mlp (noether.modeling.modules.blocks.perceiver.PerceiverBlock attribute) (noether.modeling.modules.blocks.PerceiverBlock attribute) (noether.modeling.modules.blocks.transformer.TransformerBlock attribute) (noether.modeling.modules.blocks.TransformerBlock attribute) (noether.modeling.modules.MLP attribute) (noether.modeling.modules.mlp.MLP attribute) (noether.modeling.modules.mlp.mlp.MLP attribute) (noether.modeling.modules.PerceiverBlock attribute) (noether.modeling.modules.TransformerBlock attribute) (noether.modeling.modules.untied.UntiedMLPConfig attribute) (noether.modeling.modules.untied.UntiedPerceiverBlock attribute) (noether.modeling.modules.untied.UntiedTransformerBlock attribute) mlp_expansion_factor (noether.modeling.models.upt.UPTConfig attribute) (noether.modeling.models.UPTConfig attribute) (noether.modeling.modules.blocks.transformer.TransformerBlockConfig attribute) (noether.modeling.modules.blocks.TransformerBlockConfig attribute) (noether.modeling.modules.TransformerBlockConfig attribute) mlp_hidden_dim (noether.modeling.modules.blocks.transformer.TransformerBlockConfig attribute) (noether.modeling.modules.blocks.TransformerBlockConfig attribute) (noether.modeling.modules.TransformerBlockConfig attribute) mlp_ratio (noether.modeling.models.vit.ViTConfig attribute) (noether.modeling.models.ViTConfig attribute) MLPConfig (class in noether.modeling.modules.mlp) (class in noether.modeling.modules.mlp.mlp) mlps (noether.modeling.modules.layers.scalar_conditioner.ScalarsConditioner attribute) (noether.modeling.modules.layers.ScalarsConditioner attribute) mode (noether.core.trackers.wandb_tracker.WandBTracker attribute) (noether.core.trackers.wandb_tracker.WandBTrackerSchema attribute) (noether.core.trackers.WandBTracker attribute) (noether.core.trackers.WandBTrackerSchema attribute) (noether.modeling.modules.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.continuous_sincos_embed.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.continuous_sincos_embed.ContinuousSincosEmbeddingConfig attribute) (noether.modeling.modules.layers.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.ContinuousSincosEmbeddingConfig attribute) Model (class in noether.core.models) (class in noether.core.models.model) model (noether.core.callbacks.base.CallbackBase attribute) (noether.core.callbacks.CallbackBase attribute) (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper attribute) (noether.core.optimizer.OptimizerWrapper attribute) (noether.core.schemas.schema.ConfigSchema attribute) MODEL (noether.io.cli.cli_huggingface.HuggingFaceRepoType attribute) model() (noether.inference.Run method) (noether.inference.run.Run method) model_config (noether.core.callbacks.base.CallBackBaseConfig attribute) (noether.core.callbacks.CallBackBaseConfig attribute) (noether.core.initializers.base.InitializerConfig attribute) (noether.core.initializers.InitializerConfig attribute) (noether.core.models.base.ModelBase attribute) (noether.core.models.base.ModelBaseConfig attribute) (noether.core.models.ModelBase attribute) (noether.core.models.ModelBaseConfig attribute) (noether.core.optimizer.schemas.MuonSecondaryOptimizerConfig attribute) (noether.core.optimizer.schemas.OptimizerConfig attribute) (noether.core.schemas.modules.attention.AttentionConfig attribute) (noether.core.schemas.modules.AttentionConfig attribute) MODEL_CONFIG (noether.core.types.CheckpointKeys attribute) model_config (noether.data.base.dataset.DatasetBaseConfig attribute) (noether.data.preprocessors.normalizers.NormalizerConfig attribute) (noether.modeling.diffusion.flow_matching.FlowMatchingConfig attribute) (noether.modeling.diffusion.FlowMatchingConfig attribute) (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig attribute) (noether.modeling.models.AnchorBranchedUPTConfig attribute) (noether.modeling.models.transformer.TransformerConfig attribute) (noether.modeling.models.TransformerConfig attribute) (noether.modeling.models.transolver.TransolverConfig attribute) (noether.modeling.models.TransolverConfig attribute) (noether.modeling.models.upt.UPTConfig attribute) (noether.modeling.models.UPTConfig attribute) (noether.modeling.models.vit.ViTConfig attribute) (noether.modeling.models.ViTConfig attribute) (noether.training.cli.submit_job.SlurmConfig attribute) (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) MODEL_DEFAULTS (in module noether.core.presets.model_defaults) model_info (noether.core.initializers.base.InitializerConfig attribute) (noether.core.initializers.checkpoint.CheckpointInitializer attribute) (noether.core.initializers.CheckpointInitializer attribute) (noether.core.initializers.InitializerConfig attribute) model_name (noether.core.initializers.base.InitializerConfig attribute) (noether.core.initializers.checkpoint.CheckpointInitializer attribute) (noether.core.initializers.CheckpointInitializer attribute) (noether.core.initializers.InitializerConfig attribute) (noether.core.initializers.resume.ResumeInitializerConfig attribute) (noether.core.initializers.ResumeInitializerConfig attribute) model_names (noether.core.callbacks.BestCheckpointCallback attribute) (noether.core.callbacks.BestCheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallback attribute) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.BestCheckpointCallback attribute) (noether.core.callbacks.checkpoint.BestCheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.checkpoint.CheckpointCallback attribute) (noether.core.callbacks.checkpoint.checkpoint.CheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.CheckpointCallback attribute) (noether.core.callbacks.checkpoint.CheckpointCallbackConfig attribute) (noether.core.callbacks.CheckpointCallback attribute) (noether.core.callbacks.CheckpointCallbackConfig attribute) model_paths (noether.core.callbacks.checkpoint.ema.EmaCallback attribute) (noether.core.callbacks.checkpoint.ema.EmaCallbackConfig attribute) (noether.core.callbacks.checkpoint.EmaCallback attribute) (noether.core.callbacks.checkpoint.EmaCallbackConfig attribute) (noether.core.callbacks.EmaCallback attribute) (noether.core.callbacks.EmaCallbackConfig attribute) ModelBase (class in noether.core.models) (class in noether.core.models.base) ModelBaseConfig (class in noether.core.models) (class in noether.core.models.base) ModelDataSpecs (class in noether.data.schemas) ModelKVCache (class in noether.modeling.models.ab_upt) MODES (noether.core.trackers.wandb_tracker.WandBTracker attribute) (noether.core.trackers.WandBTracker attribute) modulate_gate() (in module noether.modeling.functional.modulation) modulate_scale_shift() (in module noether.modeling.functional.modulation) modulation (noether.modeling.models.ab_upt.ReadoutLayer attribute) modulation_linear_projection_config() (noether.modeling.modules.blocks.perceiver.PerceiverBlockConfig method) (noether.modeling.modules.blocks.PerceiverBlockConfig method) (noether.modeling.modules.blocks.transformer.TransformerBlockConfig method) (noether.modeling.modules.blocks.TransformerBlockConfig method) (noether.modeling.modules.PerceiverBlockConfig method) (noether.modeling.modules.TransformerBlockConfig method) module noether noether.core noether.core.callbacks noether.core.callbacks.base noether.core.callbacks.checkpoint noether.core.callbacks.checkpoint.best_checkpoint noether.core.callbacks.checkpoint.checkpoint noether.core.callbacks.checkpoint.ema noether.core.callbacks.default noether.core.callbacks.default.dataset_stats noether.core.callbacks.default.eta noether.core.callbacks.default.lr noether.core.callbacks.default.online_loss noether.core.callbacks.default.param_count noether.core.callbacks.default.peak_memory noether.core.callbacks.default.progress noether.core.callbacks.default.train_time noether.core.callbacks.default.training_diagnostics noether.core.callbacks.early_stoppers noether.core.callbacks.early_stoppers.base noether.core.callbacks.early_stoppers.fixed noether.core.callbacks.early_stoppers.metric noether.core.callbacks.online noether.core.callbacks.online.best_metric noether.core.callbacks.online.track_outputs noether.core.callbacks.periodic noether.core.configs noether.core.configs.hyperparameters noether.core.constants noether.core.distributed noether.core.distributed.config noether.core.distributed.gather noether.core.distributed.reduce noether.core.distributed.run noether.core.distributed.run.managed noether.core.distributed.run.unmanaged noether.core.distributed.utils noether.core.extractors noether.core.extractors.forward_hook noether.core.factory noether.core.factory.base noether.core.factory.dataset noether.core.factory.optimizer noether.core.factory.schedule noether.core.factory.utils noether.core.initializers noether.core.initializers.base noether.core.initializers.checkpoint noether.core.initializers.previous_run noether.core.initializers.resume noether.core.models noether.core.models.base noether.core.models.composite noether.core.models.model noether.core.optimizer noether.core.optimizer.lion noether.core.optimizer.muon_composite noether.core.optimizer.optimizer_wrapper noether.core.optimizer.param_group_modifiers noether.core.optimizer.param_group_modifiers.base noether.core.optimizer.param_group_modifiers.lr_scale_by_name noether.core.optimizer.param_group_modifiers.weight_decay_by_name noether.core.optimizer.schemas noether.core.presets noether.core.presets.base noether.core.presets.model_defaults noether.core.providers noether.core.providers.metric_property noether.core.providers.path noether.core.schedules noether.core.schedules.base noether.core.schedules.constant noether.core.schedules.cosine noether.core.schedules.custom noether.core.schedules.functional noether.core.schedules.linear noether.core.schedules.linear_warmup_cosine_decay noether.core.schedules.polynomial noether.core.schedules.schemas noether.core.schedules.step noether.core.schemas noether.core.schemas.callbacks noether.core.schemas.dataset noether.core.schemas.filemap noether.core.schemas.initializers noether.core.schemas.lib noether.core.schemas.mixins noether.core.schemas.models noether.core.schemas.models.ab_upt noether.core.schemas.models.base noether.core.schemas.models.transformer noether.core.schemas.models.transolver noether.core.schemas.models.upt noether.core.schemas.models.vit noether.core.schemas.modules noether.core.schemas.modules.attention noether.core.schemas.modules.blocks noether.core.schemas.modules.decoders noether.core.schemas.modules.encoders noether.core.schemas.modules.layers noether.core.schemas.modules.layers.continuous_sincos_embedding noether.core.schemas.modules.layers.drop_path noether.core.schemas.modules.layers.layer_scale noether.core.schemas.modules.layers.linear_projection noether.core.schemas.modules.layers.rope_frequency noether.core.schemas.modules.layers.scalar_conditioner noether.core.schemas.modules.layers.vectors_conditioner noether.core.schemas.modules.mlp noether.core.schemas.modules.untied noether.core.schemas.normalizers noether.core.schemas.optimizers noether.core.schemas.schedules noether.core.schemas.schema noether.core.schemas.slurm noether.core.schemas.statistics noether.core.schemas.trackers noether.core.schemas.trainers noether.core.scripts noether.core.scripts.validate_pytorch_compatibilities noether.core.trackers noether.core.trackers.base noether.core.trackers.noop noether.core.trackers.tensorboard noether.core.trackers.trackio_tracker noether.core.trackers.wandb_tracker noether.core.types noether.core.utils noether.core.utils.bidict noether.core.utils.code noether.core.utils.common noether.core.utils.common.naming noether.core.utils.common.path noether.core.utils.common.stopwatch noether.core.utils.common.typing noether.core.utils.common.validation noether.core.utils.logging noether.core.utils.logging.base noether.core.utils.logging.formatting noether.core.utils.logging.progress noether.core.utils.model noether.core.utils.platform noether.core.utils.platform.system noether.core.utils.platform.worker noether.core.utils.seed noether.core.utils.torch noether.core.utils.torch.amp noether.core.utils.torch.device noether.core.utils.training noether.core.utils.training.counter noether.core.utils.training.schedule_wrapper noether.core.utils.training.training_iteration noether.core.writers noether.core.writers.checkpoint_writer noether.core.writers.log_writer noether.core.writers.prefixed_log_writer noether.data noether.data.base noether.data.base.dataset noether.data.base.subset noether.data.base.wrapper noether.data.base.wrappers noether.data.base.wrappers.property_subset noether.data.base.wrappers.repeat noether.data.base.wrappers.shuffle noether.data.base.wrappers.subset noether.data.base.wrappers.timing noether.data.container noether.data.datasets noether.data.datasets.cfd noether.data.datasets.cfd.caeml noether.data.datasets.cfd.caeml.ahmedml noether.data.datasets.cfd.caeml.ahmedml.dataset noether.data.datasets.cfd.caeml.ahmedml.split noether.data.datasets.cfd.caeml.dataset noether.data.datasets.cfd.caeml.drivaerml noether.data.datasets.cfd.caeml.drivaerml.dataset noether.data.datasets.cfd.caeml.drivaerml.split noether.data.datasets.cfd.caeml.filemap noether.data.datasets.cfd.caeml.preprocessing noether.data.datasets.cfd.dataset noether.data.datasets.cfd.drivaernet noether.data.datasets.cfd.drivaernet.dataset noether.data.datasets.cfd.drivaernet.preprocessing noether.data.datasets.cfd.emmi_wing noether.data.datasets.cfd.emmi_wing.dataset noether.data.datasets.cfd.emmi_wing.dataset_hf noether.data.datasets.cfd.emmi_wing.split noether.data.datasets.cfd.emmi_wing.split_hf noether.data.datasets.cfd.shapenet_car noether.data.datasets.cfd.shapenet_car.dataset noether.data.datasets.cfd.shapenet_car.filemap noether.data.datasets.cfd.shapenet_car.preprocessing noether.data.datasets.cfd.shapenet_car.split noether.data.datasets.cfd.simshift_heatsink noether.data.datasets.cfd.simshift_heatsink.config noether.data.datasets.cfd.simshift_heatsink.dataset noether.data.pipeline noether.data.pipeline.batch_processor noether.data.pipeline.batch_processors noether.data.pipeline.batch_processors.moment_normalization noether.data.pipeline.batch_processors.position_normalization noether.data.pipeline.batch_processors.rename_keys noether.data.pipeline.collator noether.data.pipeline.collators noether.data.pipeline.collators.concat_sparse_tensor noether.data.pipeline.collators.default noether.data.pipeline.collators.field_decoder noether.data.pipeline.collators.sparse_tensor_offset noether.data.pipeline.multistage noether.data.pipeline.sample_processor noether.data.pipeline.sample_processors noether.data.pipeline.sample_processors.concat_tensor noether.data.pipeline.sample_processors.default_tensor noether.data.pipeline.sample_processors.drop_outliers noether.data.pipeline.sample_processors.duplicate_keys noether.data.pipeline.sample_processors.moment_normalization noether.data.pipeline.sample_processors.point_sampling noether.data.pipeline.sample_processors.position_normalization noether.data.pipeline.sample_processors.rename_keys noether.data.pipeline.sample_processors.replace_key noether.data.pipeline.sample_processors.supernode_sampling noether.data.preprocessors noether.data.preprocessors.base noether.data.preprocessors.compose noether.data.preprocessors.normalizers noether.data.preprocessors.numpy_to_torch_tensor noether.data.preprocessors.types noether.data.preprocessors.utils noether.data.samplers noether.data.samplers.interleaved_sampler noether.data.samplers.internals noether.data.schemas noether.data.stats noether.data.tools noether.data.tools.calculate_statistics noether.inference noether.inference.cli noether.inference.cli.main_inference noether.inference.evaluate noether.inference.run noether.inference.runners noether.inference.runners.inference_runner noether.io noether.io.aistore noether.io.checkpoint noether.io.checkpoint.iohash noether.io.checkpoint.providers noether.io.checkpoint.providers.file_provider noether.io.checkpoint.providers.huggingface_provider noether.io.checkpoint.providers.s3_provider noether.io.checkpoint.resolver noether.io.checkpoint.types noether.io.cli noether.io.cli.cli noether.io.cli.cli_aws noether.io.cli.cli_checkpoint noether.io.cli.cli_huggingface noether.io.cli.cli_utils noether.io.cli.cli_verification noether.io.credentials noether.io.diskcache noether.io.diskcache.cache_benchmark noether.io.diskcache.lru_cache noether.io.interfaces noether.io.interfaces.azure noether.io.interfaces.gcp noether.io.interfaces.huggingface noether.io.interfaces.s3 noether.io.interfaces.s3_uploader noether.io.logging_config noether.io.logging_progress noether.io.providers noether.io.verification noether.modeling noether.modeling.diffusion noether.modeling.diffusion.base noether.modeling.diffusion.factory noether.modeling.diffusion.flow_matching noether.modeling.functional noether.modeling.functional.geometric noether.modeling.functional.init noether.modeling.functional.logscale noether.modeling.functional.modulation noether.modeling.functional.rope noether.modeling.models noether.modeling.models.ab_upt noether.modeling.models.aerodynamics noether.modeling.models.transformer noether.modeling.models.transolver noether.modeling.models.upt noether.modeling.models.vit noether.modeling.modules noether.modeling.modules.activations noether.modeling.modules.attention noether.modeling.modules.attention.anchor_attention noether.modeling.modules.attention.anchor_attention.cross noether.modeling.modules.attention.anchor_attention.joint noether.modeling.modules.attention.anchor_attention.mixed noether.modeling.modules.attention.anchor_attention.multi_branch noether.modeling.modules.attention.anchor_attention.self_anchor noether.modeling.modules.attention.dot_product noether.modeling.modules.attention.perceiver noether.modeling.modules.attention.transolver noether.modeling.modules.attention.transolver_plusplus noether.modeling.modules.blocks noether.modeling.modules.blocks.perceiver noether.modeling.modules.blocks.transformer noether.modeling.modules.decoders noether.modeling.modules.decoders.deep_perceiver noether.modeling.modules.encoders noether.modeling.modules.encoders.supernode_pooling noether.modeling.modules.layers noether.modeling.modules.layers.continuous_sincos_embed noether.modeling.modules.layers.drop_path noether.modeling.modules.layers.layer_scale noether.modeling.modules.layers.linear_projection noether.modeling.modules.layers.rope_frequency noether.modeling.modules.layers.scalar_conditioner noether.modeling.modules.layers.transformer_batchnorm noether.modeling.modules.layers.vectors_conditioner noether.modeling.modules.layers.vit_layers noether.modeling.modules.mlp noether.modeling.modules.mlp.mlp noether.modeling.modules.mlp.upactdown_mlp noether.modeling.modules.untied noether.scaffold noether.scaffold.choices noether.scaffold.cli noether.scaffold.config noether.scaffold.file_manager noether.training noether.training.callbacks noether.training.callbacks.offline_loss noether.training.callbacks.profiler noether.training.cli noether.training.cli.development noether.training.cli.main_train noether.training.cli.submit_job noether.training.runners noether.training.runners.hydra_runner noether.training.trainers noether.training.trainers.base noether.training.trainers.types noether.training.trainers.weighted_loss

MomentNormalizationBatchProcessor (class in noether.data.pipeline.batch_processors) (class in noether.data.pipeline.batch_processors.moment_normalization) MomentNormalizationSampleProcessor (class in noether.data.pipeline.sample_processors) (class in noether.data.pipeline.sample_processors.moment_normalization) momentum (noether.core.optimizer.schemas.MuonOptimizerConfig attribute) (noether.core.optimizer.schemas.MuonSecondaryOptimizerConfig attribute) (noether.core.optimizer.schemas.SGDOptimizerConfig attribute) monitor_interval (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) monitor_training_stability (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) move_items_to_device() (in module noether.core.utils.torch) (in module noether.core.utils.torch.device) MPS (noether.scaffold.choices.HardwareChoice attribute) MultiBranchAnchorAttention (class in noether.modeling.modules.attention.anchor_attention) (class in noether.modeling.modules.attention.anchor_attention.multi_branch) MultiBranchAnchorAttentionConfig (class in noether.modeling.modules.attention.anchor_attention.multi_branch) MultiStagePipeline (class in noether.data) (class in noether.data.pipeline) (class in noether.data.pipeline.multistage) MuonComposite (class in noether.core.optimizer) (class in noether.core.optimizer.muon_composite) MuonOptimizerConfig (class in noether.core.optimizer.schemas) MuonSecondaryOptimizerConfig (class in noether.core.optimizer.schemas)

