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Diffstat (limited to 'test')
-rwxr-xr-xtest/PySpike_testdata.txt43
-rw-r--r--test/SPIKE_Sync_Test.txt100
-rw-r--r--test/numeric/regression_random_results_cSPIKY.matbin0 -> 149104 bytes
-rw-r--r--test/numeric/regression_random_spikes.matbin0 -> 16241579 bytes
-rw-r--r--test/numeric/test_regression_random_spikes.py138
-rw-r--r--test/test_directionality.py97
-rw-r--r--test/test_distance.py477
-rw-r--r--test/test_empty.py163
-rw-r--r--test/test_function.py344
-rw-r--r--test/test_generic_interfaces.py105
-rw-r--r--test/test_regression/test_regression_15.py81
-rw-r--r--test/test_save_load.py42
-rw-r--r--test/test_spikes.py101
-rw-r--r--test/test_sync_filter.py95
-rw-r--r--test/time_series.txt80
-rw-r--r--test/time_series_spike_trains.txt80
16 files changed, 1946 insertions, 0 deletions
diff --git a/test/PySpike_testdata.txt b/test/PySpike_testdata.txt
new file mode 100755
index 0000000..c8bea67
--- /dev/null
+++ b/test/PySpike_testdata.txt
@@ -0,0 +1,43 @@
+64.886 305.81 696 937.77 1059.7 1322.2 1576.1 1808.1 2121.5 2381.1 2728.6 2966.9 3223.7 3473.7 3644.3 3936.3
+65.553 307.49 696.63 948.66 1070.4 1312.2 1712.7 1934.3 2117.6 2356.9 2727.3 2980.6 3226.9 3475.7 3726.4 3944
+# test comment
+69.064 319.1 688.32 947.85 1071.8 1300.8 1697.2 1930.6 2139.4 2354.2 2723.7 2963.6 3221.3 3470.1
+59.955 313.83 692.23 955.95 1070.4 1319.6 1681.9 1963.5 2151.4 2373.8 2729.4 2971.2 3220.2 3475.5 3632.3 3788.9
+# empty line
+
+59.977 306.84 686.09 935.08 1059.9 1325.9 1543.4 1821.9 2150.2 2390.4 2724.5 2969.6 3222.5 3471.5 3576 3913.9
+66.415 313.41 688.83 931.43 1051.8 1304.6 1555.6 1820.2 2150.5 2383.1 2723.4 2947.7 3196.6 3443.5 3575 3804.9
+66.449 311.02 689.26 947.12 1058.9 1286.6 1708.2 1957.3 2124.8 2375.7 2709.4 2977.6 3191.1 3449.6 3590.4 3831.2
+63.764 318.45 697.48 936.97 1059.3 1325 1687.9 1944.7 2132.5 2377.1 2713.1 2976.6 3196.8 3442.6 3741.6 3998.3
+63.906 314.79 693.26 937.12 1065.9 1315.8 1584.3 1821.5 2126.3 2396.8 2709.1 2967 3197.4 3444 3732.8 3849.5
+69.493 316.62 689.81 943.62 1071.9 1296.3 1654.8 1931.9 2127.5 2390.6 2708.9 2950.4 3194.8 3445.2 3670.1 3903.3
+61.789 317.53 555.82 813.15 1198.7 1448.7 1686.7 1943.5 2060.7 2311.4 2658.2 2900.2 3167.4 3418.2 3617.3 3771
+64.098 309.86 567.27 813.91 1182 1464.3 1576.8 1822.5 2063.1 2311.7 2655.8 2911.7 3168.3 3418.2 3586.4 3999.7
+68.59 315.5 559.52 806.23 1182.5 1441.1 1567.2 1804.8 2074.9 2315.8 2655.1 2913.2 3165.9 3419.5 3648.1 3884.4
+66.507 314.42 556.42 814.83 1182.5 1440.3 1701.3 1911.1 2069.7 2319.3 2662.3 2903.2 3167.4 3418.5 3545 3893.9
+72.744 318.45 554.4 819.64 1186.9 1449.7 1676 1957.4 2051.4 2302.8 2657.8 2916.2 3169.4 3416.7 3570.4 3884.8
+64.779 324.42 560.56 828.99 1174.8 1439.9 1563.7 1790.6 2067.7 2287.6 2657.4 2905.2 3139.2 3389.1 3507.8 3807.5
+64.852 316.63 568.89 815.61 1198.3 1454.1 1710.6 1933.9 2091.5 2309.6 2660.9 2907.5 3137.2 3389.3 3617.2
+63.089 314.52 553.8 827.06 1183.9 1457.6 1558.9 1808.3 2064.5 2337.1 2653.6 2897 3143.7 3385.7 3668.7 3803.8
+62.23 315.16 564.35 812.15 1199.6 1448.9 1562.7 1839.1 2069.7 2308.9 2649.6 2919.7 3141 3389.9 3723.6 3882.2
+69.662 311.93 564.91 805.25 1209.7 1451.4 1691.9 1932.1 2044.2 2329.4 2657.1 2908.5 3142.8 3390.5 3597.3 3991.1
+183.42 431.34 562.41 809.57 1086.3 1308.9 1555.9 1831.3 2057 2326.9 2591.3 2831.4 3113.9 3367.9 3555.3 3956
+188.49 442.39 572.4 810.76 1065 1326.7 1564.3 1803.4 2060.4 2322.4 2607.2 2824.1 3110.2 3363.9 3644.1 3819.6
+177 437.76 569.82 819.66 1064.1 1309.2 1685.7 1957.5 2066.9 2313.8 2593.2 2847 3116.8 3364.5 3727.3 3881.6
+193.9 441.93 586.9 804.98 1062.5 1312.4 1542.4 1793.1 2073.9 2314.7 2587.8 2845.9 3112.4 3359.8
+193.01 440.26 555.64 814.08 1056.3 1315 1689.9 1961.4 2049.1 2305 2593.9 2847.5 3110.6 3361.1 3711.6 3914.7
+194.71 437.57 566.18 806.73 1069.2 1314.6 1682.7 1942.2 2061.8 2304.6 2607.6 2841.7 3082.9 3330.3 3679.7 3848.2
+184.88 441.22 570.92 794.35 1063.7 1309.9 1678.7 1930 2058 2321.3 2606.7 2845 3084.8 3337.3 3640 3952.1
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+181.16 440.67 577.54 823.52 1052.5 1322.3 1578.4 1822.2 2079.4 2309.1 2596.9 2851.9 3083.5 3335.1 3531.2 3770.6
+181.09 434.97 687.15 943.33 1192.9 1444 1699.4 1942 2194.6 2445.9 2549.4 2785.1 3056.5 3308.2 3620.5 3932.7
+186.7 446.53 688.18 942.86 1186.1 1441.9 1688.1 1922.2 2196.6 2455.3 2534.8 2776.5 3060.3 3309.4 3514.1 3808.6
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+200.68 427.11 695.67 946.42 1178.6 1440.1 1538.4 1809 2199.8 2432.5 2531.6 2793.2 3056.6 3308.6 3510.6 3928.1
+190.83 429.57 698.73 931.16 1190.6 1428.9 1698.3 1935 2176.8 2424.7 2530.5 2766.9 3062 3309.7 3689.8
+181.47 441.93 682.32 943.01 1190.1 1459.1 1570.6 1819.6 2189.8 2437.9 2543.3 2782.8 3025.9 3280.2 3581 3855.9
+191.38 435.69 702.76 935.62 1188.3 1438.3 1564.2 1823.9 2191.3 2444.9 2531.9 2782.4 3030.7 3275.7 3677.7 3829.2
+191.97 433.85 686.29 932.65 1183.1 1432.7 1563.9 1826.5 2214.1 2436.8 2529.8 2778.3 3028.3 3281.8 3582 3863.4
+189.51 453.21 691.3 940.86 1180.1 1430.1 1567.1 1835 2199 2448.2 2526.7 2773.8 3030.5 3280.1 3576.2 3893.6
+190.88 435.48 692.66 940.51 1189.5 1448.9 1575.1 1824.2 2190.8 2425.9 2530.6 2783.3 3033.3 3279.5 3733 3838.9
diff --git a/test/SPIKE_Sync_Test.txt b/test/SPIKE_Sync_Test.txt
new file mode 100644
index 0000000..b97f777
--- /dev/null
+++ b/test/SPIKE_Sync_Test.txt
@@ -0,0 +1,100 @@
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diff --git a/test/numeric/regression_random_results_cSPIKY.mat b/test/numeric/regression_random_results_cSPIKY.mat
new file mode 100644
index 0000000..26f29ff
--- /dev/null
+++ b/test/numeric/regression_random_results_cSPIKY.mat
Binary files differ
diff --git a/test/numeric/regression_random_spikes.mat b/test/numeric/regression_random_spikes.mat
new file mode 100644
index 0000000..e5ebeb1
--- /dev/null
+++ b/test/numeric/regression_random_spikes.mat
Binary files differ
diff --git a/test/numeric/test_regression_random_spikes.py b/test/numeric/test_regression_random_spikes.py
new file mode 100644
index 0000000..73d39a6
--- /dev/null
+++ b/test/numeric/test_regression_random_spikes.py
@@ -0,0 +1,138 @@
+""" regression benchmark
+
+Copyright 2015, Mario Mulansky <mario.mulansky@gmx.net>
+
+Distributed under the BSD License
+"""
+from __future__ import print_function
+
+import numpy as np
+from scipy.io import loadmat
+import pyspike as spk
+
+from numpy.testing import assert_almost_equal
+
+spk.disable_backend_warning = True
+
+
+def test_regression_random():
+
+ spike_file = "test/numeric/regression_random_spikes.mat"
+ spikes_name = "spikes"
+ result_name = "Distances"
+ result_file = "test/numeric/regression_random_results_cSPIKY.mat"
+
+ spike_train_sets = loadmat(spike_file)[spikes_name][0]
+ results_cSPIKY = loadmat(result_file)[result_name]
