Module light_labyrinth.utils

The light_labyrinth.utils module includes tools for controlling e.g. mid-learning progress reporting and verbosity level.

"""
The `light_labyrinth.utils` module includes tools for controlling e.g.
mid-learning progress reporting and verbosity level.
"""

from ._learning_process import LearningProcess, LearningProcess3D, LearningProcessDynamic
from ._utils import LightLabyrinthLearningHistory, set_random_state
from .._light_labyrinth_c._light_labyrinth_c import LightLabyrinthVerbosityLevel

__all__ = ["LearningProcess", "LearningProcess3D", "LearningProcessDynamic",
           "LightLabyrinthLearningHistory", "set_random_state",
           "LightLabyrinthVerbosityLevel"]

Functions

def set_random_state(state)

Expand source code

def set_random_state(state):
    _libwrapper._set_random_state(state)

Classes

class LearningProcess

Expand source code

class LearningProcess(_LearningProcessBase):
    def __init__(self):
        super().__init__("full", "_c_LearningProcess", "free_learning_process")

Ancestors

• light_labyrinth.utils._learning_process._LearningProcessBase

class LearningProcess3D (process_type)

Expand source code

class LearningProcess3D(_LearningProcessBase):
    class ProcessType(Enum):
        full = 1
        multilabel = 2
        mixed = 3

    def __init__(self, process_type):
        super().__init__(process_type.name, "_c_LearningProcess_3d", "free_learning_process_3d")

Ancestors

• light_labyrinth.utils._learning_process._LearningProcessBase

Class variables

var ProcessType

An enumeration.

class LearningProcessDynamic

Expand source code

class LearningProcessDynamic(_LearningProcessBase):
    def __init__(self, ):
        super().__init__("full", "_c_LearningProcess_dynamic", "free_learning_process_dynamic")

Ancestors

• light_labyrinth.utils._learning_process._LearningProcessBase

class LightLabyrinthLearningHistory (accs_train, errs_train, accs_val=array([], dtype=float64), errs_val=array([], dtype=float64), calculated=None)

Expand source code

class LightLabyrinthLearningHistory:
    def __init__(self, accs_train, errs_train, accs_val=np.array([]), errs_val=np.array([]), calculated=None):
        self.accs_train = accs_train
        self.accs_val = accs_val
        self.errs_train = errs_train
        self.errs_val = errs_val
        if calculated is not None:
            self.calculated = calculated

    def to_dict(self):
        return {
            "accs_train" : deep_tolist(self.accs_train),
            "accs_val" : deep_tolist(self.accs_val),
            "errs_train" : deep_tolist(self.errs_train),
            "errs_val" : deep_tolist(self.errs_val)
        }

Methods

def to_dict(self)

Expand source code

def to_dict(self):
    return {
        "accs_train" : deep_tolist(self.accs_train),
        "accs_val" : deep_tolist(self.accs_val),
        "errs_train" : deep_tolist(self.errs_train),
        "errs_val" : deep_tolist(self.errs_val)
    }

class LightLabyrinthVerbosityLevel (value, names=None, *, module=None, qualname=None, type=None, start=1)

An enumeration.

Expand source code

class LightLabyrinthVerbosityLevel(Enum):
    Nothing = 0
    Basic = 1 # Currently same as 'Full'
    Full = 2

Ancestors

• enum.Enum

Class variables

var Basic

var Full

var Nothing