From 37528a09d84a1124e68a8ad0e4bbee806511049e Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Thu, 2 Nov 2023 20:29:32 +0800 Subject: [PATCH 01/19] fix some --- random_layer.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/random_layer.py b/random_layer.py index 713a795..52f459e 100644 --- a/random_layer.py +++ b/random_layer.py @@ -24,7 +24,7 @@ from scipy.spatial.distance import cdist, pdist, squareform from sklearn.metrics import pairwise_distances -from sklearn.utils import check_random_state, atleast2d_or_csr +from sklearn.utils import check_random_state, check_array from sklearn.utils.extmath import safe_sparse_dot from sklearn.base import BaseEstimator, TransformerMixin @@ -108,7 +108,7 @@ def fit(self, X, y=None): ------- self """ - X = atleast2d_or_csr(X) + X = check_array(X) self._generate_components(X) @@ -130,7 +130,7 @@ def transform(self, X, y=None): ------- X_new : numpy array of shape [n_samples, n_components] """ - X = atleast2d_or_csr(X) + X = check_array(X) if (self.components_ is None): raise ValueError('No components initialized') From fdab14ac17b2e52fd7794d8bbd2cf9c74ed0d6cb Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Fri, 3 Nov 2023 15:10:25 +0800 Subject: [PATCH 02/19] fix some for python3 --- elm.py | 4 ++-- plot_elm_comparison.py | 4 ++-- random_layer.py | 2 +- 3 files changed, 5 insertions(+), 5 deletions(-) diff --git a/elm.py b/elm.py index 2c33336..94b0f7a 100644 --- a/elm.py +++ b/elm.py @@ -24,7 +24,7 @@ from abc import ABCMeta, abstractmethod import numpy as np -from scipy.linalg import pinv2 +from scipy.linalg import pinv from sklearn.utils import as_float_array from sklearn.utils.extmath import safe_sparse_dot @@ -150,7 +150,7 @@ def _fit_regression(self, y): or supplied regressor """ if (self.regressor is None): - self.coefs_ = safe_sparse_dot(pinv2(self.hidden_activations_), y) + self.coefs_ = safe_sparse_dot(pinv(self.hidden_activations_), y) else: self.regressor.fit(self.hidden_activations_, y) diff --git a/plot_elm_comparison.py b/plot_elm_comparison.py index e8762d5..9ed93f2 100644 --- a/plot_elm_comparison.py +++ b/plot_elm_comparison.py @@ -54,7 +54,7 @@ ELM(20,rbf(0.1)) :20 rbf units gamma=0.1 """ -print __doc__ +print(__doc__) # Code source: Gael Varoqueux @@ -69,7 +69,7 @@ from matplotlib.colors import ListedColormap from sklearn.datasets import make_moons, make_circles, make_classification from sklearn.preprocessing import StandardScaler -from sklearn.cross_validation import train_test_split +from sklearn.model_selection import train_test_split from sklearn.linear_model import LogisticRegression from elm import GenELMClassifier diff --git a/random_layer.py b/random_layer.py index 52f459e..ecb2553 100644 --- a/random_layer.py +++ b/random_layer.py @@ -311,7 +311,7 @@ def _compute_centers(self, X, sparse, rs): n_features = X.shape[1] if (sparse): - fxr = xrange(n_features) + fxr = range(n_features) cols = [X.getcol(i) for i in fxr] min_dtype = X.dtype.type(1.0e10) From eaf70513daaceba497a099aaa1e8a6ef28347eb5 Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Fri, 3 Nov 2023 15:14:29 +0800 Subject: [PATCH 03/19] fix som --- elm.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/elm.py b/elm.py index 94b0f7a..89bee44 100644 --- a/elm.py +++ b/elm.py @@ -261,7 +261,7 @@ class GenELMClassifier(BaseELM, ClassifierMixin): """ def __init__(self, hidden_layer=MLPRandomLayer(random_state=0), - binarizer=LabelBinarizer(-1, 1), + binarizer=LabelBinarizer(neg_label=-1, pos_label=1), regressor=None): super(GenELMClassifier, self).__init__(hidden_layer, regressor) @@ -532,7 +532,7 @@ class ELMClassifier(ELMRegressor): def __init__(self, n_hidden=20, alpha=0.5, rbf_width=1.0, activation_func='tanh', activation_args=None, user_components=None, regressor=None, - binarizer=LabelBinarizer(-1, 1), + binarizer=LabelBinarizer(neg_label=-1, pos_label=1), random_state=None): super(ELMClassifier, self).__init__(n_hidden=n_hidden, From 47df88dfcbd7ba40fcb044c0d3376da59eda9f73 Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Fri, 3 Nov 2023 15:16:12 +0800 Subject: [PATCH 04/19] fix gitignore --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index d2d6f36..4f4c9b8 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,5 @@ *.py[cod] +.idea # C extensions *.so From 575cf17b7824552fbe63f885de2d7d6e7cc5e3d4 Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Sun, 5 Nov 2023 20:32:46 +0800 Subject: [PATCH 05/19] fix some --- .gitignore | 1 + plot_elm_comparison.py | 2 +- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 4f4c9b8..0422170 100644 --- a/.gitignore +++ b/.gitignore @@ -1,5 +1,6 @@ *.py[cod] .idea +data # C extensions *.so diff --git a/plot_elm_comparison.py b/plot_elm_comparison.py index 9ed93f2..a806f1e 100644 --- a/plot_elm_comparison.py +++ b/plot_elm_comparison.py @@ -199,7 +199,7 @@ def make_linearly_separable(): score = clf.score(X_test, y_test) # Plot the decision boundary. For that, we will asign a color to each - # point in the mesh [x_min, m_max]x[y_min, y_max]. + # point in the mesh [x_min, x_max]x[y_min, y_max]. Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()]) # Put the result into a color plot From 206256fe374e5b4c5fce2b3740e4000218995c70 Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Mon, 13 Nov 2023 21:51:15 +0800 Subject: [PATCH 06/19] fix gitignore --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index 0422170..ce6b3e6 100644 --- a/.gitignore +++ b/.gitignore @@ -6,6 +6,7 @@ data *.so # Packages +sc_* *.egg *.egg-info dist From 4ddc263c746242bb841a522992557461c09d18f7 Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Tue, 14 Nov 2023 22:13:45 +0800 Subject: [PATCH 07/19] fix some --- .gitignore | 2 +- data/dataA.csv | 49859 ++++++++++++++++++++++++++++++ data/dataA_test.csv | 49858 ++++++++++++++++++++++++++++++ data/dataB.csv | 49927 ++++++++++++++++++++++++++++++ data/dataB_test.csv | 49926 ++++++++++++++++++++++++++++++ data/dataNoLabel.csv | 39885 ++++++++++++++++++++++++ data/dataTrain.csv | 59873 ++++++++++++++++++++++++++++++++++++ data/dataTrain_test.csv | 59872 +++++++++++++++++++++++++++++++++++ data/submit_example_A.csv | 49859 ++++++++++++++++++++++++++++++ data/submit_example_B.csv | 49927 ++++++++++++++++++++++++++++++ test.py | 240 + 11 files changed, 459227 insertions(+), 1 deletion(-) create mode 100644 data/dataA.csv create mode 100644 data/dataA_test.csv create mode 100644 data/dataB.csv create mode 100644 data/dataB_test.csv create mode 100644 data/dataNoLabel.csv create mode 100644 data/dataTrain.csv create mode 100644 data/dataTrain_test.csv create mode 100644 data/submit_example_A.csv create mode 100644 data/submit_example_B.csv create mode 100644 test.py diff --git a/.gitignore b/.gitignore index ce6b3e6..257e60d 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,6 @@ *.py[cod] .idea -data +# data # C extensions *.so diff --git a/data/dataA.csv b/data/dataA.csv new file mode 100644 index 0000000..f94dd0f --- /dev/null +++ b/data/dataA.csv @@ -0,0 +1,49859 @@ 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+ + +def make_classifiers(nh=10): + names = [ + # 'ELM({},tanh)'.format(nh), + # "ELM({},tanh,LR)".format(nh), + # "ELM({},sinsq)".format(nh), + # "ELM({},tribas)".format(nh), + "ELM(hardlim)", + # "ELM({},rbf(0.1))".format(nh*2), + 'sigmoid', + # 'log_reg' + ] + + # pass user defined transfer func + sinsq = (lambda x: np.power(np.sin(x), 2.0)) + srhl_sinsq = MLPRandomLayer(n_hidden=nh, activation_func=sinsq) + + # use internal transfer funcs + srhl_tanh = MLPRandomLayer(n_hidden=nh, activation_func='tanh') + + srhl_tribas = MLPRandomLayer(n_hidden=nh, activation_func='tribas') + + srhl_hardlim = MLPRandomLayer(n_hidden=nh, activation_func='hardlim') + + sigmoid = MLPRandomLayer(n_hidden=nh, activation_func='sigmoid') + + # use gaussian RBF + srhl_rbf = RBFRandomLayer(n_hidden=nh*2, rbf_width=0.1, random_state=0) + + log_reg = LogisticRegression() + + classifiers = [ + # GenELMClassifier(hidden_layer=srhl_tanh), + # GenELMClassifier(hidden_layer=srhl_tanh, regressor=log_reg), + # GenELMClassifier(hidden_layer=srhl_sinsq), + # GenELMClassifier(hidden_layer=srhl_tribas), + GenELMClassifier(hidden_layer=srhl_hardlim), + # GenELMClassifier(hidden_layer=srhl_rbf), + GenELMClassifier(hidden_layer=sigmoid), # 0.84 + # GenELMClassifier(hidden_layer=log_reg), + ] + + return names, classifiers + + +data = np.loadtxt('data/dataTrain_test.csv',dtype=np.float64,delimiter=',',unpack=False) + +X = data[:, 1:-1] +y = data[:, -1] + +nrow, ncol = X.shape + +for i in range(0, ncol): + a = np.max(X[:, i]) + if a > 1: + X[:, i] /= a + # X[:, i] = X[:, i]*2 - 1 + +names, classifiers = make_classifiers(4000) + +# nh = 2000 , best is sigmoid with 84%, nh = 4000, best is sigmoid with 85.2% + +for name, clf in zip(names, classifiers): + clf.fit(X, y) + score = clf.score(X, y) + + print(name + ", {}".format(score)) + + + + + + + + + + + + + + + + + + + + +exit(-1) + +def get_data_bounds(X): + h = .02 # step size in the mesh + + x_min, x_max = X[:, 0].min() - .5, X[:, 0].max() + .5 + y_min, y_max = X[:, 1].min() - .5, X[:, 1].max() + .5 + + xx, yy = np.meshgrid(np.arange(x_min, x_max, h), + np.arange(y_min, y_max, h)) + + return (x_min, x_max, y_min, y_max, xx, yy) + + +def plot_data(ax, X_train, y_train, X_test, y_test, xx, yy): + cm = ListedColormap(['#FF0000', '#0000FF']) + # Plot the training points + ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm) + # and testing points + ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm, alpha=0.6) + ax.set_xlim(xx.min(), xx.max()) + ax.set_ylim(yy.min(), yy.max()) + ax.set_xticks(()) + ax.set_yticks(()) + + +def plot_contour(ax, X_train, y_train, X_test, y_test, xx, yy, Z): + cm = pl.cm.RdBu + cm_bright = ListedColormap(['#FF0000', '#0000FF']) + + 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) + # and testing points + ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, alpha=0.6) + + ax.set_xlim(xx.min(), xx.max()) + ax.set_ylim(yy.min(), yy.max()) + ax.set_xticks(()) + ax.set_yticks(()) + + ax.set_title(name) + ax.text(xx.max() - 0.3, yy.min() + 0.3, ('%.2f' % score).lstrip('0'), + size=13, horizontalalignment='right') + + +def make_datasets(): + return [make_moons(n_samples=200, noise=0.3, random_state=0), + make_circles(n_samples=200, noise=0.2, factor=0.5, random_state=1), + make_linearly_separable()] + + +def make_classifiers(): + + names = ["ELM(10,tanh)", "ELM(10,tanh,LR)", "ELM(10,sinsq)", + "ELM(10,tribas)", "ELM(hardlim)", "ELM(20,rbf(0.1))"] + + nh = 10 + + # pass user defined transfer func + sinsq = (lambda x: np.power(np.sin(x), 2.0)) + srhl_sinsq = MLPRandomLayer(n_hidden=nh, activation_func=sinsq) + + # use internal transfer funcs + srhl_tanh = MLPRandomLayer(n_hidden=nh, activation_func='tanh') + + srhl_tribas = MLPRandomLayer(n_hidden=nh, activation_func='tribas') + + srhl_hardlim = MLPRandomLayer(n_hidden=nh, activation_func='hardlim') + + # use gaussian RBF + srhl_rbf = RBFRandomLayer(n_hidden=nh*2, rbf_width=0.1, random_state=0) + + log_reg = LogisticRegression() + + classifiers = [GenELMClassifier(hidden_layer=srhl_tanh), + GenELMClassifier(hidden_layer=srhl_tanh, regressor=log_reg), + GenELMClassifier(hidden_layer=srhl_sinsq), + GenELMClassifier(hidden_layer=srhl_tribas), + GenELMClassifier(hidden_layer=srhl_hardlim), + GenELMClassifier(hidden_layer=srhl_rbf)] + + return names, classifiers + + +def make_linearly_separable(): + X, y = make_classification(n_samples=200, 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) + return (X, y) + +############################################################################### + +datasets = make_datasets() +names, classifiers = make_classifiers() + +i = 1 +figure = pl.figure(figsize=(18, 9)) + +# iterate over datasets +for ds in datasets: + # 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=.4, + random_state=0) + + x_min, x_max, y_min, y_max, xx, yy = get_data_bounds(X) + + # plot dataset first + ax = pl.subplot(len(datasets), len(classifiers) + 1, i) + plot_data(ax, X_train, y_train, X_test, y_test, xx, yy) + + i += 1 + + # iterate over classifiers + for name, clf in zip(names, classifiers): + ax = pl.subplot(len(datasets), len(classifiers) + 1, i) + clf.fit(X_train, y_train) + score = clf.score(X_test, y_test) + + # Plot the decision boundary. For that, we will asign a color to each + # point in the mesh [x_min, x_max]x[y_min, y_max]. + Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()]) + + # Put the result into a color plot + Z = Z.reshape(xx.shape) + + plot_contour(ax, X_train, y_train, X_test, y_test, xx, yy, Z) + + i += 1 + +figure.subplots_adjust(left=.02, right=.98) +pl.show() From af25d0c90aa2394ad1813c8e591cda3348ca019c Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Wed, 29 Nov 2023 16:04:52 +0800 Subject: [PATCH 08/19] add some --- analysis.py | 73 ++++++++++++++ test.py | 271 +++++++++------------------------------------------- 2 files changed, 117 insertions(+), 227 deletions(-) create mode 100644 analysis.py diff --git a/analysis.py b/analysis.py new file mode 100644 index 0000000..c44e3a9 --- /dev/null +++ b/analysis.py @@ -0,0 +1,73 @@ +#!