From 2cdacf68dbc317f9bed9e56513941067ba289894 Mon Sep 17 00:00:00 2001 From: Simon Blanke Date: Sat, 30 Dec 2023 11:26:42 +0100 Subject: [PATCH] rename multiple classes --- surfaces/_base_test_function.py | 81 +----------------- surfaces/machine_learning.db | Bin 0 -> 675840 bytes .../base_machine_learning_function.py | 10 +-- .../tabular_classifiers.py | 4 +- .../tabular_regressors.py | 6 +- surfaces/mathematical_functions/__init__.py | 2 +- .../_base_objective_function.py | 10 +-- .../mathematical_functions/ackley_function.py | 4 +- .../mathematical_functions/beale_function.py | 8 +- .../mathematical_functions/booth_function.py | 4 +- .../bukin_function_n6.py | 6 +- .../cross_in_tray_function.py | 6 +- .../drop_wave_function.py | 8 +- .../mathematical_functions/easom_function.py | 4 +- .../eggholder_function.py | 4 +- .../goldstein_price_function.py | 8 +- .../gramacy_and_lee_function.py | 4 +- .../griewank_function.py | 6 +- .../himmelblaus_function.py | 8 +- .../hoelder_table_function.py | 6 +- .../langermann_function.py | 4 +- .../levi_function_n13.py | 4 +- .../mathematical_functions/matyas_function.py | 6 +- .../mccormick_function.py | 4 +- .../rastrigin_function.py | 4 +- .../rosenbrock_function.py | 6 +- .../schaffer_function_n2.py | 6 +- .../simionescu_function.py | 6 +- .../mathematical_functions/sphere_function.py | 4 +- .../styblinski_tang_function.py | 6 +- .../three_hump_camel_function.py | 6 +- 31 files changed, 77 insertions(+), 168 deletions(-) create mode 100644 surfaces/machine_learning.db rename "surfaces/mathematical_functions/h\303\266lder_table_function.py" => surfaces/mathematical_functions/hoelder_table_function.py (79%) diff --git a/surfaces/_base_test_function.py b/surfaces/_base_test_function.py index 7ff4525..ec01d82 100644 --- a/surfaces/_base_test_function.py +++ b/surfaces/_base_test_function.py @@ -3,18 +3,7 @@ # License: MIT License -import time -import numpy as np -import pandas as pd -from functools import reduce - -from hyperactive import Hyperactive -from hyperactive.optimizers import GridSearchOptimizer - -from ..machine_learning.data_collector import SurfacesDataCollector - - -class ObjectiveFunction: +class BaseTestFunction: explanation = """ """ dimensions = " " @@ -26,77 +15,9 @@ def __init__(self, metric="score", input_type="dictionary", sleep=0): self.input_type = input_type self.sleep = sleep - self.sql_data = SurfacesDataCollector() - - def search_space(self, min=-5, max=5, step=0.1, value_typ="array"): - search_space_ = {} - - for dim in range(self.n_dim): - dim_str = "x" + str(dim) - - values = np.arange(min, max, step) - if value_typ == "list": - values = list(values) - search_space_[dim_str] = values - - return search_space_ - - def collect_data(self, if_exists="append"): - para_names = list(self.search_space().keys()) - search_data_cols = para_names + ["score"] - search_data = pd.DataFrame([], columns=search_data_cols) - search_data_length = 0 - - dim_sizes_list = [len(array) for array in self.search_space().values()] - search_space_size = reduce((lambda x, y: x * y), dim_sizes_list) - - while search_data_length < search_space_size: - hyper = Hyperactive(verbosity=["progress_bar"]) - hyper.add_search( - self.objective_function_dict, - self.search_space(value_typ="list"), - initialize={}, - n_iter=search_space_size, - optimizer=GridSearchOptimizer(direction="orthogonal"), - memory_warm_start=search_data, - ) - hyper.run() - - search_data = pd.concat( - [search_data, hyper.search_data(self.objective_function_dict)], - ignore_index=True, - ) - - search_data = search_data.drop_duplicates(subset=para_names) - search_data_length = len(search_data) - - self.sql_data.save(self.