+
+ for i, spike_train_data in enumerate(spike_train_sets):
+ spike_trains = []
+ for spikes in spike_train_data[0]:
+ spike_trains.append(spk.SpikeTrain(spikes.flatten(), 100.0))
+
+ isi = spk.isi_distance_multi(spike_trains)
+ isi_prof = spk.isi_profile_multi(spike_trains).avrg()
+
+ spike = spk.spike_distance_multi(spike_trains)
+ spike_prof = spk.spike_profile_multi(spike_trains).avrg()
+
+ spike_sync = spk.spike_sync_multi(spike_trains)
+ spike_sync_prof = spk.spike_sync_profile_multi(spike_trains).avrg()
+
+ assert_almost_equal(isi, results_cSPIKY[i][0], decimal=14,
+ err_msg="Index: %d, ISI" % i)
+ assert_almost_equal(isi_prof, results_cSPIKY[i][0], decimal=14,
+ err_msg="Index: %d, ISI" % i)
+
+ assert_almost_equal(spike, results_cSPIKY[i][1], decimal=14,
+ err_msg="Index: %d, SPIKE" % i)
+ assert_almost_equal(spike_prof, results_cSPIKY[i][1], decimal=14,
+ err_msg="Index: %d, SPIKE" % i)
+
+ assert_almost_equal(spike_sync, spike_sync_prof, decimal=14,
+ err_msg="Index: %d, SPIKE-Sync" % i)
+
+
+def check_regression_dataset(spike_file="benchmark.mat",
+ spikes_name="spikes",
+ result_file="results_cSPIKY.mat",
+ result_name="Distances"):
+ """ Debuging function """
+ np.set_printoptions(precision=15)
+
+ spike_train_sets = loadmat(spike_file)[spikes_name][0]
+
+ results_cSPIKY = loadmat(result_file)[result_name]
+
+ err_max = 0.0
+ err_max_ind = -1
+ err_count = 0
+
+ for i, spike_train_data in enumerate(spike_train_sets):
+ spike_trains = []
+ for spikes in spike_train_data[0]:
+ spike_trains.append(spk.SpikeTrain(spikes.flatten(), 100.0))
+
+ isi = spk.isi_distance_multi(spike_trains)
+ spike = spk.spike_distance_multi(spike_trains)
+ # spike_sync = spk.spike_sync_multi(spike_trains)
+
+ if abs(isi - results_cSPIKY[i][0]) > 1E-14:
+ print("Error in ISI:", i, isi, results_cSPIKY[i][0])
+ print("Spike trains:")
+ for st in spike_trains:
+ print(st.spikes)
+
+ err = abs(spike - results_cSPIKY[i][1])
+ if err > 1E-14:
+ err_count += 1
+ if err > err_max:
+ err_max = err
+ err_max_ind = i
+
+ print("Total Errors:", err_count)
+
+ if err_max_ind > -1:
+ print("Max SPIKE distance error:", err_max, "at index:", err_max_ind)
+ spike_train_data = spike_train_sets[err_max_ind]
+ for spikes in spike_train_data[0]:
+ print(spikes.flatten())
+
+
+def check_single_spike_train_set(index):
+ """ Debuging function """
+ np.set_printoptions(precision=15)
+ spike_file = "regression_random_spikes.mat"
+ spikes_name = "spikes"
+ result_name = "Distances"
+ result_file = "regression_random_results_cSPIKY.mat"
+
+ spike_train_sets = loadmat(spike_file)[spikes_name][0]
+
+ results_cSPIKY = loadmat(result_file)[result_name]
+
+ spike_train_data = spike_train_sets[index]
+
+ spike_trains = []
+ N = 0
+ for spikes in spike_train_data[0]:
+ N += len(spikes.flatten())
+ print("Spikes:", len(spikes.flatten()))
+ spikes_array = spikes.flatten()
+ if len(spikes_array > 0) and (spikes_array[-1] > 100.0):
+ spikes_array[-1] = 100.0
+ spike_trains.append(spk.SpikeTrain(spikes_array, 100.0))
+ print(spike_trains[-1].spikes)
+
+ print(N)
+
+ print(spk.spike_sync_multi(spike_trains))
+
+ print(spk.spike_sync_profile_multi(spike_trains).integral())
+
+
+if __name__ == "__main__":
+
+ # test_regression_random()
+ # check_regression_dataset()
+ check_single_spike_train_set(4)
diff --git a/test/test_directionality.py b/test/test_directionality.py
new file mode 100644
index 0000000..c2e9bfe
--- /dev/null
+++ b/test/test_directionality.py
@@ -0,0 +1,97 @@
+""" test_directionality.py
+
+Tests the directionality functions
+
+Copyright 2015, Mario Mulansky <mario.mulansky@gmx.net>
+
+Distributed under the BSD License
+
+"""
+
+import numpy as np
+from numpy.testing import assert_equal, assert_almost_equal, \
+ assert_array_equal
+
+import pyspike as spk
+from pyspike import SpikeTrain, DiscreteFunc
+
+
+def test_spike_directionality():
+ st1 = SpikeTrain([100, 200, 300], [0, 1000])
+ st2 = SpikeTrain([105, 205, 300], [0, 1000])
+ assert_almost_equal(spk.spike_directionality(st1, st2), 2.0/3.0)
+ assert_almost_equal(spk.spike_directionality(st1, st2, normalize=False),
+ 2.0)
+
+ # exchange order of spike trains should give exact negative profile
+ assert_almost_equal(spk.spike_directionality(st2, st1), -2.0/3.0)
+ assert_almost_equal(spk.spike_directionality(st2, st1, normalize=False),
+ -2.0)
+
+ st3 = SpikeTrain([105, 195, 500], [0, 1000])
+ assert_almost_equal(spk.spike_directionality(st1, st3), 0.0)
+ assert_almost_equal(spk.spike_directionality(st1, st3, normalize=False),
+ 0.0)
+ assert_almost_equal(spk.spike_directionality(st3, st1), 0.0)
+
+ D = spk.spike_directionality_matrix([st1, st2, st3], normalize=False)
+ D_expected = np.array([[0, 2.0, 0.0], [-2.0, 0.0, -1.0], [0.0, 1.0, 0.0]])
+ assert_array_equal(D, D_expected)
+
+ dir_profs = spk.spike_directionality_values([st1, st2, st3])
+ assert_array_equal(dir_profs[0], [1.0, 0.0, 0.0])
+ assert_array_equal(dir_profs[1], [-0.5, -1.0, 0.0])
+
+
+def test_spike_train_order():
+ st1 = SpikeTrain([100, 200, 300], [0, 1000])
+ st2 = SpikeTrain([105, 205, 300], [0, 1000])
+ st3 = SpikeTrain([105, 195, 500], [0, 1000])
+
+ expected_x12 = np.array([0, 100, 105, 200, 205, 300, 1000])
+ expected_y12 = np.array([1, 1, 1, 1, 1, 0, 0])
+ expected_mp12 = np.array([1, 1, 1, 1, 1, 2, 2])
+
+ f = spk.spike_train_order_profile(st1, st2)
+
+ assert f.almost_equal(DiscreteFunc(expected_x12, expected_y12,
+ expected_mp12))
+ assert_almost_equal(f.avrg(), 2.0/3.0)
+ assert_almost_equal(f.avrg(normalize=False), 4.0)
+ assert_almost_equal(spk.spike_train_order(st1, st2), 2.0/3.0)
+ assert_almost_equal(spk.spike_train_order(st1, st2, normalize=False), 4.0)
+
+ expected_x23 = np.array([0, 105, 195, 205, 300, 500, 1000])
+ expected_y23 = np.array([0, 0, -1, -1, 0, 0, 0])
+ expected_mp23 = np.array([2, 2, 1, 1, 1, 1, 1])
+
+ f = spk.spike_train_order_profile(st2, st3)
+
+ assert_array_equal(f.x, expected_x23)
+ assert_array_equal(f.y, expected_y23)
+ assert_array_equal(f.mp, expected_mp23)
+ assert f.almost_equal(DiscreteFunc(expected_x23, expected_y23,
+ expected_mp23))
+ assert_almost_equal(f.avrg(), -1.0/3.0)
+ assert_almost_equal(f.avrg(normalize=False), -2.0)
+ assert_almost_equal(spk.spike_train_order(st2, st3), -1.0/3.0)
+ assert_almost_equal(spk.spike_train_order(st2, st3, normalize=False), -2.0)
+
+ f = spk.spike_train_order_profile_multi([st1, st2, st3])
+
+ expected_x = np.array([0, 100, 105, 195, 200, 205, 300, 500, 1000])
+ expected_y = np.array([2, 2, 2, -2, 0, 0, 0, 0, 0])
+ expected_mp = np.array([2, 2, 4, 2, 2, 2, 4, 2, 2])
+
+ assert_array_equal(f.x, expected_x)
+ assert_array_equal(f.y, expected_y)
+ assert_array_equal(f.mp, expected_mp)
+
+ # Averaging the profile should be the same as computing the synfire indicator directly.
