From cd1a3d4306d258ac13c772e24c87a28c0a8837be Mon Sep 17 00:00:00 2001
From: Baptiste Bauvin <bbauvin@gra-login2.graham.sharcnet>
Date: Tue, 22 Nov 2022 10:11:16 -0500
Subject: [PATCH] Valid
---
.../monoview_classifiers/adaboost_graalpy.py | 3 ---
.../monoview_classifiers/adaboost_pregen.py | 4 ----
.../monoview_classifiers/additions/CBBoostUtils.py | 8 --------
.../monoview_classifiers/bagged_spkm.py | 3 ---
.../monoview_classifiers/bagging.py | 3 ---
.../monoview_classifiers/bagging_pregen.py | 3 ---
.../monoview_classifiers/cb_boost.py | 5 -----
.../monoview_classifiers/cb_gradient_boost.py | 3 ---
.../monoview_classifiers/cg_desc.py | 3 ---
.../monoview_classifiers/cq_boost.py | 3 ---
.../monoview_classifiers/decision_tree_pregen.py | 3 ---
.../monoview_classifiers/gradient_boosting_pregen.py | 3 ---
.../monoview_classifiers/hm_gb_cbound.py | 3 ---
.../monoview_classifiers/ib_random_forest.py | 3 ---
.../monoview_classifiers/ib_random_scm.py | 3 ---
.../multiview_platform/monoview_classifiers/ib_scm.py | 3 ---
.../monoview_classifiers/imbalance_bagging.py | 3 ---
.../multiview_platform/monoview_classifiers/min_cq.py | 3 ---
.../monoview_classifiers/min_cq_graalpy.py | 3 ---
.../monoview_classifiers/pregen_gradient_boost.py | 11 -----------
.../monoview_classifiers/random_forest_pregen.py | 3 ---
.../monoview_classifiers/scm_mazid.py | 3 ---
.../monoview_classifiers/scm_pregen.py | 3 ---
.../monoview_classifiers/self_opt_cb.py | 3 ---
.../monoview_classifiers/self_opt_cb_pseudo.py | 3 ---
.../monoview_classifiers/self_opt_cb_root.py | 3 ---
.../multiview_platform/monoview_classifiers/spkm.py | 3 ---
27 files changed, 97 deletions(-)
diff --git a/summit/multiview_platform/monoview_classifiers/adaboost_graalpy.py b/summit/multiview_platform/monoview_classifiers/adaboost_graalpy.py
index 3b3e1158..bca4883e 100644
--- a/summit/multiview_platform/monoview_classifiers/adaboost_graalpy.py
+++ b/summit/multiview_platform/monoview_classifiers/adaboost_graalpy.py
@@ -11,10 +11,7 @@ from ..monoview.monoview_utils import CustomRandint, \
BaseMonoviewClassifier, change_label_to_minus, change_label_to_zero
classifier_class_name = "AdaboostGraalpy"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class AdaBoostGP(BaseEstimator, ClassifierMixin, BaseBoost):
"""Scikit-Learn compatible AdaBoost classifier. Original code by Pascal Germain, adapted by Jean-Francis Roy.
diff --git a/summit/multiview_platform/monoview_classifiers/adaboost_pregen.py b/summit/multiview_platform/monoview_classifiers/adaboost_pregen.py
index 900769ce..5b32fed3 100644
--- a/summit/multiview_platform/monoview_classifiers/adaboost_pregen.py
+++ b/summit/multiview_platform/monoview_classifiers/adaboost_pregen.py
@@ -16,11 +16,7 @@ __status__ = "Prototype" # Production, Development, Prototype
classifier_class_name = "AdaboostPregen"
-<<<<<<< HEAD
-
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class AdaboostPregen(AdaBoostClassifier, BaseMonoviewClassifier,
PregenClassifier):
diff --git a/summit/multiview_platform/monoview_classifiers/additions/CBBoostUtils.py b/summit/multiview_platform/monoview_classifiers/additions/CBBoostUtils.py
index 70be1480..5b700216 100644
--- a/summit/multiview_platform/monoview_classifiers/additions/CBBoostUtils.py
+++ b/summit/multiview_platform/monoview_classifiers/additions/CBBoostUtils.py
@@ -316,19 +316,11 @@ class CBBoostClassifier(BaseEstimator, ClassifierMixin, BaseBoost):
def init_hypotheses(self, X, y):
"""Inintialization for the hyptotheses used to build the boosted vote"""
-<<<<<<< HEAD
- if self.estimators_generator is "Stumps":
- self.estimators_generator = StumpsClassifiersGenerator(
- n_stumps_per_attribute=self.n_stumps,
- self_complemented=self.self_complemented)
- if self.estimators_generator is "Trees":
-=======
if self.estimators_generator == "Stumps":
self.estimators_generator = StumpsClassifiersGenerator(
n_stumps_per_attribute=self.n_stumps,