__name__, search_data, if_exists) - def load_search_data(self): try: dataframe = self.sql_data.load(self.__name__) except: print("Path 2 database: ", self.sql_data.path) return dataframe - - def return_metric(self, loss): - if self.metric == "score": - return -loss - elif self.metric == "loss": - return loss - - def objective_function_np(self, *args): - para = {} - for i, arg in enumerate(args): - dim_str = "x" + str(i) - para[dim_str] = arg - - return self.objective_function_dict(para) - - def __call__(self, *input): - time.sleep(self.sleep) - - if self.input_type == "dictionary": - return self.objective_function_dict(*input) - elif self.input_type == "arrays": - return self.objective_function_np(*input) diff --git a/surfaces/machine_learning.db b/surfaces/machine_learning.db new file mode 100644 index 0000000000000000000000000000000000000000..a991e7ab78c958fea7ad01bfd9164228e243c988 GIT binary patch literal 675840 zcmeF42ecGrx2EZnV;=-s0k;aA(0vY|WDpb@BnOES1QY{7P*AdfNask9C|Lm!1woN0 zAc$Z9L@nKd)_-gW<33)cD@|9Ysd>guX`zvr#)>W=MO zKQpvK*spXY<@M^ob{*?cL#tAwvg0)AyNyO@|G9YUneA2L4YIIz7~(NyAP}%5`ek zsCAQa75*n)p`0rtePoq#OalC&~Vo{hIx<{eu0B{kZ+GeZPIT{WJSk`$qd3`@8nH?ThU5?62A< z+vE12eVl!ieW-n)y`TL_dk=eOdpmnedt-ZjdmVcz^yItU$O-{e9=ukZ~I+6)nmJzPpHSXJ9?|fhd+Nt 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z^;~>y|CpPzpOgv?Zar7TnBH>VXRP4h)^kOS$*}__NCgMCo-5)owdQ(#IJos(5o2QR zqD4}{!L8@wYcKFWER+fkZar7Tm=u(Eq=JK6&lPca#PoYo!NINPia1P2y7>$^xb<8S zV>0#sdaj5um0GurRB&+Xxgy3y?4z#VgM(Yo6>&EviCi-Y z2e+P!TaWeMDRiYN9Nc;?zP2Az-J%K=9Nc=Yh&%9LqL-zDgImuP@h;D;`FQ=+e~=0e zZar7TQ{!-7!NINP`ux@(x>=wDyrNsr_4(I+r%9@Xz)yQ~-@#R`5#wR1)$3C254_U< a`ih$3F8tk3OSK>Ht4LQn4Z>dA?*9O^u9pY^ literal 0 HcmV?d00001 diff --git a/surfaces/machine_learning_functions/base_machine_learning_function.py b/surfaces/machine_learning_functions/base_machine_learning_function.py index c7e8daf..01420d0 100644 --- a/surfaces/machine_learning_functions/base_machine_learning_function.py +++ b/surfaces/machine_learning_functions/base_machine_learning_function.py @@ -12,9 +12,10 @@ from hyperactive import Hyperactive from hyperactive.optimizers import GridSearchOptimizer from ..data_collector import SurfacesDataCollector +from .._base_test_function import BaseTestFunction -class BaseMachineLearningFunction: +class MachineLearningFunction(BaseTestFunction): def __init__(self, input_type="dictionary", sleep=0): self.input_type = input_type self.sleep = sleep @@ -53,13 +54,6 @@ def collect_data(self, if_exists="append"): self.sql_data.save(self.__name__, search_data, if_exists) - def load_search_data(self): - try: - dataframe = self.sql_data.load(self.