N

naive_fs() (in module noether.io.diskcache.cache_benchmark) naive_sqlite_fs() (in module noether.io.diskcache.cache_benchmark) name (noether.core.callbacks.base.CallbackBase attribute) (noether.core.callbacks.BestCheckpointCallbackConfig attribute) (noether.core.callbacks.BestMetricCallbackConfig attribute) (noether.core.callbacks.CallbackBase attribute) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.BestCheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.checkpoint.CheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.CheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.ema.EmaCallbackConfig attribute) (noether.core.callbacks.checkpoint.EmaCallbackConfig attribute) (noether.core.callbacks.CheckpointCallbackConfig attribute) (noether.core.callbacks.default.online_loss.OnlineLossCallbackConfig attribute) (noether.core.callbacks.default.OnlineLossCallbackConfig attribute) (noether.core.callbacks.early_stoppers.fixed.FixedEarlyStopperConfig attribute) (noether.core.callbacks.early_stoppers.FixedEarlyStopperConfig attribute) (noether.core.callbacks.early_stoppers.metric.MetricEarlyStopperConfig attribute) (noether.core.callbacks.early_stoppers.MetricEarlyStopperConfig attribute) (noether.core.callbacks.EmaCallbackConfig attribute) (noether.core.callbacks.FixedEarlyStopperConfig attribute) (noether.core.callbacks.MetricEarlyStopperConfig attribute) (noether.core.callbacks.online.best_metric.BestMetricCallbackConfig attribute) (noether.core.callbacks.online.BestMetricCallbackConfig attribute) (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallbackConfig attribute) (noether.core.callbacks.online.TrackAdditionalOutputsCallbackConfig attribute) (noether.core.callbacks.OnlineLossCallbackConfig attribute) (noether.core.callbacks.periodic.PeriodicDataIteratorCallbackConfig attribute) (noether.core.callbacks.PeriodicDataIteratorCallbackConfig attribute) (noether.core.callbacks.TrackAdditionalOutputsCallbackConfig attribute) (noether.core.models.base.ModelBase attribute) (noether.core.models.base.ModelBaseConfig attribute) (noether.core.models.ModelBase attribute) (noether.core.models.ModelBaseConfig attribute) (noether.core.optimizer.LrScaleByNameModifier attribute) (noether.core.optimizer.param_group_modifiers.lr_scale_by_name.LrScaleByNameModifier attribute) (noether.core.optimizer.param_group_modifiers.LrScaleByNameModifier attribute) (noether.core.optimizer.param_group_modifiers.weight_decay_by_name.WeightDecayByNameModifier attribute) (noether.core.optimizer.param_group_modifiers.WeightDecayByNameModifier attribute) (noether.core.optimizer.schemas.ParamGroupModifierConfig attribute) (noether.core.optimizer.WeightDecayByNameModifier attribute) (noether.core.schemas.modules.attention.TokenSpec attribute) (noether.core.schemas.modules.TokenSpec attribute) (noether.core.schemas.schema.ConfigSchema attribute) (noether.data.stats.RunningStats attribute) (noether.training.callbacks.offline_loss.OfflineLossCallbackConfig attribute) (noether.training.callbacks.OfflineLossCallbackConfig attribute) (noether.training.cli.submit_job.SlurmConfig attribute) ndim (noether.modeling.modules.layers.linear_projection.LinearProjectionConfig attribute) (noether.modeling.modules.layers.LinearProjectionConfig attribute) ndim_padding (noether.modeling.modules.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.continuous_sincos_embed.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.rope_frequency.RopeFrequency attribute) (noether.modeling.modules.layers.RopeFrequency attribute) nesterov (noether.core.optimizer.schemas.MuonOptimizerConfig attribute) NEUTRAL (noether.core.providers.metric_property.Ordinality attribute) next_epoch() (noether.core.utils.training.counter.UpdateCounter method) (noether.core.utils.training.UpdateCounter method) next_pct (noether.io.logging_progress.LogProgress attribute) next_update() (noether.core.utils.training.counter.UpdateCounter method) (noether.core.utils.training.UpdateCounter method) nodes (noether.training.cli.submit_job.SlurmConfig attribute) noether module noether.core module noether.core.callbacks module noether.core.callbacks.base module noether.core.callbacks.checkpoint module noether.core.callbacks.checkpoint.best_checkpoint module noether.core.callbacks.checkpoint.checkpoint module noether.core.callbacks.checkpoint.ema module noether.core.callbacks.default module noether.core.callbacks.default.dataset_stats module noether.core.callbacks.default.eta module noether.core.callbacks.default.lr module noether.core.callbacks.default.online_loss module noether.core.callbacks.default.param_count module noether.core.callbacks.default.peak_memory module noether.core.callbacks.default.progress module noether.core.callbacks.default.train_time module noether.core.callbacks.default.training_diagnostics module noether.core.callbacks.early_stoppers module noether.core.callbacks.early_stoppers.base module noether.core.callbacks.early_stoppers.fixed module noether.core.callbacks.early_stoppers.metric module noether.core.callbacks.online module noether.core.callbacks.online.best_metric module noether.core.callbacks.online.track_outputs module noether.core.callbacks.periodic module noether.core.configs module noether.core.configs.hyperparameters module noether.core.constants module noether.core.distributed module noether.core.distributed.config module noether.core.distributed.gather module noether.core.distributed.reduce module noether.core.distributed.run module noether.core.distributed.run.managed module noether.core.distributed.run.unmanaged module noether.core.distributed.utils module noether.core.extractors module noether.core.extractors.forward_hook module noether.core.factory module noether.core.factory.base module noether.core.factory.dataset module noether.core.factory.optimizer module noether.core.factory.schedule module noether.core.factory.utils module noether.core.initializers module noether.core.initializers.base module noether.core.initializers.checkpoint module noether.core.initializers.previous_run module noether.core.initializers.resume module noether.core.models module noether.core.models.base module noether.core.models.composite module noether.core.models.model module noether.core.optimizer module noether.core.optimizer.lion module noether.core.optimizer.muon_composite module noether.core.optimizer.optimizer_wrapper module noether.core.optimizer.param_group_modifiers module noether.core.optimizer.param_group_modifiers.base module noether.core.optimizer.param_group_modifiers.lr_scale_by_name module noether.core.optimizer.param_group_modifiers.weight_decay_by_name module noether.core.optimizer.schemas module noether.core.presets module noether.core.presets.base module noether.core.presets.model_defaults module noether.core.providers module noether.core.providers.metric_property module noether.core.providers.path module noether.core.schedules module noether.core.schedules.base module noether.core.schedules.constant module noether.core.schedules.cosine module noether.core.schedules.custom module noether.core.schedules.functional module noether.core.schedules.linear module noether.core.schedules.linear_warmup_cosine_decay module noether.core.schedules.polynomial module noether.core.schedules.schemas module noether.core.schedules.step module noether.core.schemas module noether.core.schemas.callbacks module noether.core.schemas.dataset module noether.core.schemas.filemap module noether.core.schemas.initializers module noether.core.schemas.lib module noether.core.schemas.mixins module noether.core.schemas.models module noether.core.schemas.models.ab_upt module noether.core.schemas.models.base module noether.core.schemas.models.transformer module noether.core.schemas.models.transolver module noether.core.schemas.models.upt module noether.core.schemas.models.vit module noether.core.schemas.modules module noether.core.schemas.modules.attention module noether.core.schemas.modules.blocks module noether.core.schemas.modules.decoders module noether.core.schemas.modules.encoders module noether.core.schemas.modules.layers module noether.core.schemas.modules.layers.continuous_sincos_embedding module noether.core.schemas.modules.layers.drop_path module noether.core.schemas.modules.layers.layer_scale module noether.core.schemas.modules.layers.linear_projection module noether.core.schemas.modules.layers.rope_frequency module noether.core.schemas.modules.layers.scalar_conditioner module noether.core.schemas.modules.layers.vectors_conditioner module noether.core.schemas.modules.mlp module noether.core.schemas.modules.untied module noether.core.schemas.normalizers module noether.core.schemas.optimizers module noether.core.schemas.schedules module noether.core.schemas.schema module noether.core.schemas.slurm module noether.core.schemas.statistics module noether.core.schemas.trackers module noether.core.schemas.trainers module noether.core.scripts module noether.core.scripts.validate_pytorch_compatibilities module noether.core.trackers module noether.core.trackers.base module noether.core.trackers.noop module noether.core.trackers.tensorboard module noether.core.trackers.trackio_tracker module noether.core.trackers.wandb_tracker module noether.core.types module noether.core.utils module noether.core.utils.bidict module noether.core.utils.code module noether.core.utils.common module noether.core.utils.common.naming module noether.core.utils.common.path module noether.core.utils.common.stopwatch module noether.core.utils.common.typing module noether.core.utils.common.validation module noether.core.utils.logging module noether.core.utils.logging.base module noether.core.utils.logging.formatting module noether.core.utils.logging.progress module noether.core.utils.model module noether.core.utils.platform module noether.core.utils.platform.system module noether.core.utils.platform.worker module noether.core.utils.seed module noether.core.utils.torch module noether.core.utils.torch.amp module noether.core.utils.torch.device module noether.core.utils.training module noether.core.utils.training.counter module noether.core.utils.training.schedule_wrapper module noether.core.utils.training.training_iteration module noether.core.writers module noether.core.writers.checkpoint_writer module noether.core.writers.log_writer module noether.core.writers.prefixed_log_writer module noether.data module noether.data.base module noether.data.base.dataset module noether.data.base.subset module noether.data.base.wrapper module noether.data.base.wrappers module noether.data.base.wrappers.property_subset module noether.data.base.wrappers.repeat module noether.data.base.wrappers.shuffle module noether.data.base.wrappers.subset module noether.data.base.wrappers.timing module noether.data.container module noether.data.datasets module noether.data.datasets.cfd module noether.data.datasets.cfd.caeml module noether.data.datasets.cfd.caeml.ahmedml module noether.data.datasets.cfd.caeml.ahmedml.dataset module noether.data.datasets.cfd.caeml.ahmedml.split module noether.data.datasets.cfd.caeml.dataset module noether.data.datasets.cfd.caeml.drivaerml module noether.data.datasets.cfd.caeml.drivaerml.dataset module noether.data.datasets.cfd.caeml.drivaerml.split module noether.data.datasets.cfd.caeml.filemap module noether.data.datasets.cfd.caeml.preprocessing module noether.data.datasets.cfd.dataset module noether.data.datasets.cfd.drivaernet module noether.data.datasets.cfd.drivaernet.dataset module noether.data.datasets.cfd.drivaernet.preprocessing module noether.data.datasets.cfd.emmi_wing module

noether.data.datasets.cfd.emmi_wing.dataset module noether.data.datasets.cfd.emmi_wing.dataset_hf module noether.data.datasets.cfd.emmi_wing.split module noether.data.datasets.cfd.emmi_wing.split_hf module noether.data.datasets.cfd.shapenet_car module noether.data.datasets.cfd.shapenet_car.dataset module noether.data.datasets.cfd.shapenet_car.filemap module noether.data.datasets.cfd.shapenet_car.preprocessing module noether.data.datasets.cfd.shapenet_car.split module noether.data.datasets.cfd.simshift_heatsink module noether.data.datasets.cfd.simshift_heatsink.config module noether.data.datasets.cfd.simshift_heatsink.dataset module noether.data.pipeline module noether.data.pipeline.batch_processor module noether.data.pipeline.batch_processors module noether.data.pipeline.batch_processors.moment_normalization module noether.data.pipeline.batch_processors.position_normalization module noether.data.pipeline.batch_processors.rename_keys module noether.data.pipeline.collator module noether.data.pipeline.collators module noether.data.pipeline.collators.concat_sparse_tensor module noether.data.pipeline.collators.default module noether.data.pipeline.collators.field_decoder module noether.data.pipeline.collators.sparse_tensor_offset module noether.data.pipeline.multistage module noether.data.pipeline.sample_processor module noether.data.pipeline.sample_processors module noether.data.pipeline.sample_processors.concat_tensor module noether.data.pipeline.sample_processors.default_tensor module noether.data.pipeline.sample_processors.drop_outliers module noether.data.pipeline.sample_processors.duplicate_keys module noether.data.pipeline.sample_processors.moment_normalization module noether.data.pipeline.sample_processors.point_sampling module noether.data.pipeline.sample_processors.position_normalization module noether.data.pipeline.sample_processors.rename_keys module noether.data.pipeline.sample_processors.replace_key module noether.data.pipeline.sample_processors.supernode_sampling module noether.data.preprocessors module noether.data.preprocessors.base module noether.data.preprocessors.compose module noether.data.preprocessors.normalizers module noether.data.preprocessors.numpy_to_torch_tensor module noether.data.preprocessors.types module noether.data.preprocessors.utils module noether.data.samplers module noether.data.samplers.interleaved_sampler module noether.data.samplers.internals module noether.data.schemas module noether.data.stats module noether.data.tools module noether.data.tools.calculate_statistics module noether.inference module noether.inference.cli module noether.inference.cli.main_inference module noether.inference.evaluate module noether.inference.run module noether.inference.runners module noether.inference.runners.inference_runner module noether.io module noether.io.aistore module noether.io.checkpoint module noether.io.checkpoint.iohash module noether.io.checkpoint.providers module noether.io.checkpoint.providers.file_provider module noether.io.checkpoint.providers.huggingface_provider module noether.io.checkpoint.providers.s3_provider module noether.io.checkpoint.resolver module noether.io.checkpoint.types module noether.io.cli module noether.io.cli.cli module noether.io.cli.cli_aws module noether.io.cli.cli_checkpoint module noether.io.cli.cli_huggingface module noether.io.cli.cli_utils module noether.io.cli.cli_verification module noether.io.credentials module noether.io.diskcache module noether.io.diskcache.cache_benchmark module noether.io.diskcache.lru_cache module noether.io.interfaces module noether.io.interfaces.azure module noether.io.interfaces.gcp module noether.io.interfaces.huggingface module noether.io.interfaces.s3 module noether.io.interfaces.s3_uploader module noether.io.logging_config module noether.io.logging_progress module noether.io.providers module noether.io.verification module noether.modeling module noether.modeling.diffusion module noether.modeling.diffusion.base module noether.modeling.diffusion.factory module noether.modeling.diffusion.flow_matching module noether.modeling.functional module noether.modeling.functional.geometric module noether.modeling.functional.init module noether.modeling.functional.logscale module noether.modeling.functional.modulation module noether.modeling.functional.rope module noether.modeling.models module noether.modeling.models.ab_upt module noether.modeling.models.aerodynamics module noether.modeling.models.transformer module noether.modeling.models.transolver module noether.modeling.models.upt module noether.modeling.models.vit module noether.modeling.modules module noether.modeling.modules.activations module noether.modeling.modules.attention module noether.modeling.modules.attention.anchor_attention module noether.modeling.modules.attention.anchor_attention.cross module noether.modeling.modules.attention.anchor_attention.joint module noether.modeling.modules.attention.anchor_attention.mixed module noether.modeling.modules.attention.anchor_attention.multi_branch module noether.modeling.modules.attention.anchor_attention.self_anchor module noether.modeling.modules.attention.dot_product module noether.modeling.modules.attention.perceiver module noether.modeling.modules.attention.transolver module noether.modeling.modules.attention.transolver_plusplus module noether.modeling.modules.blocks module noether.modeling.modules.blocks.perceiver module noether.modeling.modules.blocks.transformer module noether.modeling.modules.decoders module noether.modeling.modules.decoders.deep_perceiver module noether.modeling.modules.encoders module noether.modeling.modules.encoders.supernode_pooling module noether.modeling.modules.layers module noether.modeling.modules.layers.continuous_sincos_embed module noether.modeling.modules.layers.drop_path module noether.modeling.modules.layers.layer_scale module noether.modeling.modules.layers.linear_projection module noether.modeling.modules.layers.rope_frequency module noether.modeling.modules.layers.scalar_conditioner module noether.modeling.modules.layers.transformer_batchnorm module noether.modeling.modules.layers.vectors_conditioner module noether.modeling.modules.layers.vit_layers module noether.modeling.modules.mlp module noether.modeling.modules.mlp.mlp module noether.modeling.modules.mlp.upactdown_mlp module noether.modeling.modules.untied module noether.scaffold module noether.scaffold.choices module noether.scaffold.cli module noether.scaffold.config module noether.scaffold.file_manager module noether.training module noether.training.callbacks module noether.training.callbacks.offline_loss module noether.training.callbacks.profiler module noether.training.cli module noether.training.cli.development module noether.training.cli.main_train module noether.training.cli.submit_job module noether.training.runners module noether.training.runners.hydra_runner module noether.training.trainers module noether.training.trainers.base module noether.training.trainers.types module noether.training.trainers.weighted_loss module nograd_paramnames (noether.core.models.base.ModelBase property) (noether.core.models.ModelBase property) noise_pair() (noether.modeling.diffusion.flow_matching.FlowMatchingSchedule method) (noether.modeling.diffusion.FlowMatchingSchedule method) non_scalar_keys (noether.core.writers.log_writer.LogWriter attribute) (noether.core.writers.LogWriter attribute) noop() (noether.core.utils.logging.NoopTqdm method) (noether.core.utils.logging.progress.NoopTqdm method) NoopContext (class in noether.core.utils.torch) (class in noether.core.utils.torch.amp) NoopGradScaler (class in noether.core.utils.torch) (class in noether.core.utils.torch.amp) NoopTqdm (class in noether.core.utils.logging) (class in noether.core.utils.logging.progress) NoopTracker (class in noether.core.trackers) (class in noether.core.trackers.noop) norm (noether.modeling.models.aerodynamics.AeroTransformer attribute) (noether.modeling.models.aerodynamics.AeroTransolver attribute) (noether.modeling.models.AeroTransformer attribute) (noether.modeling.models.AeroTransolver attribute) (noether.modeling.models.UPT attribute) (noether.modeling.models.upt.UPT attribute) norm1 (noether.modeling.modules.blocks.transformer.TransformerBlock attribute) (noether.modeling.modules.blocks.TransformerBlock attribute) (noether.modeling.modules.TransformerBlock attribute) norm1kv (noether.modeling.modules.blocks.perceiver.PerceiverBlock attribute) (noether.modeling.modules.blocks.PerceiverBlock attribute) (noether.modeling.modules.PerceiverBlock attribute) norm1q (noether.modeling.modules.blocks.perceiver.PerceiverBlock attribute) (noether.modeling.modules.blocks.PerceiverBlock attribute) (noether.modeling.modules.PerceiverBlock attribute) norm2 (noether.modeling.modules.blocks.perceiver.PerceiverBlock attribute) (noether.modeling.modules.blocks.PerceiverBlock attribute) (noether.modeling.modules.blocks.transformer.TransformerBlock attribute) (noether.modeling.modules.blocks.TransformerBlock attribute) (noether.modeling.modules.PerceiverBlock attribute) (noether.modeling.modules.TransformerBlock attribute) norm_final (noether.modeling.models.ab_upt.ReadoutLayer attribute) (noether.modeling.modules.layers.FinalLayer attribute) (noether.modeling.modules.layers.vit_layers.FinalLayer attribute) normalization_key (noether.data.ComposePreProcess attribute) (noether.data.PreProcessor attribute) (noether.data.preprocessors.base.PreProcessor attribute) (noether.data.preprocessors.compose.ComposePreProcess attribute) (noether.data.preprocessors.ComposePreProcess attribute) (noether.data.preprocessors.PreProcessor attribute) normalizer (noether.data.preprocessors.normalizers.FieldNormalizer attribute) NORMALIZER_CONFIGS (noether.core.types.CheckpointKeys attribute) normalizer_spec (noether.core.presets.base.DomainPreset property) (noether.core.presets.DomainPreset property) NORMALIZER_STATISTICS (noether.core.types.CheckpointKeys attribute) NormalizerConfig (class in noether.data.preprocessors.normalizers) normalizers (noether.data.base.Dataset attribute) (noether.data.base.dataset.Dataset attribute) (noether.data.Dataset attribute) normalizers() (noether.inference.Run method) (noether.inference.run.Run method) ns_steps (noether.core.optimizer.schemas.MuonOptimizerConfig attribute) num_domain_decoder_blocks (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig attribute) (noether.modeling.models.AnchorBranchedUPTConfig attribute) num_features (noether.modeling.modules.layers.transformer_batchnorm.TransformerBatchNorm attribute) (noether.modeling.modules.layers.TransformerBatchNorm attribute) num_heads (noether.core.schemas.modules.attention.AttentionConfig attribute) (noether.core.schemas.modules.AttentionConfig attribute) (noether.modeling.models.upt.UPTConfig attribute) (noether.modeling.models.UPTConfig attribute) (noether.modeling.models.ViT attribute) (noether.modeling.models.vit.ViT attribute) (noether.modeling.models.vit.ViTConfig attribute) (noether.modeling.models.ViTConfig attribute) (noether.modeling.modules.attention.dot_product.DotProductAttention attribute) (noether.modeling.modules.attention.DotProductAttention attribute) (noether.modeling.modules.attention.perceiver.PerceiverAttention attribute) (noether.modeling.modules.attention.PerceiverAttention attribute) (noether.modeling.modules.attention.transolver.TransolverAttention attribute) (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttention attribute) (noether.modeling.modules.attention.TransolverAttention attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttention attribute) (noether.modeling.modules.blocks.transformer.TransformerBlockConfig attribute) (noether.modeling.modules.blocks.TransformerBlockConfig attribute) (noether.modeling.modules.DotProductAttention attribute) (noether.modeling.modules.PerceiverAttention attribute) (noether.modeling.modules.TransformerBlockConfig attribute) (noether.modeling.modules.TransolverAttention attribute) num_layers (noether.modeling.modules.mlp.mlp.MLPConfig attribute) (noether.modeling.modules.mlp.MLPConfig attribute) NUM_PARAM_FOLDERS (in module noether.data.datasets.cfd.shapenet_car.dataset) (in module noether.data.datasets.cfd.shapenet_car.preprocessing) num_points (noether.data.pipeline.sample_processors.point_sampling.PointSamplingSampleProcessor attribute) (noether.data.pipeline.sample_processors.PointSamplingSampleProcessor attribute) num_scalars (noether.modeling.modules.layers.scalar_conditioner.ScalarsConditioner attribute) (noether.modeling.modules.layers.scalar_conditioner.ScalarsConditionerConfig attribute) (noether.modeling.modules.layers.ScalarsConditioner attribute) (noether.modeling.modules.layers.ScalarsConditionerConfig attribute) num_slices (noether.modeling.modules.attention.transolver.TransolverAttentionConfig attribute) (noether.modeling.modules.attention.TransolverAttentionConfig attribute) num_supernodes (noether.data.pipeline.sample_processors.supernode_sampling.SupernodeSamplingSampleProcessor attribute) (noether.data.pipeline.sample_processors.SupernodeSamplingSampleProcessor attribute) num_types (noether.modeling.modules.untied.UntiedLinear attribute) (noether.modeling.modules.untied.UntiedLinearConfig attribute) (noether.modeling.modules.untied.UntiedMixedAttentionConfig attribute) (noether.modeling.modules.untied.UntiedMLPConfig attribute) (noether.modeling.modules.untied.UntiedPerceiverBlock attribute) (noether.modeling.modules.untied.UntiedPerceiverBlockConfig attribute) (noether.modeling.modules.untied.UntiedTransformerBlock attribute) (noether.modeling.modules.untied.UntiedTransformerBlockConfig attribute) num_workers (noether.core.schemas.schema.ConfigSchema attribute) (noether.data.container.DataContainer attribute) NumpyToTorchTensorPreProcessor (class in noether.data.preprocessors.numpy_to_torch_tensor)

