AI/rocm-systems
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کد مسائل تقاضاهای واکشی Actions Packages پروژه‌ها انتشارها دانشنامه فعالیت

Merge remote-tracking branch 'nccl/master' into develop

فهرست منبع 
[ROCm/rccl commit: 4f0e223db4]
This commit is contained in:
Wenkai Du
2022-10-20 15:40:03 +00:00
والد cf1d4a62e8 8761a6c2fc
کامیت 36e5e02e46
51فایلهای تغییر یافته به همراه2139 افزوده شده و 1081 حذف شده
دانلود پرونده وصله دانلود فایل تغییرات diff Expand all files Collapse all files
projects/rccl/src/graph/tuning.cc
+66 -46
مشاهده پرونده
@@ -71,18 +71,18 @@ struct tuningModel {
static struct tuningModel tuning_model_0 {
.hwLat = {
/* NVLINK */
{ /* Tree (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 }, /* Ring (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 }, /* CollNet (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 } },
{ /* Tree (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 }, /* Ring (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 }, /* CollNetDirect (Simple)*/ { 0.0, 0.0, 4.5 }, /* CollNetChain (Simple)*/ { 0.0, 0.0, 4.5 } },
/* PCI */
{ /* Tree (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* Ring (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* CollNet (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 } },
{ /* Tree (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* Ring (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* CollNetDirect (Simple)*/ { 0.0, 0.0, 5.7 }, /* CollNetChain (Simple)*/ { 0.0, 0.0, 5.7 } },
/* NET */
{ /* Tree (LL/LL128/Simple)*/ { 28.3, 28.3, 45.4 }, /* Ring (LL/LL128/Simple)*/ { 2.0, 2.0, 24.1 }, /* CollNet (LL/LL128/Simple)*/ { 28.3, 28.3, 45.4 } },
{ /* Tree (LL/LL128/Simple)*/ { 28.3, 28.3, 45.4 }, /* Ring (LL/LL128/Simple)*/ { 2.0, 2.0, 24.1 }, /* CollNetDirect (Simple)*/ { 0.0, 0.0, 45.4 }, /* CollNetChain (Simple)*/ { 0.0, 0.0, 45.4 } },
},
.bwRatio = {
/* 2 nodes */
{ /* Tree (LL/LL128/Simple)*/ { 0.06, 1.00, 1.30 }, /* Ring (LL/LL128/Simple)*/ { 0.07, 1.00, 1.00 }, /* CollNet (LL/LL128/Simple)*/ { 1.00, 1.00, 1.00 } },
{ /* Tree (LL/LL128/Simple)*/ { 0.06, 1.00, 1.30 }, /* Ring (LL/LL128/Simple)*/ { 0.07, 1.00, 1.00 }, /* CollNetDirect (Simple)*/ { 0.00, 0.00, 1.00 }, /* CollNetChain (Simple)*/ { 0.00, 0.00, 1.00 } },
/* more than 2 nodes */
{ /* Tree (LL/LL128/Simple)*/ { 0.06, 1.00, 0.30 }, /* Ring (LL/LL128/Simple)*/ { 0.07, 1.00, 1.00 }, /* CollNet (LL/LL128/Simple)*/ { 1.00, 1.00, 1.00 } },
{ /* Tree (LL/LL128/Simple)*/ { 0.06, 1.00, 0.30 }, /* Ring (LL/LL128/Simple)*/ { 0.07, 1.00, 1.00 }, /* CollNetDirect (Simple)*/ { 0.00, 0.00, 1.00 }, /* CollNetChain (Simple)*/ { 0.00, 0.00, 1.00 } },
