From 290bab7d05c641157267d992635022d7a9f02eac Mon Sep 17 00:00:00 2001 From: Alexander McFarlane Date: Fri, 8 Jun 2018 16:36:52 +0100 Subject: [PATCH 1/8] fixed multiprocessing for Windows; fixed https://github.com/rsteca/sklearn-deap/issues/44; fixed; incorporated changes from pull request: https://github.com/rsteca/sklearn-deap/pull/45 --- evolutionary_search/cv.py | 38 ++++++++++++++++++++++---------------- 1 file changed, 22 insertions(+), 16 deletions(-) diff --git a/evolutionary_search/cv.py b/evolutionary_search/cv.py index 74d6a9f..89842ad 100644 --- a/evolutionary_search/cv.py +++ b/evolutionary_search/cv.py @@ -13,6 +13,7 @@ from sklearn.metrics.scorer import check_scoring from sklearn.utils.validation import _num_samples, indexable + def enum(**enums): return type('Enum', (), enums) @@ -278,6 +279,8 @@ class EvolutionaryAlgorithmSearchCV(BaseSearchCV): With the statistics of the evolution. """ + best_score_ = None + best_params_ = None def __init__(self, estimator, params, scoring=None, cv=4, refit=True, verbose=False, population_size=50, gene_mutation_prob=0.1, gene_crossover_prob=0.5, @@ -298,12 +301,12 @@ def __init__(self, estimator, params, scoring=None, cv=4, self.gene_type = gene_type self.all_history_, self.all_logbooks_ = [], [] self._cv_results = None - self.best_score_ = None - self.best_params_ = None self.score_cache = {} self.n_jobs = n_jobs - creator.create("FitnessMax", base.Fitness, weights=(1.0,)) - creator.create("Individual", list, est=clone(self.estimator), fitness=creator.FitnessMax) + if "FitnessMax" not in creator.__dict__: + creator.create("FitnessMax", base.Fitness, weights=(1.0,)) + if "Individual" not in creator.__dict__: + creator.create("Individual", list, est=clone(self.estimator), fitness=creator.FitnessMax) @property def possible_params(self): @@ -358,9 +361,11 @@ def fit(self, X, y=None): self.best_estimator_ = clone(self.estimator) self.best_estimator_.set_params(**self.best_mem_params_) if self.fit_params is not None: + self.best_estimator_.fit(X, y, **self.fit_params) else: self.best_estimator_.fit(X, y) + return self def _fit(self, X, y, parameter_dict): self._cv_results = None # To indicate to the property the need to update @@ -394,16 +399,16 @@ def _fit(self, X, y, parameter_dict): # wrapper so that pools are not recursively created when the module is reloaded in each map if isinstance(self.n_jobs, int): if self.n_jobs > 1 or self.n_jobs < 0: - from multiprocessing import Pool # Only imports if needed - if os.name == 'nt': # Checks if we are on Windows - warnings.warn(("Windows requires Pools to be declared from within " - "an \'if __name__==\"__main__\":\' structure. In this " - "case, n_jobs will accept map functions as well to " - "facilitate custom parallelism. Please check to see " - "that all code is working as expected.")) - pool = Pool(self.n_jobs) - toolbox.register("map", pool.map) - + if __name__ == '__main__': + from multiprocessing import Pool # Only imports if needed + if os.name == 'nt': # Checks if we are on Windows + warnings.warn(("Windows requires Pools to be declared from within " + "an \'if __name__==\"__main__\":\' structure. In this " + "case, n_jobs will accept map functions as well to " + "facilitate custom parallelism. Please check to see " + "that all code is working as expected.")) + pool = Pool(self.n_jobs) + toolbox.register("map", pool.map) # If it's not an int, we are going to pass it as the map directly else: try: @@ -463,8 +468,9 @@ def _fit(self, X, y, parameter_dict): # Close your pools if you made them if isinstance(self.n_jobs, int) and (self.n_jobs > 1 or self.n_jobs < 0): - pool.close() - pool.join() + if __name__ == '__main__': + pool.close() + pool.join() self.best_score_ = current_best_score_ self.best_params_ = current_best_params_ From 1ec597e56751a7b3d7719d3a8e1e1b1225e8d558 Mon Sep 17 00:00:00 2001 From: Alexander McFarlane Date: Thu, 14 Jun 2018 13:53:59 +0100 Subject: [PATCH 2/8] allows invalid parameters and penalises them with -inf; also revert changes as per: https://github.com/rsteca/sklearn-deap/pull/45#issuecomment-397280900 --- evolutionary_search/cv.py | 28 ++++++++++++++++------------ 1 file changed, 16 insertions(+), 12 deletions(-) diff --git a/evolutionary_search/cv.py b/evolutionary_search/cv.py index 89842ad..c62ad30 100644 --- a/evolutionary_search/cv.py +++ b/evolutionary_search/cv.py @@ -6,6 +6,7 @@ import numpy as np import random from deap import base, creator, tools, algorithms +from deap import cma from collections import defaultdict from sklearn.base import