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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
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        noether.core.callbacks.checkpoint.best_checkpoint
        
        noether.core.callbacks.checkpoint.checkpoint
        
        noether.core.callbacks.checkpoint.ema
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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
        
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        noether.core.callbacks.early_stoppers.base
        
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        noether.core.distributed.run.managed
        
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        noether.core.optimizer.param_group_modifiers.base
        
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        noether.core.optimizer.param_group_modifiers.weight_decay_by_name
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        noether.core.utils.common.naming
        
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        noether.core.utils.logging.base
        
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    - noether.core.writers
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  - noether.data
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      - noether.data.base.dataset
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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
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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
        
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        noether.data.datasets.cfd.caeml.preprocessing
        
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        noether.data.datasets.cfd.emmi_wing.dataset
        
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        noether.data.datasets.cfd.shapenet_car.dataset
        
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        noether.data.datasets.cfd.shapenet_car.preprocessing
        
        noether.data.datasets.cfd.shapenet_car.split
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        noether.data.pipeline.batch_processors.moment_normalization
        
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        noether.data.pipeline.collators.concat_sparse_tensor
        
        noether.data.pipeline.collators.default
        
        noether.data.pipeline.collators.field_decoder
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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
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      - noether.data.tools.calculate_statistics
  - noether.inference
  - noether.io
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        noether.io.checkpoint.providers.file_provider
        
        noether.io.checkpoint.providers.huggingface_provider
        
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    - noether.io.interfaces
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  - 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.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
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        noether.modeling.modules.encoders.mlp
        
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        noether.modeling.modules.layers.continuous_sincos_embed
        
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        noether.modeling.modules.layers.linear_projection
        
        noether.modeling.modules.layers.rope_frequency
        
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        noether.modeling.modules.mlp.mlp
        
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  - noether.training
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      - noether.training.trainers.base
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noether.data.datasets.cfd.caeml¶

Submodules¶

noether.data.datasets.cfd.caeml.ahmedml
noether.data.datasets.cfd.caeml.dataset
noether.data.datasets.cfd.caeml.drivaerml
noether.data.datasets.cfd.caeml.filemap
noether.data.datasets.cfd.caeml.preprocessing

noether.data.datasets.cfd.caeml.ahmedml

noether.data.datasets.cfd

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