},
.treeCorrectionFactor = {
@@ -101,18 +101,18 @@ static struct tuningModel tuning_model_0 {
static struct tuningModel tuning_model_1 {
.hwLat =
{ /* NVLINK */
{ /* Tree (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 }, /* Ring (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 }, /* CollNet (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 } },
{ /* Tree (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 }, /* Ring (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 }, /* CollNetDirect (Simple)*/ { 0.0, 0.0, 4.5 }, /* CollNetChain (Simple)*/ { 0.0, 0.0, 4.5 } },
/* PCI */
{ /* Tree (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* Ring (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* CollNet (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 } },
{ /* Tree (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* Ring (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* CollNetDirect (Simple)*/ { 0.0, 0.0, 5.7 }, /* CollNetChain (Simple)*/ { 0.0, 0.0, 5.7 } },
/* NET */
{ /* Tree (LL/LL128/Simple)*/ { 33.0, 33.0, 15.8 }, /* Ring (LL/LL128/Simple)*/ { 5.1, 5.1, 68.8 }, /* CollNet (LL/LL128/Simple)*/ { 33.0, 33.0, 15.8 } },
{ /* Tree (LL/LL128/Simple)*/ { 33.0, 33.0, 15.8 }, /* Ring (LL/LL128/Simple)*/ { 5.1, 5.1, 68.8 }, /* CollNetDirect (Simple)*/ { 0.0, 0.0, 15.8 }, /* CollNetChain (Simple)*/ { 0.0, 0.0, 15.8 } },
},
.bwRatio =
{ /* 2 nodes */
{ /* Tree (LL/LL128/Simple)*/ { 0.12, 1.00, 0.99 }, /* Ring (LL/LL128/Simple)*/ { 0.12, 1.00, 1.00 }, /* CollNet (LL/LL128/Simple)*/ { 1.00, 1.00, 1.00 } },
{ /* Tree (LL/LL128/Simple)*/ { 0.12, 1.00, 0.99 }, /* Ring (LL/LL128/Simple)*/ { 0.12, 1.00, 1.00 }, /* CollNetDirect (Simple)*/ { 0.00, 0.00, 1.00 }, /* CollNetChain (Simple)*/ { 0.00, 0.00, 1.00 } },
/* more than 2 nodes */
{ /* Tree (LL/LL128/Simple)*/ { 0.15, 1.00, 0.42 }, /* Ring (LL/LL128/Simple)*/ { 0.20, 1.00, 1.00 }, /* CollNet (LL/LL128/Simple)*/ { 1.00, 1.00, 1.00 } },
{ /* Tree (LL/LL128/Simple)*/ { 0.15, 1.00, 0.42 }, /* Ring (LL/LL128/Simple)*/ { 0.20, 1.00, 1.00 }, /* CollNetDirect (Simple)*/ { 0.00, 0.00, 1.00 }, /* CollNetChain (Simple)*/ { 0.00, 0.00, 1.00 } },
},
.treeCorrectionFactor = {
@@ -131,18 +131,18 @@ static struct tuningModel tuning_model_1 {
static struct tuningModel tuning_model_2 {
.hwLat = {
/* NVLINK */
{ /* Tree (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 }, /* Ring (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 }, /* CollNet (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 } },
{ /* Tree (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 }, /* Ring (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 }, /* CollNetDirect (Simple)*/ { 0.0, 0.0, 4.5 }, /* CollNetChain (Simple)*/ { 0.0, 0.0, 4.5 } },