O

OFFLINE_LOSS_CALLBACK (in module noether.core.presets.base) OfflineLossCallback (class in noether.training.callbacks) (class in noether.training.callbacks.offline_loss) OfflineLossCallbackConfig (class in noether.training.callbacks) (class in noether.training.callbacks.offline_loss) offset_key (noether.data.pipeline.collators.sparse_tensor_offset.SparseTensorOffsetCollator attribute) (noether.data.pipeline.collators.SparseTensorOffsetCollator attribute) ok (noether.io.verification.VerificationResult attribute) omega (noether.modeling.modules.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.continuous_sincos_embed.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.rope_frequency.RopeFrequency attribute) (noether.modeling.modules.layers.RopeFrequency attribute) OnlineLossCallback (class in noether.core.callbacks) (class in noether.core.callbacks.default) (class in noether.core.callbacks.default.online_loss) OnlineLossCallbackConfig (class in noether.core.callbacks) (class in noether.core.callbacks.default) (class in noether.core.callbacks.default.online_loss) optimizer (noether.core.models.base.ModelBase property) (noether.core.models.ModelBase property) optimizer_config (noether.core.models.base.ModelBaseConfig attribute) (noether.core.models.ModelBaseConfig attribute) OPTIMIZER_LION (in module noether.core.presets.base) optimizer_schedule_step() (noether.core.models.base.ModelBase method) (noether.core.models.composite.CompositeModel method) (noether.core.models.CompositeModel method) (noether.core.models.Model method) (noether.core.models.model.Model method) (noether.core.models.ModelBase method) optimizer_step() (noether.core.models.base.ModelBase method) (noether.core.models.composite.CompositeModel method) (noether.core.models.CompositeModel method) (noether.core.models.Model method) (noether.core.models.model.Model method) (noether.core.models.ModelBase method) optimizer_zero_grad() (noether.core.models.base.ModelBase method) (noether.core.models.composite.CompositeModel method) (noether.core.models.CompositeModel method) (noether.core.models.Model method) (noether.core.models.model.Model method) (noether.core.models.ModelBase method) OptimizerConfig (class in noether.core.optimizer.schemas) OptimizerFactory (class in noether.core.factory) (class in noether.core.factory.optimizer) OptimizerWrapper (class in noether.core.optimizer) (class in noether.core.optimizer.optimizer_wrapper) optional (noether.modeling.modules.layers.linear_projection.LinearProjectionConfig attribute) (noether.modeling.modules.layers.LinearProjectionConfig attribute) optional_items (noether.data.pipeline.collators.default.DefaultCollator attribute) (noether.data.pipeline.collators.DefaultCollator attribute)

OPTIONAL_PROVIDER_ENV_VARS (in module noether.io.credentials) optional_target_metric_keys (noether.core.callbacks.BestMetricCallback attribute) (noether.core.callbacks.BestMetricCallbackConfig attribute) (noether.core.callbacks.online.best_metric.BestMetricCallback attribute) (noether.core.callbacks.online.best_metric.BestMetricCallbackConfig attribute) (noether.core.callbacks.online.BestMetricCallback attribute) (noether.core.callbacks.online.BestMetricCallbackConfig attribute) Ordinality (class in noether.core.providers.metric_property) out (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.online.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.TrackAdditionalOutputsCallback attribute) (noether.modeling.models.aerodynamics.AeroTransformer attribute) (noether.modeling.models.aerodynamics.AeroTransolver attribute) (noether.modeling.models.AeroTransformer attribute) (noether.modeling.models.AeroTransolver attribute) out_channels (noether.modeling.models.ViT attribute) (noether.modeling.models.vit.ViT attribute) (noether.modeling.models.vit.ViTConfig attribute) (noether.modeling.models.ViTConfig attribute) (noether.modeling.modules.layers.ConvOutputHead attribute) (noether.modeling.modules.layers.vit_layers.ConvOutputHead attribute) output_dim (noether.modeling.modules.encoders.supernode_pooling.SupernodePooling attribute) (noether.modeling.modules.encoders.SupernodePooling attribute) (noether.modeling.modules.layers.linear_projection.LinearProjectionConfig attribute) (noether.modeling.modules.layers.LinearProjectionConfig attribute) (noether.modeling.modules.mlp.mlp.MLPConfig attribute) (noether.modeling.modules.mlp.MLPConfig attribute) (noether.modeling.modules.SupernodePooling attribute) (noether.modeling.modules.untied.UntiedLinear attribute) output_dims (noether.data.schemas.DomainDataSpec attribute) output_path (noether.core.initializers.checkpoint.CheckpointInitializerConfig attribute) (noether.core.initializers.CheckpointInitializerConfig attribute) (noether.core.schemas.schema.ConfigSchema attribute) output_patterns_to_log (noether.training.callbacks.offline_loss.OfflineLossCallback attribute) (noether.training.callbacks.offline_loss.OfflineLossCallbackConfig attribute) (noether.training.callbacks.OfflineLossCallback attribute) (noether.training.callbacks.OfflineLossCallbackConfig attribute) output_root (noether.core.providers.path.PathProvider attribute) (noether.core.providers.PathProvider attribute) outputs (noether.core.extractors.forward_hook.ForwardHook attribute) (noether.core.extractors.ForwardHook attribute) overhang_percent (noether.core.schedules.base.ScheduleBase attribute) (noether.core.schedules.ScheduleBase attribute) (noether.core.schedules.ScheduleBaseConfig attribute) (noether.core.schedules.schemas.ScheduleBaseConfig attribute) overhang_steps (noether.core.schedules.base.ScheduleBase attribute) (noether.core.schedules.ScheduleBase attribute) (noether.core.schedules.ScheduleBaseConfig attribute) (noether.core.schedules.schemas.ScheduleBaseConfig attribute) overwrite_output (noether.core.schemas.schema.ConfigSchema attribute)

P

padding (noether.modeling.modules.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.continuous_sincos_embed.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.rope_frequency.RopeFrequency attribute) (noether.modeling.modules.layers.RopeFrequency attribute) padding_tensor (noether.modeling.modules.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.continuous_sincos_embed.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.ContinuousSincosEmbed attribute) parallel_map_collect_errors() (in module noether.io.verification) ParallelErrors param_count (noether.core.models.base.ModelBase property) (noether.core.models.ModelBase property) param_group_modifiers_config (noether.core.optimizer.schemas.OptimizerConfig attribute) param_groups (noether.core.optimizer.muon_composite.MuonComposite attribute) (noether.core.optimizer.MuonComposite attribute) param_idx_to_name (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper attribute) (noether.core.optimizer.OptimizerWrapper attribute) param_was_found (noether.core.optimizer.LrScaleByNameModifier attribute) (noether.core.optimizer.param_group_modifiers.lr_scale_by_name.LrScaleByNameModifier attribute) (noether.core.optimizer.param_group_modifiers.LrScaleByNameModifier attribute) (noether.core.optimizer.param_group_modifiers.weight_decay_by_name.WeightDecayByNameModifier attribute) (noether.core.optimizer.param_group_modifiers.WeightDecayByNameModifier attribute) (noether.core.optimizer.WeightDecayByNameModifier attribute) ParamCountCallback (class in noether.core.callbacks) (class in noether.core.callbacks.default) (class in noether.core.callbacks.default.param_count) parameters (noether.core.callbacks.checkpoint.ema.EmaCallback attribute) (noether.core.callbacks.checkpoint.EmaCallback attribute) (noether.core.callbacks.EmaCallback attribute) ParamGroupModifierBase (class in noether.core.optimizer) (class in noether.core.optimizer.param_group_modifiers) (class in noether.core.optimizer.param_group_modifiers.base) ParamGroupModifierConfig (class in noether.core.optimizer.schemas) parse_args() (in module noether.data.datasets.cfd.caeml.preprocessing) (in module noether.data.tools.calculate_statistics) parse_dataset_args() (in module noether.data.tools.calculate_statistics) parse_devices() (in module noether.core.distributed) (in module noether.core.distributed.run) (in module noether.core.distributed.utils) parse_uri() (noether.io.checkpoint.providers.huggingface_provider.HFProvider static method) parser (in module noether.data.datasets.cfd.shapenet_car.preprocessing) pascal_to_snake() (in module noether.core.utils.common) (in module noether.core.utils.common.naming) patch (noether.modeling.modules.layers.AvgPool2DPatchify attribute) (noether.modeling.modules.layers.vit_layers.AvgPool2DPatchify attribute) patch_size (noether.modeling.models.ViT attribute) (noether.modeling.models.vit.ViT attribute) (noether.modeling.models.vit.ViTConfig attribute) (noether.modeling.models.ViTConfig attribute) (noether.modeling.modules.layers.AvgPool2DPatchify attribute) (noether.modeling.modules.layers.ConvOutputHead attribute) (noether.modeling.modules.layers.MaskPatchify attribute) (noether.modeling.modules.layers.vit_layers.AvgPool2DPatchify attribute) (noether.modeling.modules.layers.vit_layers.ConvOutputHead attribute) (noether.modeling.modules.layers.vit_layers.MaskPatchify attribute) path (noether.io.verification.FileRecord attribute) path_provider (noether.core.initializers.base.InitializerBase attribute) (noether.core.initializers.InitializerBase attribute) (noether.core.models.base.ModelBase attribute) (noether.core.models.ModelBase attribute) (noether.core.trackers.base.BaseTracker attribute) (noether.core.trackers.BaseTracker attribute) (noether.core.writers.checkpoint_writer.CheckpointWriter attribute) (noether.core.writers.CheckpointWriter attribute) (noether.core.writers.log_writer.LogWriter attribute) (noether.core.writers.LogWriter attribute) (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.BaseTrainer attribute) PathProvider (class in noether.core.providers) (class in noether.core.providers.path) patterns (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallbackConfig attribute) (noether.core.callbacks.online.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.online.TrackAdditionalOutputsCallbackConfig attribute) (noether.core.callbacks.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.TrackAdditionalOutputsCallbackConfig attribute) patterns_to_instantiate (noether.core.initializers.previous_run.PreviousRunInitializer attribute) (noether.core.initializers.previous_run.PreviousRunInitializerConfig attribute) (noether.core.initializers.PreviousRunInitializer attribute) (noether.core.initializers.PreviousRunInitializerConfig attribute) patterns_to_remove (noether.core.initializers.previous_run.PreviousRunInitializer attribute) (noether.core.initializers.previous_run.PreviousRunInitializerConfig attribute) (noether.core.initializers.PreviousRunInitializer attribute) (noether.core.initializers.PreviousRunInitializerConfig attribute) patterns_to_rename (noether.core.initializers.previous_run.PreviousRunInitializer attribute) (noether.core.initializers.previous_run.PreviousRunInitializerConfig attribute) (noether.core.initializers.PreviousRunInitializer attribute) (noether.core.initializers.PreviousRunInitializerConfig attribute) PeakMemoryCallback (class in noether.core.callbacks) (class in noether.core.callbacks.default) (class in noether.core.callbacks.default.peak_memory) perceiver_attention_config() (noether.modeling.modules.blocks.perceiver.PerceiverBlockConfig method) (noether.modeling.modules.blocks.PerceiverBlockConfig method) (noether.modeling.modules.PerceiverBlockConfig method) perceiver_block_config (noether.modeling.modules.decoders.deep_perceiver.DeepPerceiverDecoderConfig attribute) (noether.modeling.modules.decoders.DeepPerceiverDecoderConfig attribute) (noether.modeling.modules.untied.UntiedPerceiverBlockConfig attribute) perceiver_block_config() (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig method) (noether.modeling.models.AnchorBranchedUPTConfig method) PerceiverAttention (class in noether.modeling.modules) (class in noether.modeling.modules.attention) (class in noether.modeling.modules.attention.perceiver) PerceiverAttentionConfig (class in noether.modeling.modules.attention) (class in noether.modeling.modules.attention.perceiver) PerceiverBlock (class in noether.modeling.modules) (class in noether.modeling.modules.blocks) (class in noether.modeling.modules.blocks.perceiver) PerceiverBlockConfig (class in noether.modeling.modules) (class in noether.modeling.modules.blocks) (class in noether.modeling.modules.blocks.perceiver) periodic_callback() (noether.core.callbacks.BestCheckpointCallback method) (noether.core.callbacks.BestMetricCallback method) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallback method) (noether.core.callbacks.checkpoint.BestCheckpointCallback method) (noether.core.callbacks.checkpoint.checkpoint.CheckpointCallback method) (noether.core.callbacks.checkpoint.CheckpointCallback method) (noether.core.callbacks.checkpoint.ema.EmaCallback method) (noether.core.callbacks.checkpoint.EmaCallback method) (noether.core.callbacks.CheckpointCallback method) (noether.core.callbacks.default.eta.EtaCallback method) (noether.core.callbacks.default.EtaCallback method) (noether.core.callbacks.default.lr.LrCallback method) (noether.core.callbacks.default.LrCallback method) (noether.core.callbacks.default.online_loss.OnlineLossCallback method) (noether.core.callbacks.default.OnlineLossCallback method) (noether.core.callbacks.default.peak_memory.PeakMemoryCallback method) (noether.core.callbacks.default.PeakMemoryCallback method) (noether.core.callbacks.default.progress.ProgressCallback method) (noether.core.callbacks.default.ProgressCallback method) (noether.core.callbacks.default.train_time.TrainTimeCallback method) (noether.core.callbacks.default.training_diagnostics.TrainingDiagnosticsCallback method) (noether.core.callbacks.default.TrainTimeCallback method) (noether.core.callbacks.early_stoppers.base.EarlyStopperBase method) (noether.core.callbacks.early_stoppers.EarlyStopperBase method) (noether.core.callbacks.EarlyStopperBase method) (noether.core.callbacks.EmaCallback method) (noether.core.callbacks.EtaCallback method) (noether.core.callbacks.LrCallback method) (noether.core.callbacks.online.best_metric.BestMetricCallback method) (noether.core.callbacks.online.BestMetricCallback method) (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallback method) (noether.core.callbacks.online.TrackAdditionalOutputsCallback method) (noether.core.callbacks.OnlineLossCallback method) (noether.core.callbacks.PeakMemoryCallback method) (noether.core.callbacks.periodic.PeriodicCallback method) (noether.core.callbacks.periodic.PeriodicDataIteratorCallback method) (noether.core.callbacks.PeriodicCallback method) (noether.core.callbacks.PeriodicDataIteratorCallback method) (noether.core.callbacks.ProgressCallback method) (noether.core.callbacks.TrackAdditionalOutputsCallback method) (noether.core.callbacks.TrainTimeCallback method) PeriodicCallback (class in noether.core.callbacks) (class in noether.core.callbacks.periodic) PeriodicDataIteratorCallback (class in noether.core.callbacks) (class in noether.core.callbacks.periodic) PeriodicDataIteratorCallbackConfig (class in noether.core.callbacks) (class in noether.core.callbacks.periodic) physics_blocks (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig attribute) (noether.modeling.models.ab_upt.AnchoredBranchedUPT attribute) (noether.modeling.models.ab_upt.ModelKVCache attribute) (noether.modeling.models.AnchorBranchedUPTConfig attribute) (noether.modeling.models.AnchoredBranchedUPT attribute) physics_blocks_forward() (noether.modeling.models.ab_upt.AnchoredBranchedUPT method) (noether.modeling.models.AnchoredBranchedUPT method) pin_memory (noether.data.container.DataContainer attribute) pipeline (noether.data.base.Dataset property) (noether.data.base.dataset.Dataset property) (noether.data.base.dataset.DatasetBaseConfig attribute) (noether.data.Dataset property) (noether.data.SamplerIntervalConfig attribute) (noether.data.samplers.interleaved_sampler.SamplerIntervalConfig attribute) (noether.data.samplers.SamplerIntervalConfig attribute) pipeline_defaults (noether.core.presets.base.DomainPreset attribute) (noether.core.presets.DomainPreset attribute)

