451 строка
13 KiB
C++
451 строка
13 KiB
C++
/*************************************************************************
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* Copyright (c) 2015-2020, NVIDIA CORPORATION. All rights reserved.
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* Modifications Copyright (c) 2019-2021 Advanced Micro Devices, Inc. All rights reserved.
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*
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* See LICENSE.txt for license information
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************************************************************************/
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#ifndef NCCL_COMMON_KERNEL_H_
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#define NCCL_COMMON_KERNEL_H_
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#include "devcomm.h"
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#include <cstdio>
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#include <cstdint>
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#include <hip/hip_runtime.h>
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// Define min for ssize_t
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static __device__ int min(int a, ssize_t b) { return (a < b) ? a : b; }
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typedef uint64_t PackType;
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#if defined(__HIP_PLATFORM_HCC__) || defined(__HCC__) || defined(__HIPCC__)
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template<class FUNC, typename T>
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struct MULTI {
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__device__ PackType operator()(const PackType x, const PackType y) const
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{
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return FUNC()(x, y);
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}
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};
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#else
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// unpack x and y to elements of type T and apply FUNC to each element
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template<class FUNC, typename T>
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struct MULTI {
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__device__ PackType operator()(const PackType x, const PackType y) const;
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};
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template<class FUNC>
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struct MULTI<FUNC, int8_t> {
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static_assert(sizeof(PackType) == 2 * sizeof(uint32_t),
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"PackType must be twice the size of uint32_t.");
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union converter {
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PackType storage;
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struct {
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uint32_t a, b;
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};
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};
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__device__ PackType operator()(const PackType x, const PackType y) const {
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converter cx, cy, cr;
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cx.storage = x;
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cy.storage = y;
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// for char, we do these as vector ops
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cr.a = FUNC()(cx.a, cy.a);
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cr.b = FUNC()(cx.b, cy.b);
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return cr.storage;
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}
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};
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template<class FUNC>
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struct MULTI<FUNC, uint8_t> {
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static_assert(sizeof(PackType) == 2 * sizeof(uint32_t),
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"PackType must be twice the size of uint32_t.");
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union converter {
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PackType storage;
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struct {
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uint32_t a, b;
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};
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};
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__device__ PackType operator()(const PackType x, const PackType y) const {
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converter cx, cy, cr;
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cx.storage = x;
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cy.storage = y;
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// for char, we do these as vector ops
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cr.a = FUNC()(cx.a, cy.a);
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cr.b = FUNC()(cx.b, cy.b);
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return cr.storage;
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}
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};
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template<class FUNC>
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struct MULTI<FUNC, int32_t> {
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static_assert(sizeof(PackType) == 2 * sizeof(int32_t),
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"PackType must be twice the size of int.");
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union converter {
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PackType storage;
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struct {
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int32_t a, b;
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};
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};
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__device__ PackType operator()(const PackType x, const PackType y) const {
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converter cx, cy, cr;
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cx.storage = x;
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cy.storage = y;
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cr.a = FUNC()(cx.a, cy.a);
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cr.b = FUNC()(cx.b, cy.b);
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return cr.storage;
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}
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};
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template<class FUNC>
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struct MULTI<FUNC, uint32_t> {
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static_assert(sizeof(PackType) == 2 * sizeof(uint32_t),
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"PackType must be twice the size of int.");
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union converter {
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PackType storage;
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struct {
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uint32_t a, b;
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};
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};
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__device__ PackType operator()(const PackType x, const PackType y) const {
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converter cx, cy, cr;
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cx.storage = x;
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cy.storage = y;
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cr.a = FUNC()(cx.a, cy.a);
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cr.b = FUNC()(cx.b, cy.b);
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return cr.storage;
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}
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};
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template<class FUNC>
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struct MULTI<FUNC, half> {
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static_assert(sizeof(PackType) == 4 * sizeof(half),
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"PackType must be four times the size of half.");
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struct PackHalf2 {
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half2 a, b;
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};