/* PCI */
{ /* Tree (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* Ring (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* CollNet (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 } },
{ /* Tree (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* Ring (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* CollNetDirect (Simple)*/ { 0.0, 0.0, 5.7 }, /* CollNetChain (Simple)*/ { 0.0, 0.0, 5.7 } },
/* NET */
{ /* Tree (LL/LL128/Simple)*/ { 27.9, 27.9, 15.8 }, /* Ring (LL/LL128/Simple)*/ { 12.1, 12.1, 68.8 }, /* CollNet (LL/LL128/Simple)*/ { 27.9, 27.9, 15.8 } },
{ /* Tree (LL/LL128/Simple)*/ { 27.9, 27.9, 15.8 }, /* Ring (LL/LL128/Simple)*/ { 12.1, 12.1, 68.8 }, /* CollNetDirect (Simple)*/ { 0.0, 0.0, 15.8 }, /* CollNetChain (Simple)*/ { 0.0, 0.0, 15.8 } },
},
.bwRatio = {
/* 2 nodes */
{ /* Tree (LL/LL128/Simple)*/ { 0.07, 1.00, 0.99 }, /* Ring (LL/LL128/Simple)*/ { 0.08, 1.00, 1.00 }, /* CollNet (LL/LL128/Simple)*/ { 1.00, 1.00, 1.00 } },
{ /* Tree (LL/LL128/Simple)*/ { 0.07, 1.00, 0.99 }, /* Ring (LL/LL128/Simple)*/ { 0.08, 1.00, 1.00 }, /* CollNetDirect (Simple)*/ { 0.00, 0.00, 1.00 }, /* CollNetChain (Simple)*/ { 0.00, 0.00, 1.00 } },
/* more than 2 nodes */
{ /* Tree (LL/LL128/Simple)*/ { 0.07, 1.00, 0.42 }, /* Ring (LL/LL128/Simple)*/ { 0.08, 1.00, 1.00 }, /* CollNet (LL/LL128/Simple)*/ { 1.00, 1.00, 1.00 } },
{ /* Tree (LL/LL128/Simple)*/ { 0.07, 1.00, 0.42 }, /* Ring (LL/LL128/Simple)*/ { 0.08, 1.00, 1.00 }, /* CollNetDirect (Simple)*/ { 0.00, 0.00, 1.00 }, /* CollNetChain (Simple)*/ { 0.00, 0.00, 1.00 } },
},
.treeCorrectionFactor = {
@@ -161,18 +161,18 @@ static struct tuningModel tuning_model_2 {
static struct tuningModel tuning_model_3 {
.hwLat = {
/* NVLINK */
{ /* Tree (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 }, /* Ring (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 }, /* CollNet (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 } },
{ /* Tree (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 }, /* Ring (LL/LL128/Simple)*/ { 1.5, 1.5, 4.5 }, /* CollNetDirect (Simple)*/ { 0.0, 0.0, 4.5 }, /* CollNetChain (Simple)*/ { 0.0, 0.0, 4.5 } },
/* PCI */
{ /* Tree (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* Ring (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* CollNet (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 } },
{ /* Tree (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* Ring (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* CollNetDirect (Simple)*/ { 0.0, 0.0, 5.7 }, /* CollNetChain (Simple)*/ { 0.0, 0.0, 5.7 } },
