/usr/lib/python2.7/dist-packages/neo/test/iotest/test_klustakwikio.py is in python-neo 0.3.3-2.
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"""
Tests of neo.io.klustakwikio
"""
# needed for python 3 compatibility
from __future__ import absolute_import
import glob
import os.path
import sys
import tempfile
try:
import unittest2 as unittest
except ImportError:
import unittest
import numpy as np
import quantities as pq
import neo
from neo.test.iotest.common_io_test import BaseTestIO
from neo.test.tools import assert_arrays_almost_equal
from neo.io.klustakwikio import KlustaKwikIO, HAVE_MLAB
@unittest.skipUnless(HAVE_MLAB, "requires matplotlib")
@unittest.skipIf(sys.version_info[0] > 2, "not Python 3 compatible")
class testFilenameParser(unittest.TestCase):
"""Tests that filenames can be loaded with or without basename.
The test directory contains two basenames and some decoy files with
malformed group numbers."""
def setUp(self):
self.dirname = os.path.join(tempfile.gettempdir(),
'files_for_testing_neo',
'klustakwik/test1')
if not os.path.exists(self.dirname):
raise unittest.SkipTest('data directory does not exist: ' +
self.dirname)
def test1(self):
"""Tests that files can be loaded by basename"""
kio = KlustaKwikIO(filename=os.path.join(self.dirname, 'basename'))
if not BaseTestIO.use_network:
raise unittest.SkipTest("Requires download of data from the web")
fetfiles = kio._fp.read_filenames('fet')
self.assertEqual(len(fetfiles), 2)
self.assertEqual(os.path.abspath(fetfiles[0]),
os.path.abspath(os.path.join(self.dirname,
'basename.fet.0')))
self.assertEqual(os.path.abspath(fetfiles[1]),
os.path.abspath(os.path.join(self.dirname,
'basename.fet.1')))
def test2(self):
"""Tests that files are loaded even without basename"""
pass
# this test is in flux, should probably have it default to
# basename = os.path.split(dirname)[1] when dirname is a directory
#~ dirname = os.path.normpath('./files_for_tests/klustakwik/test1')
#~ kio = KlustaKwikIO(filename=dirname)
#~ fetfiles = kio._fp.read_filenames('fet')
#~ # It will just choose one of the two basenames, depending on which
#~ # is first, so just assert that it did something without error.
#~ self.assertNotEqual(len(fetfiles), 0)
def test3(self):
"""Tests that files can be loaded by basename2"""
kio = KlustaKwikIO(filename=os.path.join(self.dirname, 'basename2'))
if not BaseTestIO.use_network:
raise unittest.SkipTest("Requires download of data from the web")
clufiles = kio._fp.read_filenames('clu')
self.assertEqual(len(clufiles), 1)
self.assertEqual(os.path.abspath(clufiles[1]),
os.path.abspath(os.path.join(self.dirname,
'basename2.clu.1')))
@unittest.skipUnless(HAVE_MLAB, "requires matplotlib")
@unittest.skipIf(sys.version_info[0] > 2, "not Python 3 compatible")
class testRead(unittest.TestCase):
"""Tests that data can be read from KlustaKwik files"""
def setUp(self):
self.dirname = os.path.join(tempfile.gettempdir(),
'files_for_testing_neo',
'klustakwik/test2')
if not os.path.exists(self.dirname):
raise unittest.SkipTest('data directory does not exist: ' +
self.dirname)
def test1(self):
"""Tests that data and metadata are read correctly"""
kio = KlustaKwikIO(filename=os.path.join(self.dirname, 'base'),
sampling_rate=1000.)
block = kio.read()[0]
seg = block.segments[0]
self.assertEqual(len(seg.spiketrains), 4)
for st in seg.spiketrains:
self.assertEqual(st.units, np.array(1.0) * pq.s)
self.assertEqual(st.t_start, 0.0)
self.assertEqual(seg.spiketrains[0].name, 'unit 1 from group 0')
self.assertEqual(seg.spiketrains[0].annotations['cluster'], 1)
self.assertEqual(seg.spiketrains[0].annotations['group'], 0)
self.assertTrue(np.all(seg.spiketrains[0].times == np.array([.100,
.200])))
self.assertEqual(seg.spiketrains[1].name, 'unit 2 from group 0')
self.assertEqual(seg.spiketrains[1].annotations['cluster'], 2)
self.assertEqual(seg.spiketrains[1].annotations['group'], 0)
self.assertEqual(seg.spiketrains[1].t_start, 0.0)
self.assertTrue(np.all(seg.spiketrains[1].times == np.array([.305])))
self.assertEqual(seg.spiketrains[2].name, 'unit -1 from group 1')
self.assertEqual(seg.spiketrains[2].annotations['cluster'], -1)
self.assertEqual(seg.spiketrains[2].annotations['group'], 1)
self.assertEqual(seg.spiketrains[2].t_start, 0.0)
self.assertTrue(np.all(seg.spiketrains[2].times == np.array([.253])))
self.assertEqual(seg.spiketrains[3].name, 'unit 2 from group 1')
self.assertEqual(seg.spiketrains[3].annotations['cluster'], 2)
self.assertEqual(seg.spiketrains[3].annotations['group'], 1)
self.assertEqual(seg.spiketrains[3].t_start, 0.0)
self.assertTrue(np.all(seg.spiketrains[3].times == np.array([.050,
.152])))
def test2(self):
"""Checks that cluster id autosets to 0 without clu file"""
kio = KlustaKwikIO(filename=os.path.join(self.dirname, 'base2'),
sampling_rate=1000.)
