Add ring simple chunk size tuning (#1180)
* Add ring simple chunk size tuning
* modifying the tuning table to improve the performance of broadcast for 8MB to 32MB for single-node MI300X after ring simple chunk size tuning
* modifying the tuning table to improve the performance of reduce for 1MB to 4MB for single-node MI300X after ring simple chunk size tuning
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Co-authored-by: PedramAlizadeh <pmohamma@amd.com>
[ROCm/rccl commit: 73221b4230]
이 커밋은 다음에 포함됨:
@@ -1799,6 +1799,14 @@ static ncclResult_t computeCollChunkInfo(struct ncclInfo* collInfo, size_t nByte
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while (collInfo->nBytes / (collInfo->nChannels*chunkSize) < collInfo->comm->channels[0].tree.depth*4 && chunkSize > 65536) chunkSize /= 2;
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while (collInfo->nBytes / (collInfo->nChannels*chunkSize) < collInfo->comm->channels[0].tree.depth && chunkSize > 32768) chunkSize /= 2;
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}
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} else if (collInfo->algorithm == NCCL_ALGO_RING && collInfo->protocol == NCCL_PROTO_SIMPLE) {
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if (collInfo->pattern == ncclPatternPipelineFrom || collInfo->pattern == ncclPatternPipelineTo) {
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// Optimize chunkSize / nSteps
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while (collInfo->nBytes / (collInfo->nChannels*chunkSize) < 64 && chunkSize > 262144) chunkSize /= 2;
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while (collInfo->nBytes / (collInfo->nChannels*chunkSize) < 32 && chunkSize > 131072) chunkSize /= 2;
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while (collInfo->nBytes / (collInfo->nChannels*chunkSize) < 16 && chunkSize > 65536) chunkSize /= 2;
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while (collInfo->nBytes / (collInfo->nChannels*chunkSize) < 8 && chunkSize > 32768) chunkSize /= 2;
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}
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} else if (collInfo->algorithm == NCCL_ALGO_COLLNET_DIRECT) {
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// Optimize chunkSize / nSteps
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while (nBytes / (nChannels * collInfo->comm->channels[0].collnetDirect.nHeads * chunkSize) < collInfo->comm->channels[0].collnetDirect.depth * 64 && chunkSize > 131072) chunkSize /= 2;
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@@ -379,7 +379,7 @@ ncclResult_t ncclTopoTuneModel(struct ncclComm* comm, int minCompCap, int maxCom
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busBw *= rcclTuningModel[comm->topo->tuning].bwRatio[0][a][p];
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else
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busBw *= rcclTuningModel[comm->topo->tuning].bwRatio[1][a][p];
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if (a == NCCL_ALGO_RING && p == NCCL_PROTO_LL && coll == ncclFuncBroadcast && IsArchMatch(comm->topo->nodes[GPU].nodes[0].gpu.gcn, "gfx94") && comm->topo->nodes[GPU].count == comm->topo->nRanks) { busBw = busBw * 2.33; }
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if (a == NCCL_ALGO_RING && p == NCCL_PROTO_LL && (coll == ncclFuncBroadcast || coll == ncclFuncReduce) && IsArchMatch(comm->topo->nodes[GPU].nodes[0].gpu.gcn, "gfx94") && comm->topo->nodes[GPU].count == comm->topo->nRanks) { busBw = busBw * 1.65; }
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#else
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if (a == NCCL_ALGO_RING && p == NCCL_PROTO_LL) { busBw = std::min(llMaxBw, busBw * ((nNodes > 1 || coll == ncclFuncAllReduce || coll == ncclFuncReduce) ? 1.0/4.0 : 1.0/3.0)); }
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if (a == NCCL_ALGO_RING && p == NCCL_PROTO_LL128) busBw = std::min(busBw * (ppn < 2 ? 0.7 : 0.92 /*120.0/128.0*/), graphs[a]->nChannels*perChMaxRingLL128Bw);
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