From 63f3535a58191997dd2f9704dda635a3bf3f8fce Mon Sep 17 00:00:00 2001 From: Calvin Date: Tue, 26 Mar 2013 13:54:21 -0400 Subject: moved out of src, added a basic setup.py --- test/create_digits_data.py | 16 + test/digit.txt | 1797 ++++++++++++++++++++++++++++++++++++++++++++ test/import_data.py | 58 ++ test/test.py | 114 +++ 4 files changed, 1985 insertions(+) create mode 100644 test/create_digits_data.py create mode 100644 test/digit.txt create mode 100644 test/import_data.py create mode 100644 test/test.py (limited to 'test') diff --git a/test/create_digits_data.py b/test/create_digits_data.py new file mode 100644 index 0000000..891eea8 --- /dev/null +++ b/test/create_digits_data.py @@ -0,0 +1,16 @@ +#!/usr/bin/env python +from sklearn import datasets + +digits = datasets.load_digits() # load the data from scikits +data = digits.images.reshape((digits.images.shape[0], -1)) +labels = digits.target # extract the labels + +fw = open('digit.txt', 'w') + +for n in range(len(data)): + mstr = '' + for x in data[n]: + mstr += str(x) + '\t' + fw.write(mstr + str(labels[n]) + '\n') + +fw.close() \ No newline at end of file diff --git a/test/digit.txt b/test/digit.txt new file mode 100644 index 0000000..ed966df --- /dev/null +++ b/test/digit.txt @@ -0,0 +1,1797 @@ +0.0 0.0 5.0 13.0 9.0 1.0 0.0 0.0 0.0 0.0 13.0 15.0 10.0 15.0 5.0 0.0 0.0 3.0 15.0 2.0 0.0 11.0 8.0 0.0 0.0 4.0 12.0 0.0 0.0 8.0 8.0 0.0 0.0 5.0 8.0 0.0 0.0 9.0 8.0 0.0 0.0 4.0 11.0 0.0 1.0 12.0 7.0 0.0 0.0 2.0 14.0 5.0 10.0 12.0 0.0 0.0 0.0 0.0 6.0 13.0 10.0 0.0 0.0 0.0 0 +0.0 0.0 0.0 12.0 13.0 5.0 0.0 0.0 0.0 0.0 0.0 11.0 16.0 9.0 0.0 0.0 0.0 0.0 3.0 15.0 16.0 6.0 0.0 0.0 0.0 7.0 15.0 16.0 16.0 2.0 0.0 0.0 0.0 0.0 1.0 16.0 16.0 3.0 0.0 0.0 0.0 0.0 1.0 16.0 16.0 6.0 0.0 0.0 0.0 0.0 1.0 16.0 16.0 6.0 0.0 0.0 0.0 0.0 0.0 11.0 16.0 10.0 0.0 0.0 1 +0.0 0.0 0.0 4.0 15.0 12.0 0.0 0.0 0.0 0.0 3.0 16.0 15.0 14.0 0.0 0.0 0.0 0.0 8.0 13.0 8.0 16.0 0.0 0.0 0.0 0.0 1.0 6.0 15.0 11.0 0.0 0.0 0.0 1.0 8.0 13.0 15.0 1.0 0.0 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0.0 12.0 15.0 15.0 12.0 0.0 0.0 0.0 4.0 16.0 6.0 4.0 16.0 6.0 0.0 0.0 8.0 16.0 10.0 8.0 16.0 8.0 0.0 0.0 1.0 8.0 12.0 14.0 12.0 1.0 0.0 8 diff --git a/test/import_data.py b/test/import_data.py new file mode 100644 index 0000000..6d4bd9e --- /dev/null +++ b/test/import_data.py @@ -0,0 +1,58 @@ + + + + +################################################################## +################################################################## +################################################################## +def read_digits(fname='digit.txt'): + ''' + read_digits(fname='digit.txt') + + read a data file that contains the features and class labels. + each row of the file is a feature vector with the class + label appended. + ''' + import csv + import numpy as np + + fw = csv.reader(open(fname,'rb'), delimiter='\t') + data = [] + for line in fw: + data.append( [float(x) for x in line] ) + data = np.array(data) + labels = data[:,len(data.transpose())-1] + data = data[:,:len(data.transpose())-1] + return data, labels +################################################################## +################################################################## +################################################################## + + + +################################################################## +################################################################## +################################################################## +def uniform_data(n_observations = 1000, n_features = 50, n_relevant = 5): + import numpy as np + xmax = 10 + xmin = 0 + data = np.random.randint(xmax + 1, size = (n_features, n_observations)) + labels = np.zeros(n_observations) + delta = n_relevant * (xmax - xmin) / 2.0 + + for m in range(n_observations): + zz = 0.0 + for k in range(n_relevant): + zz += data[k, m] + if zz > delta: + labels[m] = 1 + else: + labels[m] = 2 + data = data.transpose() + + return data, labels + +################################################################## +################################################################## +################################################################## diff --git a/test/test.py b/test/test.py new file mode 100644 index 0000000..0a9633a --- /dev/null +++ b/test/test.py @@ -0,0 +1,114 @@ +#!