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Faster GPU NMS operator (apache#16542)
* Adding second NMS op * NMS kernel * Removing second sort * Optimization * Adding out-of-place ability to SortByKey * Optimization pt2 * Optimizations pt3 * Do not recompute other boxes area every time * Sort only topk results during second sorting * Cleaning * Fixes from rebase * Fix lint and more fixes from rebase * Fix typo * Early exit in Triangle kernel * Fixes * Fix sort * Fix from rebase * Fix for the mixed naming convention * Fix the index_t with int comparisoon
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