Add AllGather LL128 multi-node tuning and include LL cutoff points in tuning models (#1618)
* Enable LL/LL128 cutoff points in tuning models * Initializing ll/ll128 model cutoffs for MI300 * Use RCCL_LL_LIMITS_UNDEFINED --------- Co-authored-by: PedramAlizadeh <pmohamma@amd.com>
このコミットが含まれているのは:
+32
-21
@@ -1903,14 +1903,6 @@ static ncclResult_t updateCollCostTable(
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return ncclSuccess;
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}
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// The following parameters are based on the observation that LL and LL128
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// performance is determined by how much data goes out of a GPU
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// TODO: these numbers can be part of topo detection.
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RCCL_PARAM(RsLLMinSizePerRank, "REDUCE_SCATTER_LL_MIN_SIZE_PER_RANK", 0);
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RCCL_PARAM(RsLLMaxSizePerRank, "REDUCE_SCATTER_LL_MAX_SIZE_PER_RANK", 655360);
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RCCL_PARAM(RsLL128MinSizePerRank, "REDUCE_SCATTER_LL128_MIN_SIZE_PER_RANK", 131072);
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RCCL_PARAM(RsLL128MaxSizePerRank, "REDUCE_SCATTER_LL128_MAX_SIZE_PER_RANK", 3211264);
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static ncclResult_t topoGetAlgoInfo(
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struct ncclComm* comm, struct ncclTaskColl* info, size_t nBytes,
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float** collCostTable, int backupAlgo, int backupProto, float backupTime, ncclSimInfo_t* simInfo
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@@ -1953,23 +1945,42 @@ static ncclResult_t topoGetAlgoInfo(
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const char *protoStr = getenv("NCCL_PROTO");
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userProtocolInput = !protoStr ? 0 : 1;
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}
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if(!userProtocolInput && comm->nNodes >= 2 && info->func == ncclFuncReduceScatter && IsArchMatch(comm->topo->nodes[GPU].nodes[0].gpu.gcn, "gfx942")) {
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// Keep it simple unless otherwise required
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info->protocol = NCCL_PROTO_SIMPLE;
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// Normalize the comparison to sizePerRank as this is essentially what matters in determining protocol choice
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size_t sizePerRank = nBytes / comm->nRanks;
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if(sizePerRank <= rcclParamRsLLMaxSizePerRank() && sizePerRank >= rcclParamRsLLMinSizePerRank()) {
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info->protocol = NCCL_PROTO_LL;
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}
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if(!userProtocolInput && comm->nNodes >= 2 && (info->func == ncclFuncReduceScatter || info->func == ncclFuncAllGather)) {
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auto llMin = comm->minMaxLLRange[info->func][NCCL_PROTO_LL][0];
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auto llMax = comm->minMaxLLRange[info->func][NCCL_PROTO_LL][1];
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auto ll128Min = comm->minMaxLLRange[info->func][NCCL_PROTO_LL128][0];
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auto ll128Max = comm->minMaxLLRange[info->func][NCCL_PROTO_LL128][1];
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// Only override model choices if min/max cutoff points are set in the tuning models
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if((ll128Max != RCCL_LL_LIMITS_UNDEFINED) || (llMax != RCCL_LL_LIMITS_UNDEFINED)) {
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// Keep it simple unless otherwise required
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info->protocol = NCCL_PROTO_SIMPLE;
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// Normalize the comparison to sizePerRank as this is essentially what matters in determining protocol choice
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size_t sizePerRank = nBytes / comm->nRanks;
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if(sizePerRank <= llMax && sizePerRank > llMin) {
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info->protocol = NCCL_PROTO_LL;
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}
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#if defined(ENABLE_LL128)
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// LL128 RS performance is better than LL when enabled, so the next condition overrides the previous LL choice
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if(comm->topo->ll128Enabled) {
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if(sizePerRank <= rcclParamRsLL128MaxSizePerRank() && sizePerRank >= rcclParamRsLL128MinSizePerRank()) {
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info->protocol = NCCL_PROTO_LL128;
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// When applicable, LL128 RS performance is better than LL, so the next condition overrides the previous LL choice
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if(comm->topo->ll128Enabled) {
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if(sizePerRank <= ll128Max && sizePerRank > ll128Min) {
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info->protocol = NCCL_PROTO_LL128;
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}
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}
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#endif
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} else if (IsArchMatch(comm->topo->nodes[GPU].nodes[0].gpu.gcn, "gfx942")) {
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// Warn that model detection for MI300 (or future others) did not work as expected
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// Add supported archs to this condition as they come (e.g. gfx950)
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// Also make sure the tuning_model and model detection are updated for new archs
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static bool failedWarn = false;
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if (!failedWarn) {
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WARN("LL cutoff points not detected for a supported arch %s", comm->topo->nodes[GPU].nodes[0].gpu.gcn);
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failedWarn = true;
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}
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}
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#endif
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}
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#endif
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if (comm->rank == 0) INFO(NCCL_TUNING, "%s: %ld Bytes -> Algo %d proto %d time %f", ncclFuncToString(info->func), nBytes, info->algorithm, info->protocol, time);
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