pyopmnearwell.ml package

Submodules

• pyopmnearwell.ml.analysis module
  • plot_analysis()
  • sensitivity_analysis()
• pyopmnearwell.ml.ensemble module
  • calculate_WI()
  • calculate_radii()
  • create_ensemble()
  • extract_features()
  • get_flags()
  • integrate_fine_scale_value()
  • memory_efficient_sample()
  • run_ensemble()
  • setup_ensemble()
  • store_dataset()
• pyopmnearwell.ml.integration module
  • recompile_flow()
  • run_integration()
• pyopmnearwell.ml.kerasify module
  • export_model()
  • write_convolution2d()
  • write_dense()
  • write_floats()
  • write_lstm()
• pyopmnearwell.ml.nn module
  • build_model()
  • get_FCNN()
  • get_GRU()
  • get_LSTM()
  • get_RNN()
  • handle_zeros_in_scale()
  • save_tune_results()
  • scale_and_evaluate()
  • scale_and_prepare_dataset()
  • train()
  • tune()
• pyopmnearwell.ml.resdata_dataset module
  • ResDataSet
    • ResDataSet.ResdataFile_to_datapoint()
    • ResDataSet.features
    • ResDataSet.on_epoch_end()
    • ResDataSet.read_data()
    • ResDataSet.targets
  • main()
• pyopmnearwell.ml.scaler_layers module
  • MinMaxScalerLayer
    • MinMaxScalerLayer.call()
    • MinMaxScalerLayer.compute_output_shape()
    • MinMaxScalerLayer.from_config()
    • MinMaxScalerLayer.get_config()
  • MinMaxUnScalerLayer
    • MinMaxUnScalerLayer.call()
    • MinMaxUnScalerLayer.compute_output_shape()
    • MinMaxUnScalerLayer.from_config()
    • MinMaxUnScalerLayer.get_config()
  • ScalerLayer
    • ScalerLayer._adapt()
    • ScalerLayer.adapt()
    • ScalerLayer.build()
    • ScalerLayer.data_max
    • ScalerLayer.data_min
    • ScalerLayer.feature_range
    • ScalerLayer.get_weights()
    • ScalerLayer.is_adapted
    • ScalerLayer.min
    • ScalerLayer.scalar
    • ScalerLayer.set_weights()
• pyopmnearwell.ml.upscale module
  • BaseUpscaler
    • BaseUpscaler._abc_impl
    • BaseUpscaler.create_ds()
    • BaseUpscaler.get_analytical_PI()
    • BaseUpscaler.get_analytical_WI()
    • BaseUpscaler.get_data_WI()
    • BaseUpscaler.get_homogeneous_values()
    • BaseUpscaler.get_horizontically_integrated_values()
    • BaseUpscaler.get_radii()
    • BaseUpscaler.get_timesteps()
    • BaseUpscaler.get_vertically_averaged_values()
    • BaseUpscaler.reduce_data_size()
  • Upscaler
    • Upscaler._abc_impl
    • Upscaler._is_protocol
    • Upscaler.angle
    • Upscaler.num_layers
    • Upscaler.num_timesteps
    • Upscaler.num_xcells
    • Upscaler.num_zcells
    • Upscaler.single_feature_shape
• pyopmnearwell.ml.utils module
  • enable_determinism()

Module contents