pipeline_model_overrides (noether.core.presets.base.DomainPreset attribute) (noether.core.presets.DomainPreset attribute) PipelineConfig (class in noether.data.pipeline) (class in noether.data.pipeline.multistage) placeholder (noether.modeling.models.aerodynamics.AeroTransolver attribute) (noether.modeling.models.AeroTransolver attribute) PointSamplingSampleProcessor (class in noether.data.pipeline.sample_processors) (class in noether.data.pipeline.sample_processors.point_sampling) polynomial() (in module noether.core.schedules) (in module noether.core.schedules.functional) PolynomialDecreasingSchedule (class in noether.core.schedules) (class in noether.core.schedules.polynomial) PolynomialDecreasingScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.polynomial) PolynomialIncreasingSchedule (class in noether.core.schedules) (class in noether.core.schedules.polynomial) PolynomialIncreasingScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.polynomial) pool (noether.io.interfaces.s3_uploader.S3FileUploader attribute) pool_patch (noether.modeling.models.ViT attribute) (noether.modeling.models.vit.ViT attribute) pop_ckpt_kwargs_keys (noether.core.initializers.checkpoint.CheckpointInitializer attribute) (noether.core.initializers.checkpoint.CheckpointInitializerConfig attribute) (noether.core.initializers.CheckpointInitializer attribute) (noether.core.initializers.CheckpointInitializerConfig attribute) pos_embed (noether.modeling.models.ab_upt.AnchoredBranchedUPT attribute) (noether.modeling.models.aerodynamics.AeroTransformer attribute) (noether.modeling.models.aerodynamics.AeroTransolver attribute) (noether.modeling.models.AeroTransformer attribute) (noether.modeling.models.AeroTransolver attribute) (noether.modeling.models.AnchoredBranchedUPT attribute) (noether.modeling.models.UPT attribute) (noether.modeling.models.upt.UPT attribute) (noether.modeling.modules.encoders.supernode_pooling.SupernodePooling attribute) (noether.modeling.modules.encoders.SupernodePooling attribute) (noether.modeling.modules.SupernodePooling attribute) pos_embed_config() (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig method) (noether.modeling.models.AnchorBranchedUPTConfig method) pos_embedding (noether.modeling.models.ViT attribute) (noether.modeling.models.vit.ViT attribute) pos_embedding_config() (noether.modeling.models.upt.UPTConfig method) (noether.modeling.models.UPTConfig method) position_dim (noether.data.schemas.ModelDataSpecs attribute) position_item (noether.data.pipeline.collators.field_decoder.FieldDecoderCollator attribute) (noether.data.pipeline.collators.FieldDecoderCollator attribute) PositionNormalizationBatchProcessor (class in noether.data.pipeline.batch_processors) (class in noether.data.pipeline.batch_processors.position_normalization) PositionNormalizationSampleProcessor (class in noether.data.pipeline.sample_processors) (class in noether.data.pipeline.sample_processors.position_normalization) PositionNormalizer (class in noether.data.preprocessors.normalizers) PositionNormalizerConfig (class in noether.data.preprocessors.normalizers) post_getitem() (noether.data.base.Dataset method) (noether.data.base.dataset.Dataset method) (noether.data.Dataset method) power (noether.core.schedules.polynomial.PolynomialDecreasingSchedule attribute) (noether.core.schedules.polynomial.PolynomialDecreasingScheduleConfig attribute) (noether.core.schedules.polynomial.PolynomialIncreasingSchedule attribute) (noether.core.schedules.polynomial.PolynomialIncreasingScheduleConfig attribute) (noether.core.schedules.PolynomialDecreasingSchedule attribute) (noether.core.schedules.PolynomialDecreasingScheduleConfig attribute) (noether.core.schedules.PolynomialIncreasingSchedule attribute) (noether.core.schedules.PolynomialIncreasingScheduleConfig attribute) pre_getitem() (noether.data.base.Dataset method) (noether.data.base.dataset.Dataset method) (noether.data.Dataset method) (noether.data.datasets.cfd.simshift_heatsink.dataset.SimshiftHeatsinkDataset method) (noether.data.datasets.cfd.simshift_heatsink.SimshiftHeatsinkDataset method) (noether.data.datasets.cfd.SimshiftHeatsinkDataset method) precision (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainer attribute) (noether.training.trainers.BaseTrainerConfig attribute) prediction_layer (noether.modeling.models.UPT attribute) (noether.modeling.models.upt.UPT attribute) prefix (noether.io.interfaces.s3_uploader.S3FileUploader attribute), [1] PrefixedLogWriter (class in noether.core.writers) (class in noether.core.writers.prefixed_log_writer) PREPROCESSED_FOLDER_NAME (in module noether.data.datasets.cfd.shapenet_car.dataset) PreProcessor (class in noether.data) (class in noether.data.preprocessors) (class in noether.data.preprocessors.base) PRESSURE_ARRAY_FILE (in module noether.data.datasets.cfd.shapenet_car.preprocessing) PRESSURE_SURFACE_FILE (in module noether.data.datasets.cfd.shapenet_car.preprocessing) previous_log_values (noether.core.callbacks.BestMetricCallback attribute) (noether.core.callbacks.online.best_metric.BestMetricCallback attribute) (noether.core.callbacks.online.BestMetricCallback attribute) PreviousRunInitializer (class in noether.core.initializers) (class in noether.core.initializers.previous_run) PreviousRunInitializerConfig (class in noether.core.initializers) (class in noether.core.initializers.previous_run) print() (noether.data.stats.RunningMoments method) print_statistics() (in module noether.data.tools.calculate_statistics) process_data() (noether.core.callbacks.periodic.PeriodicDataIteratorCallback method) (noether.core.callbacks.PeriodicDataIteratorCallback method) (noether.training.callbacks.offline_loss.OfflineLossCallback method) (noether.training.callbacks.OfflineLossCallback method) process_results() (noether.core.callbacks.periodic.PeriodicDataIteratorCallback method) (noether.core.callbacks.PeriodicDataIteratorCallback method) (noether.training.callbacks.offline_loss.OfflineLossCallback method) (noether.training.callbacks.OfflineLossCallback method) process_run() (in module noether.data.datasets.cfd.caeml.preprocessing) process_single_case() (in module noether.data.datasets.cfd.drivaernet.preprocessing) process_single_simulation() (in module noether.data.datasets.cfd.shapenet_car.preprocessing) profile_cpu (noether.training.callbacks.profiler.PyTorchProfilerCallbackConfig attribute) (noether.training.callbacks.PyTorchProfilerCallbackConfig attribute) profile_cuda (noether.training.callbacks.profiler.PyTorchProfilerCallbackConfig attribute) (noether.training.callbacks.PyTorchProfilerCallbackConfig attribute) profile_memory (noether.training.callbacks.profiler.PyTorchProfilerCallbackConfig attribute) (noether.training.callbacks.PyTorchProfilerCallbackConfig attribute) ProgressCallback (class in noether.core.callbacks) (class in noether.core.callbacks.default) (class in noether.core.callbacks.default.progress) ProgressSchedule (class in noether.core.schedules) (class in noether.core.schedules.base) ProgressScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.schemas) proj (noether.modeling.modules.attention.dot_product.DotProductAttention attribute) (noether.modeling.modules.attention.DotProductAttention attribute) (noether.modeling.modules.attention.perceiver.PerceiverAttention attribute) (noether.modeling.modules.attention.PerceiverAttention attribute) (noether.modeling.modules.attention.transolver.TransolverAttention attribute) (noether.modeling.modules.attention.TransolverAttention attribute) (noether.modeling.modules.DotProductAttention attribute) (noether.modeling.modules.PerceiverAttention attribute) (noether.modeling.modules.TransolverAttention attribute) (noether.modeling.modules.untied.UntiedMixedAttention attribute) (noether.modeling.modules.untied.UntiedPerceiverAttention attribute) proj_dropout (noether.modeling.modules.attention.dot_product.DotProductAttention attribute) (noether.modeling.modules.attention.DotProductAttention attribute) (noether.modeling.modules.attention.perceiver.PerceiverAttention attribute) (noether.modeling.modules.attention.PerceiverAttention attribute) (noether.modeling.modules.attention.transolver.TransolverAttention attribute) (noether.modeling.modules.attention.TransolverAttention attribute) (noether.modeling.modules.DotProductAttention attribute) (noether.modeling.modules.PerceiverAttention attribute) (noether.modeling.modules.TransolverAttention attribute) proj_temperature (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttention attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttention attribute) project (noether.core.trackers.trackio_tracker.TrackioTrackerSchema attribute) (noether.core.trackers.TrackioTrackerSchema attribute) (noether.core.trackers.wandb_tracker.WandBTracker attribute) (noether.core.trackers.wandb_tracker.WandBTrackerSchema attribute) (noether.core.trackers.WandBTracker attribute) (noether.core.trackers.WandBTrackerSchema attribute) (noether.modeling.modules.layers.linear_projection.LinearProjection attribute) (noether.modeling.modules.layers.LinearProjection attribute) (noether.modeling.modules.LinearProjection attribute) project_dir (noether.scaffold.config.ScaffoldConfig attribute) project_name (noether.scaffold.config.ScaffoldConfig attribute) projection_config() (noether.modeling.modules.untied.UntiedMixedAttentionConfig method) propagate_shared_fields() (noether.core.schemas.mixins.InjectSharedFieldFromParentMixin class method) properties (noether.data.base.wrappers.property_subset.PropertySubsetWrapper attribute) (noether.data.base.wrappers.PropertySubsetWrapper attribute) (noether.data.PropertySubsetWrapper attribute) PropertySubsetWrapper (class in noether.data) (class in noether.data.base.wrappers) (class in noether.data.base.wrappers.property_subset) protocol (noether.io.diskcache.lru_cache.LRUCacheFileSystem attribute) (noether.io.diskcache.lru_cache.SqliteLRUCacheFileSystem attribute) Provider (class in noether.io.checkpoint.types) (class in noether.io.providers) PROVIDER_ENV_VARS (in module noether.io.credentials) PROVIDERS (in module noether.io.checkpoint.resolver) push_scalar() (noether.data.stats.RunningMoments method) push_tensor() (noether.data.stats.RunningMoments method) (noether.data.stats.RunningStats method) Python Enhancement Proposals PEP 562, [1], [2] PyTorchProfilerCallback (class in noether.training.callbacks) (class in noether.training.callbacks.profiler) PyTorchProfilerCallbackConfig (class in noether.training.callbacks) (class in noether.training.callbacks.profiler)

Q

q (noether.modeling.modules.attention.dot_product.DotProductAttention attribute) (noether.modeling.modules.attention.DotProductAttention attribute) (noether.modeling.modules.attention.perceiver.PerceiverAttention attribute) (noether.modeling.modules.attention.PerceiverAttention attribute) (noether.modeling.modules.attention.transolver.TransolverAttention attribute) (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttention attribute) (noether.modeling.modules.attention.TransolverAttention attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttention attribute) (noether.modeling.modules.DotProductAttention attribute) (noether.modeling.modules.PerceiverAttention attribute) (noether.modeling.modules.TransolverAttention attribute) (noether.modeling.modules.untied.UntiedMixedAttention attribute) (noether.modeling.modules.untied.UntiedPerceiverAttention attribute)

qk_norm (noether.core.schemas.modules.attention.AttentionConfig attribute) (noether.core.schemas.modules.AttentionConfig attribute) query_tokens (noether.core.schemas.modules.attention.AttentionPattern attribute) (noether.core.schemas.modules.AttentionPattern attribute)

R

R (in module noether.io.verification) radius (noether.core.scripts.validate_pytorch_compatibilities.StabilityTestModel attribute) (noether.modeling.modules.encoders.supernode_pooling.SupernodePooling attribute) (noether.modeling.modules.encoders.supernode_pooling.SupernodePoolingConfig attribute) (noether.modeling.modules.encoders.SupernodePooling attribute) (noether.modeling.modules.encoders.SupernodePoolingConfig attribute) (noether.modeling.modules.SupernodePooling attribute) (noether.modeling.modules.SupernodePoolingConfig attribute) radius() (in module noether.modeling.functional.geometric) radius_pytorch() (in module noether.modeling.functional.geometric) radius_triton() (in module noether.modeling.functional.geometric) raise_exception (noether.core.extractors.forward_hook.ForwardHook attribute) (noether.core.extractors.ForwardHook attribute) rank0_only (noether.training.callbacks.profiler.PyTorchProfilerCallbackConfig attribute) (noether.training.callbacks.PyTorchProfilerCallbackConfig attribute) raw_pos_max (noether.data.preprocessors.normalizers.PositionNormalizer attribute) (noether.data.preprocessors.normalizers.PositionNormalizerConfig attribute) (noether.data.schemas.AeroStatsSchema attribute) raw_pos_max_tensor (noether.data.pipeline.batch_processors.position_normalization.PositionNormalizationBatchProcessor attribute) (noether.data.pipeline.batch_processors.PositionNormalizationBatchProcessor attribute) (noether.data.pipeline.sample_processors.position_normalization.PositionNormalizationSampleProcessor attribute) (noether.data.pipeline.sample_processors.PositionNormalizationSampleProcessor attribute) raw_pos_min (noether.data.preprocessors.normalizers.PositionNormalizer attribute) (noether.data.preprocessors.normalizers.PositionNormalizerConfig attribute) (noether.data.schemas.AeroStatsSchema attribute) raw_pos_min_tensor (noether.data.pipeline.batch_processors.position_normalization.PositionNormalizationBatchProcessor attribute) (noether.data.pipeline.batch_processors.PositionNormalizationBatchProcessor attribute) (noether.data.pipeline.sample_processors.position_normalization.PositionNormalizationSampleProcessor attribute) (noether.data.pipeline.sample_processors.PositionNormalizationSampleProcessor attribute) raw_size (noether.data.pipeline.batch_processors.position_normalization.PositionNormalizationBatchProcessor attribute) (noether.data.pipeline.batch_processors.PositionNormalizationBatchProcessor attribute) (noether.data.pipeline.sample_processors.position_normalization.PositionNormalizationSampleProcessor attribute) (noether.data.pipeline.sample_processors.PositionNormalizationSampleProcessor attribute) read_file() (in module noether.io.diskcache.cache_benchmark) readd_supernode_pos (noether.modeling.modules.encoders.supernode_pooling.SupernodePooling attribute) (noether.modeling.modules.encoders.supernode_pooling.SupernodePoolingConfig attribute) (noether.modeling.modules.encoders.SupernodePooling attribute) (noether.modeling.modules.encoders.SupernodePoolingConfig attribute) (noether.modeling.modules.SupernodePooling attribute) (noether.modeling.modules.SupernodePoolingConfig attribute) ReadoutLayer (class in noether.modeling.models.ab_upt) record_shapes (noether.training.callbacks.profiler.PyTorchProfilerCallbackConfig attribute) (noether.training.callbacks.PyTorchProfilerCallbackConfig attribute) RED (noether.core.utils.logging.CustomFormatter attribute) (noether.core.utils.logging.formatting.CustomFormatter attribute) REDOWNLOAD (noether.io.verification.FailAction attribute) reduce (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallbackConfig attribute) (noether.core.callbacks.online.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.online.TrackAdditionalOutputsCallbackConfig attribute) (noether.core.callbacks.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.TrackAdditionalOutputsCallbackConfig attribute) reduce_max_grad() (in module noether.core.distributed) (in module noether.core.distributed.reduce) reduce_max_nograd() (in module noether.core.distributed) (in module noether.core.distributed.reduce) reduce_mean_grad() (in module noether.core.distributed) (in module noether.core.distributed.reduce) reduce_mean_nograd() (in module noether.core.distributed) (in module noether.core.distributed.reduce) register_pattern() (noether.core.providers.metric_property.MetricPropertyProvider static method) (noether.core.providers.MetricPropertyProvider static method) registry_cls (noether.core.schemas.lib.Discriminated attribute) RELU (noether.modeling.modules.Activation attribute) (noether.modeling.modules.activations.Activation attribute) remove_feature_fields() (noether.data.schemas.ModelDataSpecs method) RenameKeysBatchProcessor (class in noether.data.pipeline.batch_processors) (class in noether.data.pipeline.batch_processors.rename_keys) RenameKeysSampleProcessor (class in noether.data.pipeline.sample_processors) (class in noether.data.pipeline.sample_processors.rename_keys) reorder_data_via_position_map() (in module noether.data.datasets.cfd.drivaernet.preprocessing) repeat (noether.training.callbacks.profiler.PyTorchProfilerCallbackConfig attribute) (noether.training.callbacks.PyTorchProfilerCallbackConfig attribute) RepeatWrapper (class in noether.data) (class in noether.data.base.wrappers) (class in noether.data.base.wrappers.repeat) RepeatWrapperConfig (class in noether.data.base.wrappers) (class in noether.data.base.wrappers.repeat) repetitions (noether.data.base.wrappers.repeat.RepeatWrapper attribute) (noether.data.base.wrappers.repeat.RepeatWrapperConfig attribute) (noether.data.base.wrappers.RepeatWrapper attribute) (noether.data.base.wrappers.RepeatWrapperConfig attribute) (noether.data.RepeatWrapper attribute) ReplaceKeySampleProcessor (class in noether.data.pipeline.sample_processors) (class in noether.data.pipeline.sample_processors.replace_key)

