Logical

Logical functions stream generator.

Make a toy dataset with three labels that represent the logical functions: OR, XOR, AND (functions of the 2D input).

Data is generated in 'tiles' which contain the complete set of logical operations results. The tiles are repeated n_tiles times. Optionally, the generated data can be shuffled.

Parameters

• n_tiles

  Type → int

  Default → 1

  Number of tiles to generate.

• shuffle

  Type → bool

  Default → True

  If set, generated data will be shuffled.

• seed

  Type → int | None

  Default → None

  Random seed for reproducibility.

Attributes

• desc

  Return the description from the docstring.

Examples

from river.datasets import synth

dataset = synth.Logical(n_tiles=2, shuffle=True, seed=42)

for x, y in dataset.take(5):
    print(x, y)

{'A': 1, 'B': 1} {'OR': 1, 'XOR': 0, 'AND': 1}
{'A': 0, 'B': 0} {'OR': 0, 'XOR': 0, 'AND': 0}
{'A': 1, 'B': 0} {'OR': 1, 'XOR': 1, 'AND': 0}
{'A': 1, 'B': 1} {'OR': 1, 'XOR': 0, 'AND': 1}
{'A': 1, 'B': 0} {'OR': 1, 'XOR': 1, 'AND': 0}

Methods

take

Iterate over the k samples.

Parameters

• k — 'int'