config.yaml

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# SPDX-License-Identifier: Apache-2.0
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# Licensed under the Apache License, Version 2.0 (the "License");
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#
#     http://www.apache.org/licenses/LICENSE-2.0
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arch:
  ref0:
    decoder:
      out_features: 1
      layers: 1
      layer_size: 32

    fno:
      in_channels: 1
      dimension: 2
      latent_channels: 32
      fno_layers: 4
      fno_modes: 12
      padding: 9

  ref1:
    decoder:
      out_features: 1
      layers: 1
      layer_size: 32

    fno:
      in_channels: 2
      dimension: 2
      latent_channels: 32
      fno_layers: 4
      fno_modes: 12
      padding: 9

normaliser:
  permeability:
    mean: 1.25
    std: .75
  darcy:
    mean: 2.6E-2
    std: 1.5E-2

scheduler:
  initial_lr: 1.E-3
  decay_rate: .95
  decay_epochs: 2

training:
  batch_size: 64
  rec_results_freq : 5
  max_epochs: 100
  training_set: './data/training_data.npy'

validation:
  batch_size: 64
  validation_epochs: 5
  validation_set: './data/validation_data.npy'

inference:
  batch_size: 64
  inference_set: './data/out_of_sample.npy'
  get_error_norm: !!bool True
  get_ref0_error_norm: !!bool True
  n_plots: 10
  save_result: !!bool False