clone, is_classifier from sklearn.model_selection._validation import _fit_and_score @@ -99,10 +100,13 @@ def _evalFunction(individual, name_values, X, y, scorer, cv, iid, fit_params, else: for train, test in cv.split(X, y): assert len(train) > 0 and len(test) > 0, "Training and/or testing not long enough for evaluation." - _score = _fit_and_score(estimator=individual.est, X=X, y=y, scorer=scorer, - train=train, test=test, verbose=verbose, - parameters=parameters, fit_params=fit_params, - error_score=error_score)[0] + try: + _score = _fit_and_score(estimator=individual.est, X=X, y=y, scorer=scorer, + train=train, test=test, verbose=verbose, + parameters=parameters, fit_params=fit_params, + error_score=error_score)[0] + except: + return (-np.inf,) if iid: score += _score * len(test) @@ -303,10 +307,10 @@ def __init__(self, estimator, params, scoring=None, cv=4, self._cv_results = None self.score_cache = {} self.n_jobs = n_jobs - if "FitnessMax" not in creator.__dict__: - creator.create("FitnessMax", base.Fitness, weights=(1.0,)) - if "Individual" not in creator.__dict__: - creator.create("Individual", list, est=clone(self.estimator), fitness=creator.FitnessMax) + # if "FitnessMax" not in creator.__dict__: + creator.create("FitnessMax", base.Fitness, weights=(1.0,)) + # if "Individual" not in creator.__dict__: + creator.create("Individual", list, est=clone(self.estimator), fitness=creator.FitnessMax) @property def possible_params(self): @@ -432,10 +436,10 @@ def _fit(self, X, y, parameter_dict): # Stats stats = tools.Statistics(lambda ind: ind.fitness.values) - stats.register("avg", np.nanmean) - stats.register("min", np.nanmin) - stats.register("max", np.nanmax) - stats.register("std", np.nanstd) + stats.register("avg", lambda x: np.ma.masked_invalid(x).mean()) + stats.register("min", lambda x: np.ma.masked_invalid(x).min()) + stats.register("max", lambda x: np.ma.masked_invalid(x).max()) + stats.register("std", lambda x: np.ma.masked_invalid(x).std()) # History hist = tools.History() From 63b8ed2db923d92888b7b29a6c8aa61dda6d4d9e Mon Sep 17 00:00:00 2001 From: Alexander McFarlane Date: Thu, 14 Jun 2018 13:54:27 +0100 Subject: [PATCH 3/8] added come good examples to compare to http://scikit-learn.org/stable/auto_examples/classification/plot_classifier_comparison.html --- example/Thumbs.db | Bin 0 -> 53248 bytes example/all_classifiers.png | Bin 0 -> 506916 bytes example/classifier_comparison.py | 284 +++++++++++++++++++++++++ example/classifiers_comparison_plot.py | 284 +++++++++++++++++++++++++ example/svm.py | 109 ++++++++++ 5 files changed, 677 insertions(+) create mode 100644 example/Thumbs.db 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zA`0Xmn)wE{R}YRlSUr0NfEN#)Yr7o%ME4(1*kx59ScqT2{4XYb_aM5!RXs97d-l4F zTTv0WH_-(gfP(Xji9fr#EPrJUpFa-_ zs6vQ4^Zonxe?%hJ0rdB1QWRWvnTh-Fk{?Kx-z5M2+5aRszaPi{_2&2=(f9w)PCTY; XIdYIGKR#MSz)Mm>PCQdo$Nm2SX!ud5 literal 0 HcmV?d00001 diff --git a/example/classifier_comparison.py b/example/classifier_comparison.py new file mode 100644 index 0000000..f4e4860 --- /dev/null +++ b/example/classifier_comparison.py @@ -0,0 +1,284 @@ +import os +import tempfile +import numpy as np +import pandas as pd +import cPickle as pkl + +# plotting junk +import matplotlib.pyplot as plt +from matplotlib import gridspec +from matplotlib.colors import ListedColormap +from mpl_toolkits.axes_grid.anchored_artists import AnchoredText + +# preprocessing / validation utils +from sklearn.preprocessing import StandardScaler +from sklearn.model_selection import train_test_split +from sklearn.model_selection import StratifiedShuffleSplit +from sklearn.datasets import make_moons, make_circles, make_classification + +# the classifiers +from sklearn.neural_network import MLPClassifier +from sklearn.neighbors import KNeighborsClassifier +from sklearn.svm import SVC +from sklearn.gaussian_process import GaussianProcessClassifier +from sklearn.gaussian_process.kernels import RBF, DotProduct +from sklearn.tree import DecisionTreeClassifier +from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier +from sklearn.naive_bayes import GaussianNB +from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis + +# this is my modified DEAP code - make sure you use my fork +# as the master branch is buggy! +from evolutionary_search import EvolutionaryAlgorithmSearchCV + + +names = ["KNN", "Gaussian Proc.", "Dec. Tree", "Rand. Forest", + "RBF SVM", "Linear SVM", "Neural Net", "AdaBoost", "QDA"] + +classifiers = [ + [KNeighborsClassifier, {'n_neighbors': range(1, 10), 'weights': ['uniform', 