composer.core

Modules

composer.core.algorithm	Base class for algorithms that improve model's quality or efficiency.
composer.core.callback	Base module for callbacks.
composer.core.data_spec	Specifications for operating and training on data.
composer.core.engine	Engine is a coordinator for running algorithms and resolving ordering conflicts among them for composition.
composer.core.evaluator	A wrapper for a dataloader to include metrics that apply to a specific dataset.
composer.core.event	Events represent specific points in the training loop where an Algorithm and Callback can run.
composer.core.logging	Base classes, functions, and variables for logging.
composer.core.precision	Enum class for the numerical precision to be used by the model.
composer.core.serializable	Serialization interface used by checkpointing.
composer.core.state	The state of the trainer.
composer.core.time	Utilities to track training progress in terms of epochs, batches, samples, and tokens.
composer.core.types	Reference for common types used throughout the composer library.

Central components used by other modules.

Central parts of composer such as Engine, base class for critical components such as Algorithm and Callback and other useful functionality such as Logger and Timer are implemented under core.

Classes

Algorithm	Base class for algorithms.
Callback	Base class for callbacks.
DataSpec	Specifications for operating and training on data.
Engine	Coordinator for running algorithms and resolving ordering conflicts among them for composition.
Evaluator	A wrapper for a dataloader to include metrics that apply to a specific dataset.
Event	Enum to represent events in the training loop.
Logger	Logger routes metrics to the LoggerCallback.
State	The state of the trainer.
Time	Time represents static durations of training time or points in the training process in terms of a TimeUnit enum (epochs, batches, samples, tokens, or duration).
TimeUnit	Enum class to represent units of time for the training process.
Timer	Timer tracks the current training progress, in terms of epochs, batches, samples, and tokens.
Timestamp	Timestamp represents a snapshot of Timer.
Trace	Record of an algorithm's execution.