diff options
| -rw-r--r-- | .travis.yml | 5 | ||||
| -rw-r--r-- | Changelog | 6 | ||||
| -rw-r--r-- | Readme.rst | 17 | ||||
| -rw-r--r-- | doc/conf.py | 4 | ||||
| -rw-r--r-- | pyspike/__init__.py | 9 | ||||
| -rw-r--r-- | pyspike/spikes.py | 47 | ||||
| -rw-r--r-- | setup.py | 30 | ||||
| -rw-r--r-- | test/test_spikes.py | 29 | ||||
| -rw-r--r-- | test/time_series.txt | 80 | ||||
| -rw-r--r-- | test/time_series_spike_trains.txt | 80 |
10 files changed, 273 insertions, 34 deletions
diff --git a/.travis.yml b/.travis.yml index d23d865..2877331 100644 --- a/.travis.yml +++ b/.travis.yml @@ -1,10 +1,9 @@ language: python python: - - "2.6" - "2.7" - - "3.3" - "3.4" - "3.5" + - "3.6" env: - CYTHON_INSTALL="pip install -q cython" - CYTHON_INSTALL="" @@ -20,4 +19,4 @@ install: script: - python setup.py build_ext --inplace - nosetests - - nosetests test/numeric + - travis_wait 30 nosetests test/numeric @@ -1,3 +1,9 @@ +PySpike v0.5: + * First beta release + * Python 2.6 support removed + * Python 3.6 support added + * several bugfixes + PySpike v0.4: * Python 3 support (thanks to Igor Gnatenko) * list interface to SpikeTrain class @@ -7,7 +7,7 @@ PySpike :target: https://travis-ci.org/mariomulansky/PySpike PySpike is a Python library for the numerical analysis of spike train similarity. -Its core functionality is the implementation of the ISI_ and SPIKE_ distance [#]_ [#]_ as well as SPIKE-Synchronization_ [#]_. +Its core functionality is the implementation of the ISI_\-distance [#]_ and SPIKE_\-distance [#]_ as well as SPIKE-Synchronization_ [#]_. It provides functions to compute multivariate profiles, distance matrices, as well as averaging and general spike train processing. All computation intensive parts are implemented in C via cython_ to reach a competitive performance (factor 100-200 over plain Python). @@ -15,11 +15,18 @@ PySpike provides the same fundamental functionality as the SPIKY_ framework for All source codes are available on `Github <https://github.com/mariomulansky/PySpike>`_ and are published under the BSD_License_. +Citing PySpike +---------------------------- +If you use PySpike in your research, please cite our SoftwareX publication on PySpike: + Mario Mulansky, Thomas Kreuz, *PySpike - A Python library for analyzing spike train synchrony*, SoftwareX, (2016), ISSN 2352-7110, http://dx.doi.org/10.1016/j.softx.2016.07.006. + +Additionally, depending on the used methods: ISI-distance [1], SPIKE-distance [2] or SPIKE-Synchronization [3], please cite one or more of the following publications: + .. [#] Kreuz T, Haas JS, Morelli A, Abarbanel HDI, Politi A, *Measuring spike train synchrony.* J Neurosci Methods 165, 151 (2007) `[pdf] <http://wwwold.fi.isc.cnr.it/users/thomas.kreuz/images/Kreuz_JNeurosciMethods_2007_Spike-Train-Synchrony.pdf>`_ .. [#] Kreuz T, Chicharro D, Houghton C, Andrzejak RG, Mormann F, *Monitoring spike train synchrony.* J Neurophysiol 109, 1457 (2013) `[pdf] <http://wwwold.fi.isc.cnr.it/users/thomas.kreuz/images/Kreuz_JNeurophysiol_2013_SPIKE-distance.pdf>`_ -.. [#] Kreuz T, Mulansky M and Bozanic N, *SPIKY: A graphical user interface for monitoring spike train synchrony*, J Neurophysiol, in press (2015) +.. [#] Kreuz T, Mulansky M and Bozanic N, *SPIKY: A graphical user interface for monitoring spike train synchrony*, J Neurophysiol, JNeurophysiol 113, 3432 (2015) Important Changelog ----------------------------- @@ -31,6 +38,12 @@ This is a breaking change in the function interfaces. Hence, programs written for older versions of PySpike (0.1.x) will not run with newer versions. +Upcoming Functionality +------------------------- + +In an upcoming release, new functionality for analyzing Synfire patterns based on the new measures SPIKE-Order and