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monotonic_align/core.c ADDED
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monotonic_align/core.pyx ADDED
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+ cimport cython
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+ from cython.parallel import prange
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+
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+
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+ @cython.boundscheck(False)
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+ @cython.wraparound(False)
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+ cdef void maximum_path_each(int[:,::1] path, float[:,::1] value, int t_y, int t_x, float max_neg_val=-1e9) nogil:
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+ cdef int x
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+ cdef int y
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+ cdef float v_prev
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+ cdef float v_cur
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+ cdef float tmp
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+ cdef int index = t_x - 1
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+
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+ for y in range(t_y):
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+ for x in range(max(0, t_x + y - t_y), min(t_x, y + 1)):
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+ if x == y:
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+ v_cur = max_neg_val
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+ else:
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+ v_cur = value[y-1, x]
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+ if x == 0:
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+ if y == 0:
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+ v_prev = 0.
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+ else:
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+ v_prev = max_neg_val
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+ else:
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+ v_prev = value[y-1, x-1]
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+ value[y, x] += max(v_prev, v_cur)
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+
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+ for y in range(t_y - 1, -1, -1):
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+ path[y, index] = 1
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+ if index != 0 and (index == y or value[y-1, index] < value[y-1, index-1]):
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+ index = index - 1
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+
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+
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+ @cython.boundscheck(False)
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+ @cython.wraparound(False)
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+ cpdef void maximum_path_c(int[:,:,::1] paths, float[:,:,::1] values, int[::1] t_ys, int[::1] t_xs) nogil:
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+ cdef int b = paths.shape[0]
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+ cdef int i
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+ for i in prange(b, nogil=True):
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+ maximum_path_each(paths[i], values[i], t_ys[i], t_xs[i])
monotonic_align/setup.py ADDED
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+ from distutils.core import setup
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+ from Cython.Build import cythonize
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+ import numpy
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+
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+ setup(
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+ name = 'monotonic_align',
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+ ext_modules = cythonize("core.pyx"),
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+ include_dirs=[numpy.get_include()]
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+ )