RESET (noether.core.utils.logging.CustomFormatter attribute) (noether.core.utils.logging.formatting.CustomFormatter attribute) reset() (noether.data.stats.RunningMoments method) reset_parameters() (noether.modeling.modules.layers.linear_projection.LinearProjection method) (noether.modeling.modules.layers.LinearProjection method) (noether.modeling.modules.LinearProjection method) (noether.modeling.modules.MLP method) (noether.modeling.modules.mlp.MLP method) (noether.modeling.modules.mlp.mlp.MLP method) (noether.modeling.modules.mlp.upactdown_mlp.UpActDownMlp method) (noether.modeling.modules.mlp.UpActDownMlp method) (noether.modeling.modules.untied.UntiedLinear method) (noether.modeling.modules.UpActDownMlp method) resizing_scale (noether.data.preprocessors.normalizers.PositionNormalizer attribute) resolve_checkpoint() (in module noether.io.checkpoint.resolver) resolve_config() (in module noether.scaffold.config) resolve_config_class() (in module noether.core.schemas.lib) resolve_dir() (in module noether.io.cli.cli_utils) resume_checkpoint (noether.core.schemas.schema.ConfigSchema attribute) resume_from_checkpoint() (noether.core.callbacks.base.CallbackBase method) (noether.core.callbacks.CallbackBase method) (noether.core.callbacks.checkpoint.ema.EmaCallback method) (noether.core.callbacks.checkpoint.EmaCallback method) (noether.core.callbacks.EmaCallback method) resume_output_path (noether.core.schemas.schema.ConfigSchema attribute) resume_run_id (noether.core.schemas.schema.ConfigSchema attribute) resume_stage_name (noether.core.schemas.schema.ConfigSchema attribute) ResumeInitializer (class in noether.core.initializers) (class in noether.core.initializers.resume) ResumeInitializerConfig (class in noether.core.initializers) (class in noether.core.initializers.resume) return_optim_wrapper_args() (noether.core.optimizer.schemas.OptimizerConfig method) returns_partials (noether.core.factory.base.Factory attribute) (noether.core.factory.Factory attribute) RICH_MARKUP_MODE (in module noether.io.cli.cli) (in module noether.io.cli.cli_aws) (in module noether.io.cli.cli_checkpoint) (in module noether.io.cli.cli_huggingface) (in module noether.io.cli.cli_verification) root (noether.data.base.dataset.StandardDatasetConfig attribute) (noether.data.datasets.cfd.simshift_heatsink.config.SimshiftHeatsinkConfig attribute) rope (noether.modeling.models.ab_upt.AnchoredBranchedUPT attribute) (noether.modeling.models.AnchoredBranchedUPT attribute) (noether.modeling.models.ViT attribute) (noether.modeling.models.vit.ViT attribute) rope() (in module noether.modeling.functional.rope) rope_frequency_config() (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig method) (noether.modeling.models.AnchorBranchedUPTConfig method) (noether.modeling.models.upt.UPTConfig method) (noether.modeling.models.UPTConfig method) RopeFrequency (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.rope_frequency) RopeFrequencyConfig (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.rope_frequency) Run (class in noether.inference) (class in noether.inference.run) run() (in module noether.core.distributed) (in module noether.core.distributed.run) (noether.training.runners.hydra_runner.HydraRunner method) (noether.training.runners.HydraRunner method) run_cli() (in module noether.io.cli.cli_utils) run_cuda_assertions() (in module noether.core.scripts.validate_pytorch_compatibilities) run_dir (noether.inference.Run attribute), [1] (noether.inference.run.Run attribute), [1] run_id (noether.core.initializers.base.InitializerConfig attribute) (noether.core.initializers.checkpoint.CheckpointInitializer attribute) (noether.core.initializers.CheckpointInitializer attribute) (noether.core.initializers.InitializerConfig attribute) (noether.core.providers.path.PathProvider attribute) (noether.core.providers.PathProvider attribute) (noether.core.schemas.schema.ConfigSchema attribute) RUN_ID (noether.core.types.CheckpointKeys attribute) run_managed() (in module noether.core.distributed) (in module noether.core.distributed.run) (in module noether.core.distributed.run.managed) run_output_path (noether.core.providers.path.PathProvider property) (noether.core.providers.PathProvider property) run_path() (noether.core.providers.path.PathProvider method) (noether.core.providers.PathProvider method) run_unmanaged() (in module noether.core.distributed) (in module noether.core.distributed.run) (in module noether.core.distributed.run.unmanaged) RunningMoments (class in noether.data.stats) RunningStats (class in noether.data.stats)

S

s3_client (noether.io.interfaces.s3_uploader.S3FileUploader attribute) S3FileUploader (class in noether.io.interfaces.s3_uploader) S3Object (class in noether.io.interfaces.s3) S3Provider (class in noether.io.checkpoint.providers.s3_provider) sample (noether.core.utils.training.counter.UpdateCounter property) (noether.core.utils.training.training_iteration.TrainingIteration attribute) (noether.core.utils.training.TrainingIteration attribute) (noether.core.utils.training.UpdateCounter property) sample() (noether.modeling.diffusion.base.DiffusionSchedule method) (noether.modeling.diffusion.DiffusionSchedule method) (noether.modeling.diffusion.flow_matching.FlowMatchingSchedule method) (noether.modeling.diffusion.FlowMatchingSchedule method) sample_info() (noether.data.datasets.cfd.caeml.dataset.CAEMLDataset method) (noether.data.datasets.cfd.emmi_wing.dataset.EmmiWingDataset method) (noether.data.datasets.cfd.emmi_wing.EmmiWingDataset method) (noether.data.datasets.cfd.EmmiWingDataset method) (noether.data.datasets.cfd.shapenet_car.dataset.ShapeNetCarDataset method) (noether.data.datasets.cfd.shapenet_car.ShapeNetCarDataset method) (noether.data.datasets.cfd.ShapeNetCarDataset method) (noether.data.datasets.cfd.simshift_heatsink.dataset.SimshiftHeatsinkDataset method) (noether.data.datasets.cfd.simshift_heatsink.SimshiftHeatsinkDataset method) (noether.data.datasets.cfd.SimshiftHeatsinkDataset method) sample_joint() (noether.modeling.diffusion.flow_matching.FlowMatchingSchedule method) (noether.modeling.diffusion.FlowMatchingSchedule method) sample_processors (noether.data.MultiStagePipeline attribute) (noether.data.pipeline.multistage.MultiStagePipeline attribute) (noether.data.pipeline.MultiStagePipeline attribute) SampleProcessor (class in noether.data) (class in noether.data.pipeline) (class in noether.data.pipeline.sample_processor) SampleProcessorType (in module noether.data.pipeline.multistage) sampler (noether.data.SamplerIntervalConfig attribute) (noether.data.samplers.interleaved_sampler.SamplerIntervalConfig attribute) (noether.data.samplers.SamplerIntervalConfig attribute) sampler_config (noether.core.callbacks.periodic.PeriodicDataIteratorCallback attribute) (noether.core.callbacks.PeriodicDataIteratorCallback attribute) SamplerIntervalConfig (class in noether.data) (class in noether.data.samplers) (class in noether.data.samplers.interleaved_sampler) SamplerOutput (class in noether.data.samplers.internals) sanitize() (in module noether.io.cli.cli_utils) sanitize_hp_resolved() (in module noether.inference.run) save() (noether.core.writers.checkpoint_writer.CheckpointWriter method) (noether.core.writers.CheckpointWriter method) save_copy() (noether.data.pipeline.sample_processor.SampleProcessor static method) (noether.data.pipeline.SampleProcessor static method) (noether.data.SampleProcessor static method) save_frozen_weights (noether.core.callbacks.BestCheckpointCallback attribute) (noether.core.callbacks.BestCheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallback attribute) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.BestCheckpointCallback attribute) (noether.core.callbacks.checkpoint.BestCheckpointCallbackConfig attribute) save_last_weights (noether.core.callbacks.checkpoint.ema.EmaCallback attribute) (noether.core.callbacks.checkpoint.ema.EmaCallbackConfig attribute) (noether.core.callbacks.checkpoint.EmaCallback attribute) (noether.core.callbacks.checkpoint.EmaCallbackConfig attribute) (noether.core.callbacks.EmaCallback attribute) (noether.core.callbacks.EmaCallbackConfig attribute) save_latest_optim (noether.core.callbacks.checkpoint.checkpoint.CheckpointCallback attribute) (noether.core.callbacks.checkpoint.checkpoint.CheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.CheckpointCallback attribute) (noether.core.callbacks.checkpoint.CheckpointCallbackConfig attribute) (noether.core.callbacks.CheckpointCallback attribute) (noether.core.callbacks.CheckpointCallbackConfig attribute) save_latest_weights (noether.core.callbacks.checkpoint.checkpoint.CheckpointCallback attribute) (noether.core.callbacks.checkpoint.checkpoint.CheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.CheckpointCallback attribute) (noether.core.callbacks.checkpoint.CheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.ema.EmaCallback attribute) (noether.core.callbacks.checkpoint.ema.EmaCallbackConfig attribute) (noether.core.callbacks.checkpoint.EmaCallback attribute) (noether.core.callbacks.checkpoint.EmaCallbackConfig attribute) (noether.core.callbacks.CheckpointCallback attribute) (noether.core.callbacks.CheckpointCallbackConfig attribute) (noether.core.callbacks.EmaCallback attribute) (noether.core.callbacks.EmaCallbackConfig attribute) save_manifest() (in module noether.io.verification) save_model_checkpoint() (noether.core.writers.checkpoint_writer.CheckpointWriter method) (noether.core.writers.CheckpointWriter method) save_on_sigint (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) save_optim (noether.core.callbacks.checkpoint.checkpoint.CheckpointCallback attribute) (noether.core.callbacks.checkpoint.checkpoint.CheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.CheckpointCallback attribute) (noether.core.callbacks.checkpoint.CheckpointCallbackConfig attribute) (noether.core.callbacks.CheckpointCallback attribute) (noether.core.callbacks.CheckpointCallbackConfig attribute) save_output (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallbackConfig attribute) (noether.core.callbacks.online.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.online.TrackAdditionalOutputsCallbackConfig attribute) (noether.core.callbacks.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.TrackAdditionalOutputsCallbackConfig attribute) save_preprocessed_data() (in module noether.data.datasets.cfd.shapenet_car.preprocessing) save_resolved() (noether.core.configs.Hyperparameters static method) (noether.core.configs.hyperparameters.Hyperparameters static method) save_statistics_to_json() (in module noether.data.tools.calculate_statistics) save_weights (noether.core.callbacks.checkpoint.checkpoint.CheckpointCallback attribute) (noether.core.callbacks.checkpoint.checkpoint.CheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.CheckpointCallback attribute) (noether.core.callbacks.checkpoint.CheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.ema.EmaCallback attribute) (noether.core.callbacks.checkpoint.ema.EmaCallbackConfig attribute) (noether.core.callbacks.checkpoint.EmaCallback attribute) (noether.core.callbacks.checkpoint.EmaCallbackConfig attribute) (noether.core.callbacks.CheckpointCallback attribute) (noether.core.callbacks.CheckpointCallbackConfig attribute) (noether.core.callbacks.EmaCallback attribute) (noether.core.callbacks.EmaCallbackConfig attribute) ScaffoldConfig (class in noether.scaffold.config) ScalarOrSequence (in module noether.data) (in module noether.data.preprocessors) (in module noether.data.preprocessors.types) ScalarsConditioner (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.scalar_conditioner) ScalarsConditionerConfig (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.scalar_conditioner) scale (noether.core.optimizer.LrScaleByNameModifier attribute) (noether.core.optimizer.param_group_modifiers.lr_scale_by_name.LrScaleByNameModifier attribute) (noether.core.optimizer.param_group_modifiers.LrScaleByNameModifier attribute) (noether.core.optimizer.schemas.ParamGroupModifierConfig attribute) (noether.data.pipeline.batch_processors.position_normalization.PositionNormalizationBatchProcessor attribute) (noether.data.pipeline.batch_processors.PositionNormalizationBatchProcessor attribute) (noether.data.pipeline.sample_processors.position_normalization.PositionNormalizationSampleProcessor attribute) (noether.data.pipeline.sample_processors.PositionNormalizationSampleProcessor attribute) (noether.data.preprocessors.normalizers.FieldNormalizerConfig attribute) (noether.data.preprocessors.normalizers.PositionNormalizerConfig attribute) (noether.data.preprocessors.normalizers.ShiftAndScaleNormalizer attribute) (noether.data.preprocessors.normalizers.ShiftAndScaleNormalizerConfig attribute) (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttention attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttention attribute) scale() (noether.core.utils.torch.amp.NoopGradScaler method) (noether.core.utils.torch.NoopGradScaler method) scale_by_keep (noether.modeling.modules.layers.drop_path.UnquantizedDropPath attribute) (noether.modeling.modules.layers.drop_path.UnquantizedDropPathConfig attribute) (noether.modeling.modules.layers.UnquantizedDropPath attribute) (noether.modeling.modules.layers.UnquantizedDropPathConfig attribute) (noether.modeling.modules.UnquantizedDropPath attribute) schedule (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper attribute) (noether.core.optimizer.OptimizerWrapper attribute) (noether.core.schedules.base.SequentialPercentScheduleConfig attribute) (noether.core.schedules.base.SequentialStepScheduleConfig attribute) (noether.core.schedules.linear_warmup_cosine_decay.LinearWarmupCosineDecaySchedule attribute) (noether.core.schedules.LinearWarmupCosineDecaySchedule attribute) (noether.core.schedules.SequentialPercentScheduleConfig attribute) (noether.core.schedules.SequentialStepScheduleConfig attribute) (noether.core.utils.training.schedule_wrapper.ScheduleWrapper attribute) (noether.core.utils.training.ScheduleWrapper attribute) schedule_config (noether.core.optimizer.schemas.OptimizerConfig attribute) schedule_configs (noether.core.schedules.base.SequentialPercentSchedule attribute) (noether.core.schedules.base.SequentialStepSchedule attribute) (noether.core.schedules.SequentialPercentSchedule attribute) (noether.core.schedules.SequentialStepSchedule attribute) schedule_step() (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper method) (noether.core.optimizer.OptimizerWrapper method) ScheduleBase (class in noether.core.schedules) (class in noether.core.schedules.base) ScheduleBaseConfig (class in noether.core.schedules) (class in noether.core.schedules.schemas) ScheduleFactory (class in noether.core.factory) (class in noether.core.factory.schedule) SchedulerConfig (class in noether.core.schedules) (class in noether.core.schedules.schemas) ScheduleWrapper (class in noether.core.utils.training) (class in noether.core.utils.training.schedule_wrapper) scheme (noether.io.checkpoint.providers.file_provider.FileProvider attribute) (noether.io.checkpoint.providers.huggingface_provider.HFProvider attribute) (noether.io.checkpoint.providers.s3_provider.S3Provider attribute) (noether.io.checkpoint.types.Provider attribute) secondary (noether.core.optimizer.schemas.MuonOptimizerConfig attribute) seconds_to_duration_str() (in module noether.core.utils.logging) (in module noether.core.utils.logging.formatting) seed (noether.core.schemas.schema.ConfigSchema attribute) (noether.data.base.wrappers.shuffle.ShuffleWrapper attribute) (noether.data.base.wrappers.shuffle.ShuffleWrapperConfig attribute) (noether.data.base.wrappers.ShuffleWrapper attribute) (noether.data.base.wrappers.ShuffleWrapperConfig attribute) (noether.data.container.DataContainer attribute) (noether.data.pipeline.sample_processors.point_sampling.PointSamplingSampleProcessor attribute) (noether.data.pipeline.sample_processors.PointSamplingSampleProcessor attribute) (noether.data.pipeline.sample_processors.supernode_sampling.SupernodeSamplingSampleProcessor attribute) (noether.data.pipeline.sample_processors.SupernodeSamplingSampleProcessor attribute) (noether.data.ShuffleWrapper attribute) seed_from() (in module noether.data.datasets.cfd.drivaernet.preprocessing) seed_worker() (in module noether.core.utils.seed) select_with_path() (in module noether.core.utils.common) (in module noether.core.utils.common.path) SelfAnchorAttention (class in noether.modeling.modules.attention.anchor_attention) (class in noether.modeling.modules.attention.anchor_attention.self_anchor) SequenceOrTensor (in module noether.data.preprocessors.normalizers) SequentialPercentSchedule (class in noether.core.schedules) (class in noether.core.schedules.base) SequentialPercentScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.base) SequentialStepSchedule (class in noether.core.schedules) (class in noether.core.schedules.base) SequentialStepScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.base) serialize_output_path() (noether.core.schemas.schema.ConfigSchema method) set() (noether.core.utils.bidict.Bidict method) set_attention_constructor() (noether.modeling.models.transolver.TransolverConfig method) (noether.modeling.models.transolver.TransolverPlusPlusConfig method) (noether.modeling.models.TransolverConfig method) (noether.modeling.models.TransolverPlusPlusConfig method) set_condition_dim() (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig method) (noether.modeling.models.AnchorBranchedUPTConfig method) set_config() (in module noether.core.distributed) (in module noether.core.distributed.config) set_deterministic_mode() (in module noether.core.scripts.validate_pytorch_compatibilities) set_kv_dim() (noether.modeling.modules.attention.perceiver.PerceiverAttentionConfig method) (noether.modeling.modules.attention.PerceiverAttentionConfig method) (noether.modeling.modules.blocks.perceiver.PerceiverBlockConfig method) (noether.modeling.modules.blocks.PerceiverBlockConfig method) (noether.modeling.modules.PerceiverBlockConfig method) set_mlp_hidden_dim() (noether.modeling.modules.blocks.transformer.TransformerBlockConfig method) (noether.modeling.modules.blocks.TransformerBlockConfig method) (noether.modeling.modules.TransformerBlockConfig method) set_seed() (in module noether.core.utils.seed) set_summary() (noether.core.trackers.base.BaseTracker method) (noether.core.trackers.BaseTracker method) set_wavelength_for_rope() (noether.modeling.modules.blocks.transformer.TransformerBlockConfig method) (noether.modeling.modules.blocks.TransformerBlockConfig method) (noether.modeling.modules.TransformerBlockConfig method) setup_experiment() (noether.training.runners.hydra_runner.HydraRunner static method) (noether.training.runners.HydraRunner static method) setup_hydra() (in module noether.training.cli) SGDOptimizerConfig (class in noether.core.optimizer.schemas) sha256 (noether.io.checkpoint.types.CheckpointMetadata attribute) SHAPENET_CAR_FILEMAP (in module noether.data.datasets.cfd.shapenet_car.filemap) ShapeNetCarDataset (class in noether.data.datasets.cfd) (class in noether.data.datasets.cfd.shapenet_car) (class in noether.data.datasets.cfd.shapenet_car.dataset) ShapeNetCarDefaultSplitIDs (class in noether.data.datasets.cfd) (class in noether.data.datasets.cfd.shapenet_car) (class in noether.data.datasets.cfd.shapenet_car.split) Shared (class in noether.core.schemas.mixins) shared_mlp (noether.modeling.modules.layers.scalar_conditioner.ScalarsConditioner attribute) (noether.modeling.modules.layers.ScalarsConditioner attribute) (noether.modeling.modules.layers.vectors_conditioner.VectorsConditioner attribute) (noether.modeling.modules.layers.VectorsConditioner attribute) shift (noether.data.preprocessors.normalizers.ShiftAndScaleNormalizer attribute) (noether.data.preprocessors.normalizers.ShiftAndScaleNormalizerConfig attribute) ShiftAndScaleNormalizer (class in noether.data.preprocessors.normalizers) ShiftAndScaleNormalizerConfig (class in noether.data.preprocessors.normalizers) short_number_str() (in module noether.core.utils.logging) (in module noether.core.utils.logging.formatting) ShuffleWrapper (class in noether.data) (class in noether.data.base.wrappers) (class in noether.data.base.wrappers.shuffle) ShuffleWrapperConfig (class in noether.data.base.wrappers) (class in noether.data.base.wrappers.shuffle) SIGMOID (noether.modeling.modules.Activation attribute) (noether.modeling.modules.activations.Activation attribute) SILU (noether.modeling.modules.Activation attribute) (noether.modeling.modules.activations.Activation attribute) SimshiftHeatsinkConfig (class in noether.data.datasets.cfd.simshift_heatsink.config) SimshiftHeatsinkDataset (class in noether.data.datasets.cfd) (class in noether.data.datasets.cfd.simshift_heatsink) (class in noether.data.datasets.cfd.simshift_heatsink.dataset) sincos_padding (noether.modeling.modules.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.continuous_sincos_embed.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.ContinuousSincosEmbed attribute) (noether.modeling.modules.layers.rope_frequency.RopeFrequency attribute) (noether.modeling.modules.layers.RopeFrequency attribute) size (noether.core.schemas.modules.attention.TokenSpec attribute) (noether.core.schemas.modules.TokenSpec attribute) (noether.data.pipeline.sample_processors.default_tensor.DefaultTensorSampleProcessor attribute) (noether.data.pipeline.sample_processors.DefaultTensorSampleProcessor attribute) (noether.io.checkpoint.types.CheckpointMetadata attribute) (noether.io.interfaces.s3.S3Object attribute) (noether.io.verification.FileRecord attribute) SIZE (noether.io.verification.VerificationType attribute) size_mismatch (noether.io.verification.VerificationResult attribute) SizedIterable (class in noether.core.utils.common) (class in noether.core.utils.common.typing) skip_nan_loss (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) skip_nan_loss_counter (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.BaseTrainer attribute) skip_nan_loss_max_count (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute)

