What is the motivation for this task?

The current version of benchmarking does not support logging the metrics to third-party loggers like (tensorboard, comet, wandb)

Describe the solution you'd like

A quite simple fix would be to add the dictionary of metrics to the logger in the save method of the job.

Note to implementer: Ensure that all logger parameters are configurable to avoid issues due to hard-coding #1437

Additional context

No response