/usr/bin/python +# -*- coding: utf-8 -*- + +import numpy as np +import matplotlib.pyplot as plt +from scipy import stats +from IPython.core.pylabtools import figsize + + +def show_hist(data): + figsize(100, 300) + num_feature = len(data[0, :]) + for i in range(num_feature): + # plt.subplot(50, np.ceil(i/10)+1, i%10+1) + ax = plt.subplot(int(np.ceil(num_feature/4)), 4, i + 1) + plt.hist(data[:, i], bins=len(np.unique(data[:, i])), log=True, label=str(i)) + plt.legend() + + plt.show() + + +def pearsonr(x, y): + sx = np.std(x, ddof=1) + sy = np.std(y, ddof=1) + r = np.cov(x, y, ddof=1)[0, 1] / (sx * sy) + return r + + +data = np.loadtxt('data/dataTrain_test.csv',dtype=np.float64,delimiter=',',unpack=False) + +X = data[:, 1:-1] +y = data[:, -1] + +nrow, ncol = X.shape + +# show_hist(X) + +score_ps = np.array([np.round(pearsonr(X[:, i], y)*100, 2) for i in range(ncol)]) + +idx_no_ps = np.argwhere(np.abs(score_ps) < 5) +idx_no_ps = idx_no_ps.reshape(len(idx_no_ps)) + + +# spearman +score_spr = np.array([np.round(stats.spearmanr(X[:, i], y)[0]*100, 2) for i in range(ncol)]) + +idx_no_spr = np.argwhere(np.abs(score_spr) < 5) +idx_no_spr = idx_no_spr.reshape(len(idx_no_spr)) + +print(np.intersect1d(idx_no_ps, idx_no_spr)) + +# x = np.linspace(np.min(data) - 1, np.max(data) + 1, nrow) +# plt.plot(x, np.sort(data), lw=1) + +exit(-1) + + + +# standardization +for i in range(0, ncol): + X[:, i] /= np.max(X[:, i]) + # X[:, i] = X[:, i]*2 - 1 + +''' no prompt +X_mean = np.mean(X, axis=0) +X_ori = X - X_mean +X_ori_norm = np.linalg.norm(X_ori, axis=1) +X = np.delete(X, np.argsort(X_ori_norm)[-10000:], 0) +y = np.delete(y, np.argsort(X_ori_norm)[-10000:]) +''' +# print(X.shape) + + diff --git a/test.py b/test.py index 652829c..33eb29e 100644 --- a/test.py +++ b/test.py @@ -1,240 +1,57 @@ #!/usr/bin/python # -*- coding: utf-8 -*- - +import time import numpy as np -import pylab as pl -import csv - -from matplotlib.colors import ListedColormap -from sklearn.datasets import make_moons, make_circles, make_classification -from sklearn.preprocessing import StandardScaler -from sklearn.model_selection import train_test_split -from sklearn.linear_model import LogisticRegression - from elm import GenELMClassifier -from random_layer import RBFRandomLayer, MLPRandomLayer - - -def make_classifiers(nh=10): - names = [ - # 'ELM({},tanh)'.format(nh), - # "ELM({},tanh,LR)".format(nh), - # "ELM({},sinsq)".format(nh), - # "ELM({},tribas)".format(nh), - "ELM(hardlim)", - # "ELM({},rbf(0.1))".format(nh*2), - 'sigmoid', - # 'log_reg' - ] - - # pass user defined transfer func - sinsq = (lambda x: np.power(np.sin(x), 2.0)) - srhl_sinsq = MLPRandomLayer(n_hidden=nh, activation_func=sinsq) - - # use internal transfer funcs - srhl_tanh = MLPRandomLayer(n_hidden=nh, activation_func='tanh') - - srhl_tribas = MLPRandomLayer(n_hidden=nh, activation_func='tribas') - - srhl_hardlim = MLPRandomLayer(n_hidden=nh, activation_func='hardlim') - - sigmoid = MLPRandomLayer(n_hidden=nh, activation_func='sigmoid') - - # use gaussian RBF - srhl_rbf = RBFRandomLayer(n_hidden=nh*2, rbf_width=0.1, random_state=0) - - log_reg = LogisticRegression() - - classifiers = [ - # GenELMClassifier(hidden_layer=srhl_tanh), - # GenELMClassifier(hidden_layer=srhl_tanh, regressor=log_reg), - # GenELMClassifier(hidden_layer=srhl_sinsq), - # GenELMClassifier(hidden_layer=srhl_tribas), - GenELMClassifier(hidden_layer=srhl_hardlim), - # GenELMClassifier(hidden_layer=srhl_rbf), - GenELMClassifier(hidden_layer=sigmoid), # 0.84 - # GenELMClassifier(hidden_layer=log_reg), - ] - - return names, classifiers +from random_layer import MLPRandomLayer data = np.loadtxt('data/dataTrain_test.csv',dtype=np.float64,delimiter=',',unpack=False) X = data[:, 1:-1] y = data[:, -1] - nrow, ncol = X.shape +# standardization for i in range(0, ncol): - a = np.max(X[:, i]) - if a > 1: - X[:, i] /= a - # X[:, i] = X[:, i]*2 - 1 - -names, classifiers = make_classifiers(4000) - -# nh = 2000 , best is sigmoid with 84%, nh = 4000, best is sigmoid with 85.2% - -for name, clf in zip(names, classifiers): - clf.fit(X, y) - score = clf.score(X, y) - - print(name + ", {}".format(score)) - - - - - - - - - - - - - - - - - - - - -exit(-1) - -def get_data_bounds(X): - h = .02 # step size in the mesh - - x_min, x_max = X[:, 0].min() - .5, X[:, 0].max() + .5 - y_min, y_max = X[:, 1].min() - .5, X[:, 1].max() + .5 - - xx, yy = np.meshgrid(np.arange(x_min, x_max, h), - np.arange(y_min, y_max, h)) - - return (x_min, x_max, y_min, y_max, xx, yy) - - -def plot_data(ax, X_train, y_train, X_test, y_test, xx, yy): - cm = ListedColormap(['#FF0000', '#0000FF']) - # Plot the training points - ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm) - # and testing points - ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm, alpha=0.6) - ax.set_xlim(xx.min(), xx.max()) - ax.set_ylim(yy.min(), yy.max()) - ax.set_xticks(()) - ax.set_yticks(()) - - -def plot_contour(ax, X_train, y_train, X_test, y_test, xx, yy, Z): - cm = pl.cm.RdBu - cm_bright = ListedColormap(['#FF0000', '#0000FF']) - - 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) - # and testing points - ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, alpha=0.6) - - ax.set_xlim(xx.min(), xx.max()) - ax.set_ylim(yy.min(), yy.max()) - ax.set_xticks(()) - ax.set_yticks(()) - - ax.set_title(name) - ax.text(xx.max() - 0.3, yy.min() + 0.3, ('%.2f' % score).lstrip('0'), - size=13, horizontalalignment='right') - - -def make_datasets(): - return [make_moons(n_samples=200, noise=0.3, random_state=0), - make_circles(n_samples=200, noise=0.2, factor=0.5, random_state=1), - make_linearly_separable()] - - -def