+ assert_almost_equal(f.avrg(), spk.spike_train_order([st1, st2, st3]))
+
+ # We can also compute the synfire indicator from the Directionality Matrix:
+ D_matrix = spk.spike_directionality_matrix([st1, st2, st3], normalize=False)
+ num_spikes = np.sum(len(st) for st in [st1, st2, st3])
+ syn_fire = np.sum(np.triu(D_matrix)) / num_spikes
+ assert_almost_equal(f.avrg(), syn_fire)
diff --git a/test/test_distance.py b/test/test_distance.py
new file mode 100644
index 0000000..fe09f34
--- /dev/null
+++ b/test/test_distance.py
@@ -0,0 +1,477 @@
+""" test_distance.py
+
+Tests the isi- and spike-distance computation
+
+Copyright 2014, Mario Mulansky <mario.mulansky@gmx.net>
+
+Distributed under the BSD License
+
+"""
+
+from __future__ import print_function
+import numpy as np
+from copy import copy
+from numpy.testing import assert_equal, assert_almost_equal, \
+ assert_array_almost_equal
+
+import pyspike as spk
+from pyspike import SpikeTrain
+
+import os
+TEST_PATH = os.path.dirname(os.path.realpath(__file__))
+
+
+def test_isi():
+ # generate two spike trains:
+ t1 = SpikeTrain([0.2, 0.4, 0.6, 0.7], 1.0)
+ t2 = SpikeTrain([0.3, 0.45, 0.8, 0.9, 0.95], 1.0)
+
+ # pen&paper calculation of the isi distance
+ expected_times = [0.0, 0.2, 0.3, 0.4, 0.45, 0.6, 0.7, 0.8, 0.9, 0.95, 1.0]
+ expected_isi = [0.1/0.3, 0.1/0.3, 0.05/0.2, 0.05/0.2, 0.15/0.35,
+ 0.25/0.35, 0.05/0.35, 0.2/0.3, 0.25/0.3, 0.25/0.3]
+ expected_times = np.array(expected_times)
+ expected_isi = np.array(expected_isi)
+
+ expected_isi_val = sum((expected_times[1:] - expected_times[:-1]) *
+ expected_isi)/(expected_times[-1]-expected_times[0])
+
+ f = spk.isi_profile(t1, t2)
+
+ # print("ISI: ", f.y)
+ print("ISI value:", expected_isi_val)
+
+ assert_equal(f.x, expected_times)
+ assert_array_almost_equal(f.y, expected_isi, decimal=15)
+ assert_equal(f.avrg(), expected_isi_val)
+ assert_equal(spk.isi_distance(t1, t2), expected_isi_val)
+
+ # check with some equal spike times
+ t1 = SpikeTrain([0.2, 0.4, 0.6], [0.0, 1.0])
+ t2 = SpikeTrain([0.1, 0.4, 0.5, 0.6], [0.0, 1.0])
+
+ expected_times = [0.0, 0.1, 0.2, 0.4, 0.5, 0.6, 1.0]
+ expected_isi = [0.1/0.3, 0.1/0.3, 0.1/0.3, 0.1/0.2, 0.1/0.2, 0.0/0.5]
+ expected_times = np.array(expected_times)
+ expected_isi = np.array(expected_isi)
+
+ expected_isi_val = sum((expected_times[1:] - expected_times[:-1]) *
+ expected_isi)/(expected_times[-1]-expected_times[0])
+
+ f = spk.isi_profile(t1, t2)
+
+ assert_equal(f.x, expected_times)
+ assert_array_almost_equal(f.y, expected_isi, decimal=15)
+ assert_equal(f.avrg(), expected_isi_val)
+ assert_equal(spk.isi_distance(t1, t2), expected_isi_val)
+
+
+def test_spike():
+ # generate two spike trains:
+ t1 = SpikeTrain([0.0, 2.0, 5.0, 8.0], 10.0)
+ t2 = SpikeTrain([0.0, 1.0, 5.0, 9.0], 10.0)
+
+ expected_times = np.array([0.0, 1.0, 2.0, 5.0, 8.0, 9.0, 10.0])
+
+ f = spk.spike_profile(t1, t2)
+
+ assert_equal(f.x, expected_times)
+
+ # from SPIKY:
+ y_all = np.array([0.000000000000000000, 0.555555555555555580,
+ 0.222222222222222210, 0.305555555555555580,
+ 0.255102040816326536, 0.000000000000000000,
+ 0.000000000000000000, 0.255102040816326536,
+ 0.255102040816326536, 0.285714285714285698,
+ 0.285714285714285698, 0.285714285714285698])
+
+ #assert_array_almost_equal(f.y1, y_all[::2])
+ assert_array_almost_equal(f.y2, y_all[1::2])
+
+ assert_almost_equal(f.avrg(), 0.186309523809523814, decimal=15)
+ assert_equal(spk.spike_distance(t1, t2), f.avrg())
+
+ t1 = SpikeTrain([0.2, 0.4, 0.6, 0.7], 1.0)
+ t2 = SpikeTrain([0.3, 0.45, 0.8, 0.9, 0.95], 1.0)
+
+ # pen&paper calculation of the spike distance
+ expected_times = [0.0, 0.2, 0.3, 0.4, 0.45, 0.6, 0.7, 0.8, 0.9, 0.95, 1.0]
+ s1 = np.array([0.1, 0.1, (0.1*0.1+0.05*0.1)/0.2, 0.05, (0.05*0.15 * 2)/0.2,
+ 0.15, 0.1, (0.1*0.1+0.1*0.2)/0.3, (0.1*0.2+0.1*0.1)/0.3,
+ (0.1*0.05+0.1*0.25)/0.3, 0.1])
+ s2 = np.array([0.1, (0.1*0.2+0.1*0.1)/0.3, 0.1, (0.1*0.05 * 2)/.15, 0.05,
+ (0.05*0.2+0.1*0.15)/0.35, (0.05*0.1+0.1*0.25)/0.35,
+ 0.1, 0.1, 0.05, 0.05])
+ isi1 = np.array([0.2, 0.2, 0.2, 0.2, 0.2, 0.1, 0.3, 0.3, 0.3, 0.3])
+ isi2 = np.array([0.3, 0.3, 0.15, 0.15, 0.35, 0.35, 0.35, 0.1, 0.05, 0.05])
+ expected_y1 = (s1[:-1]*isi2+s2[:-1]*isi1) / (0.5*(isi1+isi2)**2)
+ expected_y2 = (s1[1:]*isi2+s2[1:]*isi1) / (0.5*(isi1+isi2)**2)
+
+ expected_times = np.array(expected_times)
+ expected_y1 = np.array(expected_y1)
+ expected_y2 = np.array(expected_y2)
+ expected_spike_val = sum((expected_times[1:] - expected_times[:-1]) *
+ (expected_y1+expected_y2)/2)
+ expected_spike_val /= (expected_times[-1]-expected_times[0])
+
+ print("SPIKE value:", expected_spike_val)
+
+ f = spk.spike_profile(t1, t2)
+
+ assert_equal(f.x, expected_times)
+ assert_array_almost_equal(f.y1, expected_y1, decimal=15)
+ assert_array_almost_equal(f.y2, expected_y2, decimal=15)
+ assert_almost_equal(f.avrg(), expected_spike_val, decimal=15)
+ assert_almost_equal(spk.spike_distance(t1, t2), expected_spike_val,
+ decimal=15)
+
+ # check with some equal spike times
+ t1 = SpikeTrain([0.2, 0.4, 0.6], [0.0, 1.0])
+ t2 = SpikeTrain([0.1, 0.4, 0.5, 0.6], [0.0, 1.0])
+
+ expected_times = [0.0, 0.1, 0.2, 0.4, 0.5, 0.6, 1.0]
+ # due to the edge correction in the beginning, s1 and s2 are different
+ # for left and right values
+ s1_r = np.array([0.1, (0.1*0.1+0.1*0.1)/0.2, 0.1, 0.0, 0.0, 0.0, 0.0])
+ s1_l = np.array([0.1, (0.1*0.1+0.1*0.1)/0.2, 0.1, 0.0, 0.0, 0.0, 0.0])
+ # s2_r = np.array([0.1*0.1/0.3, 0.1*0.3/0.3, 0.1*0.2/0.3,
+ # 0.0, 0.1, 0.0, 0.0])
+ # s2_l = np.array([0.1*0.1/0.3, 0.1*0.1/0.3, 0.1*0.2/0.3, 0.0,
+ # 0.1, 0.0, 0.0])
+ # eero's edge correction:
+ s2_r = np.array([0.1, 0.1*0.3/0.3, 0.1*0.2/0.3,
+ 0.0, 0.1, 0.0, 0.0])
+ s2_l = np.array([0.1, 0.1*0.3/0.3, 0.1*0.2/0.3, 0.0,
+ 0.1, 0.0, 0.0])
+ isi1 = np.array([0.2, 0.2, 0.2, 0.2, 0.2, 0.4])
+ isi2 = np.array([0.3, 0.3, 0.3, 0.1, 0.1, 0.4])
+ expected_y1 = (s1_r[:-1]*isi2+s2_r[:-1]*isi1) / (0.5*(isi1+isi2)**2)
+ expected_y2 = (s1_l[1:]*isi2+s2_l[1:]*isi1) / (0.5*(isi1+isi2)**2)
+
+ expected_times = np.array(expected_times)
+ expected_y1 = np.array(expected_y1)
+ expected_y2 = np.array(expected_y2)
+ expected_spike_val = sum((expected_times[1:] - expected_times[:-1]) *
+ (expected_y1+expected_y2)/2)
+ expected_spike_val /= (expected_times[-1]-expected_times[0])
+
+ f = spk.spike_profile(t1, t2)
+
+ assert_equal(f.x, expected_times)
+ assert_array_almost_equal(f.y1, expected_y1, decimal=14)
+ assert_array_almost_equal(f.y2, expected_y2, decimal=14)
+ assert_almost_equal(f.avrg(), expected_spike_val, decimal=16)
+ assert_almost_equal(spk.spike_distance(t1, t2), expected_spike_val,
+ decimal=16)
+
+
+def test_spike_sync():
+ spikes1 = SpikeTrain([1.0, 2.0, 3.0], 4.0)
+ spikes2 = SpikeTrain([2.1], 4.0)
+
+ expected_x = np.array([0.0, 1.0, 2.0, 2.1, 3.0, 4.0])
+ expected_y = np.array([0.0, 0.0, 1.0, 1.0, 0.0, 0.0])
+
+ f = spk.spike_sync_profile(spikes1, spikes2)
+
+ assert_array_almost_equal(f.x, expected_x, decimal=16)
+ assert_array_almost_equal(f.y, expected_y, decimal=16)
+
+ assert_almost_equal(spk.spike_sync(spikes1, spikes2),
+ 0.5, decimal=16)
+
+ # test with some small max_tau, spike_sync should be 0
+ assert_almost_equal(spk.spike_sync(spikes1, spikes2, max_tau=0.05),
+ 0.0, decimal=16)
+
+ spikes2 = SpikeTrain([3.1], 4.0)
+ assert_almost_equal(spk.spike_sync(spikes1, spikes2),
+ 0.5, decimal=16)
+
+ spikes2 = SpikeTrain([1.1], 4.0)
+
+ expected_x = np.array([0.0, 1.0, 1.1, 2.0, 3.0, 4.0])
+ expected_y = np.array([1.0, 1.0, 1.0, 0.0, 0.0, 0.0])
+
+ f = spk.spike_sync_profile(spikes1, spikes2)
+
+ assert_array_almost_equal(f.x, expected_x, decimal=16)
+ assert_array_almost_equal(f.y, expected_y, decimal=16)
+
+ assert_almost_equal(spk.spike_sync(spikes1, spikes2),
+ 0.5, decimal=16)
+
+ spikes2 = SpikeTrain([0.9], 4.0)