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__device__ PackType operator()(const PackType x, const PackType y) const {
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struct PackHalf2 cx, cy, cr;
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cx = *(reinterpret_cast<const struct PackHalf2*>(&x));
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cy = *(reinterpret_cast<const struct PackHalf2*>(&y));
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cr.a = FUNC()(cx.a, cy.a);
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cr.b = FUNC()(cx.b, cy.b);
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return *(reinterpret_cast<PackType*>(&cr));
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}
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};
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template<class FUNC>
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struct MULTI<FUNC, float> {
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static_assert(sizeof(PackType) == 2 * sizeof(float),
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"PackType must be twice the size of float.");
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union converter {
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PackType storage;
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struct {
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float a, b;
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};
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};
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__device__ PackType operator()(const PackType x, const PackType y) const {
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converter cx, cy, cr;
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cx.storage = x;
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cy.storage = y;
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cr.a = FUNC()(cx.a, cy.a);
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cr.b = FUNC()(cx.b, cy.b);
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return cr.storage;
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}
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};
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template<class FUNC>
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struct MULTI<FUNC, double> {
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static_assert(sizeof(PackType) == sizeof(double),
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"PackType must be the same size as double.");
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__device__ PackType operator()(const PackType x, const PackType y) const {
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double rv = FUNC()(__longlong_as_double(x), __longlong_as_double(y));
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return __double_as_longlong(rv);
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}
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};
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template<class FUNC>
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struct MULTI<FUNC, uint64_t> {
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static_assert(sizeof(PackType) == sizeof(uint64_t),
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"PackType must be the same size as uint64_t.");
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__device__ PackType operator()(const PackType x, const PackType y) const {
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uint64_t rv = FUNC()(x, y);
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return rv;
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}
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};
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template<class FUNC>
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struct MULTI<FUNC, int64_t> {
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static_assert(sizeof(PackType) == sizeof(int64_t),
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"PackType must be the same size as int64_t.");
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__device__ PackType operator()(const PackType x, const PackType y) const {
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int64_t rv = FUNC()((int64_t)x, (int64_t)y);
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return rv;
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}
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};
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#endif //defined(__HIP_PLATFORM_HCC__) || defined(__HCC__) || defined(__HIPCC__)
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template<typename T> inline __device__
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T vFetch(const volatile T* ptr) {
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return *ptr;
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}
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template<typename T> inline __device__
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void vStore(volatile T* ptr, const T val) {
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*ptr = val;
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}
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#if CUDART_VERSION < 9000 && !(defined(__HIP_PLATFORM_HCC__) || defined(__HCC__) || defined(__HIPCC__))
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template<> inline __device__
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half vFetch<half>(const volatile half* ptr) {
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half r;
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r.x = ptr->x;
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return r;
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}
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template<> inline __device__
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void vStore<half>(volatile half* ptr, const half val) {
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ptr->x = val.x;
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}
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#else
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template<> inline __device__
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half vFetch<half>(const volatile half* ptr) {
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half r;
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r = ((half*)ptr)[0];
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return r;
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}
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template<> inline __device__
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void vStore<half>(volatile half* ptr, const half val) {
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((half*)ptr)[0] = val;
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}
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template<> inline __device__
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rccl_bfloat16 vFetch<rccl_bfloat16>(const volatile rccl_bfloat16* ptr) {
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rccl_bfloat16 r;
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r.data = ptr->data;
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return r;
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}
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template<> inline __device__
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void vStore<rccl_bfloat16>(volatile rccl_bfloat16* ptr, const rccl_bfloat16 val) {
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ptr->data = val.data;
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}
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#endif
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typedef ulong2 Pack128;
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template<class FUNC, typename T>
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struct MULTI128 {
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__device__ void operator()(Pack128& x, Pack128& y) {
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x.x = MULTI<FUNC, T>()(x.x, y.x);
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x.y = MULTI<FUNC, T>()(x.y, y.y);
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}
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};
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inline __device__ void Fetch128(Pack128& v, const Pack128* p) {
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#if defined(__HIP_PLATFORM_HCC__) || defined(__HCC__) || defined(__HIPCC__)
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v.x = p->x;
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v.y = p->y;
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#else
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asm volatile("ld.volatile.global.v2.u64 {%0,%1}, [%2];" : "=l"(v.x), "=l"(v.y) : "l"(p) : "memory");
