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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
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Reference

Noether
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- noether
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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.checkpoint.best_checkpoint
        
        noether.core.callbacks.checkpoint.checkpoint
        
        noether.core.callbacks.checkpoint.ema
      - noether.core.callbacks.default
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        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
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        noether.core.callbacks.early_stoppers.base
        
        noether.core.callbacks.early_stoppers.fixed
        
        noether.core.callbacks.early_stoppers.metric
      - noether.core.callbacks.online
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        noether.core.callbacks.online.best_metric
        
        noether.core.callbacks.online.update_output
      - noether.core.callbacks.periodic
    - noether.core.configs
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    - noether.core.distributed
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      - noether.core.distributed.config
      - noether.core.distributed.gather
      - 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.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
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      - noether.core.providers.metric_property
      - noether.core.providers.path
    - noether.core.schedules
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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.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
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        noether.core.utils.logging.base
        
        noether.core.utils.logging.formatting
        
        noether.core.utils.logging.progress
      - noether.core.utils.model
      - noether.core.utils.platform
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        noether.core.utils.platform.system
        
        noether.core.utils.platform.worker
      - 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.utils.training.counter
        
        noether.core.utils.training.schedule_wrapper
        
        noether.core.utils.training.training_iteration
    - 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
      - noether.data.base.wrappers
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        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
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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.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
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        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
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        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
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        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
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    - noether.data.samplers
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      - noether.data.samplers.interleaved_sampler
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    - noether.data.stats
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      - noether.data.tools.calculate_statistics
  - noether.inference
  - 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.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
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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.attention.anchor_attention
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        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
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        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
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        noether.modeling.modules.decoders.deep_perceiver
      - noether.modeling.modules.encoders
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        noether.modeling.modules.encoders.mlp
        
        noether.modeling.modules.encoders.supernode_pooling
      - noether.modeling.modules.layers
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        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
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        noether.modeling.modules.mlp.mlp
        
        noether.modeling.modules.mlp.upactdown_mlp
  - noether.training
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    - noether.training.callbacks
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    - noether.training.cli
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      - noether.training.cli.main_train
    - noether.training.runners
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      - noether.training.runners.hydra_runner
    - noether.training.trainers
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      - noether.training.trainers.base
      - noether.training.trainers.types

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noether.core.utils.common¶

Submodules¶

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.common.naming

noether.core.utils.code

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noether.core.utils.common
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