+ assert_almost_equal(spk.spike_sync(spikes1, spikes2),
+ 0.5, decimal=16)
+
+ spikes2 = SpikeTrain([3.0], 4.0)
+ assert_almost_equal(spk.spike_sync(spikes1, spikes2),
+ 0.5, decimal=16)
+
+ spikes2 = SpikeTrain([1.0], 4.0)
+ assert_almost_equal(spk.spike_sync(spikes1, spikes2),
+ 0.5, decimal=16)
+
+ spikes2 = SpikeTrain([1.5, 3.0], 4.0)
+ assert_almost_equal(spk.spike_sync(spikes1, spikes2),
+ 0.4, decimal=16)
+
+ spikes1 = SpikeTrain([1.0, 2.0, 4.0], 4.0)
+ spikes2 = SpikeTrain([3.8], 4.0)
+ spikes3 = SpikeTrain([3.9, ], 4.0)
+
+ expected_x = np.array([0.0, 1.0, 2.0, 3.8, 4.0, 4.0])
+ expected_y = np.array([0.0, 0.0, 0.0, 1.0, 1.0, 1.0])
+
+ f = spk.spike_sync_profile(spikes1, spikes2)
+
+ assert_array_almost_equal(f.x, expected_x, decimal=16)
+ assert_array_almost_equal(f.y, expected_y, decimal=16)
+
+ f2 = spk.spike_sync_profile(spikes2, spikes3)
+
+ i1 = f.integral()
+ i2 = f2.integral()
+ f.add(f2)
+ i12 = f.integral()
+
+ assert_equal(i1[0]+i2[0], i12[0])
+ assert_equal(i1[1]+i2[1], i12[1])
+
+
+def check_multi_profile(profile_func, profile_func_multi, dist_func_multi):
+ # generate spike trains:
+ t1 = SpikeTrain([0.2, 0.4, 0.6, 0.7], 1.0)
+ t2 = SpikeTrain([0.3, 0.45, 0.8, 0.9, 0.95], 1.0)
+ t3 = SpikeTrain([0.2, 0.4, 0.6], 1.0)
+ t4 = SpikeTrain([0.1, 0.4, 0.5, 0.6], 1.0)
+ spike_trains = [t1, t2, t3, t4]
+
+ f12 = profile_func(t1, t2)
+ f13 = profile_func(t1, t3)
+ f14 = profile_func(t1, t4)
+ f23 = profile_func(t2, t3)
+ f24 = profile_func(t2, t4)
+ f34 = profile_func(t3, t4)
+
+ f_multi = profile_func_multi(spike_trains, [0, 1])
+ assert f_multi.almost_equal(f12, decimal=14)
+ d = dist_func_multi(spike_trains, [0, 1])
+ assert_equal(f_multi.avrg(), d)
+
+ f_multi1 = profile_func_multi(spike_trains, [1, 2, 3])
+ f_multi2 = profile_func_multi(spike_trains[1:])
+ assert f_multi1.almost_equal(f_multi2, decimal=14)
+ d = dist_func_multi(spike_trains, [1, 2, 3])
+ assert_almost_equal(f_multi1.avrg(), d, decimal=14)
+
+ f = copy(f12)
+ f.add(f13)
+ f.add(f23)
+ f.mul_scalar(1.0/3)
+ f_multi = profile_func_multi(spike_trains, [0, 1, 2])
+ assert f_multi.almost_equal(f, decimal=14)
+ d = dist_func_multi(spike_trains, [0, 1, 2])
+ assert_almost_equal(f_multi.avrg(), d, decimal=14)
+
+ f.mul_scalar(3) # revert above normalization
+ f.add(f14)
+ f.add(f24)
+ f.add(f34)
+ f.mul_scalar(1.0/6)
+ f_multi = profile_func_multi(spike_trains)
+ assert f_multi.almost_equal(f, decimal=14)
+
+
+def test_multi_isi():
+ check_multi_profile(spk.isi_profile, spk.isi_profile_multi,
+ spk.isi_distance_multi)
+
+
+def test_multi_spike():
+ check_multi_profile(spk.spike_profile, spk.spike_profile_multi,
+ spk.spike_distance_multi)
+
+
+def test_multi_spike_sync():
+ # some basic multivariate check
+ spikes1 = SpikeTrain([100, 300, 400, 405, 410, 500, 700, 800,
+ 805, 810, 815, 900], 1000)
+ spikes2 = SpikeTrain([100, 200, 205, 210, 295, 350, 400, 510,
+ 600, 605, 700, 910], 1000)
+ spikes3 = SpikeTrain([100, 180, 198, 295, 412, 420, 510, 640,
+ 695, 795, 820, 920], 1000)
+ assert_almost_equal(spk.spike_sync(spikes1, spikes2),
+ 0.5, decimal=15)
+ assert_almost_equal(spk.spike_sync(spikes1, spikes3),
+ 0.5, decimal=15)
+ assert_almost_equal(spk.spike_sync(spikes2, spikes3),
+ 0.5, decimal=15)
+
+ f = spk.spike_sync_profile_multi([spikes1, spikes2, spikes3])
+ # hands on definition of the average multivariate spike synchronization
+ # expected = (f1.integral() + f2.integral() + f3.integral()) / \
+ # (np.sum(f1.mp[1:-1])+np.sum(f2.mp[1:-1])+np.sum(f3.mp[1:-1]))
+ expected = 0.5
+ assert_almost_equal(f.avrg(), expected, decimal=15)
+ assert_almost_equal(spk.spike_sync_multi([spikes1, spikes2, spikes3]),
+ expected, decimal=15)
+
+ # multivariate regression test
+ spike_trains = spk.load_spike_trains_from_txt(
+ os.path.join(TEST_PATH, "SPIKE_Sync_Test.txt"), edges=[0, 4000])
+ # extract all spike times
+ spike_times = np.array([])
+ for st in spike_trains:
+ spike_times = np.append(spike_times, st.spikes)
+ spike_times = np.unique(np.sort(spike_times))
+
+ f = spk.spike_sync_profile_multi(spike_trains)
+
+ assert_equal(spike_times, f.x[1:-1])
+ assert_equal(len(f.x), len(f.y))
+
+ assert_equal(np.sum(f.y[1:-1]), 39932)
+ assert_equal(np.sum(f.mp[1:-1]), 85554)
+
+ # example with 2 empty spike trains
+ sts = []
+ sts.append(SpikeTrain([1, 9], [0, 10]))
+ sts.append(SpikeTrain([1, 3], [0, 10]))
+ sts.append(SpikeTrain([], [0, 10]))
+ sts.append(SpikeTrain([], [0, 10]))
+
+ assert_almost_equal(spk.spike_sync_multi(sts), 1.0/6.0, decimal=15)
+ assert_almost_equal(spk.spike_sync_profile_multi(sts).avrg(), 1.0/6.0,
+ decimal=15)
+
+
+def check_dist_matrix(dist_func, dist_matrix_func):
+ # generate spike trains:
+ t1 = SpikeTrain([0.2, 0.4, 0.6, 0.7], 1.0)
+ t2 = SpikeTrain([0.3, 0.45, 0.8, 0.9, 0.95], 1.0)
+ t3 = SpikeTrain([0.2, 0.4, 0.6], 1.0)
+ t4 = SpikeTrain([0.1, 0.4, 0.5, 0.6], 1.0)
+ spike_trains = [t1, t2, t3, t4]
+
+ f12 = dist_func(t1, t2)
+ f13 = dist_func(t1, t3)
+ f14 = dist_func(t1, t4)
+ f23 = dist_func(t2, t3)
+ f24 = dist_func(t2, t4)
+ f34 = dist_func(t3, t4)
+
+ f_matrix = dist_matrix_func(spike_trains)
+ # check zero diagonal
+ for i in range(4):
+ assert_equal(0.0, f_matrix[i, i])
+ for i in range(4):
+ for j in range(i+1, 4):
+ assert_equal(f_matrix[i, j], f_matrix[j, i])
+ assert_equal(f12, f_matrix[1, 0])
+ assert_equal(f13, f_matrix[2, 0])
+ assert_equal(f14, f_matrix[3, 0])
+ assert_equal(f23, f_matrix[2, 1])
+ assert_equal(f24, f_matrix[3, 1])
+ assert_equal(f34, f_matrix[3, 2])
+
+
+def test_isi_matrix():
+ check_dist_matrix(spk.isi_distance, spk.isi_distance_matrix)
+
+
+def test_spike_matrix():
+ check_dist_matrix(spk.spike_distance, spk.spike_distance_matrix)
+
+
+def test_spike_sync_matrix():
+ check_dist_matrix(spk.spike_sync, spk.spike_sync_matrix)
+
+
+def test_regression_spiky():
+ # standard example
+ st1 = SpikeTrain(np.arange(100, 1201, 100), 1300)
+ st2 = SpikeTrain(np.arange(100, 1201, 110), 1300)
+
+ isi_dist = spk.isi_distance(st1, st2)
+ assert_almost_equal(isi_dist, 9.0909090909090939e-02, decimal=15)
+ isi_profile = spk.isi_profile(st1, st2)
+ assert_equal(isi_profile.y, 0.1/1.1 * np.ones_like(isi_profile.y))
+
+ spike_dist = spk.spike_distance(st1, st2)
+ assert_equal(spike_dist, 0.211058782487353908)
+
+ spike_sync = spk.spike_sync(st1, st2)
+ assert_equal(spike_sync, 8.6956521739130432e-01)
+
+ # multivariate check
+
+ spike_trains = spk.load_spike_trains_from_txt(
+ os.path.join(TEST_PATH, "PySpike_testdata.txt"), (0.0, 4000.0))
+ isi_dist = spk.isi_distance_multi(spike_trains)
+ # get the full precision from SPIKY
+ assert_almost_equal(isi_dist, 0.17051816816999129656, decimal=15)
+
+ spike_profile = spk.spike_profile_multi(spike_trains)
+ assert_equal(len(spike_profile.y1)+len(spike_profile.y2), 1252)
+
+ spike_dist = spk.spike_distance_multi(spike_trains)
+ # get the full precision from SPIKY
+ assert_almost_equal(spike_dist, 0.25188056475463755, decimal=15)
+
+ spike_sync = spk.spike_sync_multi(spike_trains)
+ # get the full precision from SPIKY
+ assert_equal(spike_sync, 0.7183531505298066)
+
+ # Eero's edge correction example
+ st1 = SpikeTrain([0.5, 1.5, 2.5], 6.0)
+ st2 = SpikeTrain([3.5, 4.5, 5.5], 6.0)
+
+ f = spk.spike_profile(st1, st2)
+
+ expected_times = np.array([0.0, 0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.0])
+ y_all = np.array([0.271604938271605, 0.271604938271605, 0.271604938271605,
+ 0.617283950617284, 0.617283950617284, 0.444444444444444,
+ 0.285714285714286, 0.285714285714286, 0.444444444444444,
+ 0.617283950617284, 0.617283950617284, 0.271604938271605,
+ 0.271604938271605, 0.271604938271605])
+ expected_y1 = y_all[::2]
+ expected_y2 = y_all[1::2]
+
+ assert_equal(f.x, expected_times)
+ assert_array_almost_equal(f.y1, expected_y1, decimal=14)
