Convert a cache to a dataset

In this example, we will see how to convert a cache to a Dataset.

from __future__ import annotations

from numpy import array

from gemseo import configure_logger
from gemseo.caches.memory_full_cache import MemoryFullCache

configure_logger()

<RootLogger root (INFO)>

Let us consider an MemoryFullCache storing two parameters:

• x with dimension 1 which is a cache input,

• y with dimension 2 which is a cache output.

cache = MemoryFullCache()
cache[{"x": array([1.0])}] = ({"y": array([2.0, 3.0])}, None)
cache[{"x": array([4.0])}] = ({"y": array([5.0, 6.0])}, None)

This cache can be converted to an IODataset using its method to_dataset():

dataset = cache.to_dataset("toy_cache")
dataset

GROUP	inputs	outputs
VARIABLE	x	y
COMPONENT	0	0	1
0	1.0	2.0	3.0
1	4.0	5.0	6.0

The input variables belong to the input group and the output variables to the output group. We can avoid this categorization and simply build a Dataset:

dataset = cache.to_dataset("toy_cache", categorize=False)
dataset

GROUP	parameters
VARIABLE	x	y
COMPONENT	0	0	1
0	1.0	2.0	3.0
1	4.0	5.0	6.0