├── .gitignore ├── LICENSE ├── MANIFEST.in ├── dflat ├── .gitignore ├── GDSII_utilities │ ├── __init__.py │ └── generate_gds_file.py ├── __init__.py ├── cell_library_generation │ ├── __init__.py │ ├── core │ │ ├── __init__.py │ │ ├── assemble_super_ellipse.py │ │ └── run_sweep_call.py │ └── generate_superEllipse_library.py ├── data_structure │ ├── __init__.py │ ├── fourier_params.py │ └── rcwa_params.py ├── fourier_layer │ ├── __init__.py │ ├── core │ │ ├── __init__.py │ │ ├── assertions_layer.py │ │ ├── caller_BatchedFourierOpt.py │ │ ├── compute_psf.py │ │ ├── method_angular_spectrum.py │ │ ├── method_fresnel_integral.py │ │ ├── ops_calc_ms_regularizer.py │ │ ├── ops_detectorResampling.py │ │ ├── ops_field_aperture.py │ │ ├── ops_grid_util.py │ │ ├── ops_hankel.py │ │ └── ops_transform_util.py │ ├── fourier_layers.py │ └── ms_initialization_utilities.py ├── metasurface_library │ ├── __init__.py │ ├── core │ │ ├── __init__.py │ │ ├── create_look-up_table.py │ │ ├── initialization_utilities.py │ │ ├── util_library_lookup.py │ │ └── validation_scripts │ │ │ ├── test_library_lookup.py │ │ │ └── view_library.py │ └── libraryClass.py ├── neural_optical_layer │ ├── __init__.py │ ├── core │ │ ├── __init__.py │ │ ├── arch_Core_class.py │ │ ├── arch_DNN.py │ │ ├── arch_Parent_class.py │ │ ├── caller_MLP.py │ │ ├── neural_model_util.py │ │ ├── trainer_models.py │ │ └── validation_scripts │ │ │ └── visualize_trained_model.py │ └── neural_optical_layers.py ├── optimization_helpers │ ├── __init__.py │ ├── pipeline_class.py │ └── train_helper.py ├── physical_optical_layer │ ├── __init__.py │ ├── core │ │ ├── __init__.py │ │ ├── batch_solver.py │ │ ├── colburn_rcwa_utils.py │ │ ├── colburn_solve_field.py │ │ ├── colburn_tensor_utils.py │ │ ├── material_utils.py │ │ ├── ms_parameterization.py │ │ └── readme.txt │ └── rcwa_layer_class.py ├── plot_utilities │ ├── __init__.py │ ├── coordinate_vector.py │ └── graphFunc.py ├── render_layer │ ├── __init__.py │ ├── core │ │ ├── QE_Estimates │ │ │ ├── QE_CMOS_Pregius.csv │ │ │ ├── QE_CMOS_Pregius.ods │ │ │ ├── RGB_Basler_Ace2_QE.csv │ │ │ └── readme.txt │ │ ├── __init__.py │ │ ├── color_space │ │ │ ├── 1931RGBFunctions.txt │ │ │ ├── 1931XYZFunctions.txt │ │ │ └── color_space_conversion.py │ │ ├── illuminants │ │ │ ├── D65.txt │ │ │ └── readme.txt │ │ ├── ops_fft_convolve.py │ │ ├── ops_measurement.py │ │ ├── util_sensor.py │ │ └── util_spectral.py │ ├── rendering_layers.py │ └── sensor_emva1288 │ │ ├── __init__.py │ │ └── sensor_properties.py ├── test_images │ ├── __init__.py │ ├── core │ │ ├── __init__.py │ │ ├── grayscale_test_images │ │ │ ├── cameraman.png │ │ │ ├── githublogo.png │ │ │ └── text2image_MetaOptics.png │ │ └── load_image_fun.py │ ├── load_general_images.py │ └── readme.txt └── tools │ ├── __init__.py │ └── core │ ├── __init__.py │ ├── diff_limited_psf.py │ └── latent_param_utils.py ├── docs └── imgs │ ├── DFlat_Long.png │ └── autoGDS_metalens.png ├── readme.md ├── setup.cfg ├── 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