slurm (noether.core.schemas.schema.ConfigSchema attribute) slurm_additional_parameters (noether.training.cli.submit_job.SlurmConfig attribute) slurm_array_parallelism (noether.training.cli.submit_job.SlurmConfig attribute) slurm_partition (noether.training.cli.submit_job.SlurmConfig attribute) slurm_setup (noether.training.cli.submit_job.SlurmConfig attribute) slurm_srun_args (noether.training.cli.submit_job.SlurmConfig attribute) SlurmConfig (class in noether.training.cli.submit_job) snake_type_name() (in module noether.core.utils.common) (in module noether.core.utils.common.naming) softmax (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttention attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttention attribute) SOFTPLUS (noether.modeling.modules.Activation attribute) (noether.modeling.modules.activations.Activation attribute) source (noether.io.verification.FileRecord attribute) source_key (noether.data.pipeline.sample_processors.replace_key.ReplaceKeySampleProcessor attribute) (noether.data.pipeline.sample_processors.ReplaceKeySampleProcessor attribute) source_metric_key (noether.core.callbacks.BestMetricCallback attribute) (noether.core.callbacks.BestMetricCallbackConfig attribute) (noether.core.callbacks.online.best_metric.BestMetricCallback attribute) (noether.core.callbacks.online.best_metric.BestMetricCallbackConfig attribute) (noether.core.callbacks.online.BestMetricCallback attribute) (noether.core.callbacks.online.BestMetricCallbackConfig attribute) source_root (noether.data.datasets.cfd.caeml.dataset.CAEMLDataset attribute) (noether.data.datasets.cfd.drivaernet.dataset.DrivAerNetDataset attribute) (noether.data.datasets.cfd.DrivAerNetDataset attribute) (noether.data.datasets.cfd.emmi_wing.dataset.EmmiWingDataset attribute) (noether.data.datasets.cfd.emmi_wing.EmmiWingDataset attribute) (noether.data.datasets.cfd.EmmiWingDataset attribute) (noether.data.datasets.cfd.shapenet_car.dataset.ShapeNetCarDataset attribute) (noether.data.datasets.cfd.shapenet_car.ShapeNetCarDataset attribute) (noether.data.datasets.cfd.ShapeNetCarDataset attribute) space_id (noether.core.trackers.trackio_tracker.TrackioTrackerSchema attribute) (noether.core.trackers.TrackioTrackerSchema attribute) SparseTensorOffsetCollator (class in noether.data.pipeline.collators) (class in noether.data.pipeline.collators.sparse_tensor_offset) specified_properties_count (noether.core.utils.training.training_iteration.TrainingIteration property) (noether.core.utils.training.TrainingIteration property) split (noether.data.base.dataset.StandardDatasetConfig attribute) (noether.data.datasets.cfd.caeml.dataset.CAEMLDataset attribute) (noether.data.datasets.cfd.emmi_wing.dataset.EmmiWingDataset attribute) (noether.data.datasets.cfd.emmi_wing.EmmiWingDataset attribute) (noether.data.datasets.cfd.EmmiWingDataset attribute) (noether.data.datasets.cfd.shapenet_car.dataset.ShapeNetCarDataset attribute) (noether.data.datasets.cfd.shapenet_car.ShapeNetCarDataset attribute) (noether.data.datasets.cfd.ShapeNetCarDataset attribute) (noether.data.datasets.cfd.simshift_heatsink.config.SimshiftHeatsinkConfig attribute) (noether.data.datasets.cfd.simshift_heatsink.dataset.SimshiftHeatsinkDataset attribute) (noether.data.datasets.cfd.simshift_heatsink.SimshiftHeatsinkDataset attribute) (noether.data.datasets.cfd.SimshiftHeatsinkDataset attribute) splits_path (noether.data.datasets.cfd.simshift_heatsink.config.SimshiftHeatsinkConfig attribute) spool_pos_mode (noether.modeling.modules.encoders.supernode_pooling.SupernodePooling attribute) (noether.modeling.modules.encoders.supernode_pooling.SupernodePoolingConfig attribute) (noether.modeling.modules.encoders.SupernodePooling attribute) (noether.modeling.modules.encoders.SupernodePoolingConfig attribute) (noether.modeling.modules.SupernodePooling attribute) (noether.modeling.modules.SupernodePoolingConfig attribute) SqliteLRUCacheFileSystem (class in noether.io.diskcache.lru_cache) StabilityTestModel (class in noether.core.scripts.validate_pytorch_compatibilities) stage_name (noether.core.initializers.base.InitializerConfig attribute) (noether.core.initializers.checkpoint.CheckpointInitializer attribute) (noether.core.initializers.CheckpointInitializer attribute) (noether.core.initializers.InitializerConfig attribute) (noether.core.providers.path.PathProvider attribute) (noether.core.providers.PathProvider attribute) (noether.core.schemas.schema.ConfigSchema attribute) stages (noether.modeling.modules.layers.ConvOutputHead attribute) (noether.modeling.modules.layers.vit_layers.ConvOutputHead attribute) standard_callbacks() (noether.core.presets.base.DomainPreset static method) (noether.core.presets.DomainPreset static method) StandardDatasetConfig (class in noether.data.base.dataset) start() (noether.core.utils.common.Stopwatch method) (noether.core.utils.common.stopwatch.Stopwatch method) start_at_epoch (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) start_checkpoint() (noether.core.initializers.base.InitializerBase method) (noether.core.initializers.InitializerBase method) (noether.core.initializers.resume.ResumeInitializer method) (noether.core.initializers.ResumeInitializer method) start_epoch (noether.data.InterleavedSamplerConfig attribute) (noether.data.samplers.interleaved_sampler.InterleavedSamplerConfig attribute) (noether.data.samplers.InterleavedSamplerConfig attribute) start_index (noether.data.base.wrappers.subset.SubsetWrapperConfig attribute) (noether.data.base.wrappers.SubsetWrapperConfig attribute) start_iteration (noether.core.utils.training.counter.UpdateCounter attribute) (noether.core.utils.training.UpdateCounter attribute) start_percent (noether.core.schedules.base.SequentialPercentScheduleConfig attribute) (noether.core.schedules.ScheduleBaseConfig attribute) (noether.core.schedules.schemas.ScheduleBaseConfig attribute) (noether.core.schedules.SequentialPercentScheduleConfig attribute) (noether.data.base.wrappers.subset.SubsetWrapperConfig attribute) (noether.data.base.wrappers.SubsetWrapperConfig attribute) start_sample (noether.data.InterleavedSamplerConfig attribute) (noether.data.samplers.interleaved_sampler.InterleavedSamplerConfig attribute) (noether.data.samplers.InterleavedSamplerConfig attribute) start_step (noether.core.schedules.base.SequentialStepScheduleConfig attribute) (noether.core.schedules.ScheduleBaseConfig attribute) (noether.core.schedules.schemas.ScheduleBaseConfig attribute) (noether.core.schedules.SequentialStepScheduleConfig attribute) start_update (noether.data.InterleavedSamplerConfig attribute) (noether.data.samplers.interleaved_sampler.InterleavedSamplerConfig attribute) (noether.data.samplers.InterleavedSamplerConfig attribute) start_value (noether.core.schedules.base.ProgressSchedule attribute) (noether.core.schedules.IncreasingProgressScheduleConfig attribute) (noether.core.schedules.ProgressSchedule attribute) (noether.core.schedules.ScheduleBaseConfig attribute) (noether.core.schedules.schemas.IncreasingProgressScheduleConfig attribute) (noether.core.schedules.schemas.ScheduleBaseConfig attribute) (noether.core.schedules.step.StepFixedSchedule attribute) (noether.core.schedules.step.StepFixedScheduleConfig attribute) (noether.core.schedules.step.StepIntervalSchedule attribute) (noether.core.schedules.step.StepIntervalScheduleConfig attribute) (noether.core.schedules.StepFixedSchedule attribute) (noether.core.schedules.StepFixedScheduleConfig attribute) (noether.core.schedules.StepIntervalSchedule attribute) (noether.core.schedules.StepIntervalScheduleConfig attribute) stat_keys (noether.data.preprocessors.normalizers.FieldNormalizerConfig attribute) STATE_DICT (noether.core.types.CheckpointKeys attribute) state_dict() (noether.core.callbacks.base.CallbackBase method) (noether.core.callbacks.BestCheckpointCallback method) (noether.core.callbacks.CallbackBase method) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallback method) (noether.core.callbacks.checkpoint.BestCheckpointCallback method) (noether.core.optimizer.muon_composite.MuonComposite method) (noether.core.optimizer.MuonComposite method) (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper method) (noether.core.optimizer.OptimizerWrapper method) (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) static_graph (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) statistics (noether.inference.Run property) (noether.inference.run.Run property) stats (noether.core.presets.base.DomainPreset attribute) (noether.core.presets.DomainPreset attribute) stats_file (noether.core.presets.base.DomainPreset attribute) (noether.core.presets.DomainPreset attribute) STATS_FILE (noether.data.datasets.cfd.AhmedMLDataset attribute) (noether.data.datasets.cfd.caeml.ahmedml.AhmedMLDataset attribute) (noether.data.datasets.cfd.caeml.ahmedml.dataset.AhmedMLDataset attribute) (noether.data.datasets.cfd.caeml.AhmedMLDataset attribute) (noether.data.datasets.cfd.caeml.drivaerml.dataset.DrivAerMLDataset attribute) (noether.data.datasets.cfd.caeml.drivaerml.DrivAerMLDataset attribute) (noether.data.datasets.cfd.caeml.DrivAerMLDataset attribute) (noether.data.datasets.cfd.DrivAerMLDataset attribute) (noether.data.datasets.cfd.drivaernet.dataset.DrivAerNetDataset attribute) (noether.data.datasets.cfd.DrivAerNetDataset attribute) (noether.data.datasets.cfd.emmi_wing.dataset.EmmiWingDataset attribute) (noether.data.datasets.cfd.emmi_wing.EmmiWingDataset attribute) (noether.data.datasets.cfd.EmmiWingDataset attribute) (noether.data.datasets.cfd.shapenet_car.dataset.ShapeNetCarDataset attribute) (noether.data.datasets.cfd.shapenet_car.ShapeNetCarDataset attribute) (noether.data.datasets.cfd.ShapeNetCarDataset attribute) (noether.data.datasets.cfd.simshift_heatsink.dataset.SimshiftHeatsinkDataset attribute) (noether.data.datasets.cfd.simshift_heatsink.SimshiftHeatsinkDataset attribute) (noether.data.datasets.cfd.SimshiftHeatsinkDataset attribute) std (noether.data.preprocessors.normalizers.MeanStdNormalization attribute) (noether.data.preprocessors.normalizers.MeanStdNormalizerConfig attribute) (noether.data.stats.RunningMoments property) (noether.data.stats.RunningStats property) std_tensor (noether.data.pipeline.batch_processors.moment_normalization.MomentNormalizationBatchProcessor attribute) (noether.data.pipeline.batch_processors.MomentNormalizationBatchProcessor attribute) (noether.data.pipeline.sample_processors.moment_normalization.MomentNormalizationSampleProcessor attribute) (noether.data.pipeline.sample_processors.MomentNormalizationSampleProcessor attribute) stderr_to_stdout (noether.training.cli.submit_job.SlurmConfig attribute) step (noether.io.logging_progress.LogProgress attribute) step() (noether.core.optimizer.Lion method) (noether.core.optimizer.lion.Lion method) (noether.core.optimizer.muon_composite.MuonComposite method) (noether.core.optimizer.MuonComposite method) (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper method) (noether.core.optimizer.OptimizerWrapper method) (noether.core.utils.torch.amp.NoopGradScaler static method) (noether.core.utils.torch.NoopGradScaler static method) StepDecreasingSchedule (class in noether.core.schedules) (class in noether.core.schedules.step) StepDecreasingScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.step) StepFixedSchedule (class in noether.core.schedules) (class in noether.core.schedules.step) StepFixedScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.step) StepIntervalSchedule (class in noether.core.schedules) (class in noether.core.schedules.step) StepIntervalScheduleConfig (class in noether.core.schedules) (class in noether.core.schedules.step) steps (noether.core.schedules.step.StepFixedSchedule attribute) (noether.core.schedules.step.StepFixedScheduleConfig attribute) (noether.core.schedules.StepFixedSchedule attribute) (noether.core.schedules.StepFixedScheduleConfig attribute) stl_prefix (noether.data.datasets.cfd.caeml.preprocessing.DataFieldKeyMap attribute) stop() (noether.core.utils.common.Stopwatch method) (noether.core.utils.common.stopwatch.Stopwatch method) stop_at_epoch (noether.core.callbacks.early_stoppers.fixed.FixedEarlyStopper attribute) (noether.core.callbacks.early_stoppers.fixed.FixedEarlyStopperConfig attribute) (noether.core.callbacks.early_stoppers.FixedEarlyStopper attribute) (noether.core.callbacks.early_stoppers.FixedEarlyStopperConfig attribute) (noether.core.callbacks.FixedEarlyStopper attribute) (noether.core.callbacks.FixedEarlyStopperConfig attribute) stop_at_sample (noether.core.callbacks.early_stoppers.fixed.FixedEarlyStopper attribute) (noether.core.callbacks.early_stoppers.fixed.FixedEarlyStopperConfig attribute) (noether.core.callbacks.early_stoppers.FixedEarlyStopper attribute) (noether.core.callbacks.early_stoppers.FixedEarlyStopperConfig attribute) (noether.core.callbacks.FixedEarlyStopper attribute) (noether.core.callbacks.FixedEarlyStopperConfig attribute) stop_at_update (noether.core.callbacks.early_stoppers.fixed.FixedEarlyStopper attribute) (noether.core.callbacks.early_stoppers.fixed.FixedEarlyStopperConfig attribute) (noether.core.callbacks.early_stoppers.FixedEarlyStopper attribute) (noether.core.callbacks.early_stoppers.FixedEarlyStopperConfig attribute) (noether.core.callbacks.FixedEarlyStopper attribute) (noether.core.callbacks.FixedEarlyStopperConfig attribute) StopForwardException Stopwatch (class in noether.core.utils.common) (class in noether.core.utils.common.stopwatch) storage (noether.io.diskcache.lru_cache.LRUCacheFileSystem attribute) store_code_archive() (in module noether.core.utils.code) store_code_in_output (noether.core.schemas.schema.ConfigSchema attribute) strategy (noether.data.preprocessors.normalizers.FieldNormalizerConfig attribute) submodels (noether.core.models.composite.CompositeModel property) (noether.core.models.CompositeModel property) Subset (class in noether.data) (class in noether.data.base) (class in noether.data.base.subset) SubsetWrapper (class in noether.data) (class in noether.data.base.wrappers) (class in noether.data.base.wrappers.subset) SubsetWrapperConfig (class in noether.data.base.wrappers) (class in noether.data.base.wrappers.subset) substitute() (in module noether.scaffold.config) summarize_indices_list() (in module noether.core.utils.logging) (in module noether.core.utils.logging.formatting) summarize_logvalues() (noether.core.trackers.base.BaseTracker method) (noether.core.trackers.BaseTracker method) summary (noether.core.trackers.base.BaseTracker attribute) (noether.core.trackers.BaseTracker attribute) supernode_idx_key (noether.data.pipeline.sample_processors.supernode_sampling.SupernodeSamplingSampleProcessor attribute) (noether.data.pipeline.sample_processors.SupernodeSamplingSampleProcessor attribute) supernode_pooling_config (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig attribute) (noether.modeling.models.AnchorBranchedUPTConfig attribute) (noether.modeling.models.upt.UPTConfig attribute) (noether.modeling.models.UPTConfig attribute) SupernodePooling (class in noether.modeling.modules) (class in noether.modeling.modules.encoders) (class in noether.modeling.modules.encoders.supernode_pooling) SupernodePoolingConfig (class in noether.modeling.modules) (class in noether.modeling.modules.encoders) (class in noether.modeling.modules.encoders.supernode_pooling) SupernodeSamplingSampleProcessor (class in noether.data.pipeline.sample_processors) (class in noether.data.pipeline.sample_processors.supernode_sampling) SUPPORTED_SPLITS (in module noether.data.datasets.cfd.shapenet_car.dataset) supported_splits (noether.data.datasets.cfd.caeml.dataset.CAEMLDataset property) (noether.data.datasets.cfd.emmi_wing.dataset.EmmiWingDataset property) (noether.data.datasets.cfd.emmi_wing.dataset_hf.EmmiWingHFDataset property) (noether.data.datasets.cfd.emmi_wing.EmmiWingDataset property) (noether.data.datasets.cfd.emmi_wing.EmmiWingHFDataset property) (noether.data.datasets.cfd.EmmiWingDataset property) (noether.data.datasets.cfd.EmmiWingHFDataset property) surface_area (noether.data.schemas.FileMap attribute) surface_bias (noether.modeling.models.aerodynamics.AeroTransformer attribute) (noether.modeling.models.aerodynamics.AeroTransolver attribute) (noether.modeling.models.AeroTransformer attribute) (noether.modeling.models.AeroTransolver attribute) surface_domain_max (noether.data.schemas.AeroStatsSchema attribute) surface_domain_min (noether.data.schemas.AeroStatsSchema attribute) surface_friction (noether.data.schemas.FileMap attribute) surface_friction_mean (noether.data.schemas.AeroStatsSchema attribute) surface_friction_std (noether.data.schemas.AeroStatsSchema attribute) surface_normals (noether.data.schemas.FileMap attribute) SURFACE_NORMALS_FILE (in module noether.data.datasets.cfd.shapenet_car.filemap) SURFACE_POINTS_FILE (in module noether.data.datasets.cfd.shapenet_car.filemap) surface_pos_mean (noether.data.schemas.AeroStatsSchema attribute) surface_pos_std (noether.data.schemas.AeroStatsSchema attribute) surface_position (noether.data.schemas.FileMap attribute) surface_position_stl (noether.data.schemas.FileMap attribute) surface_position_stl_resampled (noether.data.schemas.FileMap attribute) surface_pressure (noether.data.schemas.FileMap attribute) SURFACE_PRESSURE_FILE (in module noether.data.datasets.cfd.shapenet_car.filemap) surface_pressure_mean (noether.data.schemas.AeroStatsSchema attribute) surface_pressure_std (noether.data.schemas.AeroStatsSchema attribute) sync() (noether.core.utils.common.Stopwatch static method) (noether.core.utils.common.stopwatch.Stopwatch static method)

