Set Seed for mlr3keras

Source: R/mlr3keras_set_seeds.R

mlr3keras_set_seeds: sets a seed in Random, Python, NumPy and Tensorflow. Futhermore it disables hash seeds, and can disable GPU and CPU parallesim. GPU and Cpu paralelissm can be a source of non deteministic executions. For more information see https://stackoverflow.com/questions/42022950/which-seeds-have-to-be-set-where-to-realize-100-reproducibility-of-training-res.

mlr3keras_set_seeds(
  seed = 1L,
  r_seed = TRUE,
  random_seed = TRUE,
  python_seed = TRUE,
  tensorflow_seed = TRUE,
  disable_gpu = FALSE,
  disable_parallel_cpu = FALSE
)

configure_session(disable_gpu, disable_parallel_cpu)

Arguments

seed

integer
A seed to be set on different platforms
r_seed

logical
Should seed in R be set?
random_seed

logical
Should seed for python's random.random be set?
python_seed

logical
Should seed in python/NumPy be set
tensorflow_seed

logical
Should seed in tensorflow be set
disable_gpu

logical
Should GPU be disabled
disable_parallel_cpu

logical
Should CPU parallelism be disabled

Functions

  • configure_session: configurations for mlr3keras_set_seeds