__name__) - except: - print("Path 2 database: ", self.sql_data.path) - return dataframe - def objective_function_dict(self, params): try: parameter_d = params.para_dict diff --git a/surfaces/machine_learning_functions/tabular_classifiers.py b/surfaces/machine_learning_functions/tabular_classifiers.py index a891298..f265a0c 100644 --- a/surfaces/machine_learning_functions/tabular_classifiers.py +++ b/surfaces/machine_learning_functions/tabular_classifiers.py @@ -6,10 +6,10 @@ from sklearn.model_selection import cross_val_score from .datasets import digits_data, wine_data, iris_data -from .base_machine_learning_function import BaseMachineLearningFunction +from .base_machine_learning_function import MachineLearningFunction -class KNeighborsClassifierFunction(BaseMachineLearningFunction): +class KNeighborsClassifierFunction(MachineLearningFunction): __name__ = "k_neighbors_classifier" def __init__(self, input_type="dictionary", sleep=0): diff --git a/surfaces/machine_learning_functions/tabular_regressors.py b/surfaces/machine_learning_functions/tabular_regressors.py index bcd7429..ad82c58 100644 --- a/surfaces/machine_learning_functions/tabular_regressors.py +++ b/surfaces/machine_learning_functions/tabular_regressors.py @@ -7,10 +7,10 @@ from sklearn.model_selection import cross_val_score from .datasets import diabetes_data -from .base_machine_learning_function import BaseMachineLearningFunction +from .base_machine_learning_function import MachineLearningFunction -class KNeighborsRegressorFunction(BaseMachineLearningFunction): +class KNeighborsRegressorFunction(MachineLearningFunction): __name__ = "k_neighbors_regressor" def __init__(self, input_type="dictionary", sleep=0): @@ -33,7 +33,7 @@ def model(self, params): return scores.mean() -class GradientBoostingRegressorFunction(BaseMachineLearningFunction): +class GradientBoostingRegressorFunction(MachineLearningFunction): __name__ = "gradient_boosting_regressor" def __init__(self, input_type="dictionary", sleep=0): diff --git a/surfaces/mathematical_functions/__init__.py b/surfaces/mathematical_functions/__init__.py index e1b304b..5f7ecf4 100644 --- a/surfaces/mathematical_functions/__init__.py +++ b/surfaces/mathematical_functions/__init__.py @@ -9,7 +9,7 @@ from .rosenbrock_function import RosenbrockFunction from .beale_function import BealeFunction from .himmelblaus_function import HimmelblausFunction -from .hölder_table_function import HölderTableFunction +from .hoelder_table_function import HölderTableFunction from .cross_in_tray_function import CrossInTrayFunction from .simionescu_function import SimionescuFunction from .easom_function import EasomFunction diff --git a/surfaces/mathematical_functions/_base_objective_function.py b/surfaces/mathematical_functions/_base_objective_function.py index 1fbf5b6..7c6d887 100644 --- a/surfaces/mathematical_functions/_base_objective_function.py +++ b/surfaces/mathematical_functions/_base_objective_function.py @@ -12,9 +12,10 @@ from hyperactive.optimizers import GridSearchOptimizer from ..data_collector import SurfacesDataCollector +from .._base_test_function import BaseTestFunction -class ObjectiveFunction: +class MathematicalFunction(BaseTestFunction): explanation = """ """ dimensions = " " @@ -72,13 +73,6 @@ def collect_data(self, if_exists="append"): self.sql_data.save(self.__name__, search_data, if_exists) - def load_search_data(self): - try: - dataframe = self.sql_data.load(self.