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Some optimization suggestions for reducing CPU usage #13
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ali-pahlevani
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Thanks for the optimization! I'll profile the changes this week and let you know which parts we can merge. |
Thank you for letting me ask for a pull request. |
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💢 Optimizations:
TransformPoints
std::transform
kernel_squared
kernel * kernel
once instead of repeatedly inWeight
GetClosestNeighbor
.squaredNorm()
for comparisons, with onesqrt
at the endGetClosestNeighbor
sum_points
andsum_outer
for O(27) computation vs. O(27 * P) per queryAddPoints
for
loop andmap_.at()
, maintaining precomputed statsRemovePointsFarFromLocation
erase
for safe and efficient removal