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Noether Framework Documentation

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The Noether Framework

Introduction to Noether Framework
Design Principles and Limitations
Key Concepts
Noether Model Zoo
Noether Dataset Zoo
Noether Recipe Zoo
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Understanding the Data Pipeline

Tutorials

Getting Started: Install & Verify
Training First Model (with Configs)
Training First Model (with Code)
Walkthrough: Aerodynamic CFD with Noether
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Scaffolding a New Project

How-to Guides
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Reference

Disk Caching
Hardware Allocation & Training Configurations
Configuration Inheritance
API Reference
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- noether.core
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  - noether.core.callbacks
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    - noether.core.callbacks.base
    - noether.core.callbacks.checkpoint
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    - noether.core.callbacks.default
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    - noether.core.callbacks.early_stoppers
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    - noether.core.callbacks.online
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      - noether.core.callbacks.online.best_metric
      - noether.core.callbacks.online.track_outputs
    - noether.core.callbacks.periodic
  - noether.core.configs
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    - noether.core.configs.hyperparameters
  - noether.core.constants
  - noether.core.distributed
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    - noether.core.distributed.config
    - noether.core.distributed.gather
    - noether.core.distributed.reduce
    - noether.core.distributed.run
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      - noether.core.distributed.run.managed
      - noether.core.distributed.run.unmanaged
    - noether.core.distributed.utils
  - noether.core.extractors
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    - noether.core.extractors.forward_hook
  - noether.core.factory
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  - noether.core.initializers
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  - noether.core.models
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  - noether.core.optimizer
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    - noether.core.optimizer.lion
    - noether.core.optimizer.muon_composite
    - noether.core.optimizer.optimizer_wrapper
    - noether.core.optimizer.param_group_modifiers
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    - noether.core.optimizer.schemas
  - noether.core.presets
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    - noether.core.presets.base
    - noether.core.presets.model_defaults
  - noether.core.providers
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    - noether.core.providers.metric_property
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  - noether.core.schedules
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  - noether.core.schemas
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  - noether.core.scripts
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    - noether.core.scripts.validate_pytorch_compatibilities
  - noether.core.trackers
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  - noether.core.types
  - noether.core.utils
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    - noether.core.utils.bidict
    - noether.core.utils.code
    - noether.core.utils.common
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    - noether.core.utils.logging
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    - noether.core.utils.model
    - noether.core.utils.platform
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      - noether.core.utils.platform.system
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    - noether.core.utils.seed
    - noether.core.utils.torch
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      - noether.core.utils.torch.amp
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    - noether.core.utils.training
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  - noether.core.writers
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- noether.data
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  - noether.data.base
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    - noether.data.base.dataset
    - noether.data.base.subset
    - noether.data.base.wrapper
    - noether.data.base.wrappers
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  - noether.data.container
  - noether.data.datasets
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    - noether.data.datasets.cfd
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      - noether.data.datasets.cfd.caeml
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        noether.data.datasets.cfd.caeml.ahmedml
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        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
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        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
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        noether.data.datasets.cfd.drivaernet.dataset
        
        noether.data.datasets.cfd.drivaernet.preprocessing
      - noether.data.datasets.cfd.emmi_wing
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        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
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        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
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        noether.data.datasets.cfd.simshift_heatsink.config
        
        noether.data.datasets.cfd.simshift_heatsink.dataset
  - noether.data.pipeline
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    - noether.data.pipeline.batch_processor
    - noether.data.pipeline.batch_processors
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    - noether.data.pipeline.collator
    - noether.data.pipeline.collators
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    - noether.data.pipeline.multistage
    - noether.data.pipeline.sample_processor
    - noether.data.pipeline.sample_processors
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  - noether.data.preprocessors
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  - noether.data.samplers
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    - noether.data.samplers.interleaved_sampler
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  - noether.data.schemas
  - noether.data.stats
  - noether.data.tools
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    - noether.data.tools.calculate_statistics
- noether.inference
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  - noether.inference.cli
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    - noether.inference.cli.main_inference
  - noether.inference.evaluate
  - noether.inference.run
  - noether.inference.runners
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- noether.io
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  - noether.io.aistore
  - noether.io.checkpoint
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    - noether.io.checkpoint.iohash
    - noether.io.checkpoint.providers
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    - noether.io.checkpoint.resolver
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  - noether.io.cli
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  - noether.io.credentials
  - noether.io.diskcache
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    - noether.io.diskcache.cache_benchmark
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  - noether.io.interfaces
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  - noether.io.logging_config
  - noether.io.logging_progress
  - noether.io.providers
  - noether.io.verification
- noether.modeling
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  - noether.modeling.diffusion
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  - noether.modeling.functional
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  - noether.modeling.models
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  - noether.modeling.modules
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    - noether.modeling.modules.activations
    - noether.modeling.modules.attention
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    - noether.modeling.modules.blocks
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      - noether.modeling.modules.blocks.perceiver
      - noether.modeling.modules.blocks.transformer
    - noether.modeling.modules.decoders
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      - noether.modeling.modules.decoders.deep_perceiver
    - noether.modeling.modules.encoders
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      - noether.modeling.modules.encoders.supernode_pooling
    - noether.modeling.modules.layers
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    - noether.modeling.modules.mlp
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      - noether.modeling.modules.mlp.mlp
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    - noether.modeling.modules.untied
- noether.scaffold
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- noether.training
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  - noether.training.callbacks
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    - noether.training.callbacks.offline_loss
    - noether.training.callbacks.profiler
  - noether.training.cli
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  - noether.training.runners
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    - noether.training.runners.hydra_runner
  - noether.training.trainers
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noether.core.schemas.statistics¶

Back-compat re-export for AeroStatsSchema.

The canonical home is noether.data.schemas.

noether.core.schemas.trackers

noether.core.schemas.slurm

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