/* NET */
{ /* Tree (LL/LL128/Simple)*/ { 17.4, 17.4, 40.3 }, /* Ring (LL/LL128/Simple)*/ { 4.1, 4.1, 40.6 }, /* CollNet (LL/LL128/Simple)*/ { 17.4, 17.4, 40.3 } },
{ /* Tree (LL/LL128/Simple)*/ { 17.4, 17.4, 40.3 }, /* Ring (LL/LL128/Simple)*/ { 4.1, 4.1, 40.6 }, /* CollNetDirect (Simple)*/ { 0.0, 0.0, 40.3 }, /* CollNetChain (Simple)*/ { 0.0, 0.0, 40.3 } },
},
.bwRatio = {
/* 2 nodes */
{ /* Tree (LL/LL128/Simple)*/ { 0.08, 1.00, 0.95 }, /* Ring (LL/LL128/Simple)*/ { 0.08, 1.00, 1.00 }, /* CollNet (LL/LL128/Simple)*/ { 1.00, 1.00, 1.00 } },
{ /* Tree (LL/LL128/Simple)*/ { 0.08, 1.00, 0.95 }, /* Ring (LL/LL128/Simple)*/ { 0.08, 1.00, 1.00 }, /* CollNetDirect (Simple)*/ { 0.00, 0.00, 1.00 }, /* CollNetChain (Simple)*/ { 0.00, 0.00, 1.00 } },
/* more than 2 nodes */
{ /* Tree (LL/LL128/Simple)*/ { 0.08, 1.00, 0.41 }, /* Ring (LL/LL128/Simple)*/ { 0.08, 1.00, 1.00 }, /* CollNet (LL/LL128/Simple)*/ { 1.00, 1.00, 1.00 } },
{ /* Tree (LL/LL128/Simple)*/ { 0.08, 1.00, 0.41 }, /* Ring (LL/LL128/Simple)*/ { 0.08, 1.00, 1.00 }, /* CollNetDirect (Simple)*/ { 0.00, 0.00, 1.00 }, /* CollNetChain (Simple)*/ { 0.00, 0.00, 1.00 } },
},
.treeCorrectionFactor = {
@@ -191,18 +191,18 @@ static struct tuningModel tuning_model_3 {
static struct tuningModel tuning_model_4 {
.hwLat = {
/* NVLINK */
{ /* Tree (LL/LL128/Simple)*/ { 0.8, 1.4, 2.5 }, /* Ring (LL/LL128/Simple)*/ { 0.8, 2.2, 3.6 }, /* CollNet (LL/LL128/Simple)*/ { 0.8, 1.4, 2.5 } },
{ /* Tree (LL/LL128/Simple)*/ { 0.8, 1.4, 2.5 }, /* Ring (LL/LL128/Simple)*/ { 0.8, 2.2, 3.6 }, /* CollNetDirect (Simple)*/ { 0.8, 1.4, 2.5 }, /* CollNetChain (Simple)*/ { 0.8, 1.4, 2.5 } },
/* PCI */
{ /* Tree (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* Ring (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* CollNet (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 } },
{ /* Tree (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* Ring (LL/LL128/Simple)*/ { 2.2, 2.2, 5.7 }, /* CollNetDirect (Simple)*/ { 0.0, 0.0, 5.7 }, /* CollNetChain (Simple)*/ { 0.0, 0.0, 5.7 } },
/* NET */
{ /* Tree (LL/LL128/Simple)*/ { 32.2, 34.4, 47.6 }, /* Ring (LL/LL128/Simple)*/ { 35.4, 87.8, 209.2 }, /* CollNet (LL/LL128/Simple)*/ { 32.2, 34.4, 47.6 } },
{ /* Tree (LL/LL128/Simple)*/ { 32.2, 34.4, 47.6 }, /* Ring (LL/LL128/Simple)*/ { 35.4, 87.8, 209.2 }, /* CollNetDirect (Simple)*/ { 0.0, 0.0, 47.6 }, /* CollNetChain (Simple)*/ { 0.0, 0.0, 47.6 } },
},
.bwRatio = {
/* 2 nodes */
{ /* Tree (LL/LL128/Simple)*/ { 0.16, 1.09, 1.61 }, /* Ring (LL/LL128/Simple)*/ { 0.15, 0.41, 1.00 }, /* CollNet (LL/LL128/Simple)*/ { 1.00, 1.00, 1.00 } },