Spike-Train-Order method will become part of the PySpike library. +The new measures and algorithms are described in `this preprint <https://arxiv.org/abs/1610.07986>`_. + Requirements and Installation ----------------------------- diff --git a/doc/conf.py b/doc/conf.py index 807dec6..25aa9c9 100644 --- a/doc/conf.py +++ b/doc/conf.py @@ -57,7 +57,7 @@ master_doc = 'index' # General information about the project. project = u'PySpike' -copyright = u'2014-2015, Mario Mulansky' +copyright = u'2014-2017, Mario Mulansky' # The version info for the project you're documenting, acts as replacement for # |version| and |release|, also used in various other places throughout the @@ -66,7 +66,7 @@ copyright = u'2014-2015, Mario Mulansky' # The short X.Y version. version = '0.5' # The full version, including alpha/beta/rc tags. -release = '0.5.1' +release = '0.5.3' # The language for content autogenerated by Sphinx. Refer to documentation # for a list of supported languages. diff --git a/pyspike/__init__.py b/pyspike/__init__.py index 25e13eb..3cf416f 100644 --- a/pyspike/__init__.py +++ b/pyspike/__init__.py @@ -25,7 +25,14 @@ from .spike_sync import spike_sync_profile, spike_sync,\ from .psth import psth from .spikes import load_spike_trains_from_txt, save_spike_trains_to_txt, \ - spike_train_from_string, merge_spike_trains, generate_poisson_spikes + spike_train_from_string, import_spike_trains_from_time_series, \ + merge_spike_trains, generate_poisson_spikes + +from .spike_directionality import spike_directionality, \ + spike_directionality_profiles, spike_directionality_matrix, \ + spike_train_order_profile, spike_train_order, \ + spike_train_order_profile_multi, optimal_spike_train_order_from_matrix, \ + optimal_spike_train_order, permutate_matrix from .spike_directionality import spike_directionality, \ spike_directionality_profiles, spike_directionality_matrix, \ diff --git a/pyspike/spikes.py b/pyspike/spikes.py index ab6d4c4..cf47043 100644 --- a/pyspike/spikes.py +++ b/pyspike/spikes.py @@ -62,6 +62,31 @@ def load_spike_trains_from_txt(file_name, edges, return spike_trains +def import_spike_trains_from_time_series(file_name, start_time, time_bin, + separator=None, comment='#'): + """ Imports spike trains from time series consisting of 0 and 1 denoting + the absence or presence of a spike. Each line in the data file represents + one spike train. + + :param file_name: The name of the data file containing the time series. + :param edges: A pair (T_start, T_end) of values representing the + start and end time of the spike train measurement + or a single value representing the end time, the + T_start is then assuemd as 0. + :param separator: The character used to seprate the values in the text file + :param comment: Lines starting with this character are ignored. + + """ + data = np.loadtxt(file_name, comments=comment, delimiter=separator) + time_points = start_time + time_bin + np.arange(len(data[0, :]))*time_bin + spike_trains = [] + for time_series in data: + spike_trains.append(SpikeTrain(time_points[time_series > 0], + edges=[start_time, + time_points[-1]])) + return spike_trains + + ############################################################ # save_spike_trains_to_txt ############################################################ @@ -91,24 +116,10 @@ def merge_spike_trains(spike_trains): :param spike_trains: list of :class:`.SpikeTrain` :returns: spike train with the merged spike times """ - # get the lengths of the spike trains - lens = np.array([len(st.spikes) for st in spike_trains]) - merged_spikes = np.empty(np.sum(lens)) - index = 0 # the index for merged_spikes - indices = np.zeros_like(lens) # indices of the spike trains - index_list = np.arange(len(indices)) # indices