Computation times#

06:13.772 total execution time for 6 files from auto_examples/data_ops:

Example

Time

Mem (MB)

Multiples tables: building machine learning pipelines with DataOps (1120_multiple_tables.py)

03:28.953

679.5

Tuning DataOps with Optuna (1131_optuna_choices.py)

00:57.174

566.8

Hyperparameter tuning with DataOps (1130_choices.py)

00:44.965

500.6

Using PyTorch (via skorch) in DataOps (1160_pytorch.py)

00:28.828

527.4

Subsampling for faster development (1140_subsampling.py)

00:21.662

537.4

Use case: developing locally and deploying to production (1150_use_case.py)

00:12.190

543.4