{ /* Tree (LL/LL128/Simple)*/ { 0.16, 1.09, 1.61 }, /* Ring (LL/LL128/Simple)*/ { 0.15, 0.41, 1.00 }, /* CollNetDirect (Simple)*/ { 0.00, 0.00, 1.00 }, /* CollNetChain (Simple)*/ { 0.00, 0.00, 1.00 } },
/* more than 2 nodes */
{ /* Tree (LL/LL128/Simple)*/ { 0.16, 1.09, 1.08 }, /* Ring (LL/LL128/Simple)*/ { 0.15, 0.41, 1.00 }, /* CollNet (LL/LL128/Simple)*/ { 1.00, 1.00, 1.00 } },
{ /* Tree (LL/LL128/Simple)*/ { 0.16, 1.09, 1.08 }, /* Ring (LL/LL128/Simple)*/ { 0.15, 0.41, 1.00 }, /* CollNetDirect (Simple)*/ { 0.00, 0.00, 1.00 }, /* CollNetChain (Simple)*/ { 0.00, 0.00, 1.00 } },
},
.treeCorrectionFactor = {
@@ -232,24 +232,27 @@ static const double llMaxBws[2][3] = { /* Volta-N1/Intel-N2/Intel-N4) */ {39.0,
static const double perChMaxTreeBws[2][3] = { /* Volta (N1/N2/N4) */ {26.5, 18.5, 10.0}, /* Ampere (N1/N2/N4) */ {24.0, 23.6, 17.8} };
ncclResult_t ncclTopoTuneModel(struct ncclComm* comm, int minCompCap, int maxCompCap, struct ncclTopoGraph* treeGraph, struct ncclTopoGraph* ringGraph, struct ncclTopoGraph* collNetGraph) {
int simpleDefaultThreads = (ringGraph->speedIntra*ringGraph->nChannels <= PCI_WIDTH) ? 256 : NCCL_SIMPLE_MAX_NTHREADS;
int simpleDefaultThreads = (ringGraph->bwIntra*ringGraph->nChannels <= PCI_BW) ? 256 : NCCL_SIMPLE_MAX_NTHREADS;
comm->maxThreads[NCCL_ALGO_RING][NCCL_PROTO_SIMPLE] =
#if defined(__HIP_PLATFORM_HCC__) || defined(__HCC__) || defined(__HIPCC__)
getNthreads("NCCL_NTHREADS", ncclParamNthreads(), 4*comm->WarpSize, NCCL_MAX_NTHREADS, simpleDefaultThreads);
comm->maxThreads[NCCL_ALGO_TREE][NCCL_PROTO_SIMPLE] = comm->maxThreads[NCCL_ALGO_COLLNET][NCCL_PROTO_SIMPLE] =
comm->maxThreads[NCCL_ALGO_TREE][NCCL_PROTO_SIMPLE] = comm->maxThreads[NCCL_ALGO_COLLNET_DIRECT][NCCL_PROTO_SIMPLE] =
getNthreads("NCCL_NTHREADS", ncclParamNthreads(), 4*comm->WarpSize, NCCL_MAX_NTHREADS, NCCL_MAX_NTHREADS);
comm->maxThreads[NCCL_ALGO_RING][NCCL_PROTO_LL] = comm->maxThreads[NCCL_ALGO_TREE][NCCL_PROTO_LL] = comm->maxThreads[NCCL_ALGO_COLLNET][NCCL_PROTO_LL] =
comm->maxThreads[NCCL_ALGO_RING][NCCL_PROTO_LL] = comm->maxThreads[NCCL_ALGO_TREE][NCCL_PROTO_LL] = comm->maxThreads[NCCL_ALGO_COLLNET_DIRECT][NCCL_PROTO_LL] =
getNthreads("NCCL_NTHREADS", ncclParamNthreads(), 4*comm->WarpSize, NCCL_MAX_NTHREADS, NCCL_MAX_NTHREADS);
comm->maxThreads[NCCL_ALGO_RING][NCCL_PROTO_LL128] = comm->maxThreads[NCCL_ALGO_TREE][NCCL_PROTO_LL128] =
getNthreads("NCCL_LL128_NTHREADS", ncclParamLl128Nthreads(), 4*comm->WarpSize, NCCL_LL128_MAX_NTHREADS, NCCL_LL128_MAX_NTHREADS);
#else
getNthreads("NCCL_NTHREADS", ncclParamNthreads(), 2*WARP_SIZE, NCCL_SIMPLE_MAX_NTHREADS, simpleDefaultThreads);
comm->maxThreads[NCCL_ALGO_TREE][NCCL_PROTO_SIMPLE] =