make_classifiers(): - - names = ["ELM(10,tanh)", "ELM(10,tanh,LR)", "ELM(10,sinsq)", - "ELM(10,tribas)", "ELM(hardlim)", "ELM(20,rbf(0.1))"] - - nh = 10 - - # pass user defined transfer func - sinsq = (lambda x: np.power(np.sin(x), 2.0)) - srhl_sinsq = MLPRandomLayer(n_hidden=nh, activation_func=sinsq) - - # use internal transfer funcs - srhl_tanh = MLPRandomLayer(n_hidden=nh, activation_func='tanh') - - srhl_tribas = MLPRandomLayer(n_hidden=nh, activation_func='tribas') - - srhl_hardlim = MLPRandomLayer(n_hidden=nh, activation_func='hardlim') - - # use gaussian RBF - srhl_rbf = RBFRandomLayer(n_hidden=nh*2, rbf_width=0.1, random_state=0) - - log_reg = LogisticRegression() - - classifiers = [GenELMClassifier(hidden_layer=srhl_tanh), - GenELMClassifier(hidden_layer=srhl_tanh, regressor=log_reg), - GenELMClassifier(hidden_layer=srhl_sinsq), - GenELMClassifier(hidden_layer=srhl_tribas), - GenELMClassifier(hidden_layer=srhl_hardlim), - GenELMClassifier(hidden_layer=srhl_rbf)] - - return names, classifiers - - -def make_linearly_separable(): - X, y = make_classification(n_samples=200, 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) - return (X, y) - -############################################################################### - -datasets = make_datasets() -names, classifiers = make_classifiers() - -i = 1 -figure = pl.figure(figsize=(18, 9)) - -# iterate over datasets -for ds in datasets: - # 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=.4, - random_state=0) - - x_min, x_max, y_min, y_max, xx, yy = get_data_bounds(X) - - # plot dataset first - ax = pl.subplot(len(datasets), len(classifiers) + 1, i) - plot_data(ax, X_train, y_train, X_test, y_test, xx, yy) - - i += 1 - - # iterate over classifiers - for name, clf in zip(names, classifiers): - ax = pl.subplot(len(datasets), len(classifiers) + 1, i) - clf.fit(X_train, y_train) - score = clf.score(X_test, y_test) - - # Plot the decision boundary. For that, we will asign a color to each - # point in the mesh [x_min, x_max]x[y_min, y_max]. - Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()]) - - # Put the result into a color plot - Z = Z.reshape(xx.shape) - - plot_contour(ax, X_train, y_train, X_test, y_test, xx, yy, Z) - - i += 1 - -figure.subplots_adjust(left=.02, right=.98) -pl.show() + cmin = np.min(X[:, i]) + cmax = np.max(X[:, i]) + X[:, i] = (X[:, i] - cmin)/(cmax - cmin) + +''' no prompt +X_mean = np.mean(X, axis=0) +X_ori = X - X_mean +X_ori_norm = np.linalg.norm(X_ori, axis=1) +X = np.delete(X, np.argsort(X_ori_norm)[-10000:], 0) +y = np.delete(y, np.argsort(X_ori_norm)[-10000:]) +''' + +data_group = {'original': (X, y)} + +idx_clip = [10, 11, 12, 15, 16, 19, 21, 27, 38, 40, 41] # 0.5 +# idx_clip = [8, 9, 10, 11, 12, 13, 14, 15, 16, 19, 20, 21, 24, 26, 27, 28, 30, 31, 33, 34, 35, 37, 38, 39, 40, 41, 42, 43, 44, 45] # 5 +X_clip = np.delete(X, idx_clip, 1) +data_group['clip'] = (X_clip, y) + +data_group['filter'] = (X[:50000, :], y[:50000]) +data_group['clip&filter'] = (X_clip[:50000, :], y[:50000]) + +result = [['func', 'h-num', 'data', 'score', 'time']] + +for hn in [500, 1000, 2000, 4000, 8000]: + sig_rl = MLPRandomLayer(n_hidden=hn, activation_func='sigmoid') + clf = GenELMClassifier(hidden_layer=sig_rl) + for dk in data_group: + cur_X, cur_y = data_group[dk] + s_time = time.time() + clf.fit(cur_X, cur_y) + score = np.round(clf.score(cur_X, cur_y)*100, 2) + c_time = np.round(time.time() - s_time, 2) + result.append(['sigmoid', hn, dk, score, c_time]) + print("func: {}, hn: {}, data: {}, score: {}, time: {}".format('sigmoid', hn, dk, score, c_time)) + +with open('result.csv', 'w') as fo: + for r in result: + fo.write("{},{},{},{},{}\n".format(r[0], r[1], r[2], str(r[3])+'%', r[4])) + + fo.close() From e7f8312ebb42aec5241bdc11b5a5c14767dba1db Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Wed, 29 Nov 2023 18:07:24 +0800 Subject: [PATCH 09/19] add some --- .gitignore | 2 +- analysis.py | 73 --------------------------------------------------- data_utils.py | 66 ++++++++++++++++++++++++++++++++++++++++++++++ test.py | 32 +++++++++++----------- 4 files changed, 82 insertions(+), 91 deletions(-) delete mode 100644 analysis.py create mode 100644 data_utils.py diff --git a/.gitignore b/.gitignore index 257e60d..30205d6 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,6 @@ *.py[cod] .idea -# data +data/result.csv # C extensions *.so diff --git a/analysis.py b/analysis.py deleted file mode 100644 index c44e3a9..0000000 --- a/analysis.py +++ /dev/null @@ -1,73 +0,0 @@ -#!/usr/bin/python -# -*- coding: utf-8 -*- - -import numpy as np -import matplotlib.pyplot as plt -from scipy import stats -from IPython.core.pylabtools import figsize - - -def show_hist(data): - figsize(100, 300) - num_feature = len(data[0, :]) - for i in range(num_feature): - # plt.subplot(50, np.ceil(i/10)+1, i%10+1) - ax = plt.subplot(int(np.ceil(num_feature/4)), 4, i + 1) - plt.hist(data[:, i], bins=len(np.unique(data[:, i])), log=True, label=str(i)) - plt.legend() - - plt.show() - - -def pearsonr(x, y): - sx = np.std(x, ddof=1) - sy = np.std(y, ddof=1) - r = np.cov(x, y, ddof=1)[0, 1] / (sx * sy) - return r - - -data = np.loadtxt('data/dataTrain_test.csv',dtype=np.float64,delimiter=',',unpack=False) - -X = data[:, 1:-1] -y = data[:, -1] - -nrow, ncol = X.shape - -# show_hist(X) - -score_ps = np.array([np.round(pearsonr(X[:, i], y)*100, 2) for i in range(ncol)]) - -idx_no_ps = np.argwhere(np.abs(score_ps) < 5) -idx_no_ps = idx_no_ps.reshape(len(idx_no_ps)) - - -# spearman -score_spr = np.array([np.round(stats.spearmanr(X[:, i], y)[0]*100, 2) for i in range(ncol)]) - -idx_no_spr = np.argwhere(np.abs(score_spr) < 5) -idx_no_spr = idx_no_spr.reshape(len(idx_no_spr)) - -print(np.intersect1d(idx_no_ps, idx_no_spr)) - -# x = np.linspace(np.min(data) - 1, np.max(data) + 1, nrow) -# plt.plot(x, np.sort(data), lw=1) - -exit(-1) - - - -# standardization -for i in range(0, ncol): - X[:, i] /= np.max(X[:, i]) - # X[:, i] = X[:, i]*2 - 1 - -''' no prompt -X_mean = np.mean(X, axis=0) -X_ori = X - X_mean -X_ori_norm = np.linalg.norm(X_ori, axis=1) -X = np.delete(X, np.argsort(X_ori_norm)[-10000:], 0) -y = np.delete(y, np.argsort(X_ori_norm)[-10000:]) -''' -# print(X.shape) - - diff --git a/data_utils.py b/data_utils.py new file mode 100644 index 0000000..821e7a0 --- /dev/null +++ b/data_utils.py @@ -0,0 +1,66 @@ +#!