Python API#

This section includes information for using the Python API of sleepless.

Data Manipulation#

`sleepless.data.dataset`
`sleepless.data.loader`	Data loading code.
`sleepless.data.utils`	Common utilities.
`sleepless.data.sample`	Base definition of sample.
`sleepless.data.transforms`	Signal transformations for our pipelines.
`sleepless.configs.datasets`	Script for dataset config.

Raw Dataset Access#

Direct data-access through iterators.

`sleepless.data.EDF`	Sleep-EDF (expanded) dataset for sleep analysis.
`sleepless.data.MASS`	Montreal Archive of Sleep Studies (MASS)

Models#

CNN and other models implemented.

`sleepless.models.chambon2018`
`sleepless.models.ninel_1d_cnn_ssc`

Command engines#

Functions to actuate on the data.

`sleepless.engine.trainer_scikit`	Training script.
`sleepless.engine.predictor_scikit`	Predcition script.
`sleepless.engine.trainer_torch`	Training script.
`sleepless.engine.predictor_torch`	Predcition script.
`sleepless.engine.analyze`	Analyze script.

Various utilities#

Reusable auxiliary functions.

`sleepless.utils.checkpointer`
`sleepless.utils.matplotlib_utils`	Some matplotlib variables.
`sleepless.utils.misclassification`	Compute misclassified Epochs and function to visualize them.
`sleepless.utils.stats_protocol`	Compute Statistics for protocols.
`sleepless.utils.rc`
`sleepless.utils.resources`	Tools for interacting with the running computer or GPU.
`sleepless.utils.summary`
`sleepless.utils.utils_fig_table_df`	Concatenate and save a list of figure or table.