'distance']}], + [DecisionTreeClassifier, {'max_depth': range(1, 20), "splitter": ['best', 'random'], + 'min_samples_split': range(1, 20), 'min_samples_leaf': range(1, 20), + 'random_state': [42], 'criterion': ['gini', 'entropy']} + ], + [RandomForestClassifier, {'max_depth': range(1, 20), 'n_estimators': range(1, 20), + 'min_samples_split': range(1, 20), 'min_samples_leaf': range(1, 20), + 'random_state': [42], 'criterion': ['gini', 'entropy']} + ], + [MLPClassifier, {'hidden_layer_sizes': range(5, 200, 5) + + list(itertools.permutations(range(5, 200, 5), 2)), + 'activation': ['logistic', 'tanh', 'relu'], + 'solver': ['sgd', 'adam'], 'batch_size': range(1, 50), + 'random_state': [42], + 'alpha':np.logspace(-9, 9, num=100, base=2), + 'learning_rate': ['constant', 'invscaling', 'adaptive']} + ], + [SVC, {'kernel':['rbf'], 'gamma': np.logspace(-9, 9, num=1000, base=2), + 'C': np.logspace(-9, 9, num=1000, base=2)} + ], + [SVC, {'kernel':["linear"], 'C': np.logspace(-9, 9, num=1000, base=2)}], + [GaussianProcessClassifier, {'max_iter_predict': range(50, 200, 10), + 'kernel': [1.0 * RBF(1.0), 1.0 * DotProduct(sigma_0=1.0)**2]}], + [AdaBoostClassifier, {'n_estimators': range(10, 100, 2), + 'learning_rate': np.logspace(-9, 9, num=1000, base=2), + 'algorithm': ['SAMME', 'SAMME.R']}], + [QuadraticDiscriminantAnalysis, {'reg_param': np.logspace(-9, 9, num=1000, base=2)}], +] + +generic_args = {'scoring': "accuracy", + # cross validation method + 'cv': StratifiedShuffleSplit(n_splits=5, test_size=0.5, random_state=42), + 'verbose': 1, + # genetic algorithm params are quite straightforward to pick though + # if the output looks rubbish do some googling and tweak + 'population_size': 200, + 'gene_mutation_prob': 0.08, + 'gene_crossover_prob': 0.5, + 'tournament_size': 3, + 'generations_number': 50, + 'n_jobs': 6} # parallel processes + +X, y = make_classification(n_features=2, n_redundant=0, n_informative=2, + random_state=1, n_clusters_per_class=1) +rng = np.random.RandomState(2) +X += 2 * rng.uniform(size=X.shape) +linearly_separable = (X, y) + +datasets = [make_moons(noise=0.3, random_state=0), + make_circles(noise=0.2, factor=0.5, random_state=1), + linearly_separable] + + +def plot_from_data(plot_data_location): + """Returns the ``fig, axes`` for a ``plot_data.pkl`` generated by this script. + Axes is a dictionary of format {''} + """ + with open(plot_data_location, 'r') as f: + plot_data = pkl.load(f) + + fig = plt.figure() + plt_grid = gridspec.GridSpec(len(datasets)*2, len(classifiers)+1, wspace=0, hspace=0) + + cm = plt.cm.RdBu + cm_bright = ListedColormap(['#FF0000', '#0000FF']) + + plt.ion() + axes = {} + # iterate over datasets + for ds_cnt, ds in enumerate(datasets): + ax = fig.add_subplot(plt_grid[ds_cnt*2:(ds_cnt+1)*2, 0]) + X_train = plot_data[ds_cnt]['scat1']['X_train'] + X_test = plot_data[ds_cnt]['scat1']['X_test'] + y_test = plot_data[ds_cnt]['scat1']['y_test'] + y_train = plot_data[ds_cnt]['scat1']['y_train'] + xx = plot_data[ds_cnt]['scat1']['xx'] + yy = plot_data[ds_cnt]['scat1']['yy'] + + ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright, marker='x', alpha=0.6, + edgecolors='k', label='train') + ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, edgecolors='k', label='test') + if ds_cnt == len(datasets) - 1: + ax.legend(fontsize=8, loc=2) + ax.set_xlim(xx.min(), xx.max()) + ax.set_ylim(yy.min(), yy.max()) + ax.set_xticks(()) + ax.set_yticks(()) + axes[ds_cnt] = {'input_data':ax} + + plt.draw() + plt.pause(0.05) + + + for i, (name, (_, params)) in enumerate(zip(names, classifiers), 1): + ax = fig.add_subplot(plt_grid[ds_cnt*2:ds_cnt*2+1, i]) + + Z = plot_data[ds_cnt][name]['Z'] + Z = Z.reshape(xx.shape) + score = plot_data[ds_cnt][name]['v_score'] + t_score = plot_data[ds_cnt][name]['t_score'] + all_logbooks = plot_data[ds_cnt][name]['all_logbooks'] + + ax.contourf(xx, yy, Z, cmap=cm, alpha=.8) + ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright, + marker='x', edgecolors='k', s=15, alpha=0.6) + ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, edgecolors='k', s=15) + + ax.set_xlim(xx.min(), xx.max()) + ax.set_ylim(yy.min(), yy.max()) + ax.set_xticks(()) + ax.set_yticks(()) + if ds_cnt == 0: + ax.set_title(name, fontsize=8) + axes[ds_cnt][name]['clf'] = ax + + ax = fig.add_subplot(plt_grid[ds_cnt*2+1:(ds_cnt+1)*2, i]) + pd.DataFrame(all_logbooks).set_index('gen')[['max', 'avg']].plot(ax=ax, fig=fig, legend=ds_cnt==len(datasets)) + ax.set_ylim(0., 1.) + + if (i != len(classifiers)) or (ds_cnt != len(datasets) - 