/usr/bin/python +# -*- coding: utf-8 -*- + +import numpy as np +import matplotlib.pyplot as plt +from scipy import stats +from IPython.core.pylabtools import figsize + + +def show_hist(data): + figsize(100, 300) + num_feature = len(data[0, :]) + for i in range(num_feature): + plt.subplot(int(np.ceil(num_feature/4)), 4, i + 1) + plt.hist(data[:, i], bins=len(np.unique(data[:, i])), log=True, label=str(i)) + plt.legend() + + plt.show() + + +def pearsonr(x, y): + sx = np.std(x, ddof=1) + sy = np.std(y, ddof=1) + r = np.cov(x, y, ddof=1)[0, 1] / (sx * sy) + return r + + +def clip_list(data, thresh=0.05): + X = data[:, 1:-1] + y = data[:, -1] + + nrow, ncol = X.shape + + score_ps = np.array([pearsonr(X[:, i], y) for i in range(ncol)]) + + idx_no_ps = np.argwhere(np.abs(score_ps) < thresh) + idx_no_ps = idx_no_ps.reshape(len(idx_no_ps)) + + # spearman + score_spr = np.array([stats.spearmanr(X[:, i], y)[0] for i in range(ncol)]) + + idx_no_spr = np.argwhere(np.abs(score_spr) < thresh) + idx_no_spr = idx_no_spr.reshape(len(idx_no_spr)) + + return np.intersect1d(idx_no_ps, idx_no_spr) + + +# normalization +def normalize(x): + for i in range(len(x[0])): + cmin = np.min(x[:, i]) + cmax = np.max(x[:, i]) + x[:, i] = (x[:, i] - cmin)/(cmax - cmin) + return x + + +def idx_outlier(x, percent=0.1): + x_mean = np.mean(x, axis=0) + x -= x_mean + x_norm = np.linalg.norm(x, axis=1) + + num = int(np.floor(len(x)*percent)) + + return np.argsort(x_norm)[-num:] + + diff --git a/test.py b/test.py index 33eb29e..df51253 100644 --- a/test.py +++ b/test.py @@ -2,6 +2,7 @@ # -*- coding: utf-8 -*- import time import numpy as np +import data_utils as dus from elm import GenELMClassifier from random_layer import MLPRandomLayer @@ -12,33 +13,30 @@ y = data[:, -1] nrow, ncol = X.shape -# standardization -for i in range(0, ncol): - cmin = np.min(X[:, i]) - cmax = np.max(X[:, i]) - X[:, i] = (X[:, i] - cmin)/(cmax - cmin) - -''' no prompt -X_mean = np.mean(X, axis=0) -X_ori = X - X_mean -X_ori_norm = np.linalg.norm(X_ori, axis=1) -X = np.delete(X, np.argsort(X_ori_norm)[-10000:], 0) -y = np.delete(y, np.argsort(X_ori_norm)[-10000:]) -''' +# normalization +X = dus.normalize(X) data_group = {'original': (X, y)} -idx_clip = [10, 11, 12, 15, 16, 19, 21, 27, 38, 40, 41] # 0.5 -# idx_clip = [8, 9, 10, 11, 12, 13, 14, 15, 16, 19, 20, 21, 24, 26, 27, 28, 30, 31, 33, 34, 35, 37, 38, 39, 40, 41, 42, 43, 44, 45] # 5 +# +idx_clip = dus.clip_list(X, 0.01) X_clip = np.delete(X, idx_clip, 1) data_group['clip'] = (X_clip, y) data_group['filter'] = (X[:50000, :], y[:50000]) data_group['clip&filter'] = (X_clip[:50000, :], y[:50000]) +idx_outliers = dus.idx_outlier(X_clip[:50000, :], 0.1) +X_dense = np.delete(X_clip[:50000, :], idx_outliers, 0) +y_dense = np.delete(y[:50000], idx_outliers, 0) +data_group['dense'] = (X_dense, y_dense) + result = [['func', 'h-num', 'data', 'score', 'time']] -for hn in [500, 1000, 2000, 4000, 8000]: +hn_list = [500, 1000, 2000, 4000, 8000, 12000] +# hn_list = [1000] + +for hn in hn_list: sig_rl = MLPRandomLayer(n_hidden=hn, activation_func='sigmoid') clf = GenELMClassifier(hidden_layer=sig_rl) for dk in data_group: @@ -50,7 +48,7 @@ result.append(['sigmoid', hn, dk, score, c_time]) print("func: {}, hn: {}, data: {}, score: {}, time: {}".format('sigmoid', hn, dk, score, c_time)) -with open('result.csv', 'w') as fo: +with open('data/result.csv', 'w') as fo: for r in result: fo.write("{},{},{},{},{}\n".format(r[0], r[1], r[2], str(r[3])+'%', r[4])) From 1f7e3ee24c8aa2476776dd8721e01538bdd0c7f6 Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Wed, 29 Nov 2023 19:56:35 +0800 Subject: [PATCH 10/19] sample predict --- data/predictA.csv | 49859 +++++++++++++++++++++++++++++++++++++++++++ data/predictB.csv | 49927 ++++++++++++++++++++++++++++++++++++++++++++ predict.py | 56 + test.py | 19 +- 4 files changed, 99854 insertions(+), 7 deletions(-) create mode 100644 data/predictA.csv create mode 100644 data/predictB.csv create mode 100644 predict.py diff --git a/data/predictA.csv b/data/predictA.csv new file mode 100644 index 0000000..1824757 --- /dev/null +++ b/data/predictA.csv @@ -0,0 +1,49859 @@ +id,label +1,1.0 +2,0.0 +3,0.0 +4,0.0 +5,0.0 +6,0.0 +7,1.0 +8,0.0 +9,0.0 +10,0.0 +11,0.0 +12,1.0 +13,0.0 +14,0.0 +15,0.0 +16,1.0 +17,0.0 +18,0.0 +19,1.0 +20,0.0 +21,0.0 +22,0.0 +23,0.0 +24,0.0 +25,0.0 +26,0.0 +27,0.0 +28,0.0 +29,0.0 +30,0.0 +31,1.0 +32,0.0 +33,1.0 +34,0.0 +35,0.0 +36,0.0 +37,0.0 +38,0.0 +39,0.0 +40,0.0 +41,0.0 +42,1.0 +43,0.0 +44,0.0 +45,0.0 +46,0.0 +47,0.0 +48,0.0 +49,1.0 +50,1.0 +51,0.0 +52,0.0 +53,0.0 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+49899,0.0 +49900,0.0 +49901,0.0 +49902,0.0 +49903,1.0 +49904,0.0 +49905,0.0 +49906,1.0 +49907,0.0 +49908,1.0 +49909,1.0 +49910,1.0 +49911,1.0 +49912,0.0 +49913,1.0 +49914,0.0 +49915,1.0 +49916,0.0 +49917,0.0 +49918,0.0 +49919,1.0 +49920,0.0 +49921,0.0 +49922,1.0 +49923,0.0 +49924,0.0 +49925,0.0 +49926,0.0 diff --git a/predict.py b/predict.py new file mode 100644 index 0000000..3f39f3a --- /dev/null +++ b/predict.py @@ -0,0 +1,56 @@ +#!/usr/bin/python +# -*- coding: utf-8 -*- +import time +import numpy as np +import data_utils as dus +from elm import GenELMClassifier +from random_layer import MLPRandomLayer + + +def pred_save(model, col_clip, in_file, out_file): + data = np.loadtxt(in_file, dtype=np.float64, delimiter=',', unpack=False) + X = data[:, 1:] + X = np.delete(X, col_clip, 1) + + # normalization + X = dus.normalize(X) + y = model.predict(X) + + with open(out_file, 'w') as fo: + fo.write("id,label\n") + for r in range(len(y)): + fo.write("{},{}\n".format(r + 1, np.round(y[r], 2))) + + fo.close() + + +ps_thresh = 0.01 # pearson rate & spearman rate threshold +ol_percent = 0.1 # outlier percentage +act_func = 'sigmoid' + +data = np.loadtxt('data/dataTrain_test.csv', dtype=np.float64, delimiter=',', unpack=False) + +X = data[:, 1:-1] +y = data[:, -1] + +# normalization +X = dus.normalize(X) + +idx_clip = dus.clip_list(X, ps_thresh) +X_clip = np.delete(X, idx_clip, 1) +idx_outliers = dus.idx_outlier(X_clip[:50000, :], ol_percent) +X_dense = np.delete(X_clip[:50000, :], idx_outliers, 0) +y_dense = np.delete(y[:50000], idx_outliers, 0) + +hn = 1000 +sig_rl = MLPRandomLayer(n_hidden=hn, activation_func=act_func) +clf = GenELMClassifier(hidden_layer=sig_rl) + +s_time = time.time() +clf.fit(X_dense, y_dense) +score = np.round(clf.score(X_dense, y_dense)*100, 2) +c_time = np.round(time.time() - s_time, 2) +print("func: {}, hn: {}, score: {}, time: {}".format('sigmoid', hn, score, c_time)) + +pred_save(clf, idx_clip, 'data/dataA_test.csv', 'data/predictA.csv') +pred_save(clf, idx_clip, 'data/dataB_test.csv', 'data/predictB.csv') diff --git a/test.py b/test.py index df51253..97b06f7 100644 --- a/test.py +++ b/test.py @@ -1,17 +1,20 @@ #!