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#endif
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}
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inline __device__ void Store128(Pack128* p, Pack128& v) {
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#if defined(__HIP_PLATFORM_HCC__) || defined(__HCC__) || defined(__HIPCC__)
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p->x = v.x;
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p->y = v.y;
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#else
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asm volatile("st.volatile.global.v2.u64 [%0], {%1,%2};" :: "l"(p), "l"(v.x), "l"(v.y) : "memory");
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#endif
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}
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template<class FUNC, typename T, int UNROLL, int MINSRCS, int MAXSRCS, int MINDSTS, int MAXDSTS>
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__device__ __forceinline__ void ReduceCopyMulti(const int w, const int nw, const int t,
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int nsrcs, const T** s, int ndsts, T** d, const int elemOffset, const int Nelem) {
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const int inc = nw * UNROLL * WARP_SIZE;
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int offset = w * UNROLL * WARP_SIZE + t;
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const T* srcs[MAXSRCS];
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for (int i=0; i<MAXSRCS; i++) srcs[i] = s[i]+elemOffset+offset;
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T* dsts[MAXDSTS];
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for (int i=0; i<MAXDSTS; i++) dsts[i] = d[i]+elemOffset+offset;
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while (offset < Nelem) {
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T vals[UNROLL];
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// Load and reduce
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for (int u = 0; u < UNROLL; ++u) vals[u] = vFetch(srcs[0]+u*WARP_SIZE);
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#pragma unroll
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for (int i=1; i<MINSRCS; i++) {
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T vals2[UNROLL];
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for (int u = 0; u < UNROLL; ++u) vals2[u] = vFetch(srcs[i]+u*WARP_SIZE);
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for (int u = 0; u < UNROLL; ++u) vals[u] = FUNC()(vals[u], vals2[u]);
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}
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#pragma unroll
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for (int i=MINSRCS; i<MAXSRCS; i++) {
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if (i<nsrcs) {
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T vals2[UNROLL];
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for (int u = 0; u < UNROLL; ++u) vals2[u] = vFetch(srcs[i]+u*WARP_SIZE);
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for (int u = 0; u < UNROLL; ++u) vals[u] = FUNC()(vals[u], vals2[u]);
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}
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}
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// Store
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#pragma unroll
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for (int i = 0; i < MINDSTS; i++) {
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for (int u = 0; u < UNROLL; ++u) vStore(dsts[i]+u*WARP_SIZE, vals[u]);
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}
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#pragma unroll
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for (int i=MINDSTS; i<MAXDSTS; i++) {
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if (i<ndsts) {
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for (int u = 0; u < UNROLL; ++u) vStore(dsts[i]+u*WARP_SIZE, vals[u]);
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}
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}
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for (int i=0; i<MAXSRCS; i++) srcs[i] += inc;
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for (int i=0; i<MAXDSTS; i++) dsts[i] += inc;
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offset += inc;
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}
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}
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template<class FUNC, typename T, int UNROLL, int MINSRCS, int MAXSRCS, int MINDSTS, int MAXDSTS>
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__device__ void ReduceCopy128bMulti(const int w, const int nw, const int t,
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int nsrcs, const T** s, int ndsts, T** d, const int elemOffset, const int Npack) {
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const int inc = nw * UNROLL * WARP_SIZE;
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int offset = w * UNROLL * WARP_SIZE + t;
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const Pack128* srcs[MAXSRCS];
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for (int i=0; i<MAXSRCS; i++) srcs[i] = ((const Pack128*)(s[i]+elemOffset))+offset;
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Pack128* dsts[MAXDSTS];
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for (int i=0; i<MAXDSTS; i++) dsts[i] = ((Pack128*)(d[i]+elemOffset))+offset;
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while (offset < Npack) {
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Pack128 vals[UNROLL];
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// Load and reduce
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for (int u = 0; u < UNROLL; ++u) Fetch128(vals[u], srcs[0]+u*WARP_SIZE);
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for (int i=1; i<MINSRCS; i++) {
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Pack128 vals2[UNROLL];
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for (int u = 0; u < UNROLL; ++u) Fetch128(vals2[u], srcs[i]+u*WARP_SIZE);
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for (int u = 0; u < UNROLL; ++u) MULTI128<FUNC, T>()(vals[u], vals2[u]);
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}
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#pragma unroll 1
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for (int i=MINSRCS; i<MAXSRCS && i<nsrcs; i++) {
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Pack128 vals2[UNROLL];
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for (int u = 0; u < UNROLL; ++u) Fetch128(vals2[u], srcs[i]+u*WARP_SIZE);
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for (int u = 0; u < UNROLL; ++u) MULTI128<FUNC, T>()(vals[u], vals2[u]);
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}
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// Store
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for (int i = 0; i < MINDSTS; i++) {
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for (int u = 0; u < UNROLL; ++u) Store128(dsts[i]+u*WARP_SIZE, vals[u]);
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}
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#pragma unroll 1
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for (int i=MINDSTS; i<MAXDSTS; i++) {
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if (i<ndsts) {
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for (int u = 0; u < UNROLL; ++u) Store128(dsts[i]+u*WARP_SIZE, vals[u]);
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}
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}
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for (int i=0; i<MAXSRCS; i++) srcs[i] += inc;
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for (int i=0; i<MAXDSTS; i++) dsts[i] += inc;
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offset += inc;
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}
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}
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template <typename T>
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__device__ int ptrAlign128(T* ptr) { return (uint64_t)ptr % alignof(int32_t); }
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#define PACKELEMS (sizeof(Pack128) / sizeof(T))
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#if defined(__HIP_PLATFORM_HCC__) || defined(__HCC__) || defined(__HIPCC__)
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// Multiply UNROLL by 2 if single source/single destination
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#define AUTOUNROLL (UNROLL*((MINSRCS==1 && MINDSTS==1) ? 2 : 1))
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#else
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// Try to limit consecutive load/stores to 8.
