├── .gitignore ├── LICENSE ├── MANIFEST.in ├── README.rst ├── data_preparation ├── __init__.py └── mnist.py ├── lasagne_extensions ├── __init__.py ├── layers │ ├── __init__.py │ └── variationallayer.py ├── nonlinearities.py ├── objectives.py └── updates.py ├── models ├── __init__.py ├── adgmssl.py └── base.py ├── output ├── diff.png ├── id_20151209002003_ADGMSSL_784_[500, 500, 500, 500, 500, 500]_200 │ ├── _logging_2015-12-09-002003.log │ └── pickled model │ │ └── ADGMSSL_784_[500, 500, 500, 500, 500, 500]_200.pkl ├── mnist.png └── train.png ├── requirements.txt ├── run_adgmssl_evaluation.py ├── run_adgmssl_mnist.py ├── run_adgmssl_mnist_notebook.ipynb ├── training ├── __init__.py ├── base.py └── train.py └── utils ├── __init__.py └── env_paths.py /.gitignore: -------------------------------------------------------------------------------- 1 | .idea/* 2 | *.pyc 3 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/LICENSE -------------------------------------------------------------------------------- /MANIFEST.in: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/MANIFEST.in -------------------------------------------------------------------------------- /README.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/README.rst -------------------------------------------------------------------------------- /data_preparation/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /data_preparation/mnist.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/data_preparation/mnist.py -------------------------------------------------------------------------------- /lasagne_extensions/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/lasagne_extensions/__init__.py -------------------------------------------------------------------------------- /lasagne_extensions/layers/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/lasagne_extensions/layers/__init__.py -------------------------------------------------------------------------------- /lasagne_extensions/layers/variationallayer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/lasagne_extensions/layers/variationallayer.py -------------------------------------------------------------------------------- /lasagne_extensions/nonlinearities.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/lasagne_extensions/nonlinearities.py -------------------------------------------------------------------------------- /lasagne_extensions/objectives.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/lasagne_extensions/objectives.py -------------------------------------------------------------------------------- /lasagne_extensions/updates.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/lasagne_extensions/updates.py -------------------------------------------------------------------------------- /models/__init__.py: -------------------------------------------------------------------------------- 1 | from models.adgmssl import * -------------------------------------------------------------------------------- /models/adgmssl.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/models/adgmssl.py -------------------------------------------------------------------------------- /models/base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/models/base.py -------------------------------------------------------------------------------- /output/diff.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/output/diff.png -------------------------------------------------------------------------------- /output/id_20151209002003_ADGMSSL_784_[500, 500, 500, 500, 500, 500]_200/_logging_2015-12-09-002003.log: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/output/id_20151209002003_ADGMSSL_784_[500, 500, 500, 500, 500, 500]_200/_logging_2015-12-09-002003.log -------------------------------------------------------------------------------- /output/id_20151209002003_ADGMSSL_784_[500, 500, 500, 500, 500, 500]_200/pickled model/ADGMSSL_784_[500, 500, 500, 500, 500, 500]_200.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/output/id_20151209002003_ADGMSSL_784_[500, 500, 500, 500, 500, 500]_200/pickled model/ADGMSSL_784_[500, 500, 500, 500, 500, 500]_200.pkl -------------------------------------------------------------------------------- /output/mnist.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/output/mnist.png -------------------------------------------------------------------------------- /output/train.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/output/train.png -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/requirements.txt -------------------------------------------------------------------------------- /run_adgmssl_evaluation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/run_adgmssl_evaluation.py -------------------------------------------------------------------------------- /run_adgmssl_mnist.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/run_adgmssl_mnist.py -------------------------------------------------------------------------------- /run_adgmssl_mnist_notebook.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/run_adgmssl_mnist_notebook.ipynb -------------------------------------------------------------------------------- /training/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /training/base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/training/base.py -------------------------------------------------------------------------------- /training/train.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/training/train.py -------------------------------------------------------------------------------- /utils/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /utils/env_paths.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ml-lab/auxiliary-deep-generative-models/HEAD/utils/env_paths.py --------------------------------------------------------------------------------