├── .gitignore ├── .pip_readme.rst ├── LICENSE.txt ├── MANIFEST.in ├── README.md ├── data ├── imgs │ ├── 3c288.fits │ ├── CYN.fits │ ├── HALO_SIM.fits │ ├── M31.fits │ └── W28.fits ├── meerkat_ungridded_vis │ ├── meerkat_1h_uv_coverage.jpg │ ├── meerkat_2h_uv_coverage.jpg │ ├── meerkat_4h_uv_coverage.jpg │ ├── meerkat_8h_uv_coverage.jpg │ ├── meerkat_simulation_1h_uv_only.npy │ ├── meerkat_simulation_2h_uv_only.npy │ ├── meerkat_simulation_4h_uv_only.npy │ └── meerkat_simulation_8h_uv_only.npy └── operators_masks │ ├── 3c288_fourier_mask.mat │ ├── CYN_fourier_mask.mat │ ├── M31_fourier_mask.mat │ ├── W28_fourier_mask.mat │ └── fourier_mask.mat ├── environment.yml ├── examples ├── RI_imaging_QuantifAI_LCIs.ipynb ├── RI_imaging_QuantifAI_MAP_estimation.ipynb ├── RI_imaging_QuantifAI_MAP_estimation_ungridded.ipynb ├── RI_imaging_QuantifAI_fast_pixel_UQ.ipynb ├── RI_imaging_QuantifAI_hypothesis_test.ipynb ├── RI_imaging_QuantifAI_sampling.ipynb ├── RI_imaging_wavelets_LCIs.ipynb ├── RI_imaging_wavelets_MAP_estimation.ipynb └── distributed_img_minibatch_QuantifAI_MAP_estimation_ungridded.ipynb ├── paper └── Liaudat2023 │ ├── hypothesis_test_potentials_and_results │ ├── hp_test_CRR.yaml │ ├── hp_test_samples_CRR.yaml │ ├── hyp_test_wav.yaml │ ├── hyp_test_wav_samples.yaml │ ├── ungridded_log.err │ └── ungridded_log.out │ ├── notebooks │ ├── benchmark_optimisation_metrics.ipynb │ ├── check_CRR_measurement_op_evaluations.ipynb │ ├── check_WAV_measurement_op_evaluations.ipynb │ ├── fast_pixel_UQ_CRR_hard_threhsolding.ipynb │ ├── hypothesis_test_plots_CRR.ipynb │ ├── hypothesis_test_plots_WAV.ipynb │ ├── hypothesis_test_samples_plots_CRR.ipynb │ ├── hypothesis_test_samples_plots_WAV.ipynb │ ├── prepare_def_plots.ipynb │ ├── sampling+LCIs_computing_times.ipynb │ └── ungridded_vis_plots.ipynb │ └── scripts │ ├── UQ_SKROCK_CRR.py │ ├── UQ_SKROCK_wavelets.py │ └── ungridded_vis_experiment.py ├── pyproject.toml ├── quantifai ├── __init__.py ├── empty.py ├── helpers.py ├── map_uncertainty.py ├── operators.py ├── optim.py ├── sampling.py ├── simulations.py └── utils.py ├── requirements └── requirements-core.txt ├── setup.py └── trained_models └── Sigma_5_t_5 ├── checkpoints ├── checkpoint_10.pth └── checkpoint_5.pth └── config.json /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/astro-informatics/QuantifAI/HEAD/.gitignore -------------------------------------------------------------------------------- /.pip_readme.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/astro-informatics/QuantifAI/HEAD/.pip_readme.rst -------------------------------------------------------------------------------- /LICENSE.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/astro-informatics/QuantifAI/HEAD/LICENSE.txt 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