block = kio.read()[0]
seg = block.segments[0]
self.assertEqual(len(seg.spiketrains), 1)
self.assertEqual(seg.spiketrains[0].name, 'unit 0 from group 5')
self.assertEqual(seg.spiketrains[0].annotations['cluster'], 0)
self.assertEqual(seg.spiketrains[0].annotations['group'], 5)
self.assertEqual(seg.spiketrains[0].t_start, 0.0)
self.assertTrue(np.all(seg.spiketrains[0].times == np.array([0.026,
0.122,
0.228])))
@unittest.skipUnless(HAVE_MLAB, "requires matplotlib")
@unittest.skipIf(sys.version_info[0] > 2, "not Python 3 compatible")
class testWrite(unittest.TestCase):
def setUp(self):
self.dirname = os.path.join(tempfile.gettempdir(),
'files_for_testing_neo',
'klustakwik/test3')
if not os.path.exists(self.dirname):
raise unittest.SkipTest('data directory does not exist: ' +
self.dirname)
def test1(self):
"""Create clu and fet files based on spiketrains in a block.
Checks that
Files are created
Converted to samples correctly
Missing sampling rate are taken from IO reader default
Spiketrains without cluster info are assigned to cluster 0
Spiketrains across segments are concatenated
"""
block = neo.Block()
segment = neo.Segment()
segment2 = neo.Segment()
block.segments.append(segment)
block.segments.append(segment2)
# Fake spiketrain 1, will be sorted
st1 = neo.SpikeTrain(times=[.002, .004, .006], units='s', t_stop=1.)
st1.annotations['cluster'] = 0
st1.annotations['group'] = 0
segment.spiketrains.append(st1)
# Fake spiketrain 1B, on another segment. No group specified,
# default is 0.
st1B = neo.SpikeTrain(times=[.106], units='s', t_stop=1.)
st1B.annotations['cluster'] = 0
segment2.spiketrains.append(st1B)
# Fake spiketrain 2 on same group, no sampling rate specified
st2 = neo.SpikeTrain(times=[.001, .003, .011], units='s', t_stop=1.)
st2.annotations['cluster'] = 1
st2.annotations['group'] = 0
segment.spiketrains.append(st2)
# Fake spiketrain 3 on new group, with different sampling rate
st3 = neo.SpikeTrain(times=[.05, .09, .10], units='s', t_stop=1.)
st3.annotations['cluster'] = -1
st3.annotations['group'] = 1
segment.spiketrains.append(st3)
# Fake spiketrain 4 on new group, without cluster info
st4 = neo.SpikeTrain(times=[.005, .009], units='s', t_stop=1.)
st4.annotations['group'] = 2
segment.spiketrains.append(st4)
# Create empty directory for writing
delete_test_session()
# Create writer with default sampling rate
kio = KlustaKwikIO(filename=os.path.join(self.dirname, 'base1'),
sampling_rate=1000.)