+ assert_array_almost_equal(f.y2, expected_y2, decimal=14)
+
+
+def test_multi_variate_subsets():
+ spike_trains = spk.load_spike_trains_from_txt(
+ os.path.join(TEST_PATH, "PySpike_testdata.txt"), (0.0, 4000.0))
+ sub_set = [1, 3, 5, 7]
+ spike_trains_sub_set = [spike_trains[i] for i in sub_set]
+
+ v1 = spk.isi_distance_multi(spike_trains_sub_set)
+ v2 = spk.isi_distance_multi(spike_trains, sub_set)
+ assert_equal(v1, v2)
+
+ v1 = spk.spike_distance_multi(spike_trains_sub_set)
+ v2 = spk.spike_distance_multi(spike_trains, sub_set)
+ assert_equal(v1, v2)
+
+ v1 = spk.spike_sync_multi(spike_trains_sub_set)
+ v2 = spk.spike_sync_multi(spike_trains, sub_set)
+ assert_equal(v1, v2)
+
+
+if __name__ == "__main__":
+ test_isi()
+ test_spike()
+ test_spike_sync()
+ test_multi_isi()
+ test_multi_spike()
+ test_multi_spike_sync()
+ test_isi_matrix()
+ test_spike_matrix()
+ test_spike_sync_matrix()
+ test_regression_spiky()
+ test_multi_variate_subsets()
diff --git a/test/test_empty.py b/test/test_empty.py
new file mode 100644
index 0000000..4d0a5cf
--- /dev/null
+++ b/test/test_empty.py
@@ -0,0 +1,163 @@
+""" test_empty.py
+
+Tests the distance measure for empty spike trains
+
+Copyright 2015, Mario Mulansky <mario.mulansky@gmx.net>
+
+Distributed under the BSD License
+
+"""
+
+from __future__ import print_function
+import numpy as np
+from numpy.testing import assert_equal, assert_almost_equal, \
+ assert_array_equal, assert_array_almost_equal
+
+import pyspike as spk
+from pyspike import SpikeTrain
+
+
+def test_get_non_empty():
+ st = SpikeTrain([], edges=(0.0, 1.0))
+ spikes = st.get_spikes_non_empty()
+ assert_array_equal(spikes, [0.0, 1.0])
+
+ st = SpikeTrain([0.5, ], edges=(0.0, 1.0))
+ spikes = st.get_spikes_non_empty()
+ # assert_array_equal(spikes, [0.0, 0.5, 1.0])
+ # spike trains with one spike don't get edge spikes anymore
+ assert_array_equal(spikes, [0.5, ])
+
+
+def test_isi_empty():
+ st1 = SpikeTrain([], edges=(0.0, 1.0))
+ st2 = SpikeTrain([], edges=(0.0, 1.0))
+ d = spk.isi_distance(st1, st2)
+ assert_equal(d, 0.0)
+ prof = spk.isi_profile(st1, st2)
+ assert_equal(d, prof.avrg())
+ assert_array_equal(prof.x, [0.0, 1.0])
+ assert_array_equal(prof.y, [0.0, ])
+
+ st1 = SpikeTrain([], edges=(0.0, 1.0))
+ st2 = SpikeTrain([0.4, ], edges=(0.0, 1.0))
+ d = spk.isi_distance(st1, st2)
+ assert_equal(d, 0.6*0.4+0.4*0.6)
+ prof = spk.isi_profile(st1, st2)
+ assert_equal(d, prof.avrg())
+ assert_array_equal(prof.x, [0.0, 0.4, 1.0])
+ assert_array_equal(prof.y, [0.6, 0.4])
+
+ st1 = SpikeTrain([0.6, ], edges=(0.0, 1.0))
+ st2 = SpikeTrain([0.4, ], edges=(0.0, 1.0))
+ d = spk.isi_distance(st1, st2)
+ assert_almost_equal(d, 0.2/0.6*0.4 + 0.0 + 0.2/0.6*0.4, decimal=15)
+ prof = spk.isi_profile(st1, st2)
+ assert_equal(d, prof.avrg())
+ assert_array_almost_equal(prof.x, [0.0, 0.4, 0.6, 1.0], decimal=15)
+ assert_array_almost_equal(prof.y, [0.2/0.6, 0.0, 0.2/0.6], decimal=15)
+
+
+def test_spike_empty():
+ st1 = SpikeTrain([], edges=(0.0, 1.0))
+ st2 = SpikeTrain([], edges=(0.0, 1.0))
+ d = spk.spike_distance(st1, st2)
+ assert_equal(d, 0.0)
+ prof = spk.spike_profile(st1, st2)
+ assert_equal(d, prof.avrg())
+ assert_array_equal(prof.x, [0.0, 1.0])
+ assert_array_equal(prof.y1, [0.0, ])
+ assert_array_equal(prof.y2, [0.0, ])
+
+ st1 = SpikeTrain([], edges=(0.0, 1.0))
+ st2 = SpikeTrain([0.4, ], edges=(0.0, 1.0))
+ d = spk.spike_distance(st1, st2)
+ d_expect = 2*0.4*0.4*1.0/(0.4+1.0)**2 + 2*0.6*0.4*1.0/(0.6+1.0)**2
+ assert_almost_equal(d, d_expect, decimal=15)
+ prof = spk.spike_profile(st1, st2)
+ assert_equal(d, prof.avrg())
+ assert_array_equal(prof.x, [0.0, 0.4, 1.0])
+ assert_array_almost_equal(prof.y1, [2*0.4*1.0/(0.4+1.0)**2,
+ 2*0.4*1.0/(0.6+1.0)**2],
+ decimal=15)
+ assert_array_almost_equal(prof.y2, [2*0.4*1.0/(0.4+1.0)**2,
+ 2*0.4*1.0/(0.6+1.0)**2],
+ decimal=15)
+
+ st1 = SpikeTrain([0.6, ], edges=(0.0, 1.0))
+ st2 = SpikeTrain([0.4, ], edges=(0.0, 1.0))
+ d = spk.spike_distance(st1, st2)
+ s1 = np.array([0.2, 0.2, 0.2, 0.2])
+ s2 = np.array([0.2, 0.2, 0.2, 0.2])
+ isi1 = np.array([0.6, 0.6, 0.4])
+ isi2 = np.array([0.4, 0.6, 0.6])
+ expected_y1 = (s1[:-1]*isi2+s2[:-1]*isi1) / (0.5*(isi1+isi2)**2)
+ expected_y2 = (s1[1:]*isi2+s2[1:]*isi1) / (0.5*(isi1+isi2)**2)
+ expected_times = np.array([0.0, 0.4, 0.6, 1.0])
+ expected_spike_val = sum((expected_times[1:] - expected_times[:-1]) *
+ (expected_y1+expected_y2)/2)
+ expected_spike_val /= (expected_times[-1]-expected_times[0])
+
+ assert_almost_equal(d, expected_spike_val, decimal=15)
+ prof = spk.spike_profile(st1, st2)
+ assert_equal(d, prof.avrg())
+ assert_array_almost_equal(prof.x, [0.0, 0.4, 0.6, 1.0], decimal=15)
+ assert_array_almost_equal(prof.y1, expected_y1, decimal=15)
+ assert_array_almost_equal(prof.y2, expected_y2, decimal=15)
+
+
+def test_spike_sync_empty():
+ st1 = SpikeTrain([], edges=(0.0, 1.0))
+ st2 = SpikeTrain([], edges=(0.0, 1.0))
+ d = spk.spike_sync(st1, st2)
+ assert_equal(d, 1.0)
+ prof = spk.spike_sync_profile(st1, st2)
+ assert_equal(d, prof.avrg())
+ assert_array_equal(prof.x, [0.0, 1.0])
+ assert_array_equal(prof.y, [1.0, 1.0])
+
+ st1 = SpikeTrain([], edges=(0.0, 1.0))
+ st2 = SpikeTrain([0.4, ], edges=(0.0, 1.0))
+ d = spk.spike_sync(st1, st2)
+ assert_equal(d, 0.0)
+ prof = spk.spike_sync_profile(st1, st2)
+ assert_equal(d, prof.avrg())
+ assert_array_equal(prof.x, [0.0, 0.4, 1.0])
+ assert_array_equal(prof.y, [0.0, 0.0, 0.0])
+
+ st1 = SpikeTrain([0.6, ], edges=(0.0, 1.0))
+ st2 = SpikeTrain([0.4, ], edges=(0.0, 1.0))
+ d = spk.spike_sync(st1, st2)
+ assert_almost_equal(d, 1.0, decimal=15)
+ prof = spk.spike_sync_profile(st1, st2)
+ assert_equal(d, prof.avrg())
+ assert_array_almost_equal(prof.x, [0.0, 0.4, 0.6, 1.0], decimal=15)
+ assert_array_almost_equal(prof.y, [1.0, 1.0, 1.0, 1.0], decimal=15)
+
+ st1 = SpikeTrain([0.2, ], edges=(0.0, 1.0))
+ st2 = SpikeTrain([0.8, ], edges=(0.0, 1.0))
+ d = spk.spike_sync(st1, st2)
+ assert_almost_equal(d, 0.0, decimal=15)
+ prof = spk.spike_sync_profile(st1, st2)
+ assert_equal(d, prof.avrg())
+ assert_array_almost_equal(prof.x, [0.0, 0.2, 0.8, 1.0], decimal=15)
+ assert_array_almost_equal(prof.y, [0.0, 0.0, 0.0, 0.0], decimal=15)
+
+ # test with empty intervals
+ st1 = SpikeTrain([2.0, 5.0], [0, 10.0])
+ st2 = SpikeTrain([2.1, 7.0], [0, 10.0])
+ st3 = SpikeTrain([5.1, 6.0], [0, 10.0])
+ res = spk.spike_sync_profile(st1, st2).avrg(interval=[3.0, 4.0])
+ assert_equal(res, 1.0)
+ res = spk.spike_sync(st1, st2, interval=[3.0, 4.0])
+ assert_equal(res, 1.0)
+
+ sync_matrix = spk.spike_sync_matrix([st1, st2, st3], interval=[3.0, 4.0])
+ assert_array_equal(sync_matrix, np.ones((3, 3)) - np.diag(np.ones(3)))
+
+
+if __name__ == "__main__":
+ test_get_non_empty()
+ test_isi_empty()
+ test_spike_empty()
+ test_spike_sync_empty()
diff --git a/test/test_function.py b/test/test_function.py
new file mode 100644
index 0000000..6c04839
--- /dev/null
+++ b/test/test_function.py
@@ -0,0 +1,344 @@
+""" test_function.py
+
+Tests the PieceWiseConst and PieceWiseLinear functions
+
+Copyright 2014, Mario Mulansky <mario.mulansky@gmx.net>
+
+Distributed under the BSD License
+"""
+
+from __future__ import print_function
+import numpy as np
+from copy import copy
+from nose.tools import raises
+from numpy.testing import assert_equal, assert_almost_equal, \
+ assert_array_equal, assert_array_almost_equal
+
+import pyspike as spk
+
+
+def test_pwc():
+ # some random data
+ x = [0.0, 1.0, 2.0, 2.5, 4.0]
+ y = [1.0, -0.5, 1.5, 0.75]
+ f = spk.PieceWiseConstFunc(x, y)
+
+ # function values
+ assert_equal(f(0.0), 1.0)
+ assert_equal(f(0.5), 1.0)
+ assert_equal(f(1.0), 0.25)
+ assert_equal(f(2.0), 0.5)
+ assert_equal(f(2.25), 1.5)
+ assert_equal(f(2.5), 2.25/2)
+ assert_equal(f(3.5), 0.75)
+ assert_equal(f(4.0), 0.75)
+