self_complemented=self.self_complemented)
if self.estimators_generator == "Trees":
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
self.estimators_generator = TreeClassifiersGenerator(
n_trees=self.n_stumps, max_depth=self.max_depth,
self_complemented=self.self_complemented)
diff --git a/summit/multiview_platform/monoview_classifiers/bagged_spkm.py b/summit/multiview_platform/monoview_classifiers/bagged_spkm.py
index 9b3c3a05..ebf32547 100644
--- a/summit/multiview_platform/monoview_classifiers/bagged_spkm.py
+++ b/summit/multiview_platform/monoview_classifiers/bagged_spkm.py
@@ -11,10 +11,7 @@ from ..utils.hyper_parameter_search import CustomRandint
from ..monoview_classifiers.spkm import SPKM
classifier_class_name = "BaggedSPKM"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class BaggedSPKM(BaseMonoviewClassifier, SPKMlikeSklearn):
diff --git a/summit/multiview_platform/monoview_classifiers/bagging.py b/summit/multiview_platform/monoview_classifiers/bagging.py
index 8cbb1512..0a89ace2 100644
--- a/summit/multiview_platform/monoview_classifiers/bagging.py
+++ b/summit/multiview_platform/monoview_classifiers/bagging.py
@@ -16,10 +16,7 @@ __status__ = "Prototype" # Production, Development, Prototype
classifier_class_name = "Bagging"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class Bagging(BaggingClassifier, BaseMonoviewClassifier,):
"""
diff --git a/summit/multiview_platform/monoview_classifiers/bagging_pregen.py b/summit/multiview_platform/monoview_classifiers/bagging_pregen.py
index 60413fa5..4edebd45 100644
--- a/summit/multiview_platform/monoview_classifiers/bagging_pregen.py
+++ b/summit/multiview_platform/monoview_classifiers/bagging_pregen.py
@@ -16,10 +16,7 @@ __status__ = "Prototype" # Production, Development, Prototype
classifier_class_name = "BaggingPregen"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class BaggingPregen(BaggingClassifier, BaseMonoviewClassifier,
PregenClassifier):
diff --git a/summit/multiview_platform/monoview_classifiers/cb_boost.py b/summit/multiview_platform/monoview_classifiers/cb_boost.py
index 9403ddb8..56e980cb 100644
--- a/summit/multiview_platform/monoview_classifiers/cb_boost.py
+++ b/summit/multiview_platform/monoview_classifiers/cb_boost.py
@@ -77,16 +77,11 @@ class CBBoost(CBBoostClassifier, BaseMonoviewClassifier):
-------
"""
-<<<<<<< HEAD
- interpret_string = self.getInterpretCBBoost(directory, base_file_name, y_test)
- interpret_string += self.get_feature_importance(directory, base_file_name)
-=======
interpret_string = self.getInterpretCBBoost(directory, base_file_name,
y_test)
interpret_string += self.get_feature_importance(directory,
base_file_name,
feature_ids)
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
return interpret_string
def get_name_for_fusion(self):
diff --git a/summit/multiview_platform/monoview_classifiers/cb_gradient_boost.py b/summit/multiview_platform/monoview_classifiers/cb_gradient_boost.py
index 7c1311d5..9020de7c 100644
--- a/summit/multiview_platform/monoview_classifiers/cb_gradient_boost.py
+++ b/summit/multiview_platform/monoview_classifiers/cb_gradient_boost.py
@@ -23,10 +23,7 @@ __author__ = "Baptiste Bauvin"
__status__ = "Prototype" # Production, Development, Prototype
classifier_class_name = "CBGradientBoosting"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class CustomDecisionTreeGB(DecisionTreeClassifier):
diff --git a/summit/multiview_platform/monoview_classifiers/cg_desc.py b/summit/multiview_platform/monoview_classifiers/cg_desc.py
index f7350a9b..ca04a97d 100644
--- a/summit/multiview_platform/monoview_classifiers/cg_desc.py
+++ b/summit/multiview_platform/monoview_classifiers/cg_desc.py
@@ -3,10 +3,7 @@ from ..monoview.monoview_utils import BaseMonoviewClassifier, CustomRandint
classifier_class_name = "CGDesc"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class CGDesc(ColumnGenerationClassifierQar, BaseMonoviewClassifier):
"""