T

T (in module noether.core.schemas.lib) (in module noether.data.pipeline.sample_processor) (in module noether.io.verification) tags (noether.core.trackers.wandb_tracker.WandBTracker attribute) (noether.core.trackers.wandb_tracker.WandBTrackerSchema attribute) (noether.core.trackers.WandBTracker attribute) (noether.core.trackers.WandBTrackerSchema attribute) TANH (noether.modeling.modules.Activation attribute) (noether.modeling.modules.activations.Activation attribute) target_factors (noether.core.callbacks.checkpoint.ema.EmaCallback attribute) (noether.core.callbacks.checkpoint.ema.EmaCallbackConfig attribute) (noether.core.callbacks.checkpoint.EmaCallback attribute) (noether.core.callbacks.checkpoint.EmaCallbackConfig attribute) (noether.core.callbacks.EmaCallback attribute) (noether.core.callbacks.EmaCallbackConfig attribute) target_items (noether.data.pipeline.collators.field_decoder.FieldDecoderCollator attribute) (noether.data.pipeline.collators.FieldDecoderCollator attribute) target_key (noether.data.pipeline.sample_processors.concat_tensor.ConcatTensorSampleProcessor attribute) (noether.data.pipeline.sample_processors.ConcatTensorSampleProcessor attribute) target_keys (noether.data.pipeline.sample_processors.replace_key.ReplaceKeySampleProcessor attribute) (noether.data.pipeline.sample_processors.ReplaceKeySampleProcessor attribute) target_metric_keys (noether.core.callbacks.BestMetricCallback attribute) (noether.core.callbacks.BestMetricCallbackConfig attribute) (noether.core.callbacks.online.best_metric.BestMetricCallback attribute) (noether.core.callbacks.online.best_metric.BestMetricCallbackConfig attribute) (noether.core.callbacks.online.BestMetricCallback attribute) (noether.core.callbacks.online.BestMetricCallbackConfig attribute) target_properties (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainer attribute) (noether.training.trainers.BaseTrainerConfig attribute) target_properties() (noether.core.presets.base.DomainPreset method) (noether.core.presets.DomainPreset method) tasks_per_node (noether.training.cli.submit_job.SlurmConfig attribute) TCallbackConfig (in module noether.training.trainers.base) TDatasetConfig (in module noether.core.schemas.schema) temperature (noether.modeling.modules.attention.transolver.TransolverAttention attribute) (noether.modeling.modules.attention.TransolverAttention attribute) (noether.modeling.modules.TransolverAttention attribute) temperature_activation (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttentionConfig attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttentionConfig attribute) TEMPLATES (in module noether.scaffold.config) tensor_like_to_string() (in module noether.core.utils.logging) (in module noether.core.utils.logging.formatting) TENSORBOARD (noether.scaffold.choices.TrackerChoice attribute) TENSORBOARD_IMPORT_ERROR (in module noether.core.trackers.tensorboard) TensorboardTracker (class in noether.core.trackers) (class in noether.core.trackers.tensorboard) TensorboardTrackerSchema (class in noether.core.trackers) (class in noether.core.trackers.tensorboard) test (noether.data.base.dataset.DatasetSplitIDs attribute) (noether.data.datasets.cfd.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.ahmedml.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.ahmedml.split.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.split.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.emmi_wing.split.WingParametricSplitIDs attribute) (noether.data.datasets.cfd.emmi_wing.split_hf.WingHFSplitIDs attribute) (noether.data.datasets.cfd.shapenet_car.ShapeNetCarDefaultSplitIDs attribute) (noether.data.datasets.cfd.shapenet_car.split.ShapeNetCarDefaultSplitIDs attribute) (noether.data.datasets.cfd.ShapeNetCarDefaultSplitIDs attribute) test_extrapol (noether.data.datasets.cfd.emmi_wing.split.WingParametricSplitIDs attribute) test_interpol (noether.data.datasets.cfd.emmi_wing.split.WingParametricSplitIDs attribute) TEST_PARAM_INDEX (in module noether.data.datasets.cfd.shapenet_car.dataset) time_block() (in module noether.data.datasets.cfd.caeml.preprocessing) time_since_last_log (noether.core.callbacks.default.eta.EtaCallback attribute) (noether.core.callbacks.default.EtaCallback attribute) (noether.core.callbacks.EtaCallback attribute) timeout_min (noether.training.cli.submit_job.SlurmConfig attribute) TimingWrapper (class in noether.data.base.wrappers) (class in noether.data.base.wrappers.timing) TModelConfig (in module noether.core.schemas.schema) to() (noether.core.models.composite.CompositeModel method) (noether.core.models.CompositeModel method) (noether.core.models.Model method) (noether.core.models.model.Model method) (noether.modeling.diffusion.base.DiffusionSchedule method) (noether.modeling.diffusion.DiffusionSchedule method) to_backward() (noether.core.utils.bidict.Bidict method) to_dict() (noether.core.schemas.modules.attention.TokenSpec method) (noether.core.schemas.modules.TokenSpec method) to_executor_kwargs() (noether.training.cli.submit_job.SlurmConfig method) to_forward() (noether.core.utils.bidict.Bidict method) to_fully_specified() (noether.core.utils.training.training_iteration.TrainingIteration method) (noether.core.utils.training.TrainingIteration method) to_fully_specified_from_filenames() (noether.core.utils.training.training_iteration.TrainingIteration static method) (noether.core.utils.training.TrainingIteration static method) to_jsonable() (in module noether.io.cli.cli_checkpoint) to_logscale() (in module noether.modeling.functional.logscale) to_out (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttention attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttention attribute) to_short_interval_string() (noether.core.callbacks.early_stoppers.base.EarlyStopperBase method) (noether.core.callbacks.early_stoppers.EarlyStopperBase method) (noether.core.callbacks.EarlyStopperBase method) (noether.core.callbacks.periodic.PeriodicCallback method) (noether.core.callbacks.PeriodicCallback method) to_target_specification() (noether.core.utils.training.training_iteration.TrainingIteration method) (noether.core.utils.training.TrainingIteration method) to_tensor() (in module noether.data) (in module noether.data.preprocessors) (in module noether.data.preprocessors.utils) token_dropout (noether.modeling.models.ViT attribute) (noether.modeling.models.vit.ViT attribute) (noether.modeling.models.vit.ViTConfig attribute) (noether.modeling.models.ViTConfig attribute) TokenSpec (class in noether.core.schemas.modules) (class in noether.core.schemas.modules.attention) tolerance (noether.core.callbacks.early_stoppers.metric.MetricEarlyStopper attribute) (noether.core.callbacks.early_stoppers.metric.MetricEarlyStopperConfig attribute) (noether.core.callbacks.early_stoppers.MetricEarlyStopper attribute) (noether.core.callbacks.early_stoppers.MetricEarlyStopperConfig attribute) (noether.core.callbacks.MetricEarlyStopper attribute) (noether.core.callbacks.MetricEarlyStopperConfig attribute) tolerance_counter (noether.core.callbacks.BestCheckpointCallback attribute) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallback attribute) (noether.core.callbacks.checkpoint.BestCheckpointCallback attribute) (noether.core.callbacks.early_stoppers.metric.MetricEarlyStopper attribute) (noether.core.callbacks.early_stoppers.MetricEarlyStopper attribute) (noether.core.callbacks.MetricEarlyStopper attribute) tolerances (noether.core.callbacks.BestCheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallbackConfig attribute) (noether.core.callbacks.checkpoint.BestCheckpointCallbackConfig attribute) tolerances_is_exceeded (noether.core.callbacks.BestCheckpointCallback attribute) (noether.core.callbacks.checkpoint.best_checkpoint.BestCheckpointCallback attribute) (noether.core.callbacks.checkpoint.BestCheckpointCallback attribute) torch_optim (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper attribute) (noether.core.optimizer.OptimizerWrapper attribute) TorchTensor (in module noether.data.preprocessors.normalizers) total (noether.io.logging_progress.LogProgress attribute) total_data_time (noether.core.callbacks.periodic.PeriodicDataIteratorCallback attribute), [1] (noether.core.callbacks.PeriodicDataIteratorCallback attribute), [1] total_dim (noether.data.schemas.FieldDimSpec property) total_loss (noether.training.trainers.TrainerResult attribute) (noether.training.trainers.types.TrainerResult attribute) total_output_dim (noether.data.schemas.ModelDataSpecs property) total_time (noether.core.callbacks.default.eta.EtaCallback attribute) (noether.core.callbacks.default.EtaCallback attribute) (noether.core.callbacks.EtaCallback attribute) total_train_times (noether.core.callbacks.default.train_time.TrainTimeCallback attribute) (noether.core.callbacks.default.TrainTimeCallback attribute) (noether.core.callbacks.TrainTimeCallback attribute) total_training_updates (noether.training.trainers.base.BaseTrainer property) (noether.training.trainers.BaseTrainer property) TPipelineConfig (in module noether.data.base.dataset)

trace_subdir (noether.training.callbacks.profiler.PyTorchProfilerCallbackConfig attribute) (noether.training.callbacks.PyTorchProfilerCallbackConfig attribute) track_after_accumulation_step() (noether.core.callbacks.default.online_loss.OnlineLossCallback method) (noether.core.callbacks.default.OnlineLossCallback method) (noether.core.callbacks.default.training_diagnostics.TrainingDiagnosticsCallback method) (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallback method) (noether.core.callbacks.online.TrackAdditionalOutputsCallback method) (noether.core.callbacks.OnlineLossCallback method) (noether.core.callbacks.periodic.PeriodicCallback method) (noether.core.callbacks.PeriodicCallback method) (noether.core.callbacks.TrackAdditionalOutputsCallback method) track_after_update_step() (noether.core.callbacks.checkpoint.ema.EmaCallback method) (noether.core.callbacks.checkpoint.EmaCallback method) (noether.core.callbacks.default.eta.EtaCallback method) (noether.core.callbacks.default.EtaCallback method) (noether.core.callbacks.default.progress.ProgressCallback method) (noether.core.callbacks.default.ProgressCallback method) (noether.core.callbacks.default.train_time.TrainTimeCallback method) (noether.core.callbacks.default.TrainTimeCallback method) (noether.core.callbacks.EmaCallback method) (noether.core.callbacks.EtaCallback method) (noether.core.callbacks.periodic.PeriodicCallback method) (noether.core.callbacks.PeriodicCallback method) (noether.core.callbacks.ProgressCallback method) (noether.core.callbacks.TrainTimeCallback method) (noether.training.callbacks.profiler.PyTorchProfilerCallback method) (noether.training.callbacks.PyTorchProfilerCallback method) track_every_n_epochs (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) track_every_n_samples (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) track_every_n_updates (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute) TrackAdditionalOutputsCallback (class in noether.core.callbacks) (class in noether.core.callbacks.online) (class in noether.core.callbacks.online.track_outputs) TrackAdditionalOutputsCallbackConfig (class in noether.core.callbacks) (class in noether.core.callbacks.online) (class in noether.core.callbacks.online.track_outputs) tracked_losses (noether.core.callbacks.default.online_loss.OnlineLossCallback attribute) (noether.core.callbacks.default.OnlineLossCallback attribute) (noether.core.callbacks.OnlineLossCallback attribute) tracked_values (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.online.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.TrackAdditionalOutputsCallback attribute) tracker (noether.core.callbacks.base.CallbackBase attribute) (noether.core.callbacks.CallbackBase attribute) (noether.core.schemas.schema.ConfigSchema attribute) (noether.core.writers.log_writer.LogWriter attribute) (noether.core.writers.LogWriter attribute) (noether.scaffold.config.ScaffoldConfig attribute) (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.BaseTrainer attribute) TrackerChoice (class in noether.scaffold.choices) TRACKIO (noether.scaffold.choices.TrackerChoice attribute) TRACKIO_IMPORT_ERROR (in module noether.core.trackers.trackio_tracker) TrackioTracker (class in noether.core.trackers) (class in noether.core.trackers.trackio_tracker) TrackioTrackerSchema (class in noether.core.trackers) (class in noether.core.trackers.trackio_tracker) train (noether.data.base.dataset.DatasetSplitIDs attribute) (noether.data.datasets.cfd.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.ahmedml.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.ahmedml.split.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.split.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.emmi_wing.split.WingParametricSplitIDs attribute) (noether.data.datasets.cfd.emmi_wing.split_hf.WingHFSplitIDs attribute) (noether.data.datasets.cfd.shapenet_car.ShapeNetCarDefaultSplitIDs attribute) (noether.data.datasets.cfd.shapenet_car.split.ShapeNetCarDefaultSplitIDs attribute) (noether.data.datasets.cfd.ShapeNetCarDefaultSplitIDs attribute) train() (noether.core.models.composite.CompositeModel method) (noether.core.models.CompositeModel method) (noether.core.models.Model method) (noether.core.models.model.Model method) (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) train_step() (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) train_subset (noether.data.base.dataset.DatasetSplitIDs attribute) (noether.data.datasets.cfd.emmi_wing.split.WingParametricSplitIDs attribute) train_times (noether.core.callbacks.default.train_time.TrainTimeCallback attribute) (noether.core.callbacks.default.TrainTimeCallback attribute) (noether.core.callbacks.TrainTimeCallback attribute) trainable_param_count (noether.core.models.base.ModelBase property) (noether.core.models.ModelBase property) trainer (noether.core.callbacks.base.CallbackBase attribute) (noether.core.callbacks.CallbackBase attribute) (noether.core.schemas.schema.ConfigSchema attribute) TrainerResult (class in noether.training.trainers) (class in noether.training.trainers.types) TRAINING_DATA_WAIT_TIME (in module noether.core.constants) TRAINING_ITERATION (noether.core.types.CheckpointKeys attribute) training_losses() (noether.modeling.diffusion.base.DiffusionSchedule method) (noether.modeling.diffusion.DiffusionSchedule method) (noether.modeling.diffusion.flow_matching.FlowMatchingSchedule method) (noether.modeling.diffusion.FlowMatchingSchedule method) training_losses_joint() (noether.modeling.diffusion.flow_matching.FlowMatchingSchedule method) (noether.modeling.diffusion.FlowMatchingSchedule method) TRAINING_UPDATE_TIME (in module noether.core.constants) TrainingContextFilter (class in noether.training.trainers.base) TrainingDiagnosticsCallback (class in noether.core.callbacks.default.training_diagnostics) TrainingIteration (class in noether.core.utils.training) (class in noether.core.utils.training.training_iteration) TrainTimeCallback (class in noether.core.callbacks) (class in noether.core.callbacks.default) (class in noether.core.callbacks.default.train_time) Transformer (class in noether.modeling.models) (class in noether.modeling.models.transformer) transformer_block (noether.modeling.modules.untied.UntiedTransformerBlockConfig attribute) transformer_block_config (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig attribute) (noether.modeling.models.AnchorBranchedUPTConfig attribute) (noether.modeling.models.transformer.TransformerConfig attribute) (noether.modeling.models.TransformerConfig attribute) (noether.modeling.models.vit.ViTConfig property) (noether.modeling.models.ViTConfig property) TransformerBatchNorm (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.transformer_batchnorm) TransformerBlock (class in noether.modeling.modules) (class in noether.modeling.modules.blocks) (class in noether.modeling.modules.blocks.transformer) TransformerBlockConfig (class in noether.modeling.modules) (class in noether.modeling.modules.blocks) (class in noether.modeling.modules.blocks.transformer) TransformerConfig (class in noether.modeling.models) (class in noether.modeling.models.transformer) transforms (noether.data.ComposePreProcess attribute) (noether.data.preprocessors.compose.ComposePreProcess attribute) (noether.data.preprocessors.ComposePreProcess attribute) Transolver (class in noether.modeling.models) (class in noether.modeling.models.transolver) TransolverAttention (class in noether.modeling.modules) (class in noether.modeling.modules.attention) (class in noether.modeling.modules.attention.transolver) TransolverAttentionConfig (class in noether.modeling.modules.attention) (class in noether.modeling.modules.attention.transolver) TransolverConfig (class in noether.modeling.models) (class in noether.modeling.models.transolver) TransolverPlusPlusAttention (class in noether.modeling.modules.attention) (class in noether.modeling.modules.attention.transolver_plusplus) TransolverPlusPlusAttentionConfig (class in noether.modeling.modules.attention) (class in noether.modeling.modules.attention.transolver_plusplus) TransolverPlusPlusConfig (class in noether.modeling.models) (class in noether.modeling.models.transolver) TTrainerConfig (in module noether.core.schemas.schema)

U

underlying_fs() (in module noether.io.diskcache.cache_benchmark) UnexpectedTokenError unpatchify() (noether.modeling.models.ViT method) (noether.modeling.models.vit.ViT method) UnquantizedDropPath (class in noether.modeling.modules) (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.drop_path) UnquantizedDropPathConfig (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.drop_path) unscale_() (noether.core.utils.torch.amp.NoopGradScaler method) (noether.core.utils.torch.NoopGradScaler method) unstructured_grid_data_to_poly_data() (in module noether.data.datasets.cfd.shapenet_car.preprocessing) untied_mlp_config() (noether.modeling.modules.untied.UntiedPerceiverBlockConfig method) (noether.modeling.modules.untied.UntiedTransformerBlockConfig method) UntiedLinear (class in noether.modeling.modules.untied) UntiedLinearConfig (class in noether.modeling.modules.untied) UntiedMixedAttention (class in noether.modeling.modules.untied) UntiedMixedAttentionConfig (class in noether.modeling.modules.untied) UntiedMLP (class in noether.modeling.modules.untied) UntiedMLPConfig (class in noether.modeling.modules.untied) UntiedPerceiverAttention (class in noether.modeling.modules.untied) UntiedPerceiverBlock (class in noether.modeling.modules.untied) UntiedPerceiverBlockConfig (class in noether.modeling.modules.untied) UntiedTransformerBlock (class in noether.modeling.modules.untied) UntiedTransformerBlockConfig (class in noether.modeling.modules.untied) up_act_down_mlp_config() (noether.modeling.modules.blocks.transformer.TransformerBlockConfig method) (noether.modeling.modules.blocks.TransformerBlockConfig method) (noether.modeling.modules.TransformerBlockConfig method) UpActDownMlp (class in noether.modeling.modules) (class in noether.modeling.modules.mlp) (class in noether.modeling.modules.mlp.upactdown_mlp) UpActDownMLPConfig (class in noether.modeling.modules.mlp) (class in noether.modeling.modules.mlp.upactdown_mlp) update (noether.core.utils.training.counter.UpdateCounter property) (noether.core.utils.training.training_iteration.TrainingIteration attribute) (noether.core.utils.training.TrainingIteration attribute) (noether.core.utils.training.UpdateCounter property) update() (noether.core.utils.torch.amp.NoopGradScaler method) (noether.core.utils.torch.NoopGradScaler method) (noether.io.logging_progress.LogProgress method) (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) update_counter (noether.core.models.base.ModelBase attribute) (noether.core.models.ModelBase attribute) (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper attribute) (noether.core.optimizer.OptimizerWrapper attribute) (noether.core.utils.training.schedule_wrapper.ScheduleWrapper attribute) (noether.core.utils.training.ScheduleWrapper attribute) (noether.core.writers.checkpoint_writer.CheckpointWriter attribute) (noether.core.writers.CheckpointWriter attribute) (noether.core.writers.log_writer.LogWriter attribute) (noether.core.writers.LogWriter attribute) (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.base.TrainingContextFilter attribute) (noether.training.trainers.BaseTrainer attribute) update_ema() (in module noether.core.utils.model) update_interval (noether.core.schedules.step.StepIntervalSchedule attribute) (noether.core.schedules.step.StepIntervalScheduleConfig attribute) (noether.core.schedules.StepIntervalSchedule attribute) (noether.core.schedules.StepIntervalScheduleConfig attribute) update_summary() (noether.core.trackers.base.BaseTracker method) (noether.core.trackers.BaseTracker method)