/usr/bin/python # -*- coding: utf-8 -*- import time +import gc import numpy as np import data_utils as dus from elm import GenELMClassifier from random_layer import MLPRandomLayer +ps_thresh = 0.01 # pearson rate & spearman rate threshold +ol_percent = 0.1 # outlier percentage +act_func = 'sigmoid' data = np.loadtxt('data/dataTrain_test.csv',dtype=np.float64,delimiter=',',unpack=False) X = data[:, 1:-1] y = data[:, -1] -nrow, ncol = X.shape # normalization X = dus.normalize(X) @@ -19,27 +22,27 @@ data_group = {'original': (X, y)} # -idx_clip = dus.clip_list(X, 0.01) +idx_clip = dus.clip_list(X, ps_thresh) X_clip = np.delete(X, idx_clip, 1) data_group['clip'] = (X_clip, y) +# todo AUC filter data_group['filter'] = (X[:50000, :], y[:50000]) data_group['clip&filter'] = (X_clip[:50000, :], y[:50000]) -idx_outliers = dus.idx_outlier(X_clip[:50000, :], 0.1) +idx_outliers = dus.idx_outlier(X_clip[:50000, :], ol_percent) X_dense = np.delete(X_clip[:50000, :], idx_outliers, 0) y_dense = np.delete(y[:50000], idx_outliers, 0) data_group['dense'] = (X_dense, y_dense) result = [['func', 'h-num', 'data', 'score', 'time']] -hn_list = [500, 1000, 2000, 4000, 8000, 12000] -# hn_list = [1000] +hn_list = [500, 1000, 2000, 4000, 8000, 10000] for hn in hn_list: - sig_rl = MLPRandomLayer(n_hidden=hn, activation_func='sigmoid') - clf = GenELMClassifier(hidden_layer=sig_rl) + sig_rl = MLPRandomLayer(n_hidden=hn, activation_func=act_func) for dk in data_group: + clf = GenELMClassifier(hidden_layer=sig_rl) cur_X, cur_y = data_group[dk] s_time = time.time() clf.fit(cur_X, cur_y) @@ -47,6 +50,8 @@ c_time = np.round(time.time() - s_time, 2) result.append(['sigmoid', hn, dk, score, c_time]) print("func: {}, hn: {}, data: {}, score: {}, time: {}".format('sigmoid', hn, dk, score, c_time)) + del clf + gc.collect() with open('data/result.csv', 'w') as fo: for r in result: From d2283b76d97baeb130217072477c376cddcac618 Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Wed, 29 Nov 2023 20:05:39 +0800 Subject: [PATCH 11/19] fix some --- .gitignore | 1 + predict.py | 6 +++--- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/.gitignore b/.gitignore index 30205d6..14c969b 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,7 @@ *.py[cod] .idea data/result.csv +data/*000.csv # C extensions *.so diff --git a/predict.py b/predict.py index 3f39f3a..1922e09 100644 --- a/predict.py +++ b/predict.py @@ -42,7 +42,7 @@ def pred_save(model, col_clip, in_file, out_file): X_dense = np.delete(X_clip[:50000, :], idx_outliers, 0) y_dense = np.delete(y[:50000], idx_outliers, 0) -hn = 1000 +hn = 8000 sig_rl = MLPRandomLayer(n_hidden=hn, activation_func=act_func) clf = GenELMClassifier(hidden_layer=sig_rl) @@ -52,5 +52,5 @@ def pred_save(model, col_clip, in_file, out_file): c_time = np.round(time.time() - s_time, 2) print("func: {}, hn: {}, score: {}, time: {}".format('sigmoid', hn, score, c_time)) -pred_save(clf, idx_clip, 'data/dataA_test.csv', 'data/predictA.csv') -pred_save(clf, idx_clip, 'data/dataB_test.csv', 'data/predictB.csv') +pred_save(clf, idx_clip, 'data/dataA_test.csv', 'data/predictA_{}.csv'.format(hn)) +pred_save(clf, idx_clip, 'data/dataB_test.csv', 'data/predictB_{}.csv'.format(hn)) From 2bade6685875e38c0c3364efa3089120d410935f Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Wed, 29 Nov 2023 20:12:08 +0800 Subject: [PATCH 12/19] fix some --- test.py | 3 --- 1 file changed, 3 deletions(-) diff --git a/test.py b/test.py index 97b06f7..7ef40c1 100644 --- a/test.py +++ b/test.py @@ -1,7 +1,6 @@ #!/usr/bin/python # -*- coding: utf-8 -*- import time -import gc import numpy as np import data_utils as dus from elm import GenELMClassifier @@ -50,8 +49,6 @@ c_time = np.round(time.time() - s_time, 2) result.append(['sigmoid', hn, dk, score, c_time]) print("func: {}, hn: {}, data: {}, score: {}, time: {}".format('sigmoid', hn, dk, score, c_time)) - del clf - gc.collect() with open('data/result.csv', 'w') as fo: for r in result: From 8e7c892766cbbbdde9089248800ea8cd689a922d Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Wed, 29 Nov 2023 21:07:10 +0800 Subject: [PATCH 13/19] add checkpoint save&load --- .gitignore | 1 + predict.py | 27 +++++++++++++++++++++++---- 2 files changed, 24 insertions(+), 4 deletions(-) diff --git a/.gitignore b/.gitignore index 14c969b..47d0cd1 100644 --- a/.gitignore +++ b/.gitignore @@ -2,6 +2,7 @@ .idea data/result.csv data/*000.csv +data/*.sav # C extensions *.so diff --git a/predict.py b/predict.py index 1922e09..b5d4f3b 100644 --- a/predict.py +++ b/predict.py @@ -1,6 +1,8 @@ #!/usr/bin/python # -*- coding: utf-8 -*- import time +import os +import pickle import numpy as np import data_utils as dus from elm import GenELMClassifier @@ -27,6 +29,9 @@ def pred_save(model, col_clip, in_file, out_file): ps_thresh = 0.01 # pearson rate & spearman rate threshold ol_percent = 0.1 # outlier percentage act_func = 'sigmoid' +hn = 8000 +save_model = False +load_model = False data = np.loadtxt('data/dataTrain_test.csv', dtype=np.float64, delimiter=',', unpack=False) @@ -42,15 +47,29 @@ def pred_save(model, col_clip, in_file, out_file): X_dense = np.delete(X_clip[:50000, :], idx_outliers, 0) y_dense = np.delete(y[:50000], idx_outliers, 0) -hn = 8000 -sig_rl = MLPRandomLayer(n_hidden=hn, activation_func=act_func) -clf = GenELMClassifier(hidden_layer=sig_rl) +model_file = 'data/model_{}.sav'.format(hn) s_time = time.time() -clf.fit(X_dense, y_dense) +if load_model: + if not os.path.exists(model_file): + print('Error! Model file {} not found.'.format(model_file)) + exit(-1) + with open(model_file, 'rb') as fi: + clf = pickle.load(fi) + print('Model loaded from {}.'