├── .gitignore ├── LICENSE ├── README.md ├── dds ├── __init__.py ├── configs │ ├── __init__.py │ ├── brownian_config.py │ ├── config.py │ ├── lgcp_config.py │ ├── log_reg_config.py │ ├── pretrained_nice_config.py │ └── vae_config.py ├── data_paths.py ├── discretisation_schemes.py ├── drift_nets.py ├── drift_nets_udp.py ├── hutchinsons.py ├── objectives.py ├── solvers.py ├── stl_samplers.py ├── targets │ ├── __init__.py │ ├── aft_densities.py │ ├── cp_utils.py │ ├── lr_sonar.py │ └── toy_targets.py ├── train_dds.py ├── udp_samplers.py └── utils.py ├── dds_data ├── __init__.py ├── fpines.csv ├── ionosphere_full.pkl ├── pines.csv ├── results │ ├── __init__.py │ ├── dds_results.py │ └── smc_results.py ├── sonar_full.pkl └── vae.pickle ├── environment.yaml ├── notebooks ├── Logistic Regression.ipynb ├── Mixture Well.ipynb ├── Simple Funnel Test Run.ipynb ├── Simple and Far Gaussian.ipynb ├── controlled_ais.ipynb └── line_plots_results.ipynb ├── opt_hyperparams.py ├── requirements.txt └── setup.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/README.md -------------------------------------------------------------------------------- /dds/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /dds/configs/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /dds/configs/brownian_config.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/configs/brownian_config.py -------------------------------------------------------------------------------- /dds/configs/config.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/configs/config.py -------------------------------------------------------------------------------- /dds/configs/lgcp_config.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/configs/lgcp_config.py -------------------------------------------------------------------------------- /dds/configs/log_reg_config.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/configs/log_reg_config.py -------------------------------------------------------------------------------- /dds/configs/pretrained_nice_config.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/configs/pretrained_nice_config.py -------------------------------------------------------------------------------- /dds/configs/vae_config.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/configs/vae_config.py -------------------------------------------------------------------------------- /dds/data_paths.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/data_paths.py -------------------------------------------------------------------------------- /dds/discretisation_schemes.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/discretisation_schemes.py -------------------------------------------------------------------------------- /dds/drift_nets.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/drift_nets.py -------------------------------------------------------------------------------- /dds/drift_nets_udp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/drift_nets_udp.py -------------------------------------------------------------------------------- /dds/hutchinsons.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/hutchinsons.py -------------------------------------------------------------------------------- /dds/objectives.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/objectives.py -------------------------------------------------------------------------------- /dds/solvers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/solvers.py -------------------------------------------------------------------------------- /dds/stl_samplers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/stl_samplers.py -------------------------------------------------------------------------------- /dds/targets/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /dds/targets/aft_densities.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/targets/aft_densities.py -------------------------------------------------------------------------------- /dds/targets/cp_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/targets/cp_utils.py -------------------------------------------------------------------------------- /dds/targets/lr_sonar.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/targets/lr_sonar.py -------------------------------------------------------------------------------- /dds/targets/toy_targets.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/targets/toy_targets.py -------------------------------------------------------------------------------- /dds/train_dds.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/train_dds.py -------------------------------------------------------------------------------- /dds/udp_samplers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/udp_samplers.py -------------------------------------------------------------------------------- /dds/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds/utils.py -------------------------------------------------------------------------------- /dds_data/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /dds_data/fpines.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds_data/fpines.csv -------------------------------------------------------------------------------- /dds_data/ionosphere_full.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds_data/ionosphere_full.pkl -------------------------------------------------------------------------------- /dds_data/pines.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds_data/pines.csv -------------------------------------------------------------------------------- /dds_data/results/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /dds_data/results/dds_results.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds_data/results/dds_results.py -------------------------------------------------------------------------------- /dds_data/results/smc_results.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds_data/results/smc_results.py -------------------------------------------------------------------------------- /dds_data/sonar_full.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds_data/sonar_full.pkl -------------------------------------------------------------------------------- /dds_data/vae.pickle: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/dds_data/vae.pickle -------------------------------------------------------------------------------- /environment.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/environment.yaml -------------------------------------------------------------------------------- /notebooks/Logistic Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/notebooks/Logistic Regression.ipynb -------------------------------------------------------------------------------- /notebooks/Mixture Well.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/notebooks/Mixture Well.ipynb -------------------------------------------------------------------------------- /notebooks/Simple Funnel Test Run.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/notebooks/Simple Funnel Test Run.ipynb -------------------------------------------------------------------------------- /notebooks/Simple and Far Gaussian.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/notebooks/Simple and Far Gaussian.ipynb -------------------------------------------------------------------------------- /notebooks/controlled_ais.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/notebooks/controlled_ais.ipynb -------------------------------------------------------------------------------- /notebooks/line_plots_results.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/notebooks/line_plots_results.ipynb -------------------------------------------------------------------------------- /opt_hyperparams.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/opt_hyperparams.py -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/requirements.txt -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/franciscovargas/denoising_diffusion_samplers/HEAD/setup.py --------------------------------------------------------------------------------