getNthreads("NCCL_NTHREADS", ncclParamNthreads(), 2*WARP_SIZE, NCCL_SIMPLE_MAX_NTHREADS, NCCL_SIMPLE_MAX_NTHREADS);
comm->maxThreads[NCCL_ALGO_COLLNET][NCCL_PROTO_SIMPLE] = NCCL_SIMPLE_MAX_NTHREADS;
comm->maxThreads[NCCL_ALGO_RING][NCCL_PROTO_LL] = comm->maxThreads[NCCL_ALGO_TREE][NCCL_PROTO_LL] = comm->maxThreads[NCCL_ALGO_COLLNET][NCCL_PROTO_LL] =
comm->maxThreads[NCCL_ALGO_COLLNET_DIRECT][NCCL_PROTO_SIMPLE] =
comm->maxThreads[NCCL_ALGO_COLLNET_CHAIN][NCCL_PROTO_SIMPLE] = NCCL_SIMPLE_MAX_NTHREADS;
comm->maxThreads[NCCL_ALGO_RING][NCCL_PROTO_LL] = comm->maxThreads[NCCL_ALGO_TREE][NCCL_PROTO_LL] =
getNthreads("NCCL_NTHREADS", ncclParamNthreads(), 2*WARP_SIZE, NCCL_LL_MAX_NTHREADS, NCCL_LL_MAX_NTHREADS);
#endif
comm->maxThreads[NCCL_ALGO_RING][NCCL_PROTO_LL128] = comm->maxThreads[NCCL_ALGO_TREE][NCCL_PROTO_LL128] = comm->maxThreads[NCCL_ALGO_COLLNET][NCCL_PROTO_LL128] =
comm->maxThreads[NCCL_ALGO_RING][NCCL_PROTO_LL128] = comm->maxThreads[NCCL_ALGO_TREE][NCCL_PROTO_LL128] =
getNthreads("NCCL_LL128_NTHREADS", ncclParamLl128Nthreads(), NCCL_LL128_MAX_NTHREADS/4, NCCL_LL128_MAX_NTHREADS, NCCL_LL128_MAX_NTHREADS);
#endif
int nNodes = comm->nNodes;
int nRanks = comm->nRanks;
@@ -267,7 +270,7 @@ ncclResult_t ncclTopoTuneModel(struct ncclComm* comm, int minCompCap, int maxCom
//if (cpuArch == NCCL_TOPO_CPU_ARCH_POWER) hwLat[NCCL_HW_PCI][NCCL_ALGO_TREE][NCCL_PROTO_SIMPLE] = hwLat[NCCL_HW_PCI][NCCL_ALGO_RING][NCCL_PROTO_SIMPLE];
float ppn = (float)nRanks / nNodes; // if ppn < 2, then we are sending/receiving at the same GPU through the NIC, apply some bw discount
struct ncclTopoGraph* graphs[NCCL_NUM_ALGORITHMS] = { treeGraph, ringGraph, collNetGraph };
struct ncclTopoGraph* graphs[NCCL_NUM_ALGORITHMS] = { treeGraph, ringGraph, collNetGraph, collNetGraph };
int intraHw[NCCL_NUM_ALGORITHMS], hw[NCCL_NUM_ALGORITHMS];
for (int a=0; a<NCCL_NUM_ALGORITHMS; a++) intraHw[a] = graphs[a]->typeIntra == LINK_NVL ? NCCL_HW_NVLINK : NCCL_HW_PCI;
for (int a=0; a<NCCL_NUM_ALGORITHMS; a++) hw[a] = nNodes == 1 ? intraHw[a] : NCCL_HW_NET;
@@ -284,8 +287,9 @@ ncclResult_t ncclTopoTuneModel(struct ncclComm* comm, int minCompCap, int maxCom
if ((coll != ncclFuncAllReduce) && a != NCCL_ALGO_RING) continue;
for (int p=0; p<NCCL_NUM_PROTOCOLS; p++) {
float speed = nNodes <= 2 || a == NCCL_ALGO_COLLNET ? graphs[a]->speedIntra : graphs[a]->speedInter;
float busBw = comm->topo->baseBw != 0.0 ? comm->topo->baseBw : graphs[a]->nChannels * speed;
int collnet = (a == NCCL_ALGO_COLLNET_DIRECT || a == NCCL_ALGO_COLLNET_CHAIN) ? 1 : 0;
float bw = nNodes <= 2 || collnet ? graphs[a]->bwIntra : graphs[a]->bwInter;
float busBw = comm->topo->baseBw != 0.0 ? comm->topo->baseBw : graphs[a]->nChannels * bw;