.format(model_file)) +else: + sig_rl = MLPRandomLayer(n_hidden=hn, activation_func=act_func) + clf = GenELMClassifier(hidden_layer=sig_rl) + clf.fit(X_dense, y_dense) + score = np.round(clf.score(X_dense, y_dense)*100, 2) c_time = np.round(time.time() - s_time, 2) print("func: {}, hn: {}, score: {}, time: {}".format('sigmoid', hn, score, c_time)) +if (not load_model) and save_model: + with open(model_file, 'wb') as fo: + pickle.dump(clf, fo) + print('Saved model into {}...'.format(model_file)) + pred_save(clf, idx_clip, 'data/dataA_test.csv', 'data/predictA_{}.csv'.format(hn)) pred_save(clf, idx_clip, 'data/dataB_test.csv', 'data/predictB_{}.csv'.format(hn)) From 7ab5cda9fdc09a34ed0d334bfa52e02ea9d9d1b3 Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Wed, 29 Nov 2023 21:23:13 +0800 Subject: [PATCH 14/19] add params into saved models --- predict.py | 14 ++++++++++++-- 1 file changed, 12 insertions(+), 2 deletions(-) diff --git a/predict.py b/predict.py index b5d4f3b..9599547 100644 --- a/predict.py +++ b/predict.py @@ -47,6 +47,15 @@ def pred_save(model, col_clip, in_file, out_file): X_dense = np.delete(X_clip[:50000, :], idx_outliers, 0) y_dense = np.delete(y[:50000], idx_outliers, 0) +params = { + 'ps': ps_thresh, + 'ol': ol_percent, + 'f': act_func, + 'hn': hn, + 'clip': idx_clip, + 'idol': idx_outliers, + 'auc': [] +} model_file = 'data/model_{}.sav'.format(hn) s_time = time.time() @@ -55,7 +64,8 @@ def pred_save(model, col_clip, in_file, out_file): print('Error! Model file {} not found.'.format(model_file)) exit(-1) with open(model_file, 'rb') as fi: - clf = pickle.load(fi) + model_loaded = pickle.load(fi) + clf = model_loaded['model'] print('Model loaded from {}.'.format(model_file)) else: sig_rl = MLPRandomLayer(n_hidden=hn, activation_func=act_func) @@ -68,7 +78,7 @@ def pred_save(model, col_clip, in_file, out_file): if (not load_model) and save_model: with open(model_file, 'wb') as fo: - pickle.dump(clf, fo) + pickle.dump({'model': clf, 'params': params}, fo) print('Saved model into {}...'.format(model_file)) pred_save(clf, idx_clip, 'data/dataA_test.csv', 'data/predictA_{}.csv'.format(hn)) From c19bef16b5f726c54edee9ecc019a34b897e5a23 Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Wed, 29 Nov 2023 21:27:00 +0800 Subject: [PATCH 15/19] fix some about comment --- test.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/test.py b/test.py index 7ef40c1..f92e188 100644 --- a/test.py +++ b/test.py @@ -20,15 +20,16 @@ data_group = {'original': (X, y)} -# +# clip idx_clip = dus.clip_list(X, ps_thresh) X_clip = np.delete(X, idx_clip, 1) data_group['clip'] = (X_clip, y) -# todo AUC filter +# todo AUC filter: filter_1 data_group['filter'] = (X[:50000, :], y[:50000]) data_group['clip&filter'] = (X_clip[:50000, :], y[:50000]) +# outlier filter: filter_2 idx_outliers = dus.idx_outlier(X_clip[:50000, :], ol_percent) X_dense = np.delete(X_clip[:50000, :], idx_outliers, 0) y_dense = np.delete(y[:50000], idx_outliers, 0) @@ -36,7 +37,7 @@ result = [['func', 'h-num', 'data', 'score', 'time']] -hn_list = [500, 1000, 2000, 4000, 8000, 10000] +hn_list = [1000, 2000, 4000, 8000, 10000] for hn in hn_list: sig_rl = MLPRandomLayer(n_hidden=hn, activation_func=act_func) From 4f9327b9db463c12f95950caee2e0f985f8de68f Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Wed, 29 Nov 2023 21:31:10 +0800 Subject: [PATCH 16/19] fix some about pre --- predict.py | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/predict.py b/predict.py index 9599547..9cea0f2 100644 --- a/predict.py +++ b/predict.py @@ -31,7 +31,7 @@ def pred_save(model, col_clip, in_file, out_file): act_func = 'sigmoid' hn = 8000 save_model = False -load_model = False +load_model = True data = np.loadtxt('data/dataTrain_test.csv', dtype=np.float64, delimiter=',', unpack=False) @@ -81,5 +81,12 @@ def pred_save(model, col_clip, in_file, out_file): pickle.dump({'model': clf, 'params': params}, fo) print('Saved model into {}...'.format(model_file)) -pred_save(clf, idx_clip, 'data/dataA_test.csv', 'data/predictA_{}.csv'.format(hn)) +print('Predicting data A...') +result_file_A = 'data/predictA_{}.csv'.format(hn) +pred_save(clf, idx_clip, 'data/dataA_test.csv', result_file_A) +print('Predict result of data A saved in {}.'.format(result_file_A)) + +print('Predicting data B...') +result_file_B = 'data/predictB_{}.csv'.format(hn) pred_save(clf, idx_clip, 'data/dataB_test.csv', 'data/predictB_{}.csv'.format(hn)) +print('Predict result of data B saved in {}.'.format(result_file_A)) From d499b60c42a84aaa165628d0d2569fbb3d58d990 Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Wed, 29 Nov 2023 21:54:13 +0800 Subject: [PATCH 17/19] fix some --- data_utils.py | 20 ++++++++++++-------- predict.py | 3 ++- test.py | 3 ++- 3 files changed, 16 insertions(+), 10 deletions(-) diff --git a/data_utils.py b/data_utils.py index 821e7a0..822eb95 100644 --- a/data_utils.py +++ b/data_utils.py @@ -1,6 +1,7 @@ #!/usr/bin/python # -*- coding: utf-8 -*- +import pickle import numpy as np import matplotlib.pyplot as plt from scipy import stats @@ -25,19 +26,14 @@ def pearsonr(x, y): return r -def clip_list(data, thresh=0.05): - X = data[:, 1:-1] - y = data[:, -1] - - nrow, ncol = X.shape - - score_ps = np.array([pearsonr(X[:, i], y) for i in range(ncol)]) +def clip_list(x, y, thresh=0.05): + score_ps = np.array([pearsonr(x[:, i], y) for i in range(len(x[0]))]) idx_no_ps = np.argwhere(np.abs(score_ps) < thresh) idx_no_ps = idx_no_ps.reshape(len(idx_no_ps)) # spearman - score_spr = np.array([stats.spearmanr(X[:, i], y)[0] for i in range(ncol)]) + score_spr = np.array([stats.spearmanr(x[:, i], y)[0] for i in range(len(x[0]))]) idx_no_spr = np.argwhere(np.abs(score_spr) < thresh) idx_no_spr = idx_no_spr.reshape(len(idx_no_spr)) @@ -64,3 +60,11 @@ def idx_outlier(x, percent=0.1): return np.argsort(x_norm)[-num:] +def auc_test(fmodel, data_file, test_step=1000): + with open(fmodel, 'rb') as fi: + model_loaded = pickle.load(fi) + clf = model_loaded['model'] + print('Model loaded from {}.'