preprocessing ============= Data preprocessing is the first transformation to data after loading from disk. It should comprise deterministic one-one mappings that can e.g. be used to unify data (resizing operations to stack image tensors later on). The preprocessing config determines the pipeline for this process. Note that preprocessing can be done on the fly - which is ideal for exploration - but for number crunching a single call to the ``pp`` mode can drastically improve efficiency (in exchange for disk space). Note that in contrast to :doc:`augmentations` only the `albumentations `_ backend is supported! default ~~~~~~~ .. autoyaml:: preprocessing/default.yaml example ~~~~~~~ .. autoyaml:: preprocessing/example.yaml none ~~~~ .. autoyaml:: preprocessing/none.yaml size224 ~~~~~~~ .. autoyaml:: preprocessing/size224.yaml size256 ~~~~~~~ .. autoyaml:: preprocessing/size256.yaml size336 ~~~~~~~ .. autoyaml:: preprocessing/size336.yaml size384 ~~~~~~~ .. autoyaml:: preprocessing/size384.yaml size512 ~~~~~~~ .. autoyaml:: preprocessing/size512.yaml size528 ~~~~~~~ .. autoyaml:: preprocessing/size528.yaml