+ assert_array_equal(f([0.0, 0.5, 1.0, 2.0, 2.25, 2.5, 3.5, 4.0]),
+ [1.0, 1.0, 0.25, 0.5, 1.5, 2.25/2, 0.75, 0.75])
+
+ xp, yp = f.get_plottable_data()
+
+ xp_expected = [0.0, 1.0, 1.0, 2.0, 2.0, 2.5, 2.5, 4.0]
+ yp_expected = [1.0, 1.0, -0.5, -0.5, 1.5, 1.5, 0.75, 0.75]
+ assert_array_almost_equal(xp, xp_expected, decimal=16)
+ assert_array_almost_equal(yp, yp_expected, decimal=16)
+
+ assert_almost_equal(f.avrg(), (1.0-0.5+0.5*1.5+1.5*0.75)/4.0, decimal=16)
+
+ # interval averaging
+ a = f.avrg([0.5, 3.5])
+ assert_almost_equal(a, (0.5-0.5+0.5*1.5+1.0*0.75)/3.0, decimal=16)
+ a = f.avrg([1.5, 3.5])
+ assert_almost_equal(a, (-0.5*0.5+0.5*1.5+1.0*0.75)/2.0, decimal=16)
+ a = f.avrg([1.0, 2.0])
+ assert_almost_equal(a, (1.0*-0.5)/1.0, decimal=16)
+ a = f.avrg([1.0, 3.5])
+ assert_almost_equal(a, (-0.5*1.0+0.5*1.5+1.0*0.75)/2.5, decimal=16)
+ a = f.avrg([1.0, 4.0])
+ assert_almost_equal(a, (-0.5*1.0+0.5*1.5+1.5*0.75)/3.0, decimal=16)
+ a = f.avrg([0.0, 2.2])
+ assert_almost_equal(a, (1.0*1.0-0.5*1.0+0.2*1.5)/2.2, decimal=15)
+
+ # averaging over multiple intervals
+ a = f.avrg([(0.5, 1.5), (1.5, 3.5)])
+ assert_almost_equal(a, (0.5-0.5+0.5*1.5+1.0*0.75)/3.0, decimal=16)
+
+ # averaging over multiple intervals
+ a = f.avrg([(0.5, 1.5), (2.2, 3.5)])
+ assert_almost_equal(a, (0.5*1.0-0.5*0.5+0.3*1.5+1.0*0.75)/2.3, decimal=15)
+
+
+def test_pwc_add():
+ # some random data
+ x = [0.0, 1.0, 2.0, 2.5, 4.0]
+ y = [1.0, -0.5, 1.5, 0.75]
+ f = spk.PieceWiseConstFunc(x, y)
+
+ f1 = copy(f)
+ x = [0.0, 0.75, 2.0, 2.5, 2.7, 4.0]
+ y = [0.5, 1.0, -0.25, 0.0, 1.5]
+ f2 = spk.PieceWiseConstFunc(x, y)
+ f1.add(f2)
+ x_expected = [0.0, 0.75, 1.0, 2.0, 2.5, 2.7, 4.0]
+ y_expected = [1.5, 2.0, 0.5, 1.25, 0.75, 2.25]
+ assert_array_almost_equal(f1.x, x_expected, decimal=16)
+ assert_array_almost_equal(f1.y, y_expected, decimal=16)
+
+ f2.add(f)
+ assert_array_almost_equal(f2.x, x_expected, decimal=16)
+ assert_array_almost_equal(f2.y, y_expected, decimal=16)
+
+ f1.add(f2)
+ # same x, but y doubled
+ assert_array_almost_equal(f1.x, f2.x, decimal=16)
+ assert_array_almost_equal(f1.y, 2*f2.y, decimal=16)
+
+
+def test_pwc_mul():
+ x = [0.0, 1.0, 2.0, 2.5, 4.0]
+ y = [1.0, -0.5, 1.5, 0.75]
+ f = spk.PieceWiseConstFunc(x, y)
+
+ f.mul_scalar(1.5)
+ assert_array_almost_equal(f.x, x, decimal=16)
+ assert_array_almost_equal(f.y, 1.5*np.array(y), decimal=16)
+ f.mul_scalar(1.0/5.0)
+ assert_array_almost_equal(f.y, 1.5/5.0*np.array(y), decimal=16)
+
+
+def test_pwc_avrg():
+ # some random data
+ x = [0.0, 1.0, 2.0, 2.5, 4.0]
+ y = [1.0, -0.5, 1.5, 0.75]
+ f1 = spk.PieceWiseConstFunc(x, y)
+
+ x = [0.0, 0.75, 2.0, 2.5, 2.7, 4.0]
+ y = [0.5, 1.0, -0.25, 0.0, 1.5]
+ f2 = spk.PieceWiseConstFunc(x, y)
+
+ f1.add(f2)
+ f1.mul_scalar(0.5)
+ x_expected = [0.0, 0.75, 1.0, 2.0, 2.5, 2.7, 4.0]
+ y_expected = [0.75, 1.0, 0.25, 0.625, 0.375, 1.125]
+ assert_array_almost_equal(f1.x, x_expected, decimal=16)
+ assert_array_almost_equal(f1.y, y_expected, decimal=16)
+
+def test_pwc_integral():
+ # some random data
+ x = [0.0, 1.0, 2.0, 2.5, 4.0]
+ y = [1.0, -0.5, 1.5, 0.75]
+ f1 = spk.PieceWiseConstFunc(x, y)
+
+ # test full interval
+ full = 1.0*1.0 + 1.0*-0.5 + 0.5*1.5 + 1.5*0.75;
+ assert_equal(f1.integral(), full)
+ assert_equal(f1.integral((np.min(x),np.max(x))), full)
+ # test part interval, spanning an edge
+ assert_equal(f1.integral((0.5,1.5)), 0.5*1.0 + 0.5*-0.5)
+ # test part interval, just over two edges
+ assert_almost_equal(f1.integral((1.0-1e-16,2+1e-16)), 1.0*-0.5, decimal=14)
+ # test part interval, between two edges
+ assert_equal(f1.integral((1.0,2.0)), 1.0*-0.5)
+ assert_equal(f1.integral((1.2,1.7)), (1.7-1.2)*-0.5)
+ # test part interval, start to before and after edge
+ assert_equal(f1.integral((0.0,0.7)), 0.7*1.0)
+ assert_equal(f1.integral((0.0,1.1)), 1.0*1.0+0.1*-0.5)
+ # test part interval, before and after edge till end
+ assert_equal(f1.integral((2.6,4.0)), (4.0-2.6)*0.75)
+ assert_equal(f1.integral((2.4,4.0)), (2.5-2.4)*1.5+(4-2.5)*0.75)
+
+@raises(ValueError)
+def test_pwc_integral_bad_bounds_inv():
+ # some random data
+ x = [0.0, 1.0, 2.0, 2.5, 4.0]
+ y = [1.0, -0.5, 1.5, 0.75]
+ f1 = spk.PieceWiseConstFunc(x, y)
+ f1.integral((3,2))
+
+@raises(ValueError)
+def test_pwc_integral_bad_bounds_oob_1():
+ # some random data
+ x = [0.0, 1.0, 2.0, 2.5, 4.0]
+ y = [1.0, -0.5, 1.5, 0.75]
+ f1 = spk.PieceWiseConstFunc(x, y)
+ f1.integral((1,6))
+
+@raises(ValueError)
+def test_pwc_integral_bad_bounds_oob_2():
+ # some random data
+ x = [0.0, 1.0, 2.0, 2.5, 4.0]
+ y = [1.0, -0.5, 1.5, 0.75]
+ f1 = spk.PieceWiseConstFunc(x, y)
+ f1.integral((-1,3))
+
+def test_pwl():
+ x = [0.0, 1.0, 2.0, 2.5, 4.0]
+ y1 = [1.0, -0.5, 1.5, 0.75]
+ y2 = [1.5, -0.4, 1.5, 0.25]
+ f = spk.PieceWiseLinFunc(x, y1, y2)
+
+ # function values
+ assert_equal(f(0.0), 1.0)
+ assert_equal(f(0.5), 1.25)
+ assert_equal(f(1.0), 0.5)
+ assert_equal(f(2.0), 1.1/2)
+ assert_equal(f(2.25), 1.5)
+ assert_equal(f(2.5), 2.25/2)
+ assert_equal(f(3.5), 0.75-0.5*1.0/1.5)
+ assert_equal(f(4.0), 0.25)
+
+ assert_array_equal(f([0.0, 0.5, 1.0, 2.0, 2.25, 2.5, 3.5, 4.0]),
+ [1.0, 1.25, 0.5, 0.55, 1.5, 2.25/2, 0.75-0.5/1.5, 0.25])
+
+ xp, yp = f.get_plottable_data()
+
+ xp_expected = [0.0, 1.0, 1.0, 2.0, 2.0, 2.5, 2.5, 4.0]
+ yp_expected = [1.0, 1.5, -0.5, -0.4, 1.5, 1.5, 0.75, 0.25]
+ assert_array_almost_equal(xp, xp_expected, decimal=16)
+ assert_array_almost_equal(yp, yp_expected, decimal=16)
+
+ avrg_expected = (1.25 - 0.45 + 0.75 + 1.5*0.5) / 4.0
+ assert_almost_equal(f.avrg(), avrg_expected, decimal=16)
+
+ # interval averaging
+ a = f.avrg([0.5, 2.5])
+ assert_almost_equal(a, (1.375*0.5 - 0.45 + 0.75)/2.0, decimal=16)
+ a = f.avrg([1.5, 3.5])
+ assert_almost_equal(a, (-0.425*0.5 + 0.75 + (0.75+0.75-0.5/1.5)/2) / 2.0,
+ decimal=16)
+ a = f.avrg((1.0, 3.5))
+ assert_almost_equal(a, (-0.45 + 0.75 + (0.75+0.75-0.5/1.5)/2) / 2.5,
+ decimal=16)
+ a = f.avrg([1.0, 4.0])
+ assert_almost_equal(a, (-0.45 + 0.75 + 1.5*0.5) / 3.0, decimal=16)
+
+ # interval between support points
+ a = f.avrg([1.1, 1.5])
+ assert_almost_equal(a, (-0.5+0.1*0.1 - 0.45) * 0.5, decimal=14)
+
+ # starting at a support point
+ a = f.avrg([1.0, 1.5])
+ assert_almost_equal(a, (-0.5 - 0.45) * 0.5, decimal=14)
+
+ # start and end at support point
+ a = f.avrg([1.0, 2.0])
+ assert_almost_equal(a, (-0.5 - 0.4) * 0.5, decimal=14)
+
+ # averaging over multiple intervals
+ a = f.avrg([(0.5, 1.5), (1.5, 2.5)])
+ assert_almost_equal(a, (1.375*0.5 - 0.45 + 0.75)/2.0, decimal=16)
+
+
+def test_pwl_add():
+ x = [0.0, 1.0, 2.0, 2.5, 4.0]
+ y1 = [1.0, -0.5, 1.5, 0.75]
+ y2 = [1.5, -0.4, 1.5, 0.25]
+ f = spk.PieceWiseLinFunc(x, y1, y2)
+
+ f1 = copy(f)
+ x = [0.0, 0.75, 2.0, 2.5, 2.7, 4.0]
+ y1 = [0.5, 1.0, -0.25, 0.0, 1.5]
+ y2 = [0.8, 0.2, -1.0, 0.0, 2.0]
+ f2 = spk.PieceWiseLinFunc(x, y1, y2)
+ f1.add(f2)
+ x_expected = [0.0, 0.75, 1.0, 2.0, 2.5, 2.7, 4.0]
+ y1_expected = [1.5, 1.0+1.0+0.5*0.75, -0.5+1.0-0.8*0.25/1.25, 1.5-0.25,
+ 0.75, 1.5+0.75-0.5*0.2/1.5]
+ y2_expected = [0.8+1.0+0.5*0.75, 1.5+1.0-0.8*0.25/1.25, -0.4+0.2, 1.5-1.0,
+ 0.75-0.5*0.2/1.5, 2.25]
+ assert_array_almost_equal(f1.x, x_expected, decimal=16)
+ assert_array_almost_equal(f1.y1, y1_expected, decimal=16)
+ assert_array_almost_equal(f1.y2, y2_expected, decimal=16)
+
+ f2.add(f)
+ assert_array_almost_equal(f2.x, x_expected, decimal=16)
+ assert_array_almost_equal(f2.y1, y1_expected, decimal=16)
+ assert_array_almost_equal(f2.y2, y2_expected, decimal=16)
+
+ f1.add(f2)
+ # same x, but y doubled
+ assert_array_almost_equal(f1.x, f2.x, decimal=16)
+ assert_array_almost_equal(f1.y1, 2*f2.y1, decimal=16)
+ assert_array_almost_equal(f1.y2, 2*f2.y2, decimal=16)
+
+
+def test_pwl_mul():
+ x = [0.0, 1.0, 2.0, 2.5, 4.0]
+ y1 = [1.0, -0.5, 1.5, 0.75]
+ y2 = [1.5, -0.4, 1.5, 0.25]