diff --git a/summit/multiview_platform/monoview_classifiers/cq_boost.py b/summit/multiview_platform/monoview_classifiers/cq_boost.py
index 0c5e56aa..d454b991 100644
--- a/summit/multiview_platform/monoview_classifiers/cq_boost.py
+++ b/summit/multiview_platform/monoview_classifiers/cq_boost.py
@@ -6,10 +6,7 @@ from ..monoview.monoview_utils import BaseMonoviewClassifier
from ..utils.hyper_parameter_search import CustomRandint, CustomUniform
classifier_class_name = "CQBoost"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class CQBoost(ColumnGenerationClassifier, BaseMonoviewClassifier):
diff --git a/summit/multiview_platform/monoview_classifiers/decision_tree_pregen.py b/summit/multiview_platform/monoview_classifiers/decision_tree_pregen.py
index 9dd7c3e5..96b0aaa1 100644
--- a/summit/multiview_platform/monoview_classifiers/decision_tree_pregen.py
+++ b/summit/multiview_platform/monoview_classifiers/decision_tree_pregen.py
@@ -12,10 +12,7 @@ __author__ = "Baptiste Bauvin"
__status__ = "Prototype" # Production, Development, Prototype
classifier_class_name = "DecisionTreePregen"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class DecisionTreePregen(DecisionTreeClassifier, BaseMonoviewClassifier,
PregenClassifier):
diff --git a/summit/multiview_platform/monoview_classifiers/gradient_boosting_pregen.py b/summit/multiview_platform/monoview_classifiers/gradient_boosting_pregen.py
index 06fa8105..0ac5d519 100644
--- a/summit/multiview_platform/monoview_classifiers/gradient_boosting_pregen.py
+++ b/summit/multiview_platform/monoview_classifiers/gradient_boosting_pregen.py
@@ -17,10 +17,7 @@ __status__ = "Prototype" # Production, Development, Prototype
classifier_class_name = "GradientBoostingPregen"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class GradientBoostingPregen(GradientBoostingClassifier, BaseMonoviewClassifier,
PregenClassifier):
diff --git a/summit/multiview_platform/monoview_classifiers/hm_gb_cbound.py b/summit/multiview_platform/monoview_classifiers/hm_gb_cbound.py
index 820f0e8b..24ee1097 100644
--- a/summit/multiview_platform/monoview_classifiers/hm_gb_cbound.py
+++ b/summit/multiview_platform/monoview_classifiers/hm_gb_cbound.py
@@ -7,10 +7,7 @@ import numpy.ma as ma
import math
classifier_class_name = "CBBoostGradientBoosting"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class CBBoostGradientBoosting(CBBoostClassifier, BaseMonoviewClassifier):
"""
diff --git a/summit/multiview_platform/monoview_classifiers/ib_random_forest.py b/summit/multiview_platform/monoview_classifiers/ib_random_forest.py
index f0bfffe3..7f4517a1 100644
--- a/summit/multiview_platform/monoview_classifiers/ib_random_forest.py
+++ b/summit/multiview_platform/monoview_classifiers/ib_random_forest.py
@@ -8,10 +8,7 @@ from ..utils.base import base_boosting_estimators
from ..utils.hyper_parameter_search import CustomRandint, CustomUniform
classifier_class_name = "IBRF"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class IBRF(BaseMonoviewClassifier, BalancedBaggingClassifier):
diff --git a/summit/multiview_platform/monoview_classifiers/ib_random_scm.py b/summit/multiview_platform/monoview_classifiers/ib_random_scm.py
index 965e939a..11bd34b6 100644
--- a/summit/multiview_platform/monoview_classifiers/ib_random_scm.py
+++ b/summit/multiview_platform/monoview_classifiers/ib_random_scm.py
@@ -8,10 +8,7 @@ from ..utils.base import base_boosting_estimators
from ..utils.hyper_parameter_search import CustomRandint, CustomUniform
classifier_class_name = "IBRSCM"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class IBRSCM(BaseMonoviewClassifier, BalancedBaggingClassifier):
diff --git a/summit/multiview_platform/monoview_classifiers/ib_scm.py b/summit/multiview_platform/monoview_classifiers/ib_scm.py
index 19fe10a1..d7e38613 100644
--- a/summit/multiview_platform/monoview_classifiers/ib_scm.py
+++ b/summit/multiview_platform/monoview_classifiers/ib_scm.py