__name__) - except: - print("Path 2 database: ", self.sql_data.path) - return dataframe - def return_metric(self, loss): if self.metric == "score": return -loss diff --git a/surfaces/mathematical_functions/ackley_function.py b/surfaces/mathematical_functions/ackley_function.py index dc00a94..0de9ff6 100644 --- a/surfaces/mathematical_functions/ackley_function.py +++ b/surfaces/mathematical_functions/ackley_function.py @@ -5,10 +5,10 @@ import numpy as np -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class AckleyFunction(ObjectiveFunction): +class AckleyFunction(MathematicalFunction): name = "Ackley Function" _name_ = "ackley_function" __name__ = "AckleyFunction" diff --git a/surfaces/mathematical_functions/beale_function.py b/surfaces/mathematical_functions/beale_function.py index 7e6c086..5690c47 100644 --- a/surfaces/mathematical_functions/beale_function.py +++ b/surfaces/mathematical_functions/beale_function.py @@ -3,10 +3,10 @@ # License: MIT License -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class BealeFunction(ObjectiveFunction): +class BealeFunction(MathematicalFunction): name = "Beale Function" _name_ = "beale_function" __name__ = "BealeFunction" @@ -26,8 +26,8 @@ def objective_function_dict(self, params): y = params["x1"] loss1 = (self.A - x + x * y) ** 2 - loss2 = (self.B - x + x * y ** 2) ** 2 - loss3 = (self.C - x + x * y ** 3) ** 2 + loss2 = (self.B - x + x * y**2) ** 2 + loss3 = (self.C - x + x * y**3) ** 2 loss = loss1 + loss2 + loss3 diff --git a/surfaces/mathematical_functions/booth_function.py b/surfaces/mathematical_functions/booth_function.py index efc3049..aec5518 100644 --- a/surfaces/mathematical_functions/booth_function.py +++ b/surfaces/mathematical_functions/booth_function.py @@ -3,10 +3,10 @@ # License: MIT License -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class BoothFunction(ObjectiveFunction): +class BoothFunction(MathematicalFunction): name = "Booth Function" _name_ = "booth_function" __name__ = "BoothFunction" diff --git a/surfaces/mathematical_functions/bukin_function_n6.py b/surfaces/mathematical_functions/bukin_function_n6.py index f69e7c6..3aec62a 100644 --- a/surfaces/mathematical_functions/bukin_function_n6.py +++ b/surfaces/mathematical_functions/bukin_function_n6.py @@ -5,10 +5,10 @@ import numpy as np -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class BukinFunctionN6(ObjectiveFunction): +class BukinFunctionN6(MathematicalFunction): name = "Bukin Function N6" _name_ = "bukin_function_n6" __name__ = "BukinFunctionN6" @@ -21,6 +21,6 @@ def objective_function_dict(self, params): x = params["x0"] y = params["x1"] - loss = 100 * np.sqrt(np.abs(y - 0.01 * x ** 2)) + 0.01 * np.abs(x + 10) + loss = 100 * np.sqrt(np.abs(y - 0.01 * x**2)) + 0.01 * np.abs(x + 10) return self.return_metric(loss) diff --git a/surfaces/mathematical_functions/cross_in_tray_function.py b/surfaces/mathematical_functions/cross_in_tray_function.py index 205019d..d4874af 100644 --- a/surfaces/mathematical_functions/cross_in_tray_function.py +++ b/surfaces/mathematical_functions/cross_in_tray_function.py @@ -5,10 +5,10 @@ import numpy as np -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class CrossInTrayFunction(ObjectiveFunction): +class CrossInTrayFunction(MathematicalFunction): name = "Cross In Tray Function" _name_ = "cross_in_tray_function" __name__ = "CrossInTrayFunction" @@ -34,7 +34,7 @@ def objective_function_dict(self, params): y = params["x1"] loss1 = np.sin(self.angle * x) * np.sin(self.angle * y) - loss2 = np.exp(abs(self.B - (np.sqrt(x ** 2 + y ** 2) / np.pi)) + 1) + loss2 = np.exp(abs(self.B - (np.sqrt(x**2 + y**2) / np.pi)) + 1) loss = -self.A * (np.abs(loss1 * loss2)) ** 0.1 diff --git a/surfaces/mathematical_functions/drop_wave_function.py b/surfaces/mathematical_functions/drop_wave_function.py index ce19f99..0c65f51 100644 --- a/surfaces/mathematical_functions/drop_wave_function.py +++ b/surfaces/mathematical_functions/drop_wave_function.py @@ -5,10 +5,10 @@ import numpy as np -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class DropWaveFunction(ObjectiveFunction): +class DropWaveFunction(MathematicalFunction): name = "Drop Wave Function" _name_ = "drop_wave_function" __name__ = "DropWaveFunction" @@ -21,8 +21,8 @@ def objective_function_dict(self, params): x = params["x0"] y = params["x1"] - loss = -(1 + np.cos(12 * np.sqrt(x ** 2 + y ** 2))) / ( - 0.5 * (x ** 2 + y ** 2) + 2 + loss = -(1 + np.cos(12 * np.sqrt(x**2 + y**2))) / ( + 0.5 * (x**2 + y**2) + 2 ) return self.return_metric(loss) diff --git a/surfaces/mathematical_functions/easom_function.py b/surfaces/mathematical_functions/easom_function.py index da99577..275598a 100644 --- a/surfaces/mathematical_functions/easom_function.py +++ b/surfaces/mathematical_functions/easom_function.py @@ -5,10 +5,10 @@ import numpy as np -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class EasomFunction(ObjectiveFunction): +class EasomFunction(MathematicalFunction): name = "Easom Function" _name_ = "easom_function" __name__ = "EasomFunction" diff --git a/surfaces/mathematical_functions/eggholder_function.py b/surfaces/mathematical_functions/eggholder_function.py index 0573526..2dc3d82 100644 --- a/surfaces/mathematical_functions/eggholder_function.py +++ b/surfaces/mathematical_functions/eggholder_function.py @@ -5,10 +5,10 @@ import numpy as np -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class EggholderFunction(ObjectiveFunction): +class EggholderFunction(MathematicalFunction): name = "Eggholder Function" _name_ = "eggholder_function" __name__ = "EggholderFunction" diff --git a/surfaces/mathematical_functions/goldstein_price_function.py b/surfaces/mathematical_functions/goldstein_price_function.py index b0177cf..c90e112 100644 --- a/surfaces/mathematical_functions/goldstein_price_function.py +++ b/surfaces/mathematical_functions/goldstein_price_function.py @@ -3,10 +3,10 @@ # License: MIT License -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class GoldsteinPriceFunction(ObjectiveFunction): +class GoldsteinPriceFunction(MathematicalFunction): name = "Goldstein Price Function" _name_ = "goldstein_price_function" __name__ = "GoldsteinPriceFunction" @@ -20,10 +20,10 @@ def objective_function_dict(self, params): y = params["x1"] loss1 = 1 + (x + y + 1) ** 2 * ( - 19 - 14 * x + 3 * x ** 2 - 14 * y + 6 * x * y + 3 * y ** 2 + 19 - 14 * x + 3 * x**2 - 14 * y + 6 * x * y + 3 * y**2 ) loss2 = 30 + (2 * x - 3 * y) ** 2 * ( - 18 - 32 * x + 12 * x ** 2 + 48 * y - 36 * x * y + 27 * y ** 2 + 18 - 32 * x + 12 * x**2 + 48 * y - 36 * x * y + 27 * y**2 ) loss = loss1 * loss2 diff --git a/surfaces/mathematical_functions/gramacy_and_lee_function.py b/surfaces/mathematical_functions/gramacy_and_lee_function.py index cf19226..6f6fab7 100644 --- a/surfaces/mathematical_functions/gramacy_and_lee_function.py +++ b/surfaces/mathematical_functions/gramacy_and_lee_function.py @@ -5,10 +5,10 @@ import numpy as np -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class GramacyAndLeeFunction(ObjectiveFunction): +class GramacyAndLeeFunction(MathematicalFunction): name = "Gramacy And Lee Function" _name_ = "gramacy_and_lee_function" __name__ = "GramacyAndLeeFunction" diff --git a/surfaces/mathematical_functions/griewank_function.py