+ f = spk.PieceWiseLinFunc(x, y1, y2)
+
+ f.mul_scalar(1.5)
+ assert_array_almost_equal(f.x, x, decimal=16)
+ assert_array_almost_equal(f.y1, 1.5*np.array(y1), decimal=16)
+ assert_array_almost_equal(f.y2, 1.5*np.array(y2), decimal=16)
+ f.mul_scalar(1.0/5.0)
+ assert_array_almost_equal(f.y1, 1.5/5.0*np.array(y1), decimal=16)
+ assert_array_almost_equal(f.y2, 1.5/5.0*np.array(y2), decimal=16)
+
+
+def test_pwl_avrg():
+ x = [0.0, 1.0, 2.0, 2.5, 4.0]
+ y1 = [1.0, -0.5, 1.5, 0.75]
+ y2 = [1.5, -0.4, 1.5, 0.25]
+ f1 = spk.PieceWiseLinFunc(x, y1, y2)
+
+ x = [0.0, 0.75, 2.0, 2.5, 2.7, 4.0]
+ y1 = [0.5, 1.0, -0.25, 0.0, 1.5]
+ y2 = [0.8, 0.2, -1.0, 0.0, 2.0]
+ f2 = spk.PieceWiseLinFunc(x, y1, y2)
+
+ x_expected = [0.0, 0.75, 1.0, 2.0, 2.5, 2.7, 4.0]
+ y1_expected = np.array([1.5, 1.0+1.0+0.5*0.75, -0.5+1.0-0.8*0.25/1.25,
+ 1.5-0.25, 0.75, 1.5+0.75-0.5*0.2/1.5]) / 2
+ y2_expected = np.array([0.8+1.0+0.5*0.75, 1.5+1.0-0.8*0.25/1.25, -0.4+0.2,
+ 1.5-1.0, 0.75-0.5*0.2/1.5, 2.25]) / 2
+
+ f1.add(f2)
+ f1.mul_scalar(0.5)
+
+ assert_array_almost_equal(f1.x, x_expected, decimal=16)
+ assert_array_almost_equal(f1.y1, y1_expected, decimal=16)
+ assert_array_almost_equal(f1.y2, y2_expected, decimal=16)
+
+
+def test_df():
+ # testing discrete function
+ x = [0.0, 1.0, 2.0, 2.5, 4.0]
+ y = [0.0, 1.0, 1.0, 0.0, 1.0]
+ mp = [1.0, 2.0, 1.0, 2.0, 1.0]
+ f = spk.DiscreteFunc(x, y, mp)
+ xp, yp = f.get_plottable_data()
+
+ xp_expected = [0.0, 1.0, 2.0, 2.5, 4.0]
+ yp_expected = [0.0, 0.5, 1.0, 0.0, 1.0]
+ assert_array_almost_equal(xp, xp_expected, decimal=16)
+ assert_array_almost_equal(yp, yp_expected, decimal=16)
+
+ assert_almost_equal(f.avrg(), 2.0/5.0, decimal=16)
+
+ # interval averaging
+ a = f.avrg([0.5, 2.4])
+ assert_almost_equal(a, 2.0/3.0, decimal=16)
+ a = f.avrg([1.5, 3.5])
+ assert_almost_equal(a, 1.0/3.0, decimal=16)
+ a = f.avrg((0.9, 3.5))
+ assert_almost_equal(a, 2.0/5.0, decimal=16)
+ a = f.avrg([1.1, 4.0])
+ assert_almost_equal(a, 1.0/3.0, decimal=16)
+
+ # averaging over multiple intervals
+ a = f.avrg([(0.5, 1.5), (1.5, 2.6)])
+ assert_almost_equal(a, 2.0/5.0, decimal=16)
+
+
+if __name__ == "__main__":
+ test_pwc()
+ test_pwc_add()
+ test_pwc_mul()
+ test_pwc_avrg()
+ test_pwl()
+ test_pwl_add()
+ test_pwl_mul()
+ test_pwl_avrg()
+ test_df()
diff --git a/test/test_generic_interfaces.py b/test/test_generic_interfaces.py
new file mode 100644
index 0000000..7f08067
--- /dev/null
+++ b/test/test_generic_interfaces.py
@@ -0,0 +1,105 @@
+""" test_generic_interface.py
+
+Tests the generic interfaces of the profile and distance functions
+
+Copyright 2016, Mario Mulansky <mario.mulansky@gmx.net>
+
+Distributed under the BSD License
+
+"""
+
+from __future__ import print_function
+from numpy.testing import assert_equal
+
+import pyspike as spk
+from pyspike import SpikeTrain
+
+
+class dist_from_prof:
+ """ Simple functor that turns profile function into distance function by
+ calling profile.avrg().
+ """
+ def __init__(self, prof_func):
+ self.prof_func = prof_func
+
+ def __call__(self, *args, **kwargs):
+ if "interval" in kwargs:
+ # forward interval arg into avrg function
+ interval = kwargs.pop("interval")
+ return self.prof_func(*args, **kwargs).avrg(interval=interval)
+ else:
+ return self.prof_func(*args, **kwargs).avrg()
+
+
+def check_func(dist_func):
+ """ generic checker that tests the given distance function.
+ """
+ # generate spike trains:
+ t1 = SpikeTrain([0.2, 0.4, 0.6, 0.7], 1.0)
+ t2 = SpikeTrain([0.3, 0.45, 0.8, 0.9, 0.95], 1.0)
+ t3 = SpikeTrain([0.2, 0.4, 0.6], 1.0)
+ t4 = SpikeTrain([0.1, 0.4, 0.5, 0.6], 1.0)
+ spike_trains = [t1, t2, t3, t4]
+
+ isi12 = dist_func(t1, t2)
+ isi12_ = dist_func([t1, t2])
+ assert_equal(isi12, isi12_)
+
+ isi12_ = dist_func(spike_trains, indices=[0, 1])
+ assert_equal(isi12, isi12_)
+
+ isi123 = dist_func(t1, t2, t3)
+ isi123_ = dist_func([t1, t2, t3])
+ assert_equal(isi123, isi123_)
+
+ isi123_ = dist_func(spike_trains, indices=[0, 1, 2])
+ assert_equal(isi123, isi123_)
+
+ # run the same test with an additional interval parameter
+
+ isi12 = dist_func(t1, t2, interval=[0.0, 0.5])
+ isi12_ = dist_func([t1, t2], interval=[0.0, 0.5])
+ assert_equal(isi12, isi12_)
+
+ isi12_ = dist_func(spike_trains, indices=[0, 1], interval=[0.0, 0.5])
+ assert_equal(isi12, isi12_)
+
+ isi123 = dist_func(t1, t2, t3, interval=[0.0, 0.5])
+ isi123_ = dist_func([t1, t2, t3], interval=[0.0, 0.5])
+ assert_equal(isi123, isi123_)
+
+ isi123_ = dist_func(spike_trains, indices=[0, 1, 2], interval=[0.0, 0.5])
+ assert_equal(isi123, isi123_)
+
+
+def test_isi_profile():
+ check_func(dist_from_prof(spk.isi_profile))
+
+
+def test_isi_distance():
+ check_func(spk.isi_distance)
+
+
+def test_spike_profile():
+ check_func(dist_from_prof(spk.spike_profile))
+
+
+def test_spike_distance():
+ check_func(spk.spike_distance)
+
+
+def test_spike_sync_profile():
+ check_func(dist_from_prof(spk.spike_sync_profile))
+
+
+def test_spike_sync():
+ check_func(spk.spike_sync)
+
+
+if __name__ == "__main__":
+ test_isi_profile()
+ test_isi_distance()
+ test_spike_profile()
+ test_spike_distance()
+ test_spike_sync_profile()
+ test_spike_sync()
diff --git a/test/test_regression/test_regression_15.py b/test/test_regression/test_regression_15.py
new file mode 100644
index 0000000..54adf23
--- /dev/null
+++ b/test/test_regression/test_regression_15.py
@@ -0,0 +1,81 @@
+""" test_regression_15.py
+
+Regression test for Issue #15
+
+Copyright 2015, Mario Mulansky <mario.mulansky@gmx.net>
+
+Distributed under the BSD License
+
+"""
+
+from __future__ import division
+
+import numpy as np
+from numpy.testing import assert_equal, assert_almost_equal, \
+ assert_array_almost_equal
+
+import pyspike as spk
+
+import os
+TEST_PATH = os.path.dirname(os.path.realpath(__file__))
+TEST_DATA = os.path.join(TEST_PATH, "..", "SPIKE_Sync_Test.txt")
+
+
+def test_regression_15_isi():
+ # load spike trains
+ spike_trains = spk.load_spike_trains_from_txt(TEST_DATA, edges=[0, 4000])
+
+ N = len(spike_trains)
+
+ dist_mat = spk.isi_distance_matrix(spike_trains)
+ assert_equal(dist_mat.shape, (N, N))
+
+ ind = np.arange(N//2)
+ dist_mat = spk.isi_distance_matrix(spike_trains, ind)
+ assert_equal(dist_mat.shape, (N//2, N//2))
+
+ ind = np.arange(N//2, N)
+ dist_mat = spk.isi_distance_matrix(spike_trains, ind)
+ assert_equal(dist_mat.shape, (N//2, N//2))
+
+
+def test_regression_15_spike():
+ # load spike trains
+ spike_trains = spk.load_spike_trains_from_txt(TEST_DATA, edges=[0, 4000])
+
+ N = len(spike_trains)
+
+ dist_mat = spk.spike_distance_matrix(spike_trains)
+ assert_equal(dist_mat.shape, (N, N))
+
+ ind = np.arange(N//2)
+ dist_mat = spk.spike_distance_matrix(spike_trains, ind)
+ assert_equal(dist_mat.shape, (N//2, N//2))
+
+ ind = np.arange(N//2, N)
+ dist_mat = spk.spike_distance_matrix(spike_trains, ind)
+ assert_equal(dist_mat.shape, (N//2, N//2))
+
+
+def test_regression_15_sync():
+ # load spike trains
+ spike_trains = spk.load_spike_trains_from_txt(TEST_DATA, edges=[0, 4000])
+
+ N = len(spike_trains)
+
+ dist_mat = spk.spike_sync_matrix(spike_trains)
+ assert_equal(dist_mat.shape, (N, N))
+
+ ind = np.arange(N//2)
+ dist_mat = spk.spike_sync_matrix(spike_trains, ind)
+ assert_equal(dist_mat.shape, (N//2, N//2))
+
+ ind = np.arange(N//2, N)
+ dist_mat = spk.spike_sync_matrix(spike_trains, ind)
+ assert_equal(dist_mat.shape, (N//2, N//2))
+
+
+if __name__ == "__main__":
+ test_regression_15_isi()
+ test_regression_15_spike()
+ test_regression_15_sync()
diff --git a/test/test_save_load.py b/test/test_save_load.py
new file mode 100644
index 0000000..33249b3
--- /dev/null
+++ b/test/test_save_load.py
@@ -0,0 +1,42 @@
+""" test_save_load.py
+
+Tests saving and loading of spike trains
+
+Copyright 2016, Mario Mulansky <mario.mulansky@gmx.net>
