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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

Tutorials

Prerequisites
Getting Started: Install & Verify
Training First Model (with Configs)
Training First Model (with Code)
Walkthrough
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.optimizer_wrapper
    - noether.core.optimizer.param_group_modifiers
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  - 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.schemas.aero
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    - 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
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    - noether.core.schemas.modules
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    - 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
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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
      - noether.core.utils.torch.device
    - noether.core.utils.training
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  - noether.core.writers
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    - noether.core.writers.checkpoint_writer
    - noether.core.writers.log_writer
- 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
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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.split
      - 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.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
    - noether.data.samplers.internals
  - 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.runners
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    - noether.inference.runners.inference_runner
- 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
    - noether.io.checkpoint.types
  - noether.io.cli
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  - noether.io.credentials
  - noether.io.diskcache
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    - noether.io.diskcache.cache_benchmark
    - noether.io.diskcache.lru_cache
  - 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.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
      - noether.modeling.modules.mlp.upactdown_mlp
- 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.cli
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    - noether.training.cli.main_train
    - noether.training.cli.submit_job
  - noether.training.runners
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    - noether.training.runners.hydra_runner
  - noether.training.trainers
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noether.scaffold¶

Submodules¶

noether.scaffold.choices
noether.scaffold.cli
noether.scaffold.config
noether.scaffold.file_manager

noether.scaffold.choices

noether.modeling.modules.mlp.upactdown_mlp

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