@@ -7,10 +7,7 @@ from ..utils.base import base_boosting_estimators
from ..utils.hyper_parameter_search import CustomRandint, CustomUniform
classifier_class_name = "IBSCM"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class IBSCM(BaseMonoviewClassifier, BalancedBaggingClassifier):
diff --git a/summit/multiview_platform/monoview_classifiers/imbalance_bagging.py b/summit/multiview_platform/monoview_classifiers/imbalance_bagging.py
index c141ed2f..f0b34878 100644
--- a/summit/multiview_platform/monoview_classifiers/imbalance_bagging.py
+++ b/summit/multiview_platform/monoview_classifiers/imbalance_bagging.py
@@ -7,10 +7,7 @@ from ..utils.base import base_boosting_estimators
from ..utils.hyper_parameter_search import CustomRandint, CustomUniform
classifier_class_name = "ImbalanceBagging"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class ImbalanceBagging(BaseMonoviewClassifier, BalancedBaggingClassifier):
diff --git a/summit/multiview_platform/monoview_classifiers/min_cq.py b/summit/multiview_platform/monoview_classifiers/min_cq.py
index 35f06bf3..23298f1c 100644
--- a/summit/multiview_platform/monoview_classifiers/min_cq.py
+++ b/summit/multiview_platform/monoview_classifiers/min_cq.py
@@ -23,10 +23,7 @@ from .additions.BoostUtils import ConvexProgram as QP
classifier_class_name = "MinCQ"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
# from majority_vote import MajorityVote
# from voter import StumpsVotersGenerator, KernelVotersGenerator
diff --git a/summit/multiview_platform/monoview_classifiers/min_cq_graalpy.py b/summit/multiview_platform/monoview_classifiers/min_cq_graalpy.py
index 1cb8d2b3..9c39e5ee 100644
--- a/summit/multiview_platform/monoview_classifiers/min_cq_graalpy.py
+++ b/summit/multiview_platform/monoview_classifiers/min_cq_graalpy.py
@@ -6,10 +6,7 @@ from ..monoview.monoview_utils import BaseMonoviewClassifier
from ..utils.hyper_parameter_search import CustomRandint, CustomUniform
classifier_class_name = "MinCQGraalpy"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class MinCQGraalpy(RegularizedBinaryMinCqClassifier, BaseMonoviewClassifier):
"""
diff --git a/summit/multiview_platform/monoview_classifiers/pregen_gradient_boost.py b/summit/multiview_platform/monoview_classifiers/pregen_gradient_boost.py
index 176c2707..3d11cea8 100644
--- a/summit/multiview_platform/monoview_classifiers/pregen_gradient_boost.py
+++ b/summit/multiview_platform/monoview_classifiers/pregen_gradient_boost.py
@@ -17,10 +17,7 @@ __author__ = "Baptiste Bauvin"
__status__ = "Prototype" # Production, Development, Prototype
classifier_class_name = "PGradientBoosting"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class CustomDecisionTreeGB(DecisionTreeClassifier):
@@ -63,19 +60,11 @@ class PGradientBoosting(GradientBoostingClassifier, BaseMonoviewClassifier, Base
def pregen_voters(self, X, y=None, generator="Stumps"):
if y is not None:
neg_y = change_label_to_minus(y)
-<<<<<<< HEAD
- if generator is "Stumps":
- self.estimators_generator = StumpsClassifiersGenerator(
- n_stumps_per_attribute=self.n_stumps,
- self_complemented=self.self_complemented)
- elif generator is "Trees":
-=======
if generator == "Stumps":
self.estimators_generator = StumpsClassifiersGenerator(
n_stumps_per_attribute=self.n_stumps,
self_complemented=self.self_complemented)
elif generator == "Trees":
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
self.estimators_generator = TreeClassifiersGenerator(
n_trees=self.n_stumps, max_depth=self.max_depth_pregen)
self.estimators_generator.fit(X, neg_y)
diff --git a/summit/multiview_platform/monoview_classifiers/random_forest_pregen.py b/summit/multiview_platform/monoview_classifiers/random_forest_pregen.py
index 133474bf..31795606 100644
--- a/summit/multiview_platform/monoview_classifiers/random_forest_pregen.py
+++ b/summit/multiview_platform/monoview_classifiers/random_forest_pregen.py
@@ -17,10 +17,7 @@ __status__ = "Prototype" # Production, Development, Prototype
