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-rw-r--r--pyspike/cython/cython_distances.pyx64
1 files changed, 64 insertions, 0 deletions
diff --git a/pyspike/cython/cython_distances.pyx b/pyspike/cython/cython_distances.pyx
index 65c2872..bf90638 100644
--- a/pyspike/cython/cython_distances.pyx
+++ b/pyspike/cython/cython_distances.pyx
@@ -326,3 +326,67 @@ def spike_distance_cython(double[:] t1, double[:] t2,
# use only the data added above
# could be less than original length due to equal spike times
return spike_value / (t_end-t_start)
+
+
+
+############################################################
+# get_tau
+############################################################
+cdef inline double get_tau(double[:] spikes1, double[:] spikes2,
+ int i, int j, double max_tau):
+ cdef double m = 1E100 # some huge number
+ cdef int N1 = spikes1.shape[0]-1 # len(spikes1)-1
+ cdef int N2 = spikes2.shape[0]-1 # len(spikes2)-1
+ if i < N1 and i > -1:
+ m = fmin(m, spikes1[i+1]-spikes1[i])
+ if j < N2 and j > -1:
+ m = fmin(m, spikes2[j+1]-spikes2[j])
+ if i > 0:
+ m = fmin(m, spikes1[i]-spikes1[i-1])
+ if j > 0:
+ m = fmin(m, spikes2[j]-spikes2[j-1])
+ m *= 0.5
+ if max_tau > 0.0:
+ m = fmin(m, max_tau)
+ return m
+
+
+############################################################
+# coincidence_value_cython
+############################################################
+def coincidence_value_cython(double[:] spikes1, double[:] spikes2,
+ double t_start, double t_end, double max_tau):
+
+ cdef int N1 = len(spikes1)
+ cdef int N2 = len(spikes2)
+ cdef int i = -1
+ cdef int j = -1
+ cdef double coinc = 0.0
+ cdef double mp = 0.0
+ cdef double tau
+ while i + j < N1 + N2 - 2:
+ if (i < N1-1) and (j == N2-1 or spikes1[i+1] < spikes2[j+1]):
+ i += 1
+ mp += 1
+ tau = get_tau(spikes1, spikes2, i, j, max_tau)
+ if j > -1 and spikes1[i]-spikes2[j] < tau:
+ # coincidence between the current spike and the previous spike
+ # both get marked with 1
+ coinc += 2
+ elif (j < N2-1) and (i == N1-1 or spikes1[i+1] > spikes2[j+1]):
+ j += 1
+ mp += 1
+ tau = get_tau(spikes1, spikes2, i, j, max_tau)
+ if i > -1 and spikes2[j]-spikes1[i] < tau:
+ # coincidence between the current spike and the previous spike
+ # both get marked with 1
+ coinc += 2
+ else: # spikes1[i+1] = spikes2[j+1]
+ # advance in both spike trains
+ j += 1
+ i += 1
+ # add only one event, but with coincidence 2 and multiplicity 2
+ mp += 2
+ coinc += 2
+
+ return coinc, mp