abstract_dataloader.ext
¶
ADL specification extensions and non-generic utilities.
Unlike abstract_dataloader.generic
, these
implementations "extend" the ADL spec by imposing a particular conceptual
framework on various functionality.
Warning
This module and its submodules are not automatically imported; you will need to explicitly import them:
Info
This module is not included in the test suite or CI, and is generally held
to a lower standard than the core abstract_dataloader
.
The current extension modules are:
augment
: A protocol for specifying data augmentations.graph
: A programming model based on composing a DAG of callables into a single transform.lightning
: A lightning datamodule wrapper for ADL datasets and pipelines.objective
: Standardized learning objectives, and a programming model for multi-objective learning.sample
: Dataset sampling utilities, including a low-discrepancy subset sampler.types
: Type-related utilities which are not part of the core ADL spec.