of indices of spike trains - # that have not yet reached the end - # list of the possible events in the spike trains - vals = [spike_trains[i].spikes[indices[i]] for i in index_list] - while len(index_list) > 0: - i = np.argmin(vals) # the next spike is the minimum - merged_spikes[index] = vals[i] # put it to the merged spike train - i = index_list[i] - index += 1 # next index of merged spike train - indices[i] += 1 # next index for the chosen spike train - if indices[i] >= lens[i]: # remove spike train index if ended - index_list = index_list[index_list != i] - vals = [spike_trains[n].spikes[indices[n]] for n in index_list] + # concatenating and sorting with numpy is fast, it also means we can handle + # empty spike trains + merged_spikes = np.concatenate([st.spikes for st in spike_trains]) + merged_spikes.sort() return SpikeTrain(merged_spikes, [spike_trains[0].t_start, spike_trains[0].t_end]) @@ -4,7 +4,7 @@ to compile cython files: python setup.py build_ext --inplace -Copyright 2014-2016, Mario Mulansky <mario.mulansky@gmx.net> +Copyright 2014-2017, Mario Mulansky <mario.mulansky@gmx.net> Distributed under the BSD License @@ -12,7 +12,6 @@ Distributed under the BSD License from setuptools import setup, find_packages from distutils.extension import Extension import os.path -import numpy try: from Cython.Distutils import build_ext @@ -21,6 +20,14 @@ except ImportError: else: use_cython = True + +class numpy_include(object): + """Defers import of numpy until install_requires is through""" + def __str__(self): + import numpy + return numpy.get_include() + + if os.path.isfile("pyspike/cython/cython_add.c") and \ os.path.isfile("pyspike/cython/cython_profiles.c") and \ os.path.isfile("pyspike/cython/cython_distances.c") and \ @@ -65,14 +72,14 @@ elif use_c: # c files are there, compile to binaries setup( name='pyspike', packages=find_packages(exclude=['doc']), - version='0.5.1', + version='0.5.3', cmdclass=cmdclass, ext_modules=ext_modules, - include_dirs=[numpy.get_include()], + include_dirs=[numpy_include()], description='A Python library for the numerical analysis of spike\ train similarity', author='Mario Mulansky', - author_email='mario.mulanskygmx.net', + author_email='mario.mulansky@gmx.net', license='BSD', url='https://github.com/mariomulansky/PySpike', install_requires=['numpy'], @@ -82,7 +89,7 @@ train similarity', # 3 - Alpha # 4 - Beta # 5 - Production/Stable - 'Development Status :: 3 - Alpha', + 'Development Status :: 4 - Beta', # Indicate who your project is intended for 'Intended Audience :: Science/Research', @@ -92,11 +99,18 @@ train similarity', 'License :: OSI Approved :: BSD License', 'Programming Language :: Python :: 2', - 'Programming Language :: Python :: 2.6', 'Programming Language :: Python :: 2.7', 'Programming Language :: Python :: 3', 'Programming Language :: Python :: 3.3', 'Programming Language :: Python :: 3.4', 'Programming Language :: Python :: 3.5', - ] + 'Programming Language :: Python :: 3.6' + ], + package_data={ + 'pyspike': ['cython/cython_add.c', 'cython/cython_profiles.c', + 'cython/cython_distances.c', + 'cython/cython_directionality.c', + 'cython/cython_simulated_annealing.c'], + 'test': ['Spike_testdata.txt'] + } ) diff --git a/test/test_spikes.py b/test/test_spikes.py index 609a819..ee505b5 100644 --- a/test/test_spikes.py +++ b/test/test_spikes.py @@ -17,6 +17,10 @@ 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 @@ -33,6 +37,21 @@ def test_load_from_txt(): 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([]) @@ -66,6 +85,16 @@ def test_merge_spike_trains(): 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() 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 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