kio.write_block(block)
# Check files were created
for fn in ['.fet.0', '.fet.1', '.clu.0', '.clu.1']:
self.assertTrue(os.path.exists(os.path.join(self.dirname,
'base1' + fn)))
# Check files contain correct content
# Spike times on group 0
data = file(os.path.join(self.dirname, 'base1.fet.0')).readlines()
data = [int(d) for d in data]
self.assertEqual(data, [0, 2, 4, 6, 1, 3, 11, 106])
# Clusters on group 0
data = file(os.path.join(self.dirname, 'base1.clu.0')).readlines()
data = [int(d) for d in data]
self.assertEqual(data, [2, 0, 0, 0, 1, 1, 1, 0])
# Spike times on group 1
data = file(os.path.join(self.dirname, 'base1.fet.1')).readlines()
data = [int(d) for d in data]
self.assertEqual(data, [0, 50, 90, 100])
# Clusters on group 1
data = file(os.path.join(self.dirname, 'base1.clu.1')).readlines()
data = [int(d) for d in data]
self.assertEqual(data, [1, -1, -1, -1])
# Spike times on group 2
data = file(os.path.join(self.dirname, 'base1.fet.2')).readlines()
data = [int(d) for d in data]
self.assertEqual(data, [0, 5, 9])
# Clusters on group 2
data = file(os.path.join(self.dirname, 'base1.clu.2')).readlines()
data = [int(d) for d in data]
self.assertEqual(data, [1, 0, 0])
# Empty out test session again
delete_test_session()
@unittest.skipUnless(HAVE_MLAB, "requires matplotlib")
@unittest.skipIf(sys.version_info[0] > 2, "not Python 3 compatible")
class testWriteWithFeatures(unittest.TestCase):
def setUp(self):
self.dirname = os.path.join(tempfile.gettempdir(),
'files_for_testing_neo',
'klustakwik/test4')
if not os.path.exists(self.dirname):
raise unittest.SkipTest('data directory does not exist: ' +
self.dirname)
def test1(self):
"""Create clu and fet files based on spiketrains in a block.
Checks that
Files are created
Converted to samples correctly
Missing sampling rate are taken from IO reader default
Spiketrains without cluster info are assigned to cluster 0
Spiketrains across segments are concatenated
"""
block = neo.Block()
segment = neo.Segment()
segment2 = neo.Segment()
block.segments.append(segment)
block.segments.append(segment2)
# Fake spiketrain 1
st1 = neo.SpikeTrain(times=[.002, .004, .006], units='s', t_stop=1.)
st1.annotations['cluster'] = 0
st1.annotations['group'] = 0
wff = np.array([
[11.3, 0.2],
[-0.3, 12.3],
[3.0, -2.5]])
st1.annotations['waveform_features'] = wff
segment.spiketrains.append(st1)
# Create empty directory for writing
if not os.path.exists(self.dirname):
os.mkdir(self.dirname)
delete_test_session(self.dirname)
# Create writer
kio = KlustaKwikIO(filename=os.path.join(self.dirname, 'base2'),
sampling_rate=1000.)
kio.write_block(block)
# Check files were created
for fn in ['.fet.0', '.clu.0']:
self.assertTrue(os.path.exists(os.path.join(self.dirname,
'base2' + fn)))
# Check files contain correct content
fi = file(os.path.join(self.dirname, 'base2.fet.0'))
# first line is nbFeatures
self.assertEqual(fi.readline(), '2\n')
# Now check waveforms and times are same
data = fi.readlines()
new_wff = []
new_times = []
for line in data:
line_split = line.split()
new_wff.append([float(val) for val in line_split[:-1]])
new_times.append(int(line_split[-1]))
self.assertEqual(new_times, [2, 4, 6])
assert_arrays_almost_equal(wff, np.array(new_wff), .00001)
# Clusters on group 0
data = file(os.path.join(self.dirname, 'base2.clu.0')).readlines()
data = [int(d) for d in data]
self.assertEqual(data, [1, 0, 0, 0])
# Now read the features and test same
block = kio.read_block()
train = block.segments[0].spiketrains[0]
assert_arrays_almost_equal(wff, train.annotations['waveform_features'],
.00001)
# Empty out test session again
delete_test_session(self.dirname)
@unittest.skipUnless(HAVE_MLAB, "requires matplotlib")
@unittest.skipIf(sys.version_info[0] > 2, "not Python 3 compatible")
class CommonTests(BaseTestIO, unittest.TestCase):
ioclass = KlustaKwikIO
# These are the files it tries to read and test for compliance
files_to_test = [
'test2/base',
'test2/base2',
]
# Will fetch from g-node if they don't already exist locally
# How does it know to do this before any of the other tests?
files_to_download = [
'test1/basename.clu.0',
'test1/basename.fet.-1',
'test1/basename.fet.0',
'test1/basename.fet.1',
'test1/basename.fet.1a',
'test1/basename.fet.a1',
'test1/basename2.clu.1',
'test1/basename2.fet.1',
'test1/basename2.fet.1a',
'test2/base2.fet.5',
'test2/base.clu.0',
'test2/base.clu.1',
'test2/base.fet.0',
'test2/base.fet.1',
'test3/base1.clu.0',
'test3/base1.clu.1',
'test3/base1.clu.2',
'test3/base1.fet.0',
'test3/base1.fet.1',
'test3/base1.fet.2'
]
def delete_test_session(dirname=None):
"""Removes all file in directory so we can test writing to it"""
if dirname is None:
dirname = os.path.join(os.path.dirname(__file__),
'files_for_tests/klustakwik/test3')
for fi in glob.glob(os.path.join(dirname, '*')):
os.remove(fi)
if __name__ == '__main__':
unittest.main()
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