Traktor/myenv/Lib/site-packages/sklearn/utils/_heap.pyx
2024-05-23 01:57:24 +02:00

86 lines
2.2 KiB
Cython

from cython cimport floating
from ._typedefs cimport intp_t
cdef inline int heap_push(
floating* values,
intp_t* indices,
intp_t size,
floating val,
intp_t val_idx,
) noexcept nogil:
"""Push a tuple (val, val_idx) onto a fixed-size max-heap.
The max-heap is represented as a Structure of Arrays where:
- values is the array containing the data to construct the heap with
- indices is the array containing the indices (meta-data) of each value
Notes
-----
Arrays are manipulated via a pointer to there first element and their size
as to ease the processing of dynamically allocated buffers.
For instance, in pseudo-code:
values = [1.2, 0.4, 0.1],
indices = [42, 1, 5],
heap_push(
values=values,
indices=indices,
size=3,
val=0.2,
val_idx=4,
)
will modify values and indices inplace, giving at the end of the call:
values == [0.4, 0.2, 0.1]
indices == [1, 4, 5]
"""
cdef:
intp_t current_idx, left_child_idx, right_child_idx, swap_idx
# Check if val should be in heap
if val >= values[0]:
return 0
# Insert val at position zero
values[0] = val
indices[0] = val_idx
# Descend the heap, swapping values until the max heap criterion is met
current_idx = 0
while True:
left_child_idx = 2 * current_idx + 1
right_child_idx = left_child_idx + 1
if left_child_idx >= size:
break
elif right_child_idx >= size:
if values[left_child_idx] > val:
swap_idx = left_child_idx
else:
break
elif values[left_child_idx] >= values[right_child_idx]:
if val < values[left_child_idx]:
swap_idx = left_child_idx
else:
break
else:
if val < values[right_child_idx]:
swap_idx = right_child_idx
else:
break
values[current_idx] = values[swap_idx]
indices[current_idx] = indices[swap_idx]
current_idx = swap_idx
values[current_idx] = val
indices[current_idx] = val_idx
return 0