/usr/bin/env python +from feast import * +import numpy as np +import import_data + + +def check_result(selected_features, n_relevant): + selected_features = sorted(selected_features) + success = True + for k in range(n_relevant): + if k != selected_features[k]: + success = False + return success + + + +n_relevant = 5 +data_source = 'uniform' # set the data set we want to test + + +if data_source == 'uniform': + data, labels = import_data.uniform_data(n_relevant = n_relevant) +elif data_source == 'digits': + data, labels = import_data.read_digits('digit.txt') + +n_observations = len(data) # number of samples in the data set +n_features = len(data.transpose()) # number of features in the data set +n_select = 15 # how many features to select +method = 'JMI' # feature selection algorithm + + +print '---> Information' +print ' :n_observations - ' + str(n_observations) +print ' :n_features - ' + str(n_features) +print ' :n_select - ' + str(n_select) +print ' :algorithm - ' + str(method) +print ' ' +print '---> Running unit tests on FEAST 4 Python... ' + + +################################################################# +################################################################# +print ' Running BetaGamma... ' +sf = BetaGamma(data, labels, n_select, beta=0.5, gamma=0.5) +if check_result(sf, n_relevant) == True: + print ' BetaGamma passed!' +else: + print ' BetaGamma failed!' + + +################################################################# +################################################################# +print ' Running CMIM... ' +sf = CMIM(data, labels, n_select) +if check_result(sf, n_relevant) == True: + print ' CMIM passed!' +else: + print ' CMIM failed!' + + +################################################################# +################################################################# +print ' Running CondMI... ' +sf = CondMI(data, labels, n_select) +if check_result(sf, n_relevant) == True: + print ' CondMI passed!' +else: + print ' CondMI failed!' + + +################################################################# +################################################################# +print ' Running DISR... ' +sf = DISR(data, labels, n_select) +if check_result(sf, n_relevant) == True: + print ' DISR passed!' +else: + print ' DISR failed!' + + +################################################################# +################################################################# +print ' Running ICAP... ' +sf = ICAP(data, labels, n_select) +if check_result(sf, n_relevant) == True: + print ' ICAP passed!' +else: + print ' ICAP failed!' + + +################################################################# +################################################################# +print ' Running JMI... ' +sf = JMI(data, labels, n_select) +if check_result(sf, n_relevant) == True: + print ' JMI passed!' +else: + print ' JMI failed!' + + +################################################################# +################################################################# +print ' Running mRMR... ' +sf = mRMR(data, labels, n_select) +if check_result(sf, n_relevant) == True: + print ' mRMR passed!' +else: + print ' mRMR failed!' + +print '---> Done unit tests!' + + + + -- cgit v1.2.3