classifier_class_name = "RandomForestPregen"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class RandomForestPregen(RandomForestClassifier, BaseMonoviewClassifier,
PregenClassifier):
diff --git a/summit/multiview_platform/monoview_classifiers/scm_mazid.py b/summit/multiview_platform/monoview_classifiers/scm_mazid.py
index ddc24b83..f25d6e01 100644
--- a/summit/multiview_platform/monoview_classifiers/scm_mazid.py
+++ b/summit/multiview_platform/monoview_classifiers/scm_mazid.py
@@ -9,10 +9,7 @@ from ..monoview.monoview_utils import BaseMonoviewClassifier
from ..utils.hyper_parameter_search import CustomUniform, CustomRandint
classifier_class_name = 'DecisionStumpSCMNew'
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class DecisionStumpSCMNew(BaseMonoviewClassifier):
"""
diff --git a/summit/multiview_platform/monoview_classifiers/scm_pregen.py b/summit/multiview_platform/monoview_classifiers/scm_pregen.py
index 8d3e405a..dd2c8d50 100644
--- a/summit/multiview_platform/monoview_classifiers/scm_pregen.py
+++ b/summit/multiview_platform/monoview_classifiers/scm_pregen.py
@@ -12,10 +12,7 @@ __author__ = "Baptiste Bauvin"
__status__ = "Prototype" # Production, Development, Prototype
classifier_class_name = "SCMPregen"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class SCMPregen(BaseMonoviewClassifier, PregenClassifier, scm):
"""
diff --git a/summit/multiview_platform/monoview_classifiers/self_opt_cb.py b/summit/multiview_platform/monoview_classifiers/self_opt_cb.py
index 8d1fbcc9..aea3b0a8 100644
--- a/summit/multiview_platform/monoview_classifiers/self_opt_cb.py
+++ b/summit/multiview_platform/monoview_classifiers/self_opt_cb.py
@@ -1,10 +1,7 @@
from .additions.SelOptCB import SelfOptCBBoostClassifier
classifier_class_name = "SelfOptCBBoostBaseStump"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class SelfOptCBBoostBaseStump(SelfOptCBBoostClassifier):
def __init__(self, n_max_iterations=10, random_state=42, twice_the_same=True,
diff --git a/summit/multiview_platform/monoview_classifiers/self_opt_cb_pseudo.py b/summit/multiview_platform/monoview_classifiers/self_opt_cb_pseudo.py
index e040fb50..80913fc1 100644
--- a/summit/multiview_platform/monoview_classifiers/self_opt_cb_pseudo.py
+++ b/summit/multiview_platform/monoview_classifiers/self_opt_cb_pseudo.py
@@ -1,10 +1,7 @@
from .additions.SelOptCB import SelfOptCBBoostClassifier
classifier_class_name = "SelfOptCBBoostBaseStump"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class SelfOptCBBoostBaseStump(SelfOptCBBoostClassifier):
def __init__(self, n_max_iterations=10, random_state=42, twice_the_same=True,
diff --git a/summit/multiview_platform/monoview_classifiers/self_opt_cb_root.py b/summit/multiview_platform/monoview_classifiers/self_opt_cb_root.py
index 88438530..385f3656 100644
--- a/summit/multiview_platform/monoview_classifiers/self_opt_cb_root.py
+++ b/summit/multiview_platform/monoview_classifiers/self_opt_cb_root.py
@@ -1,10 +1,7 @@
from .additions.SelOptCB import SelfOptCBBoostClassifier
classifier_class_name = "SelfOptCBBoostBaseStump"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class SelfOptCBBoostBaseStump(SelfOptCBBoostClassifier):
def __init__(self, n_max_iterations=10, random_state=42, twice_the_same=True,
diff --git a/summit/multiview_platform/monoview_classifiers/spkm.py b/summit/multiview_platform/monoview_classifiers/spkm.py
index 5976ccac..7c6f4c7c 100644
--- a/summit/multiview_platform/monoview_classifiers/spkm.py
+++ b/summit/multiview_platform/monoview_classifiers/spkm.py
@@ -9,10 +9,7 @@ from ..utils.hyper_parameter_search import CustomRandint
from ..utils.dataset import get_samples_views_indices
classifier_class_name = "SPKM"
-<<<<<<< HEAD
-=======
proto=True
->>>>>>> 258ada8c7e5025f984b03343596557abe8d3f5a4
class SPKM(BaseMonoviewClassifier, SPKMlikeSklearn):
--
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