+
+Distributed under the BSD License
+
+"""
+
+from __future__ import print_function
+from numpy.testing import assert_array_equal
+
+import tempfile
+import os.path
+
+import pyspike as spk
+
+
+def test_save_load():
+ file_name = os.path.join(tempfile.mkdtemp(prefix='pyspike_'),
+ "save_load.txt")
+
+ N = 10
+ # generate some spike trains
+ spike_trains = []
+ for n in range(N):
+ spike_trains.append(spk.generate_poisson_spikes(1.0, [0, 100]))
+
+ # save them into txt file
+ spk.save_spike_trains_to_txt(spike_trains, file_name, precision=17)
+
+ # load again
+ spike_trains_loaded = spk.load_spike_trains_from_txt(file_name, [0, 100])
+
+ for n in range(N):
+ assert_array_equal(spike_trains[n].spikes,
+ spike_trains_loaded[n].spikes)
+
+
+if __name__ == "__main__":
+ test_save_load()
diff --git a/test/test_spikes.py b/test/test_spikes.py
new file mode 100644
index 0000000..ee505b5
--- /dev/null
+++ b/test/test_spikes.py
@@ -0,0 +1,101 @@
+""" test_load.py
+
+Test loading of spike trains from text files
+
+Copyright 2014, Mario Mulansky <mario.mulansky@gmx.net>
+
+Distributed under the BSD License
+"""
+
+from __future__ import print_function
+import numpy as np
+from numpy.testing import assert_equal
+
+import pyspike as spk
+
+import os
+TEST_PATH = os.path.dirname(os.path.realpath(__file__))
+TEST_DATA = os.path.join(TEST_PATH, "PySpike_testdata.txt")
+
+TIME_SERIES_DATA = os.path.join(TEST_PATH, "time_series.txt")
+TIME_SERIES_SPIKES = os.path.join(TEST_PATH, "time_series_spike_trains.txt")
+
+
+def test_load_from_txt():
+ spike_trains = spk.load_spike_trains_from_txt(TEST_DATA, edges=(0, 4000))
+ assert len(spike_trains) == 40
+
+ # check the first spike train
+ spike_times = [64.886, 305.81, 696, 937.77, 1059.7, 1322.2, 1576.1,
+ 1808.1, 2121.5, 2381.1, 2728.6, 2966.9, 3223.7, 3473.7,
+ 3644.3, 3936.3]
+ assert_equal(spike_times, spike_trains[0].spikes)
+
+ # check auxiliary spikes
+ for spike_train in spike_trains:
+ assert spike_train.t_start == 0.0
+ assert spike_train.t_end == 4000
+
+
+def test_load_time_series():
+ spike_trains = spk.import_spike_trains_from_time_series(TIME_SERIES_DATA,
+ start_time=0,
+ time_bin=1)
+ assert len(spike_trains) == 40
+ spike_trains_check = spk.load_spike_trains_from_txt(TIME_SERIES_SPIKES,
+ edges=(0, 4000))
+
+ # check spike trains
+ for n in range(len(spike_trains)):
+ assert_equal(spike_trains[n].spikes, spike_trains_check[n].spikes)
+ assert_equal(spike_trains[n].t_start, 0)
+ assert_equal(spike_trains[n].t_end, 4000)
+
+
+def check_merged_spikes(merged_spikes, spike_trains):
+ # create a flat array with all spike events
+ all_spikes = np.array([])
+ for spike_train in spike_trains:
+ all_spikes = np.append(all_spikes, spike_train)
+ indices = np.zeros_like(all_spikes, dtype='bool')
+ # check if we find all the spike events in the original spike trains
+ for x in merged_spikes:
+ i = np.where(all_spikes == x)[0][0] # first axis and first entry
+ # change to something impossible so we dont find this event again
+ all_spikes[i] = -1.0
+ indices[i] = True
+ assert indices.all()
+
+
+def test_merge_spike_trains():
+ # first load the data
+ spike_trains = spk.load_spike_trains_from_txt(TEST_DATA, edges=(0, 4000))
+
+ merged_spikes = spk.merge_spike_trains([spike_trains[0], spike_trains[1]])
+ # test if result is sorted
+ assert((merged_spikes.spikes == np.sort(merged_spikes.spikes)).all())
+ # check merging
+ check_merged_spikes(merged_spikes.spikes, [spike_trains[0].spikes,
+ spike_trains[1].spikes])
+
+ merged_spikes = spk.merge_spike_trains(spike_trains)
+ # test if result is sorted
+ assert((merged_spikes.spikes == np.sort(merged_spikes.spikes)).all())
+ # check merging
+ check_merged_spikes(merged_spikes.spikes,
+ [st.spikes for st in spike_trains])
+
+def test_merge_empty_spike_trains():
+ # first load the data
+ spike_trains = spk.load_spike_trains_from_txt(TEST_DATA, edges=(0, 4000))
+ # take two non-empty trains, and one empty one
+ empty = spk.SpikeTrain([],[spike_trains[0].t_start,spike_trains[0].t_end])
+ merged_spikes = spk.merge_spike_trains([spike_trains[0], empty, spike_trains[1]])
+ # test if result is sorted
+ assert((merged_spikes.spikes == np.sort(merged_spikes.spikes)).all())
+ # we don't need to check more, that's done by test_merge_spike_trains
+
+
+if __name__ == "main":
+ test_load_from_txt()
+ test_merge_spike_trains()
diff --git a/test/test_sync_filter.py b/test/test_sync_filter.py
new file mode 100644
index 0000000..e259903
--- /dev/null
+++ b/test/test_sync_filter.py
@@ -0,0 +1,95 @@
+""" test_sync_filter.py
+
+Tests the spike sync based filtering
+
+Copyright 2015, Mario Mulansky <mario.mulansky@gmx.net>
+
+Distributed under the BSD License
+
+"""
+
+from __future__ import print_function
+import numpy as np
+from numpy.testing import assert_equal, assert_almost_equal, \
+ assert_array_almost_equal
+
+import pyspike as spk
+from pyspike import SpikeTrain
+
+
+def test_single_prof():
+ st1 = np.array([1.0, 2.0, 3.0, 4.0])
+ st2 = np.array([1.1, 2.1, 3.8])
+ st3 = np.array([0.9, 3.1, 4.1])
+
+ # cython implementation
+ try:
+ from pyspike.cython.cython_profiles import \
+ coincidence_single_profile_cython as coincidence_impl
+ except ImportError:
+ from pyspike.cython.python_backend import \
+ coincidence_single_python as coincidence_impl
+
+ sync_prof = spk.spike_sync_profile(SpikeTrain(st1, 5.0),
+ SpikeTrain(st2, 5.0))
+
+ coincidences = np.array(coincidence_impl(st1, st2, 0, 5.0, 0.0))
+ print(coincidences)
+ for i, t in enumerate(st1):
+ assert_equal(coincidences[i], sync_prof.y[sync_prof.x == t],
+ "At index %d" % i)
+
+ coincidences = np.array(coincidence_impl(st2, st1, 0, 5.0, 0.0))
+ for i, t in enumerate(st2):
+ assert_equal(coincidences[i], sync_prof.y[sync_prof.x == t],
+ "At index %d" % i)
+
+ sync_prof = spk.spike_sync_profile(SpikeTrain(st1, 5.0),
+ SpikeTrain(st3, 5.0))
+
+ coincidences = np.array(coincidence_impl(st1, st3, 0, 5.0, 0.0))
+ for i, t in enumerate(st1):
+ assert_equal(coincidences[i], sync_prof.y[sync_prof.x == t],
+ "At index %d" % i)
+
+ st1 = np.array([1.0, 2.0, 3.0, 4.0])
+ st2 = np.array([1.0, 2.0, 4.0])
+
+ sync_prof = spk.spike_sync_profile(SpikeTrain(st1, 5.0),
+ SpikeTrain(st2, 5.0))
+
+ coincidences = np.array(coincidence_impl(st1, st2, 0, 5.0, 0.0))
+ for i, t in enumerate(st1):
+ expected = sync_prof.y[sync_prof.x == t]/sync_prof.mp[sync_prof.x == t]
+ assert_equal(coincidences[i], expected,
+ "At index %d" % i)
+
+
+def test_filter():
+ st1 = SpikeTrain(np.array([1.0, 2.0, 3.0, 4.0]), 5.0)
+ st2 = SpikeTrain(np.array([1.1, 2.1, 3.8]), 5.0)
+ st3 = SpikeTrain(np.array([0.9, 3.1, 4.1]), 5.0)
+
+ # filtered_spike_trains = spk.filter_by_spike_sync([st1, st2], 0.5)
+
+ # assert_equal(filtered_spike_trains[0].spikes, [1.0, 2.0, 4.0])
+ # assert_equal(filtered_spike_trains[1].spikes, [1.1, 2.1, 3.8])
+
+ # filtered_spike_trains = spk.filter_by_spike_sync([st2, st1], 0.5)
+
+ # assert_equal(filtered_spike_trains[0].spikes, [1.1, 2.1, 3.8])
+ # assert_equal(filtered_spike_trains[1].spikes, [1.0, 2.0, 4.0])
+
+ filtered_spike_trains = spk.filter_by_spike_sync([st1, st2, st3], 0.75)
+
+ for st in filtered_spike_trains:
+ print(st.spikes)
+
+ assert_equal(filtered_spike_trains[0].spikes, [1.0, 4.0])
+ assert_equal(filtered_spike_trains[1].spikes, [1.1, 3.8])
+ assert_equal(filtered_spike_trains[2].spikes, [0.9, 4.1])
+
+
+if __name__ == "main":
+ test_single_prof()
+ test_filter()
diff --git a/test/time_series.txt b/test/time_series.txt
new file mode 100644
index 0000000..0116c97
--- /dev/null
+++ b/test/time_series.txt
@@ -0,0 +1,80 @@
+0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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generated by cgit v1.2.3 (git 2.39.1) at 2024-04-27 06:07:22 +0000