.format(fmodel)) + + data = np.loadtxt('data/dataTrain_test.csv', dtype=np.float64, delimiter=',', unpack=False) + diff --git a/predict.py b/predict.py index 9cea0f2..2c6b0fd 100644 --- a/predict.py +++ b/predict.py @@ -41,7 +41,7 @@ def pred_save(model, col_clip, in_file, out_file): # normalization X = dus.normalize(X) -idx_clip = dus.clip_list(X, ps_thresh) +idx_clip = dus.clip_list(X, y, ps_thresh) X_clip = np.delete(X, idx_clip, 1) idx_outliers = dus.idx_outlier(X_clip[:50000, :], ol_percent) X_dense = np.delete(X_clip[:50000, :], idx_outliers, 0) @@ -70,6 +70,7 @@ def pred_save(model, col_clip, in_file, out_file): else: sig_rl = MLPRandomLayer(n_hidden=hn, activation_func=act_func) clf = GenELMClassifier(hidden_layer=sig_rl) + print('Start training with {} hidden nodes...'.format(hn)) clf.fit(X_dense, y_dense) score = np.round(clf.score(X_dense, y_dense)*100, 2) diff --git a/test.py b/test.py index f92e188..70d4e59 100644 --- a/test.py +++ b/test.py @@ -21,7 +21,7 @@ data_group = {'original': (X, y)} # clip -idx_clip = dus.clip_list(X, ps_thresh) +idx_clip = dus.clip_list(X, y, ps_thresh) X_clip = np.delete(X, idx_clip, 1) data_group['clip'] = (X_clip, y) @@ -44,6 +44,7 @@ for dk in data_group: clf = GenELMClassifier(hidden_layer=sig_rl) cur_X, cur_y = data_group[dk] + print('Start training with {} hidden nodes...'.format(hn)) s_time = time.time() clf.fit(cur_X, cur_y) score = 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int(np.floor(len(x)*percent)) + num = int(np.floor(len(lx)*percent)) return np.argsort(x_norm)[-num:] -def auc_test(fmodel, data_file, test_step=1000): +def auc_test(fmodel, data_file, test_step=1000, no_label=False): + """ + auc of no label data changed after index 34000 from ~0.19 to ~0.25, so we choose 0~33999 rows of no label data; + auc of train data changed after index 50000 from ~0.2 to ~0.47, so we drop data out of 50000 rows. + """ with open(fmodel, 'rb') as fi: model_loaded = pickle.load(fi) clf = model_loaded['model'] + params = model_loaded['params'] print('Model loaded from {}.'.format(fmodel)) - data = np.loadtxt('data/dataTrain_test.csv', dtype=np.float64, delimiter=',', unpack=False) + data = np.loadtxt(data_file, dtype=np.float64, delimiter=',', unpack=False) + # X = data[:, 1:-1] + # y = data[:, -1] + if no_label: + X = data[:, 1:] + y = data[:, 1] + else: + X = data[:, 1:-1] + y = data[:, -1] + + X = normalize(X) + X = np.delete(X, params['clip'], 1) + + nrows, ncols = X.shape + + i = 0 + while i < nrows: + e = min(i + test_step, nrows) + y_pred = clf.predict(X[i:e, :]) + auc = np.round(np.sum(y_pred) / min(test_step, e - i), 2) + if no_label: + print('{}~{}, auc: {}'.format(i, e, auc)) + else: + y_scr = clf.score(X[i:e, :], y[i:e]) + print('{}~{}, score: {}, auc: {}'.format(i, e, np.round(y_scr, 4), auc)) + + i = e + + +# auc_test('data/model_8000.sav', 'data/dataNoLabel_test.csv', no_label=True) +# auc_test('data/model_8000.sav', 'data/dataTrain_test.csv') diff --git a/predict.py b/predict.py index 2c6b0fd..d52a385 100644 --- a/predict.py +++ b/predict.py @@ -29,9 +29,10 @@ def pred_save(model, col_clip, in_file, out_file): ps_thresh = 0.01 # pearson rate & spearman rate threshold ol_percent = 0.1 # outlier percentage act_func = 'sigmoid' +auc_train = 50000 hn = 8000 save_model = False -load_model = True +load_model = False data = np.loadtxt('data/dataTrain_test.csv', dtype=np.float64, delimiter=',', unpack=False) @@ -43,9 +44,9 @@ def pred_save(model, col_clip, in_file, out_file): idx_clip = dus.clip_list(X, y, ps_thresh) X_clip = np.delete(X, idx_clip, 1) -idx_outliers = dus.idx_outlier(X_clip[:50000, :], ol_percent) -X_dense = np.delete(X_clip[:50000, :], idx_outliers, 0) -y_dense = np.delete(y[:50000], idx_outliers, 0) +idx_outliers = dus.idx_outlier(X_clip[:auc_train, :], idx_clip, ol_percent) +X_dense = np.delete(X_clip[:auc_train, :], idx_outliers, 0) +y_dense = np.delete(y[:auc_train], idx_outliers, 0) params = { 'ps': ps_thresh, @@ -54,7 +55,7 @@ def pred_save(model, col_clip, in_file, out_file): 'hn': hn, 'clip': idx_clip, 'idol': idx_outliers, - 'auc': [] + 'auct': auc_train } model_file = 'data/model_{}.sav'.format(hn) diff --git a/test.py b/test.py index 70d4e59..92458fa 100644 --- a/test.py +++ b/test.py @@ -9,6 +9,7 @@ ps_thresh = 0.01 # pearson rate & spearman rate threshold ol_percent = 0.1 # outlier percentage act_func = 'sigmoid' +auc_train = 50000 data = np.loadtxt('data/dataTrain_test.csv',dtype=np.float64,delimiter=',',unpack=False) @@ -25,14 +26,14 @@ X_clip = np.delete(X, idx_clip, 1) data_group['clip'] = (X_clip, y) -# todo AUC filter: filter_1 -data_group['filter'] = (X[:50000, :], y[:50000]) -data_group['clip&filter'] = (X_clip[:50000, :], y[:50000]) +# AUC filter: filter_1 +data_group['filter'] = (X[:auc_train, :], y[:auc_train]) +data_group['clip&filter'] = (X_clip[:auc_train, :], y[:auc_train]) # outlier filter: filter_2 -idx_outliers = dus.idx_outlier(X_clip[:50000, :], ol_percent) -X_dense = np.delete(X_clip[:50000, :], idx_outliers, 0) -y_dense = np.delete(y[:50000], idx_outliers, 0) +idx_outliers = dus.idx_outlier(X_clip[:auc_train, :], idx_clip, ol_percent) +X_dense = np.delete(X_clip[:auc_train, :], idx_outliers, 0) +y_dense = np.delete(y[:auc_train], idx_outliers, 0) data_group['dense'] = (X_dense, y_dense) result = [['func', 'h-num', 'data', 'score', 'time']] From ecadb538b3b4de9ec0b3917a4cc85cdcf595f816 Mon Sep 17 00:00:00 2001 From: LeetJoe Date: Thu, 30 Nov 2023 00:07:43 +0800 Subject: [PATCH 19/19] fix some --- predict.py | 4 ++-- test.py | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/predict.py b/predict.py index d52a385..7ea7e2e 100644 --- a/predict.py +++ b/predict.py @@ -27,10 +27,10 @@ def pred_save(model, col_clip, in_file, out_file): ps_thresh = 0.01 # pearson rate & spearman rate threshold -ol_percent = 0.1 # outlier percentage +ol_percent = 0.1 # outlier percentage: we predict there were 10% noise data randomly mixed in the train data act_func = 'sigmoid' auc_train = 50000 -hn = 8000 +hn = 8000 # 100000 will be better save_model = False load_model = False diff --git a/test.py b/test.py index 92458fa..90f1cdc 100644 --- a/test.py +++ b/test.py @@ -7,7 +7,7 @@ from random_layer import MLPRandomLayer ps_thresh = 0.01 # pearson rate & spearman rate threshold -ol_percent = 0.1 # outlier percentage +ol_percent = 0.1 # outlier percentage: we predict there were 10% noise data randomly mixed in the train data act_func = 'sigmoid' auc_train = 50000