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Noether Framework documentation
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Tutorials

  • Prerequisites
  • Getting Started: Install & Verify
  • Training First Model (with Configs)
  • Training First Model (with Code)

How-to Guides

  • Working with the CLI
  • How to Use Private Data Source
  • How to Run Evaluation on Trained Models

Explanation

  • Overview
    • Introduction to Noether Framework
    • Design Principles and Limitations
    • Key Concepts

Reference

  • Noether
    • 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.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.update_output
          • noether.core.callbacks.periodic
        • noether.core.configs
          • noether.core.configs.hyperparameters
          • noether.core.configs.static
          • noether.core.configs.wandb
        • noether.core.distributed
          • noether.core.distributed.config
          • noether.core.distributed.gather
          • 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.single
        • noether.core.optimizer
          • noether.core.optimizer.lion
          • 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.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.step
        • noether.core.scripts
          • noether.core.scripts.validate_pytorch_compatibilities
        • noether.core.trackers
          • noether.core.trackers.base
          • noether.core.trackers.noop
          • noether.core.trackers.wandb
        • 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.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.emmi_wing
              • noether.data.datasets.cfd.emmi_wing.dataset
              • noether.data.datasets.cfd.emmi_wing.split
            • 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.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.multistage
          • noether.data.pipeline.sample_processor
          • noether.data.pipeline.sample_processors
            • 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.samplewise_normalization
            • noether.data.pipeline.sample_processors.supernode_sampling
        • noether.data.point_cloud
        • 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.stats
        • noether.data.tools
          • noether.data.tools.calculate_statistics
      • noether.inference
      • 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.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.transformer
          • noether.modeling.models.transolver
          • noether.modeling.models.upt
        • 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.irregular_nat
            • noether.modeling.modules.blocks.perceiver
            • noether.modeling.modules.blocks.perceiver_transformer
            • noether.modeling.modules.blocks.transformer
          • noether.modeling.modules.decoders
            • noether.modeling.modules.decoders.deep_perceiver
          • noether.modeling.modules.encoders
            • noether.modeling.modules.encoders.mlp
            • 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.mlp
            • noether.modeling.modules.mlp.mlp
            • noether.modeling.modules.mlp.upactdown_mlp
      • noether.training
        • noether.training.callbacks
          • noether.training.callbacks.offline_loss
          • noether.training.callbacks.periodic_iterator
          • noether.training.callbacks.supernode_pooling_coverage
        • noether.training.cli
          • noether.training.cli.main_train
        • noether.training.runners
          • noether.training.runners.hydra_runner
        • noether.training.trainers
          • noether.training.trainers.base
          • noether.training.trainers.types
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Explanation¶

  • Introduction to Noether Framework
  • Design Principles and Limitations
  • Key Concepts

Data¶

Data Caching

Inference¶

Inference Key Concepts

Next
Introduction to Noether Framework
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How to Run Evaluation on Trained Models
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  • Explanation
    • Data
    • Inference