b/surfaces/mathematical_functions/griewank_function.py index 90b943d..fd7d63d 100644 --- a/surfaces/mathematical_functions/griewank_function.py +++ b/surfaces/mathematical_functions/griewank_function.py @@ -5,10 +5,10 @@ import numpy as np -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class GriewankFunction(ObjectiveFunction): +class GriewankFunction(MathematicalFunction): name = "Griewank Function" _name_ = "griewank_function" __name__ = "GriewankFunction" @@ -24,7 +24,7 @@ def objective_function_dict(self, params): dim_str = "x" + str(dim) x = params[dim_str] - loss_sum += x ** 2 / 4000 + loss_sum += x**2 / 4000 loss_product *= np.cos(x / np.sqrt(dim + 1)) loss = loss_sum - loss_product + 1 diff --git a/surfaces/mathematical_functions/himmelblaus_function.py b/surfaces/mathematical_functions/himmelblaus_function.py index 23cf96b..edc58b7 100644 --- a/surfaces/mathematical_functions/himmelblaus_function.py +++ b/surfaces/mathematical_functions/himmelblaus_function.py @@ -3,10 +3,10 @@ # License: MIT License -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class HimmelblausFunction(ObjectiveFunction): +class HimmelblausFunction(MathematicalFunction): name = "Himmelblau's Function" _name_ = "himmelblaus_function" __name__ = "HimmelblausFunction" @@ -22,8 +22,8 @@ def objective_function_dict(self, params): x = params["x0"] y = params["x1"] - loss1 = (x ** 2 + y + self.A) ** 2 - loss2 = (x + y ** 2 + self.B) ** 2 + loss1 = (x**2 + y + self.A) ** 2 + loss2 = (x + y**2 + self.B) ** 2 loss = loss1 + loss2 diff --git "a/surfaces/mathematical_functions/h\303\266lder_table_function.py" b/surfaces/mathematical_functions/hoelder_table_function.py similarity index 79% rename from "surfaces/mathematical_functions/h\303\266lder_table_function.py" rename to surfaces/mathematical_functions/hoelder_table_function.py index 5bc12fd..a97d8fc 100644 --- "a/surfaces/mathematical_functions/h\303\266lder_table_function.py" +++ b/surfaces/mathematical_functions/hoelder_table_function.py @@ -5,10 +5,10 @@ import numpy as np -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class HölderTableFunction(ObjectiveFunction): +class HölderTableFunction(MathematicalFunction): name = "Hölder Table Function" _name_ = "hölder_table_function" __name__ = "HölderTableFunction" @@ -25,7 +25,7 @@ def objective_function_dict(self, params): y = params["x1"] loss1 = np.sin(self.angle * x) * np.cos(self.angle * y) - loss2 = np.exp(abs(1 - (np.sqrt(x ** 2 + y ** 2) / np.pi))) + loss2 = np.exp(abs(1 - (np.sqrt(x**2 + y**2) / np.pi))) loss = -np.abs(loss1 * loss2) diff --git a/surfaces/mathematical_functions/langermann_function.py b/surfaces/mathematical_functions/langermann_function.py index 24aee8e..f41dd39 100644 --- a/surfaces/mathematical_functions/langermann_function.py +++ b/surfaces/mathematical_functions/langermann_function.py @@ -5,10 +5,10 @@ import numpy as np -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class LangermannFunction(ObjectiveFunction): +class LangermannFunction(MathematicalFunction): name = "Langermann Function" _name_ = "langermann_function" __name__ = "LangermannFunction" diff --git a/surfaces/mathematical_functions/levi_function_n13.py b/surfaces/mathematical_functions/levi_function_n13.py index f862ae1..195a0cb 100644 --- a/surfaces/mathematical_functions/levi_function_n13.py +++ b/surfaces/mathematical_functions/levi_function_n13.py @@ -5,10 +5,10 @@ import numpy as np -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class LeviFunctionN13(ObjectiveFunction): +class LeviFunctionN13(MathematicalFunction): name = "Levi Function N13" _name_ = "levi_function_n13" __name__ = "LeviFunctionN13" diff --git a/surfaces/mathematical_functions/matyas_function.py b/surfaces/mathematical_functions/matyas_function.py index d658ce8..a7713e2 100644 --- a/surfaces/mathematical_functions/matyas_function.py +++ b/surfaces/mathematical_functions/matyas_function.py @@ -3,10 +3,10 @@ # License: MIT License -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class MatyasFunction(ObjectiveFunction): +class MatyasFunction(MathematicalFunction): name = "Matyas Function" _name_ = "matyas_function" __name__ = "MatyasFunction" @@ -19,6 +19,6 @@ def objective_function_dict(self, params): x = params["x0"] y = params["x1"] - loss = 0.26 * (x ** 2 + y ** 2) - 0.48 * x * y + loss = 0.26 * (x**2 + y**2) - 0.48 * x * y return self.return_metric(loss) diff --git a/surfaces/mathematical_functions/mccormick_function.py b/surfaces/mathematical_functions/mccormick_function.py index c939d0f..1be61c7 100644 --- a/surfaces/mathematical_functions/mccormick_function.py +++ b/surfaces/mathematical_functions/mccormick_function.py @@ -5,10 +5,10 @@ import numpy as np -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class McCormickFunction(ObjectiveFunction): +class McCormickFunction(MathematicalFunction): name = "Mc Cormick Function" _name_ = "mccormick_function" __name__ = "McCormickFunction" diff --git a/surfaces/mathematical_functions/rastrigin_function.py b/surfaces/mathematical_functions/rastrigin_function.py index 74456a7..aaa9d5e 100644 --- a/surfaces/mathematical_functions/rastrigin_function.py +++ b/surfaces/mathematical_functions/rastrigin_function.py @@ -5,10 +5,10 @@ import numpy as np -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class RastriginFunction(ObjectiveFunction): +class RastriginFunction(MathematicalFunction): name = "Rastrigin Function" _name_ = "rastrigin_function" __name__ = "RastriginFunction" diff --git a/surfaces/mathematical_functions/rosenbrock_function.py b/surfaces/mathematical_functions/rosenbrock_function.py index 2179690..b575708 100644 --- a/surfaces/mathematical_functions/rosenbrock_function.py +++ b/surfaces/mathematical_functions/rosenbrock_function.py @@ -3,10 +3,10 @@ # License: MIT License -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class RosenbrockFunction(ObjectiveFunction): +class RosenbrockFunction(MathematicalFunction): name = "Rosenbrock Function" _name_ = "rosenbrock_function" __name__ = "RosenbrockFunction" @@ -22,6 +22,6 @@ def objective_function_dict(self, params): x = params["x0"] y = params["x1"] - loss = (self.A - x) ** 2 + self.B * (y - x ** 2) ** 2 + loss = (self.A - x) ** 2 + self.B * (y - x**2) ** 2 return self.return_metric(loss) diff --git a/surfaces/mathematical_functions/schaffer_function_n2.py b/surfaces/mathematical_functions/schaffer_function_n2.py index c349b4b..83592f7 100644 --- a/surfaces/mathematical_functions/schaffer_function_n2.py +++ b/surfaces/mathematical_functions/schaffer_function_n2.py @@ -5,10 +5,10 @@ import numpy as np -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class SchafferFunctionN2(ObjectiveFunction): +class SchafferFunctionN2(MathematicalFunction): name = "Schaffer Function N2" _name_ = "schaffer_function_n2" __name__ = "SchafferFunctionN2" @@ -21,6 +21,6 @@ def objective_function_dict(self, params): x = params["x0"] y = params["x1"] - loss = 100 * np.sqrt(np.abs(y - 0.01 * x ** 2)) + 0.01 * np.abs(x + 10) + loss = 100 * np.sqrt(np.abs(y - 0.01 * x**2)) + 0.01 * np.abs(x + 10) return self.return_metric(loss) diff --git a/surfaces/mathematical_functions/simionescu_function.py b/surfaces/mathematical_functions/simionescu_function.py index 87d4b43..64aa484 100644 --- a/surfaces/mathematical_functions/simionescu_function.py +++ b/surfaces/mathematical_functions/simionescu_function.py @@ -5,10 +5,10 @@ import numpy as np -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class SimionescuFunction(ObjectiveFunction): +class SimionescuFunction(MathematicalFunction): name = "Simionescu Function" _name_ = "simionescu_function" __name__ = "SimionescuFunction" @@ -37,7 +37,7 @@ def objective_function_dict(self, params): condition = (self.r_T + self.r_S * np.cos(self.n * np.arctan(x / y))) ** 2 - mask = x ** 2 + y ** 2 <= condition + mask = x**2 + y**2 <= condition mask_int = mask.astype(int) loss = self.A * x * y diff --git a/surfaces/mathematical_functions/sphere_function.py b/surfaces/mathematical_functions/sphere_function.py index f8185f2..6b77da2 100644 --- a/surfaces/mathematical_functions/sphere_function.py +++ b/surfaces/mathematical_functions/sphere_function.py @@ -2,10 +2,10 @@ # Email: simon.blanke@yahoo.com # License: MIT License -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class SphereFunction(ObjectiveFunction): +class SphereFunction(MathematicalFunction): name = "Sphere Function" _name_ = "sphere_function" __name__ = "SphereFunction" diff --git a/surfaces/mathematical_functions/styblinski_tang_function.py b/surfaces/mathematical_functions/styblinski_tang_function.py index cf9d5a5..55e8b92 100644 --- a/surfaces/mathematical_functions/styblinski_tang_function.py +++ b/surfaces/mathematical_functions/styblinski_tang_function.py @@ -3,10 +3,10 @@ # License: MIT License -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class StyblinskiTangFunction(ObjectiveFunction): +class StyblinskiTangFunction(MathematicalFunction): name = "Styblinski Tang Function" _name_ = "styblinski_tang_function" __name__ = "StyblinskiTangFunction" @@ -21,7 +21,7 @@ def objective_function_dict(self, params): dim_str = "x" + str(dim) x = params[dim_str] - loss += x ** 4 - 16 * x ** 2 + 5 * x + loss += x**4 - 16 * x**2 + 5 * x loss = loss / 2 diff --git a/surfaces/mathematical_functions/three_hump_camel_function.py b/surfaces/mathematical_functions/three_hump_camel_function.py index e00edd9..a59aba7 100644 --- a/surfaces/mathematical_functions/three_hump_camel_function.py +++ b/surfaces/mathematical_functions/three_hump_camel_function.py @@ -5,10 +5,10 @@ import numpy as np -from ._base_objective_function import ObjectiveFunction +from ._base_objective_function import MathematicalFunction -class ThreeHumpCamelFunction(ObjectiveFunction): +class ThreeHumpCamelFunction(MathematicalFunction): name = "Three Hump Camel Function" _name_ = "three_hump_camel_function" __name__ = "ThreeHumpCamelFunction" @@ -21,6 +21,6 @@ def objective_function_dict(self, params): x = params["x0"] y = params["x1"] - loss = 2 * x ** 2 - 1.05 * x ** 4 + x ** 6 / 6 + x * y + y ** 2 + loss = 2 * x**2 - 1.05 * x**4 + x**6 / 6 + x * y + y**2 return self.return_metric(loss)