1): + ax.set_yticks(()) + ax.set_xticks(()) + ax.xaxis.label.set_visible(False) + ax.add_artist(AnchoredText('{}|{}'.format(('%.2f' % t_score).lstrip('0'), + ('%.2f' % score).lstrip('0')), + loc=4, prop={'size':10})) + else: + ax.yaxis.tick_right() + ax.add_artist(AnchoredText('Valid|Test\n{}|{}'.format(('%.2f' % t_score).lstrip('0'), + ('%.2f' % score).lstrip('0')), + loc=4, prop={'size':10})) + + axes[ds_cnt][name]['ga'] = ax + plt.draw() + plt.pause(0.05) + fig.subplots_adjust(left=0.02, right=0.96, top=0.96, bottom=0.06) + plt.show() + return fig, axes + + +if __name__ == '__main__': + + plot_data = {} + + fig = plt.figure() + plt_grid = gridspec.GridSpec(len(datasets)*2, len(classifiers)+1, wspace=0, hspace=0) + + plt.ion() + # iterate over datasets + for ds_cnt, ds in enumerate(datasets): + plot_data[ds_cnt] = {} + # preprocess dataset, split into training and test part + X, y = ds + X = StandardScaler().fit_transform(X) + X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=.25, random_state=42) + h = .02 # step size in the mesh + x_min, x_max = min([X[:, 0].min(), X[:, 0].min()]) - .5, max([X[:, 0].max(), X[:, 0].max()]) + .5 + y_min, y_max = min([X[:, 1].min(), X[:, 1].min()]) - .5, max([X[:, 1].max(), X[:, 1].max()]) + .5 + xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h)) + + # just plot the dataset first + cm = plt.cm.RdBu + cm_bright = ListedColormap(['#FF0000', '#0000FF']) + ax = fig.add_subplot(plt_grid[ds_cnt*2:(ds_cnt+1)*2, 0]) + if ds_cnt == 0: + ax.set_title("Input data", fontsize=8) + # Plot the training points + plot_data[ds_cnt]['scat1'] = {'X_train': X_train, 'y_train': y_train, 'X_test': X_test, 'y_test': y_test, 'xx': xx, 'yy': yy} + ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright, marker='x', alpha=0.6, + edgecolors='k', label='train') + # and testing points + ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, edgecolors='k', label='test') + if ds_cnt == len(datasets) - 1: + ax.legend(fontsize=8, loc=2) + ax.set_xlim(xx.min(), xx.max()) + ax.set_ylim(yy.min(), yy.max()) + ax.set_xticks(()) + ax.set_yticks(()) + plt.draw() + plt.pause(0.05) + + # iterate over classifiers + for i, (name, (clf, params)) in enumerate(zip(names, classifiers), 1): + plot_data[ds_cnt]['scat1'][name] = {} + + ax = fig.add_subplot(plt_grid[ds_cnt*2:ds_cnt*2+1, i]) + try: + clf = EvolutionaryAlgorithmSearchCV(estimator=clf(), params=params, + **generic_args).fit(X_train, y_train) + except: + print 'failed to do: {}'.format(name) + continue + score = clf.score(X_test, y_test) + + # Plot the decision boundary. For that, we will assign a color to each + # point in the mesh [x_min, x_max]x[y_min, y_max]. + if hasattr(clf, "decision_function"): + Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()]) + else: + Z = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1] + + # Put the result into a color plot + Z = Z.reshape(xx.shape) + plot_data[ds_cnt][name] = {'Z': Z, 'v_score': score, 't_score': clf.best_score_, 'all_logbooks': clf.all_logbooks_[0]} + ax.contourf(xx, yy, Z, cmap=cm, alpha=.8) + + # Plot also the training points + ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright, + marker='x', edgecolors='k', s=15, alpha=0.6) + # and testing points + ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, edgecolors='k', s=15) + + ax.set_xlim(xx.min(), xx.max()) + ax.set_ylim(yy.min(), yy.max()) + ax.set_xticks(()) + ax.set_yticks(()) + if ds_cnt == 0: + ax.set_title(name, fontsize=8) + + # ax.annotate(xx.max() - .3, yy.min() - .1*yy.max(), ('%.2f' % score).lstrip('0'), + # size=11, horizontalalignment='right', verticalalignment='bottom') + + ax = fig.add_subplot(plt_grid[ds_cnt*2+1:(ds_cnt+1)*2, i]) + pd.DataFrame(clf.all_logbooks_[0]).set_index('gen')[['max', 'avg']].plot(ax=ax, fig=fig, legend=ds_cnt==len(datasets)) + ax.set_ylim(0., 1.) + + if (i != len(classifiers)) or (ds_cnt != len(datasets) - 1): + ax.set_yticks(()) + ax.set_xticks(()) + ax.xaxis.label.set_visible(False) + ax.add_artist(AnchoredText('{}|{}'.format(('%.2f' % clf.best_score_).lstrip('0'), + ('%.2f' % score).lstrip('0')), + loc=4, prop={'size':10})) + else: + ax.yaxis.tick_right() + ax.add_artist(AnchoredText('Valid|Test\n{}|{}'.format(('%.2f' % clf.best_score_).lstrip('0'), + ('%.2f' % score).lstrip('0')), + loc=4, prop={'size':10})) + + plt.draw() + plt.pause(0.05) + del clf + fig.subplots_adjust(left=0.02, right=0.96, top=0.96, bottom=0.06) + + # with open(os.path.join(tempfile.gettempdir(), 'all_classifiers.pkl'), 'w') as f: + # pkl.dump(plot_data, f) \ No newline at end of file diff --git a/example/classifiers_comparison_plot.py