UpdateCounter (class in noether.core.utils.training) (class in noether.core.utils.training.counter) updates_per_epoch (noether.core.utils.training.counter.UpdateCounter attribute) (noether.core.utils.training.UpdateCounter attribute) (noether.training.trainers.base.BaseTrainer attribute) (noether.training.trainers.BaseTrainer attribute) updates_per_interval() (noether.core.callbacks.periodic.PeriodicCallback method) (noether.core.callbacks.PeriodicCallback method) updates_till_next_invocation() (noether.core.callbacks.periodic.PeriodicCallback method) (noether.core.callbacks.PeriodicCallback method) upload_all() (noether.io.interfaces.s3_uploader.S3FileUploader method) UPT (class in noether.modeling.models) (class in noether.modeling.models.upt) UPTConfig (class in noether.modeling.models) (class in noether.modeling.models.upt) uri (noether.io.checkpoint.types.CheckpointMetadata attribute) use_adaptive_temperature (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttentionConfig attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttentionConfig attribute) use_bias_layers (noether.modeling.models.aerodynamics.AeroUPT attribute) (noether.modeling.models.AeroUPT attribute) use_conditioning (noether.modeling.models.ViT attribute) (noether.modeling.models.vit.ViT attribute) (noether.modeling.models.vit.ViTConfig attribute) (noether.modeling.models.ViTConfig attribute) use_conv_output_head (noether.modeling.models.ViT attribute) (noether.modeling.models.vit.ViT attribute) (noether.modeling.models.vit.ViTConfig attribute) (noether.modeling.models.ViTConfig attribute) use_geometry_branch (noether.modeling.models.ab_upt.AnchoredBranchedUPT attribute) (noether.modeling.models.AnchoredBranchedUPT attribute) use_gumbel_softmax (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttentionConfig attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttentionConfig attribute) USE_OCI (in module noether.io.diskcache.cache_benchmark) use_overparameterization (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttentionConfig attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttentionConfig attribute) use_physics_features (noether.data.schemas.ModelDataSpecs attribute) (noether.modeling.models.aerodynamics.AeroTransformer attribute) (noether.modeling.models.aerodynamics.AeroTransolver attribute) (noether.modeling.models.aerodynamics.AeroUPT attribute) (noether.modeling.models.AeroTransformer attribute) (noether.modeling.models.AeroTransolver attribute) (noether.modeling.models.AeroUPT attribute) use_rope (noether.core.schemas.modules.attention.AttentionConfig attribute) (noether.core.schemas.modules.AttentionConfig attribute) (noether.modeling.models.aerodynamics.AeroTransformer attribute) (noether.modeling.models.AeroTransformer attribute) (noether.modeling.models.UPT attribute) (noether.modeling.models.upt.UPT attribute) (noether.modeling.models.upt.UPTConfig attribute) (noether.modeling.models.UPTConfig attribute) (noether.modeling.modules.attention.dot_product.DotProductAttention attribute) (noether.modeling.modules.attention.DotProductAttention attribute) (noether.modeling.modules.attention.perceiver.PerceiverAttention attribute) (noether.modeling.modules.attention.PerceiverAttention attribute) (noether.modeling.modules.blocks.transformer.TransformerBlockConfig attribute) (noether.modeling.modules.blocks.TransformerBlockConfig attribute) (noether.modeling.modules.DotProductAttention attribute) (noether.modeling.modules.PerceiverAttention attribute) (noether.modeling.modules.TransformerBlockConfig attribute) use_torch_compile (noether.training.trainers.base.BaseTrainerConfig attribute) (noether.training.trainers.BaseTrainerConfig attribute)

V

v (noether.modeling.modules.attention.dot_product.DotProductAttention attribute) (noether.modeling.modules.attention.DotProductAttention attribute) (noether.modeling.modules.attention.perceiver.PerceiverAttention attribute) (noether.modeling.modules.attention.PerceiverAttention attribute) (noether.modeling.modules.attention.transolver.TransolverAttention attribute) (noether.modeling.modules.attention.transolver_plusplus.TransolverPlusPlusAttention attribute) (noether.modeling.modules.attention.TransolverAttention attribute) (noether.modeling.modules.attention.TransolverPlusPlusAttention attribute) (noether.modeling.modules.DotProductAttention attribute) (noether.modeling.modules.PerceiverAttention attribute) (noether.modeling.modules.TransolverAttention attribute) (noether.modeling.modules.untied.UntiedMixedAttention attribute) val (noether.data.base.dataset.DatasetSplitIDs attribute) (noether.data.datasets.cfd.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.ahmedml.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.ahmedml.split.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.AhmedMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.drivaerml.split.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.caeml.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.DrivAerMLDefaultSplitIDs attribute) (noether.data.datasets.cfd.emmi_wing.split.WingParametricSplitIDs attribute) (noether.data.datasets.cfd.emmi_wing.split_hf.WingHFSplitIDs attribute) (noether.data.datasets.cfd.shapenet_car.ShapeNetCarDefaultSplitIDs attribute) (noether.data.datasets.cfd.shapenet_car.split.ShapeNetCarDefaultSplitIDs attribute) (noether.data.datasets.cfd.ShapeNetCarDefaultSplitIDs attribute) VALID_CATEGORIES (in module noether.data.datasets.cfd.drivaernet.dataset) VALID_PRECISIONS (in module noether.core.utils.torch.amp) validate_callback_frequency() (noether.core.callbacks.base.CallBackBaseConfig method) (noether.core.callbacks.CallBackBaseConfig method) (noether.core.callbacks.early_stoppers.fixed.FixedEarlyStopperConfig method) (noether.core.callbacks.early_stoppers.FixedEarlyStopperConfig method) (noether.core.callbacks.FixedEarlyStopperConfig method) (noether.training.trainers.base.BaseTrainerConfig method) (noether.training.trainers.BaseTrainerConfig method) validate_checkpoint_keys() (noether.core.callbacks.base.CallbackBase static method) (noether.core.callbacks.CallbackBase static method) validate_config() (in module noether.training.cli.submit_job) validate_frequency() (noether.data.SamplerIntervalConfig method) (noether.data.samplers.interleaved_sampler.SamplerIntervalConfig method) (noether.data.samplers.SamplerIntervalConfig method) validate_hidden_dim_and_num_heads() (noether.core.schemas.modules.attention.AttentionConfig method) (noether.core.schemas.modules.AttentionConfig method) validate_max_training_criteria() (noether.training.trainers.base.BaseTrainerConfig method) (noether.training.trainers.BaseTrainerConfig method) validate_ndim() (noether.modeling.modules.layers.linear_projection.LinearProjectionConfig method) (noether.modeling.modules.layers.LinearProjectionConfig method) validate_parameters() (noether.modeling.models.ab_upt.AnchorBranchedUPTConfig method) (noether.modeling.models.AnchorBranchedUPTConfig method) (noether.modeling.models.upt.UPTConfig method) (noether.modeling.models.UPTConfig method) validate_path() (in module noether.core.utils.common) (in module noether.core.utils.common.path) validate_radius_and_k() (noether.modeling.modules.encoders.supernode_pooling.SupernodePoolingConfig method) (noether.modeling.modules.encoders.SupernodePoolingConfig method) (noether.modeling.modules.SupernodePoolingConfig method) validate_rope_usage() (noether.modeling.models.upt.UPTConfig method) (noether.modeling.models.UPTConfig method) validate_splits() (noether.data.base.dataset.DatasetSplitIDs method) validate_start() (noether.data.InterleavedSamplerConfig method) (noether.data.samplers.interleaved_sampler.InterleavedSamplerConfig method) (noether.data.samplers.InterleavedSamplerConfig method) validate_start_end_percents() (noether.core.schedules.ScheduleBaseConfig method) (noether.core.schedules.schemas.ScheduleBaseConfig method) validate_start_end_steps() (noether.core.schedules.ScheduleBaseConfig method) (noether.core.schedules.schemas.ScheduleBaseConfig method) validate_steps() (noether.core.schedules.step.StepFixedScheduleConfig method) (noether.core.schedules.StepFixedScheduleConfig method) validate_stop() (noether.data.InterleavedSamplerConfig method) (noether.data.samplers.interleaved_sampler.InterleavedSamplerConfig method) (noether.data.samplers.InterleavedSamplerConfig method) validate_tensor() (in module noether.data.preprocessors.normalizers) validate_warmup() (noether.core.schedules.linear_warmup_cosine_decay.LinearWarmupCosineDecayScheduleConfig method) (noether.core.schedules.LinearWarmupCosineDecayScheduleConfig method) value (noether.core.optimizer.param_group_modifiers.weight_decay_by_name.WeightDecayByNameModifier attribute) (noether.core.optimizer.param_group_modifiers.WeightDecayByNameModifier attribute) (noether.core.optimizer.schemas.ParamGroupModifierConfig attribute) (noether.core.optimizer.WeightDecayByNameModifier attribute) (noether.core.schedules.constant.ConstantSchedule attribute) (noether.core.schedules.constant.ConstantScheduleConfig attribute) (noether.core.schedules.ConstantSchedule attribute) (noether.core.schedules.ConstantScheduleConfig attribute)

values (noether.core.schedules.custom.CustomSchedule attribute) (noether.core.schedules.custom.CustomScheduleConfig attribute) (noether.core.schedules.CustomSchedule attribute) (noether.core.schedules.CustomScheduleConfig attribute) values() (noether.data.schemas.FieldDimSpec method) var (noether.data.stats.RunningMoments property) (noether.data.stats.RunningStats property) VectorsConditioner (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.vectors_conditioner) VectorsConditionerConfig (class in noether.modeling.modules.layers) (class in noether.modeling.modules.layers.vectors_conditioner) VELOCITY_VOLUME_FILE (in module noether.data.datasets.cfd.shapenet_car.preprocessing) verbose (noether.core.callbacks.default.online_loss.OnlineLossCallback attribute) (noether.core.callbacks.default.online_loss.OnlineLossCallbackConfig attribute) (noether.core.callbacks.default.OnlineLossCallback attribute) (noether.core.callbacks.default.OnlineLossCallbackConfig attribute) (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.online.track_outputs.TrackAdditionalOutputsCallbackConfig attribute) (noether.core.callbacks.online.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.online.TrackAdditionalOutputsCallbackConfig attribute) (noether.core.callbacks.OnlineLossCallback attribute) (noether.core.callbacks.OnlineLossCallbackConfig attribute) (noether.core.callbacks.TrackAdditionalOutputsCallback attribute) (noether.core.callbacks.TrackAdditionalOutputsCallbackConfig attribute) verification_app (in module noether.io.cli.cli_verification) VerificationResult (class in noether.io.verification) VerificationType (class in noether.io.verification) verify_build() (in module noether.io.cli.cli_verification) verify_check() (in module noether.io.cli.cli_verification) verify_tree() (in module noether.io.verification) ViT (class in noether.modeling.models) (class in noether.modeling.models.vit) ViTConfig (class in noether.modeling.models) (class in noether.modeling.models.vit) volume_bias (noether.modeling.models.aerodynamics.AeroTransformer attribute) (noether.modeling.models.aerodynamics.AeroTransolver attribute) (noether.modeling.models.AeroTransformer attribute) (noether.modeling.models.AeroTransolver attribute) volume_distance_to_surface (noether.data.schemas.FileMap attribute) volume_domain_max (noether.data.schemas.AeroStatsSchema attribute) volume_domain_min (noether.data.schemas.AeroStatsSchema attribute) volume_friction (noether.data.schemas.FileMap attribute) volume_normals (noether.data.schemas.FileMap attribute) VOLUME_NORMALS_FILE (in module noether.data.datasets.cfd.shapenet_car.filemap) VOLUME_POINTS_FILE (in module noether.data.datasets.cfd.shapenet_car.filemap) volume_pos_mean (noether.data.schemas.AeroStatsSchema attribute) volume_pos_std (noether.data.schemas.AeroStatsSchema attribute) volume_position (noether.data.schemas.FileMap attribute) volume_pressure (noether.data.schemas.FileMap attribute) volume_pressure_mean (noether.data.schemas.AeroStatsSchema attribute) volume_pressure_std (noether.data.schemas.AeroStatsSchema attribute) VOLUME_SDF_FILE (in module noether.data.datasets.cfd.shapenet_car.filemap) volume_sdf_mean (noether.data.schemas.AeroStatsSchema attribute) volume_sdf_std (noether.data.schemas.AeroStatsSchema attribute) volume_velocity (noether.data.schemas.FileMap attribute) VOLUME_VELOCITY_FILE (in module noether.data.datasets.cfd.shapenet_car.filemap) volume_velocity_mean (noether.data.schemas.AeroStatsSchema attribute) volume_velocity_std (noether.data.schemas.AeroStatsSchema attribute) volume_vorticity (noether.data.schemas.FileMap attribute) volume_vorticity_logscale_mean (noether.data.schemas.AeroStatsSchema attribute) volume_vorticity_logscale_std (noether.data.schemas.AeroStatsSchema attribute) volume_vorticity_magnitude_mean (noether.data.schemas.AeroStatsSchema attribute) volume_vorticity_magnitude_std (noether.data.schemas.AeroStatsSchema attribute) volume_vorticity_mean (noether.data.schemas.AeroStatsSchema attribute) volume_vorticity_std (noether.data.schemas.AeroStatsSchema attribute) VT (in module noether.core.utils.bidict) vtp_pressure (noether.data.datasets.cfd.caeml.preprocessing.DataFieldKeyMap attribute) vtp_wallshearstress (noether.data.datasets.cfd.caeml.preprocessing.DataFieldKeyMap attribute) vtu_pressure (noether.data.datasets.cfd.caeml.preprocessing.DataFieldKeyMap attribute) vtu_totalp (noether.data.datasets.cfd.caeml.preprocessing.DataFieldKeyMap attribute) vtu_velocity (noether.data.datasets.cfd.caeml.preprocessing.DataFieldKeyMap attribute) vtu_vorticity (noether.data.datasets.cfd.caeml.preprocessing.DataFieldKeyMap attribute)

W

wait (noether.training.callbacks.profiler.PyTorchProfilerCallbackConfig attribute) (noether.training.callbacks.PyTorchProfilerCallbackConfig attribute) WANDB (noether.scaffold.choices.TrackerChoice attribute) wandb_entity (noether.scaffold.config.ScaffoldConfig attribute) WANDB_IMPORT_ERROR (in module noether.core.trackers.wandb_tracker) WandBTracker (class in noether.core.trackers) (class in noether.core.trackers.wandb_tracker) WandBTrackerSchema (class in noether.core.trackers) (class in noether.core.trackers.wandb_tracker) warmup (noether.training.callbacks.profiler.PyTorchProfilerCallbackConfig attribute) (noether.training.callbacks.PyTorchProfilerCallbackConfig attribute) warmup_percent (noether.core.schedules.linear_warmup_cosine_decay.LinearWarmupCosineDecaySchedule attribute) (noether.core.schedules.linear_warmup_cosine_decay.LinearWarmupCosineDecayScheduleConfig attribute) (noether.core.schedules.LinearWarmupCosineDecaySchedule attribute) (noether.core.schedules.LinearWarmupCosineDecayScheduleConfig attribute) (noether.core.schedules.SchedulerConfig attribute) (noether.core.schedules.schemas.SchedulerConfig attribute) warmup_steps (noether.core.schedules.linear_warmup_cosine_decay.LinearWarmupCosineDecaySchedule attribute) (noether.core.schedules.linear_warmup_cosine_decay.LinearWarmupCosineDecayScheduleConfig attribute) (noether.core.schedules.LinearWarmupCosineDecaySchedule attribute) (noether.core.schedules.LinearWarmupCosineDecayScheduleConfig attribute) WARN (noether.io.verification.FailAction attribute) was_applied_successfully() (noether.core.optimizer.LrScaleByNameModifier method) (noether.core.optimizer.param_group_modifiers.base.ParamGroupModifierBase method) (noether.core.optimizer.param_group_modifiers.lr_scale_by_name.LrScaleByNameModifier method) (noether.core.optimizer.param_group_modifiers.LrScaleByNameModifier method) (noether.core.optimizer.param_group_modifiers.ParamGroupModifierBase method) (noether.core.optimizer.param_group_modifiers.weight_decay_by_name.WeightDecayByNameModifier method) (noether.core.optimizer.param_group_modifiers.WeightDecayByNameModifier method) (noether.core.optimizer.ParamGroupModifierBase method) (noether.core.optimizer.WeightDecayByNameModifier method) was_called (noether.core.callbacks.default.eta.EtaCallback.LoggerWasCalledHandler attribute) (noether.core.callbacks.default.EtaCallback.LoggerWasCalledHandler attribute) (noether.core.callbacks.EtaCallback.LoggerWasCalledHandler attribute) weight (noether.modeling.modules.untied.UntiedLinear attribute) weight_decay (noether.core.optimizer.schemas.MuonSecondaryOptimizerConfig attribute) (noether.core.optimizer.schemas.OptimizerConfig attribute) (noether.core.schedules.ScheduleBaseConfig attribute) (noether.core.schedules.schemas.ScheduleBaseConfig attribute)

weight_decay_schedule (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper attribute) (noether.core.optimizer.OptimizerWrapper attribute) (noether.core.optimizer.schemas.OptimizerConfig attribute) WeightDecayByNameModifier (class in noether.core.optimizer) (class in noether.core.optimizer.param_group_modifiers) (class in noether.core.optimizer.param_group_modifiers.weight_decay_by_name) WeightedLossTrainer (class in noether.training.trainers) (class in noether.training.trainers.weighted_loss) WeightedLossTrainerConfig (class in noether.training.trainers.weighted_loss) WING_FILE_MAP (in module noether.data.datasets.cfd.emmi_wing.dataset) WingHFSplitIDs (class in noether.data.datasets.cfd.emmi_wing.split_hf) WingParametricSplitIDs (class in noether.data.datasets.cfd.emmi_wing.split) with_flops (noether.training.callbacks.profiler.PyTorchProfilerCallbackConfig attribute) (noether.training.callbacks.PyTorchProfilerCallbackConfig attribute) with_modules (noether.training.callbacks.profiler.PyTorchProfilerCallbackConfig attribute) (noether.training.callbacks.PyTorchProfilerCallbackConfig attribute) with_normalizers() (in module noether.data) (in module noether.data.base) (in module noether.data.base.dataset) with_run() (noether.core.providers.path.PathProvider method) (noether.core.providers.PathProvider method) with_stack (noether.training.callbacks.profiler.PyTorchProfilerCallbackConfig attribute) (noether.training.callbacks.PyTorchProfilerCallbackConfig attribute) wrap_compile() (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) wrap_ddp() (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) wrap_model() (noether.training.trainers.base.BaseTrainer method) (noether.training.trainers.BaseTrainer method) write() (noether.io.interfaces.s3_uploader.S3FileUploader method) writer (noether.core.callbacks.base.CallbackBase attribute) (noether.core.callbacks.CallbackBase attribute) (noether.core.trackers.tensorboard.TensorboardTracker attribute) (noether.core.trackers.TensorboardTracker attribute)

Y

YELLOW (noether.core.utils.logging.CustomFormatter attribute) (noether.core.utils.logging.formatting.CustomFormatter attribute)

Z

zero_center (noether.data.preprocessors.normalizers.FieldNormalizerConfig attribute) (noether.data.preprocessors.normalizers.PositionNormalizer attribute) (noether.data.preprocessors.normalizers.PositionNormalizerConfig attribute)

zero_grad() (noether.core.optimizer.muon_composite.MuonComposite method) (noether.core.optimizer.MuonComposite method) (noether.core.optimizer.optimizer_wrapper.OptimizerWrapper method) (noether.core.optimizer.OptimizerWrapper method)