
"""Regularized Evolution controller from PyGlove. Similar to NEAT."""
import numpy as np
import pyglove as pg
from es_enas.controllers import base_controller


class RegularizedEvolutionController(base_controller.BaseController):
  """Regularized Evolution Controller."""

  def __init__(self, dna_spec, batch_size,
               **kwargs):
    """Initialization. See base class for more details."""

    super().__init__(dna_spec, batch_size)
    population_size = self._batch_size
    tournament_size = int(np.sqrt(population_size))

    self._controller = pg.generators.RegularizedEvolution(
        population_size=population_size,
        tournament_size=tournament_size,
        mutator=pg.generators.evolution_mutators.Uniform())  # pytype: disable=wrong-arg-types  # gen-stub-imports
    self._controller.setup(self._dna_spec)


"""Regularized Evolution controller from PyGlove. Similar to NEAT."""
import numpy as np
import pyglove as pg
from es_enas.controllers import base_controller


class RegularizedEvolutionController(base_controller.BaseController):
  """Regularized Evolution Controller."""

  def __init__(self, dna_spec, batch_size,
               **kwargs):
    """Initialization. See base class for more details."""

    super().__init__(dna_spec, batch_size)
    population_size = self._batch_size
    tournament_size = int(np.sqrt(population_size))

    self._controller = pg.evolution.regularized_evolution(
        population_size=population_size,
        tournament_size=tournament_size,
        mutator=pg.evolution.mutators.Uniform())    # pytype: disable=wrong-arg-types  # gen-stub-imports
    self._controller.setup(self._dna_spec)

Replace deprecated PyGlove symbols to new ones.
Replace deprecated PyGlove symbols to new ones.

PiperOrigin-RevId: 408683720

  
  """Regularized Evolution controller from PyGlove. Similar to NEAT."""
  import numpy as np
  import pyglove as pg
  from es_enas.controllers import base_controller
  
  
  class RegularizedEvolutionController(base_controller.BaseController):
    """Regularized Evolution Controller."""
  
    def __init__(self, dna_spec, batch_size,
                 **kwargs):
      """Initialization. See base class for more details."""
  
      super().__init__(dna_spec, batch_size)
      population_size = self._batch_size
      tournament_size = int(np.sqrt(population_size))
  
-     self._controller = pg.generators.RegularizedEvolution(
+     self._controller = pg.evolution.regularized_evolution(
          population_size=population_size,
          tournament_size=tournament_size,
-         mutator=pg.generators.evolution_mutators.Uniform())  # pytype: disable=wrong-arg-types  # gen-stub-imports
+         mutator=pg.evolution.mutators.Uniform())    # pytype: disable=wrong-arg-types  # gen-stub-imports
      self._controller.setup(self._dna_spec)
  
Replace deprecated PyGlove symbols to new ones.
## Code Before:

"""Regularized Evolution controller from PyGlove. Similar to NEAT."""
import numpy as np
import pyglove as pg
from es_enas.controllers import base_controller


class RegularizedEvolutionController(base_controller.BaseController):
  """Regularized Evolution Controller."""

  def __init__(self, dna_spec, batch_size,
               **kwargs):
    """Initialization. See base class for more details."""

    super().__init__(dna_spec, batch_size)
    population_size = self._batch_size
    tournament_size = int(np.sqrt(population_size))

    self._controller = pg.generators.RegularizedEvolution(
        population_size=population_size,
        tournament_size=tournament_size,
        mutator=pg.generators.evolution_mutators.Uniform())  # pytype: disable=wrong-arg-types  # gen-stub-imports
    self._controller.setup(self._dna_spec)

## Instruction:
Replace deprecated PyGlove symbols to new ones.
## Code After:

"""Regularized Evolution controller from PyGlove. Similar to NEAT."""
import numpy as np
import pyglove as pg
from es_enas.controllers import base_controller


class RegularizedEvolutionController(base_controller.BaseController):
  """Regularized Evolution Controller."""

  def __init__(self, dna_spec, batch_size,
               **kwargs):
    """Initialization. See base class for more details."""

    super().__init__(dna_spec, batch_size)
    population_size = self._batch_size
    tournament_size = int(np.sqrt(population_size))

    self._controller = pg.evolution.regularized_evolution(
        population_size=population_size,
        tournament_size=tournament_size,
        mutator=pg.evolution.mutators.Uniform())    # pytype: disable=wrong-arg-types  # gen-stub-imports
    self._controller.setup(self._dna_spec)