b/example/classifiers_comparison_plot.py new file mode 100644 index 0000000..f4e4860 --- /dev/null +++ b/example/classifiers_comparison_plot.py @@ -0,0 +1,284 @@ +import os +import tempfile +import numpy as np +import pandas as pd +import cPickle as pkl + +# plotting junk +import matplotlib.pyplot as plt +from matplotlib import gridspec +from matplotlib.colors import ListedColormap +from mpl_toolkits.axes_grid.anchored_artists import AnchoredText + +# preprocessing / validation utils +from sklearn.preprocessing import StandardScaler +from sklearn.model_selection import train_test_split +from sklearn.model_selection import StratifiedShuffleSplit +from sklearn.datasets import make_moons, make_circles, make_classification + +# the classifiers +from sklearn.neural_network import MLPClassifier +from sklearn.neighbors import KNeighborsClassifier +from sklearn.svm import SVC +from sklearn.gaussian_process import GaussianProcessClassifier +from sklearn.gaussian_process.kernels import RBF, DotProduct +from sklearn.tree import DecisionTreeClassifier +from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier +from sklearn.naive_bayes import GaussianNB +from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis + +# this is my modified DEAP code - make sure you use my fork +# as the master branch is buggy! +from evolutionary_search import EvolutionaryAlgorithmSearchCV + + +names = ["KNN", "Gaussian Proc.", "Dec. Tree", "Rand. Forest", + "RBF SVM", "Linear SVM", "Neural Net", "AdaBoost", "QDA"] + +classifiers = [ + [KNeighborsClassifier, {'n_neighbors': range(1, 10), 'weights': ['uniform', 'distance']}], + [DecisionTreeClassifier, {'max_depth': range(1, 20), "splitter": ['best', 'random'], + 'min_samples_split': range(1, 20), 'min_samples_leaf': range(1, 20), + 'random_state': [42], 'criterion': ['gini', 'entropy']} + ], + [RandomForestClassifier, {'max_depth': range(1, 20), 'n_estimators': range(1, 20), + 'min_samples_split': range(1, 20), 'min_samples_leaf': range(1, 20), + 'random_state': [42], 'criterion': ['gini', 'entropy']} + ], + [MLPClassifier, {'hidden_layer_sizes': range(5, 200, 5) + + list(itertools.permutations(range(5, 200, 5), 2)), + 'activation': ['logistic', 'tanh', 'relu'], + 'solver': ['sgd', 'adam'], 'batch_size': range(1, 50), + 'random_state': [42], + 'alpha':np.logspace(-9, 9, num=100, base=2), + 'learning_rate': ['constant', 'invscaling', 'adaptive']} + ], + [SVC, {'kernel':['rbf'], 'gamma': np.logspace(-9, 9, num=1000, base=2), + 'C': np.logspace(-9, 9, num=1000, base=2)} + ], + [SVC, {'kernel':["linear"], 'C': np.logspace(-9, 9, num=1000, base=2)}], + [GaussianProcessClassifier, {'max_iter_predict': range(50, 200, 10), + 'kernel': [1.0 * RBF(1.0), 1.0 * DotProduct(sigma_0=1.0)**2]}], + [AdaBoostClassifier, {'n_estimators': range(10, 100, 2), + 'learning_rate': np.logspace(-9, 9, num=1000, base=2), + 'algorithm': ['SAMME', 'SAMME.R']}], + [QuadraticDiscriminantAnalysis, {'reg_param': np.logspace(-9, 9, num=1000, base=2)}], +] + +generic_args = {'scoring': "accuracy", + # cross validation method + 'cv': StratifiedShuffleSplit(n_splits=5, test_size=0.5, random_state=42), + 'verbose': 1, + # genetic algorithm params are quite straightforward to pick though + # if the output looks rubbish do some googling and tweak + 'population_size': 200, + 'gene_mutation_prob': 0.08, + 'gene_crossover_prob': 0.5, + 'tournament_size': 3, + 'generations_number': 50, + 'n_jobs': 6} # parallel processes + +X, y = make_classification(n_features=2, n_redundant=0, n_informative=2, + random_state=1, n_clusters_per_class=1) +rng = np.random.RandomState(2) +X += 2 * rng.uniform(size=X.shape) +linearly_separable = (X, y) + +datasets = [make_moons(noise=0.3, random_state=0), + make_circles(noise=0.2, factor=0.5, random_state=1), + linearly_separable] + + +def plot_from_data(plot_data_location): + """Returns the ``fig, axes`` for a ``plot_data.pkl`` generated by this script. + Axes is a dictionary of format {''} + """ + with open(plot_data_location, 'r') as f: + plot_data = pkl.load(f) + + fig = plt.figure() + plt_grid = gridspec.GridSpec(len(datasets)*2, len(classifiers)+1, wspace=0, hspace=0) + + cm = plt.cm.RdBu + cm_bright = ListedColormap(['#FF0000', '#0000FF']) + + plt.ion() + axes = {} + # iterate over datasets + for ds_cnt, ds in enumerate(datasets): + ax = fig.add_subplot(plt_grid[ds_cnt*2:(ds_cnt+1)*2, 0]) + X_train = plot_data[ds_cnt]['scat1']['X_train'] + X_test = plot_data[ds_cnt]['scat1']['X_test'] + y_test = plot_data[ds_cnt]['scat1']['y_test'] + y_train = plot_data[ds_cnt]['scat1']['y_train'] + xx = plot_data[ds_cnt]['scat1']['xx'] + yy = plot_data[ds_cnt]['scat1']['yy'] + + ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright, marker='x', alpha=0.6, + edgecolors='k', label='train') + ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, edgecolors='k', label='test') + if ds_cnt == len(datasets) - 1: + ax.legend(fontsize=8, loc=2) + ax.set_xlim(xx.min(), xx.max()) + ax.set_ylim(yy.min(), yy.max()) + ax.set_xticks(()) + ax.set_yticks(()) + axes[ds_cnt] = {'input_data':ax} + + plt.draw() + plt.pause(0.05) + + + for i, (name, (_, params)) in enumerate(zip(names, classifiers), 1): + ax = fig.add_subplot(plt_grid[ds_cnt*2:ds_cnt*2+1, i]) + + Z = plot_data[ds_cnt][name]['Z'] + Z = Z.reshape(xx.shape) + score = plot_data[ds_cnt][name]['v_score'] + t_score = plot_data[ds_cnt][name]['t_score'] + all_logbooks = plot_data[ds_cnt][name]['all_logbooks'] + + ax.contourf(xx, yy, Z, cmap=cm, alpha=.8) + ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright, + marker='x', edgecolors='k', s=15, alpha=0.6) + ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, edgecolors='k', s=15) + + ax.set_xlim(xx.min(), xx.max()) + ax.set_ylim(yy.min(), yy.max()) + ax.set_xticks(()) + ax.set_yticks(()) + if ds_cnt == 0: + ax.set_title(name, fontsize=8) + axes[ds_cnt][name]['clf'] = ax + + ax = fig.add_subplot(plt_grid[ds_cnt*2+1:(ds_cnt+1)*2, i]) + pd.DataFrame(all_logbooks).set_index('gen')[['max', 'avg']].plot(ax=ax, fig=fig, legend=ds_cnt==len(datasets)) + ax.set_ylim(0., 1.) + + if (i != len(classifiers)) or (ds_cnt != len(datasets) - 1): + ax.set_yticks(()) + ax.set_xticks(()) + ax.xaxis.label.set_visible(False) + ax.add_artist(AnchoredText('{}|{}'.format(('%.2f' % t_score).lstrip('0'), + ('%.2f' % score).lstrip('0')), + loc=4, prop={'size':10})) + else: + ax.yaxis.tick_right() + ax.add_artist(AnchoredText('Valid|Test\n{}|{}'.format(('%.2f' % t_score).lstrip('0'), + ('%.2f' % score).lstrip('0')), + loc=4, prop={'size':10})) + + axes[ds_cnt][name]['ga'] = ax + plt.draw() + plt.pause(0.05) + fig.subplots_adjust(left=0.02, right=0.96, top=0.96, bottom=0.06) + plt.show() + return fig, axes + + +if __name__ == '__main__': + + plot_data = {} + + fig = plt.figure() + plt_grid = gridspec.GridSpec(len(datasets)*2, len(classifiers)+1, wspace=0, hspace=0) + + plt.ion() + # iterate over datasets + for ds_cnt, ds in enumerate(datasets): + plot_data[ds_cnt] = {} + # preprocess dataset, split into training and test part + X, y = ds + X = StandardScaler().fit_transform(X) + X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=.25, random_state=42) + h = .02 # step size in the mesh + x_min, x_max = min([X[:, 0].min(), X[:, 0].min()]) - .5, max([X[:, 0].max(), X[:, 0].max()]) + .5 + y_min, y_max = min([X[:, 1].min(), X[:, 1].min()]) - .5, max([X[:, 1].max(), X[:, 1].max()]) + .5 + xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h)) + + # just plot the dataset first + cm = plt.cm.RdBu + cm_bright = ListedColormap(['#FF0000', '#0000FF']) + ax = fig.add_subplot(plt_grid[ds_cnt*2:(ds_cnt+1)*2, 0]) + if ds_cnt == 0: + ax.set_title("Input data", fontsize=8) + # Plot the training points + plot_data[ds_cnt]['scat1'] = {'X_train': X_train, 'y_train': y_train, 'X_test': X_test, 'y_test': y_test, 'xx': xx, 'yy': yy} + ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright, marker='x', alpha=0.6, + edgecolors='k', label='train') + # and testing points + ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, edgecolors='k', label='test') + if ds_cnt == len(datasets) - 1: + ax.legend(fontsize=8, loc=2) + ax.set_xlim(xx.min(), xx.max()) + ax.set_ylim(yy.min(), yy.max()) + ax.set_xticks(()) + ax.set_yticks(()) + plt.draw() + plt.pause(0.05) + + # iterate over classifiers + for i, (name, (clf, params)) in enumerate(zip(names, classifiers), 1): + plot_data[ds_cnt]['scat1'][name] = {} + + ax = fig.add_subplot(plt_grid[ds_cnt*2:ds_cnt*2+1, i]) + try: + clf = EvolutionaryAlgorithmSearchCV(estimator=clf(), params=params, + **generic_args).fit(X_train, y_train) + except: + print 'failed to do: {}'.format(name) + continue + score = clf.score(X_test, y_test) + + # Plot the decision boundary. For that, we will assign a color to each + # point in the mesh [x_min, x_max]x[y_min, y_max]. + if hasattr(clf, "decision_function"): + Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()]) + else: + Z = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1] + + # Put the result into a color plot + Z = Z.reshape(xx.shape) + plot_data[ds_cnt][name] = {'Z': Z, 'v_score': score, 't_score': clf.best_score_, 