// Various model refinements
#if defined(__HIP_PLATFORM_HCC__) || defined(__HCC__) || defined(__HIPCC__)
@@ -300,8 +304,16 @@ ncclResult_t ncclTopoTuneModel(struct ncclComm* comm, int minCompCap, int maxCom
if (a == NCCL_ALGO_TREE) busBw = std::min(busBw*.92, graphs[a]->nChannels*perChMaxTreeBw);
if (a == NCCL_ALGO_TREE && p == NCCL_PROTO_LL) busBw = std::min(busBw*1.0/3.8, llMaxBw);
if (a == NCCL_ALGO_TREE && p == NCCL_PROTO_LL128) busBw = std::min(busBw * (nNodes == 1 ? 7.0/9.0 : 120.0/128.0), ll128MaxBwPerCh*graphs[a]->nChannels);
if (a == NCCL_ALGO_COLLNET_DIRECT && p != NCCL_PROTO_SIMPLE) busBw = 0; // Not used
if (a == NCCL_ALGO_COLLNET_CHAIN && p != NCCL_PROTO_SIMPLE) busBw = 0; // Not used
if (a == NCCL_ALGO_COLLNET_DIRECT && p == NCCL_PROTO_SIMPLE) {
// Collnet+Direct requires all GPUs to have a local NIC to work at full speed
float factor = ppn / (1.0*graphs[a]->nChannels); // GPU/NIC ratio
factor -= (factor-1)/2;
busBw /= factor;
}
if (a == NCCL_ALGO_COLLNET_CHAIN && p == NCCL_PROTO_SIMPLE) busBw *= .75;
#endif
if (a == NCCL_ALGO_COLLNET && p != NCCL_PROTO_SIMPLE) busBw = 0; // Oneshot CollNet only supports Simple
// Convert bus BW to algorithm BW
float ratio = (a != NCCL_ALGO_RING) ? .5 : (1.0 * nRanks) / nsteps;
@@ -309,7 +321,7 @@ ncclResult_t ncclTopoTuneModel(struct ncclComm* comm, int minCompCap, int maxCom
comm->latencies[coll][a][p] = baseLat[a][p];
float intraLat = rcclTuningModel[comm->topo->tuning].hwLat[intraHw[a]][a][p];
float interLat = rcclTuningModel[comm->topo->tuning].hwLat[NCCL_HW_NET][a][p];
float interLat = graphs[a]->latencyInter ? graphs[a]->latencyInter : rcclTuningModel[comm->topo->tuning].hwLat[NCCL_HW_NET][a][p];
//if (nNodes > 1 && p == NCCL_PROTO_LL) intraLat *= 1.8;
if (a == NCCL_ALGO_RING) {
float lat = rcclTuningModel[comm->topo->tuning].hwLat[hw[a]][a][p];
@@ -326,9 +338,11 @@ ncclResult_t ncclTopoTuneModel(struct ncclComm* comm, int minCompCap, int maxCom
} else if (a == NCCL_ALGO_TREE) {
comm->latencies[coll][a][p] +=
2 * ((nRanks/nNodes-1) * intraLat + log2i(nNodes) * interLat);
} else {
} else if (a == NCCL_ALGO_COLLNET_DIRECT) {
comm->latencies[coll][a][p] +=
2 * (std::min(1, (nRanks/nNodes-1)) * intraLat + (nRanks/nNodes-1) * 0.5) + interLat; // Add 0.5 arity serialization latency
} else if (a == NCCL_ALGO_COLLNET_CHAIN) {
comm->latencies[coll][a][p] += 2 * (nRanks/nNodes-1) * intraLat;
}
}
}
@@ -337,7 +351,7 @@ ncclResult_t ncclTopoTuneModel(struct ncclComm* comm, int minCompCap, int maxCom
// Protocols/Algorithms enable/disable, and user overrides.
// All are enabled except ll128 which is enabled by default only in certain cases.