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// Use UNROLL 8 when we have a single source and a single destination, 4 otherwise
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#define AUTOUNROLL (UNROLL*(4/(MINDSTS+MINSRCS)))
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#endif
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template<int UNROLL, class FUNC, typename T, int MINSRCS, int MAXSRCS, int MINDSTS, int MAXDSTS>
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__device__ __forceinline__ void ReduceOrCopyMulti(const int tid, const int nthreads,
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int nsrcs, const T** srcs, int ndsts, T** dsts,
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int N) {
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int Nrem = N;
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if (Nrem <= 0) return;
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int w = tid / WARP_SIZE; // Warp number
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int nw = nthreads / WARP_SIZE; // Number of warps
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int t = tid % WARP_SIZE; // Thread (inside the warp)
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// Check that all is 16B aligned. If not don't use 16B load/stores.
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int align = 0;
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#pragma unroll
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for (int i=0; i<MINSRCS; i++) align |= ptrAlign128(srcs[i]);
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for (int i=MINSRCS; i<MAXSRCS && i<nsrcs; i++) align |= ptrAlign128(srcs[i]);
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#pragma unroll
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for (int i=0; i<MINDSTS; i++) align |= ptrAlign128(dsts[i]);
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for (int i=MINDSTS; i<MAXDSTS && i<ndsts; i++) align |= ptrAlign128(dsts[i]);
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int offset = 0;
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if (align == 0) {
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// fast path: use 128b loads/stores to do the bulk of the work,
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// assuming the pointers we have are all 128-bit aligned.
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// main loop
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int Npack = (Nrem / (PACKELEMS*AUTOUNROLL*WARP_SIZE)) * (AUTOUNROLL*WARP_SIZE); // round down
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int Nelem = Npack * PACKELEMS;
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ReduceCopy128bMulti<FUNC, T, AUTOUNROLL, MINSRCS, MAXSRCS, MINDSTS, MAXDSTS>(w, nw, t, nsrcs, srcs, ndsts, dsts, offset, Npack);
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Nrem -= Nelem;
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if (Nrem == 0) return;
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offset += Nelem;
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// slightly less optimized for section when we don't have full unrolling
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Npack = Nrem / PACKELEMS;
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Nelem = Npack * PACKELEMS;
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ReduceCopy128bMulti<FUNC, T, 1, MINSRCS, MAXSRCS, MINDSTS, MAXDSTS>(w, nw, t, nsrcs, srcs, ndsts, dsts, offset, Npack);
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Nrem -= Nelem;
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if (Nrem == 0) return;
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offset += Nelem;
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}
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// unrolled, by-type (mostly for unaligned buffers)
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int Nelem = (Nrem / (UNROLL*PACKELEMS/2*WARP_SIZE)) * (UNROLL*PACKELEMS/2*WARP_SIZE); // round down
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ReduceCopyMulti<FUNC, T, UNROLL*PACKELEMS/2, MINSRCS, MAXSRCS, MINDSTS, MAXDSTS>(w, nw, t, nsrcs, srcs, ndsts, dsts, offset, Nelem);
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Nrem -= Nelem;
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if (Nrem == 0) return;
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offset += Nelem;
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// no unroll, by type. Should finish what's remaining.
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ReduceCopyMulti<FUNC, T, 1, MINSRCS, MAXSRCS, MINDSTS, MAXDSTS>(w, nw, t, nsrcs, srcs, ndsts, dsts, offset, Nrem);
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}
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#endif // COMMON_KERNEL_H_
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