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Experiment Tracking

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Experiment Tracking

The Base Tracker Class

class accelerate.tracking.GeneralTracker

< >

( )

A base Tracker class to be used for all logging integration implementations.

Each function should take in **kwargs that will automatically be passed in from a base dictionary provided to Accelerator

finish

< >

( )

Should run any finalizing functions within the tracking API. If the API should not have one, just don’t overwrite that method.

log

< >

( values: dict step: typing.Optional[int] **kwargs )

Parameters

  • values (Dictionary str to str, float, or int) — Values to be logged as key-value pairs. The values need to have type str, float, or int.
  • step (int, optional) — The run step. If included, the log will be affiliated with this step.

Logs values to the current run. Base log implementations of a tracking API should go in here, along with special behavior for the `step parameter.

store_init_configuration

< >

( values: dict )

Parameters

  • values (Dictionary str to bool, str, float or int) — Values to be stored as initial hyperparameters as key-value pairs. The values need to have type bool, str, float, int, or None.

Logs values as hyperparameters for the run. Implementations should use the experiment configuration functionality of a tracking API.

Integrated Trackers

class accelerate.tracking.TensorBoardTracker

< >

( run_name: str logging_dir: typing.Union[str, os.PathLike, NoneType] **kwargs )

Parameters

  • run_name (str) — The name of the experiment run
  • logging_dir (str, os.PathLike) — Location for TensorBoard logs to be stored. kwargs — Additional key word arguments passed along to the tensorboard.SummaryWriter.__init__ method.

A Tracker class that supports tensorboard. Should be initialized at the start of your script.

__init__

< >

( run_name: str logging_dir: typing.Union[str, os.PathLike, NoneType] **kwargs )

class accelerate.tracking.WandBTracker

< >

( run_name: str **kwargs )

Parameters

  • run_name (str) — The name of the experiment run. kwargs — Additional key word arguments passed along to the wandb.init method.

A Tracker class that supports wandb. Should be initialized at the start of your script.

__init__

< >

( run_name: str **kwargs )

class accelerate.tracking.CometMLTracker

< >

( run_name: str **kwargs )

Parameters

  • run_name (str) — The name of the experiment run. kwargs — Additional key word arguments passed along to the Experiment.__init__ method.

A Tracker class that supports comet_ml. Should be initialized at the start of your script.

API keys must be stored in a Comet config file.

__init__

< >

( run_name: str **kwargs )

←Torch wrapper classes Distributed launchers→