int protoEnable[NCCL_NUM_PROTOCOLS] = { 1, 2, 1 };
int algoEnable[NCCL_NUM_ALGORITHMS] = { 1, 1, 1 };
int algoEnable[NCCL_NUM_ALGORITHMS] = { 1, 1, 1, 1 };
const char *protoStr = getenv("NCCL_PROTO");
if (protoStr) {
@@ -351,12 +365,18 @@ ncclResult_t ncclTopoTuneModel(struct ncclComm* comm, int minCompCap, int maxCom
}
// Disable CollNet if it is not supported
if (comm->collNetSupport == 0) {
algoEnable[NCCL_ALGO_COLLNET] = 0;
algoEnable[NCCL_ALGO_COLLNET_DIRECT] = 0;
algoEnable[NCCL_ALGO_COLLNET_CHAIN] = 0;
// If user has hard set NCCL_ALGO=COLLNET, ignore it
if (algoEnable[NCCL_ALGO_RING] == 0 && algoEnable[NCCL_ALGO_TREE] == 0) {
algoEnable[NCCL_ALGO_RING] = algoEnable[NCCL_ALGO_TREE] = 1;
if (comm->rank == 0) WARN("CollNet is not supported or fails to initialize, ignoring NCCL_ALGO=COLLNET");
}
} else {
// Disable CollNet+Direct if not on an NVSwitch system
int nvsCount = 0;
NCCLCHECK(ncclTopoGetNvsCount(comm->topo, &nvsCount));
if (nvsCount == 0) algoEnable[NCCL_ALGO_COLLNET_DIRECT] = 0;
}
for (int c=0; c<NCCL_NUM_FUNCTIONS; c++) for (int a=0; a<NCCL_NUM_ALGORITHMS; a++) for (int p=0; p<NCCL_NUM_PROTOCOLS; p++) {
@@ -412,13 +432,14 @@ ncclResult_t ncclTopoTuneModel(struct ncclComm* comm, int minCompCap, int maxCom
comm->threadThresholds[a][NCCL_PROTO_SIMPLE] = NCCL_SIMPLE_THREAD_THRESHOLD;
}
comm->threadThresholds[NCCL_ALGO_RING][NCCL_PROTO_LL] *= nRanks;
comm->threadThresholds[NCCL_ALGO_COLLNET][NCCL_PROTO_SIMPLE] = 256;
comm->threadThresholds[NCCL_ALGO_COLLNET_DIRECT][NCCL_PROTO_SIMPLE] = 256;
comm->threadThresholds[NCCL_ALGO_COLLNET_CHAIN][NCCL_PROTO_SIMPLE] = 256;
// Override defaults with user env
char* str = getenv("NCCL_THREAD_THRESHOLDS");
if (str) {
INFO(NCCL_ENV, "NCCL_THREAD_THRESHOLDS set by environment to %s", str);
ssize_t t[NCCL_NUM_ALGORITHMS][NCCL_NUM_PROTOCOLS] = {{ -2, -2, -2 }, { -2, -2, -2}};
ssize_t t[NCCL_NUM_ALGORITHMS][NCCL_NUM_PROTOCOLS] = {{ -2, -2, -2 }, { -2, -2, -2 }, { -2, -2, -2 }, { -2, -2, -2 }};
sscanf(str, "%ld %ld %ld %ld %ld %ld", t[0], t[0]+1, t[0]+2, t[1], t[1]+1, t[1]+2);
for (int a=0; a<NCCL_NUM_ALGORITHMS; a++) {
for (int p=0; p<NCCL_NUM_PROTOCOLS; p++) {
@@ -427,16 +448,15 @@ ncclResult_t ncclTopoTuneModel(struct ncclComm* comm, int minCompCap, int maxCom
}
}
INFO(NCCL_INIT, "threadThresholds %ld/%ld/%ld | %ld/%ld/%ld | %ld/%ld/%ld",
INFO(NCCL_INIT, "threadThresholds %ld/%ld/%ld | %ld/%ld/%ld | %ld | %ld",
comm->threadThresholds[NCCL_ALGO_TREE][NCCL_PROTO_LL],
comm->threadThresholds[NCCL_ALGO_TREE][NCCL_PROTO_LL128],
comm->threadThresholds[NCCL_ALGO_TREE][NCCL_PROTO_SIMPLE],
comm->threadThresholds[NCCL_ALGO_RING][NCCL_PROTO_LL],
comm->threadThresholds[NCCL_ALGO_RING][NCCL_PROTO_LL128],
comm->threadThresholds[NCCL_ALGO_RING][NCCL_PROTO_SIMPLE],
comm->threadThresholds[NCCL_ALGO_COLLNET][NCCL_PROTO_LL],
comm->threadThresholds[NCCL_ALGO_COLLNET][NCCL_PROTO_LL128],
comm->threadThresholds[NCCL_ALGO_COLLNET][NCCL_PROTO_SIMPLE]);
comm->threadThresholds[NCCL_ALGO_COLLNET_DIRECT][NCCL_PROTO_SIMPLE],
comm->threadThresholds[NCCL_ALGO_COLLNET_CHAIN][NCCL_PROTO_SIMPLE]);
return ncclSuccess;
}