'all_logbooks': clf.all_logbooks_[0]} + ax.contourf(xx, yy, Z, cmap=cm, alpha=.8) + + # Plot also the training points + ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright, + marker='x', edgecolors='k', s=15, alpha=0.6) + # and testing points + ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, edgecolors='k', s=15) + + ax.set_xlim(xx.min(), xx.max()) + ax.set_ylim(yy.min(), yy.max()) + ax.set_xticks(()) + ax.set_yticks(()) + if ds_cnt == 0: + ax.set_title(name, fontsize=8) + + # ax.annotate(xx.max() - .3, yy.min() - .1*yy.max(), ('%.2f' % score).lstrip('0'), + # size=11, horizontalalignment='right', verticalalignment='bottom') + + ax = fig.add_subplot(plt_grid[ds_cnt*2+1:(ds_cnt+1)*2, i]) + pd.DataFrame(clf.all_logbooks_[0]).set_index('gen')[['max', 'avg']].plot(ax=ax, fig=fig, legend=ds_cnt==len(datasets)) + ax.set_ylim(0., 1.) + + if (i != len(classifiers)) or (ds_cnt != len(datasets) - 1): + ax.set_yticks(()) + ax.set_xticks(()) + ax.xaxis.label.set_visible(False) + ax.add_artist(AnchoredText('{}|{}'.format(('%.2f' % clf.best_score_).lstrip('0'), + ('%.2f' % score).lstrip('0')), + loc=4, prop={'size':10})) + else: + ax.yaxis.tick_right() + ax.add_artist(AnchoredText('Valid|Test\n{}|{}'.format(('%.2f' % clf.best_score_).lstrip('0'), + ('%.2f' % score).lstrip('0')), + loc=4, prop={'size':10})) + + plt.draw() + plt.pause(0.05) + del clf + fig.subplots_adjust(left=0.02, right=0.96, top=0.96, bottom=0.06) + + # with open(os.path.join(tempfile.gettempdir(), 'all_classifiers.pkl'), 'w') as f: + # pkl.dump(plot_data, f) \ No newline at end of file diff --git a/example/svm.py b/example/svm.py new file mode 100644 index 0000000..bd11fc3 --- /dev/null +++ b/example/svm.py @@ -0,0 +1,109 @@ +import random +import numpy as np +import matplotlib.pyplot as plt +from sklearn import datasets +from sklearn.svm import SVC +from sklearn.model_selection import StratifiedKFold, train_test_split, StratifiedShuffleSplit +from evolutionary_search import EvolutionaryAlgorithmSearchCV + +def make_meshgrid(x, y, h=.02): + """Create a mesh of points to plot in + + Parameters + ---------- + x: data to base x-axis meshgrid on + y: data to base y-axis meshgrid on + h: stepsize for meshgrid, optional + + Returns + ------- + xx, yy : ndarray + """ + x_min, x_max = x.min() - 1, x.max() + 1 + y_min, y_max = y.min() - 1, y.max() + 1 + xx, yy = np.meshgrid(np.arange(x_min, x_max, h), + np.arange(y_min, y_max, h)) + return xx, yy + + +def plot_contours(ax, clf, xx, yy, **params): + """Plot the decision boundaries for a classifier. + + Parameters + ---------- + ax: matplotlib axes object + clf: a classifier + xx: meshgrid ndarray + yy: meshgrid ndarray + params: dictionary of params to pass to contourf, optional + """ + Z = clf.predict(np.c_[xx.ravel(), yy.ravel()]) + Z = Z.reshape(xx.shape) + out = ax.contourf(xx, yy, Z, **params) + plt.draw() + plt.pause(0.005) + return out + +random.seed(1) + +iris = datasets.load_iris() +# only select the first two features for ease of plotting: Sepal length; Sepal width +x_train, x_test, y_train, y_test = train_test_split( + iris.data[:, :2], iris.target.reshape(150, 1)) + + +if __name__ == '__main__': + + generic_args = {'scoring': "accuracy", + # cross validation method + 'cv': StratifiedShuffleSplit(n_splits=5, test_size=0.2, random_state=42), + 'verbose': True, + # genetic algorithm params are quite straightforward to pick though + # if the output looks rubbish do some googling and tweak + 'population_size': 300, + 'gene_mutation_prob': 0.1, + 'gene_crossover_prob': 0.5, + 'tournament_size': 4, + 'generations_number': 100, + 'n_jobs': 6} # parallel processes + + # we create an instance of SVM and fit out data. We do not scale our + # data since we want to plot the support vectors + models = (EvolutionaryAlgorithmSearchCV(estimator=SVC(), + params={"kernel": ["rbf"], + "C": np.logspace(-9, 9, num=10000, base=10), + "gamma": np.logspace(-9, 9, num=10000, base=10)}, + **generic_args), + EvolutionaryAlgorithmSearchCV(estimator=SVC(), + params={"kernel": ["linear"], + "C": np.logspace(-9, 9, num=10000, base=10)}, + **generic_args), + SVC(C=1.0, gamma=0.7, kernel='rbf'), # naiive approach + SVC(C=1.0, kernel='linear') # naiive approach + ) + models = list(clf.fit(x_train, y_train.ravel()) for clf in models) + + # title for the plots + titles = ('RBF kernel','linear kernel', 'Naiive RBF', 'Naiive Linear')# 'Poly Kernel') + + # Set-up 2x2 grid for plotting. + fig, sub = plt.subplots(2,2) + plt.subplots_adjust(wspace=0.4, hspace=0.4) + plt.ion() + + X0, X1 = iris.data[:, 0], iris.data[:, 1] + xx, yy = make_meshgrid(X0, X1) + + for clf, title, ax in zip(models, titles, sub.flatten()): + plot_contours(ax, clf, xx, yy, cmap=plt.cm.coolwarm, alpha=0.4) + ax.scatter(x_train[:, 0], x_train[:, 1], c=y_train.ravel(), cmap=plt.cm.coolwarm, s=20, edgecolors='grey', alpha=0.7) + ax.scatter(x_test[:, 0], x_test[:, 1], c=y_test.ravel(), cmap=plt.cm.coolwarm, s=20, edgecolors='black', alpha=1) + ax.set_xlim(xx.min(), xx.max()) + ax.set_ylim(yy.min(), yy.max()) + ax.set_xlabel('Sepal length') + ax.set_ylabel('Sepal width') + ax.set_xticks(()) + ax.set_yticks(()) + ax.set_title(title) + + plt.show() \ No newline at end of file From 4549c4006807ba21fe26aa75128d21fdd6fe9ad9 Mon Sep 17 00:00:00 2001 From: Alexander McFarlane Date: Thu, 14 Jun 2018 13:59:03 +0100 Subject: [PATCH 4/8] improved README --- README.md | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 7b59ce0..990c3fa 100644 --- a/README.md +++ b/README.md @@ -17,10 +17,15 @@ or clone the repo and just type the following on your shell: python setup.py install -Usage examples --------------- +Recreating the sklearn [classifier comparison plot][http://scikit-learn.org/stable/auto_examples/classification/plot_classifier_comparison.html] with no prior hyper-parameter knowledge: + +![img][https://github.com/flipdazed/sklearn-deap/blob/master/example/all_classifiers.png] +This example code can be found in `/example` and demonstrates tuned hyper-parameters can easily be found for a variety of algorithms. + +Usage examples +-------------- Example of usage: From 74e034d1b736e74c44c1008d3db45769733401e8 Mon Sep 17 00:00:00 2001 From: Alexander McFarlane Date: Thu, 14 Jun 2018 14:00:02 +0100 Subject: [PATCH 5/8] fixed bug in README --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 990c3fa..a27cb1e 100644 --- a/README.md +++ b/README.md @@ -18,9 +18,9 @@ or clone the repo and just type the following on your shell: python setup.py install -Recreating the sklearn [classifier comparison plot][http://scikit-learn.org/stable/auto_examples/classification/plot_classifier_comparison.html] with no prior hyper-parameter knowledge: +Recreating the sklearn [classifier comparison plot](http://scikit-learn.org/stable/auto_examples/classification/plot_classifier_comparison.html) with no prior hyper-parameter knowledge: -![img][https://github.com/flipdazed/sklearn-deap/blob/master/example/all_classifiers.png] +![img](https://github.com/flipdazed/sklearn-deap/blob/master/example/all_classifiers.png) This example code can be found in `/example` and demonstrates tuned hyper-parameters can easily be found for a variety of algorithms. From cd57603828699b895fc4b6cf0e043885536137e2 Mon Sep 17 00:00:00 2001 From: Alexander McFarlane Date: Thu, 14 Jun 2018 14:14:49 +0100 Subject: [PATCH 6/8] added comparison --- README.md | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index a27cb1e..4e20587 100644 --- a/README.md +++ b/README.md @@ -18,12 +18,17 @@ or clone the repo and just type the following on your shell: python setup.py install -Recreating the sklearn [classifier comparison plot](http://scikit-learn.org/stable/auto_examples/classification/plot_classifier_comparison.html) with no prior hyper-parameter knowledge: +Recreating the sklearn [classifier comparison plot](http://scikit-learn.org/stable/auto_examples/classification/plot_classifier_comparison.html) with no prior hyper-parameter knowledge. The average fitness of the GA is shown below each plot for 50 generations in orange. The best fitness of the GA is shown in blue. ![img](https://github.com/flipdazed/sklearn-deap/blob/master/example/all_classifiers.png) This example code can be found in `/example` and demonstrates tuned hyper-parameters can easily be found for a variety of algorithms. +We can compare to the [original classifier comparison](http://scikit-learn.org/stable/auto_examples/classification/plot_classifier_comparison.html) and see that there is generally an improvement in accuracy + +![img](http://scikit-learn.org/stable/_images/sphx_glr_plot_classifier_comparison_001.png) + + Usage examples -------------- From c4f1cd1d5d87a206d749631435123fb160bc7d8d Mon Sep 17 00:00:00 2001 From: Alexander McFarlane Date: Thu, 14 Jun 2018 14:43:26 +0100 Subject: [PATCH 7/8] showing that GAs can simplify models --- example/Thumbs.db | Bin 53248 -> 103936 bytes example/svm.png | Bin 0 -> 86278 bytes example/svm.py | 32 +++++++++++++++++++++++++------- 3 files changed, 25 insertions(+), 7 deletions(-) create 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