├── .gitignore ├── LICENSE ├── README.md ├── acquisition_functions.py ├── bar_distribution.py ├── datasets ├── __init__.py ├── a1a.txt ├── australian.txt ├── biochem.csv ├── diabetes.txt ├── fourclass.txt ├── german.numer.txt ├── heart.csv ├── ionosphere_scale.txt ├── iris.csv ├── omniglot.py ├── omniglotNshot.py ├── splice.txt └── utils.py ├── decoders.py ├── encoders.py ├── losses.py ├── mcmc_svi_transformer_on_bayesian.py ├── notebooks ├── BayesianModels_And_Custom_Pyro_Modules.ipynb ├── FewShotOmniglot.ipynb ├── SetupForGPFittingExperiments.ipynb └── TabularEvalSimple.ipynb ├── positional_encodings.py ├── presentation └── heatmap_bardistribution.py ├── priors ├── __init__.py ├── binarized_regression.py ├── fast_gp.py ├── fast_gp_mix.py ├── gp.py ├── mlp.py ├── omniglot.py ├── prior.py ├── pyro.py ├── ridge.py ├── stroke.py └── utils.py ├── requirements.txt ├── results ├── bayesian_models_transformer_checkpoint_big_epochs_160.cpkt ├── bayesian_models_transformer_checkpoint_big_epochs_400.cpkt ├── bayesian_models_transformer_checkpoint_small_epochs_160.cpkt ├── tabular_model_bnn.ckpt └── tabular_model_gp.ckpt ├── tabular.py ├── train.py ├── transformer.py └── utils.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/README.md -------------------------------------------------------------------------------- /acquisition_functions.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/acquisition_functions.py -------------------------------------------------------------------------------- /bar_distribution.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/bar_distribution.py -------------------------------------------------------------------------------- /datasets/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/datasets/__init__.py -------------------------------------------------------------------------------- /datasets/a1a.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/datasets/a1a.txt -------------------------------------------------------------------------------- /datasets/australian.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/datasets/australian.txt -------------------------------------------------------------------------------- /datasets/biochem.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/datasets/biochem.csv -------------------------------------------------------------------------------- /datasets/diabetes.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/datasets/diabetes.txt -------------------------------------------------------------------------------- /datasets/fourclass.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/datasets/fourclass.txt -------------------------------------------------------------------------------- /datasets/german.numer.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/datasets/german.numer.txt -------------------------------------------------------------------------------- /datasets/heart.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/datasets/heart.csv -------------------------------------------------------------------------------- /datasets/ionosphere_scale.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/datasets/ionosphere_scale.txt -------------------------------------------------------------------------------- /datasets/iris.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/datasets/iris.csv -------------------------------------------------------------------------------- /datasets/omniglot.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/datasets/omniglot.py -------------------------------------------------------------------------------- /datasets/omniglotNshot.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/datasets/omniglotNshot.py -------------------------------------------------------------------------------- /datasets/splice.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/datasets/splice.txt -------------------------------------------------------------------------------- /datasets/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/datasets/utils.py -------------------------------------------------------------------------------- /decoders.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/decoders.py -------------------------------------------------------------------------------- /encoders.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/encoders.py -------------------------------------------------------------------------------- /losses.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/losses.py -------------------------------------------------------------------------------- /mcmc_svi_transformer_on_bayesian.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/mcmc_svi_transformer_on_bayesian.py -------------------------------------------------------------------------------- /notebooks/BayesianModels_And_Custom_Pyro_Modules.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/notebooks/BayesianModels_And_Custom_Pyro_Modules.ipynb -------------------------------------------------------------------------------- /notebooks/FewShotOmniglot.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/notebooks/FewShotOmniglot.ipynb -------------------------------------------------------------------------------- /notebooks/SetupForGPFittingExperiments.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/notebooks/SetupForGPFittingExperiments.ipynb -------------------------------------------------------------------------------- /notebooks/TabularEvalSimple.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/notebooks/TabularEvalSimple.ipynb -------------------------------------------------------------------------------- /positional_encodings.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/positional_encodings.py -------------------------------------------------------------------------------- /presentation/heatmap_bardistribution.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/presentation/heatmap_bardistribution.py -------------------------------------------------------------------------------- /priors/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/priors/__init__.py -------------------------------------------------------------------------------- /priors/binarized_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/priors/binarized_regression.py -------------------------------------------------------------------------------- /priors/fast_gp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/priors/fast_gp.py -------------------------------------------------------------------------------- /priors/fast_gp_mix.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/priors/fast_gp_mix.py -------------------------------------------------------------------------------- /priors/gp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/priors/gp.py -------------------------------------------------------------------------------- /priors/mlp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/priors/mlp.py -------------------------------------------------------------------------------- /priors/omniglot.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/priors/omniglot.py -------------------------------------------------------------------------------- /priors/prior.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/priors/prior.py -------------------------------------------------------------------------------- /priors/pyro.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/priors/pyro.py -------------------------------------------------------------------------------- /priors/ridge.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/priors/ridge.py -------------------------------------------------------------------------------- /priors/stroke.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/priors/stroke.py -------------------------------------------------------------------------------- /priors/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/priors/utils.py -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/requirements.txt -------------------------------------------------------------------------------- /results/bayesian_models_transformer_checkpoint_big_epochs_160.cpkt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/results/bayesian_models_transformer_checkpoint_big_epochs_160.cpkt -------------------------------------------------------------------------------- /results/bayesian_models_transformer_checkpoint_big_epochs_400.cpkt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/results/bayesian_models_transformer_checkpoint_big_epochs_400.cpkt -------------------------------------------------------------------------------- /results/bayesian_models_transformer_checkpoint_small_epochs_160.cpkt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/results/bayesian_models_transformer_checkpoint_small_epochs_160.cpkt -------------------------------------------------------------------------------- /results/tabular_model_bnn.ckpt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/results/tabular_model_bnn.ckpt -------------------------------------------------------------------------------- /results/tabular_model_gp.ckpt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/results/tabular_model_gp.ckpt -------------------------------------------------------------------------------- /tabular.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/tabular.py -------------------------------------------------------------------------------- /train.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/train.py -------------------------------------------------------------------------------- /transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/transformer.py -------------------------------------------------------------------------------- /utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/automl/TransformersCanDoBayesianInference/HEAD/utils.py --------------------------------------------------------------------------------