2.20.3-1
Add support for alternating rings, allow for cross-nic rings without cross-rail communication. Add support for user buffer registration for network send/recv. Optimize aggregated operations to better utilize all channels. Add flattening for BCM PCI gen5 switches. Add support for inter-node NVLink communication Add support for port fusion in NET/IB. Add support for ReduceScatter and AllGather using Collnet. Update net API to v8. Fix hang during A2A connection.
Dieser Commit ist enthalten in:
+181
-48
@@ -12,63 +12,50 @@ namespace {
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template<typename T, typename RedOp, typename Proto>
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__device__ __forceinline__ void runRing(ncclWorkElem *args) {
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const int tid = threadIdx.x;
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const int nthreads = args->nWarps*WARP_SIZE;
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const int bid = args->bid;
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const int nChannels = args->nChannels;
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const int nthreads = (int)args->nWarps * WARP_SIZE;
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ncclRing *ring = &ncclShmem.channel.ring;
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const int *ringRanks = ring->userRanks;
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const ssize_t chunkSize = int(Proto::calcBytePerStep()/sizeof(T) * (Proto::Id == NCCL_PROTO_SIMPLE ? ALLGATHER_CHUNKSTEPS : 1));
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// We should not need the final /2 but it makes performance much, much smoother. Might be a bug somewhere.
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const ssize_t minChunkSizeLL128 = int(nthreads*(Proto::calcBytePerGrain()/sizeof(T))/2);
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const int nranks = ncclShmem.comm.nRanks;
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const ssize_t loopSize = nChannels*int(chunkSize);
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const ssize_t size = args->count;
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const size_t chunkCount = args->chunkCount;
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const size_t channelCount = args->workCount;
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const size_t gridOffset = args->workOffset;
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const size_t count = args->count;
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size_t offset;
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size_t dataOffset;
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int nelem;
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int rankDest;
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T *inputBuf = (T*)args->sendbuff;
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T *outputBuf = (T*)args->recvbuff;
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Primitives<T, RedOp, FanSymmetric<1>, 1, Proto, 0> prims
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(tid, nthreads, &ring->prev, &ring->next, inputBuf, outputBuf, args->redOpArg);
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for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
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ssize_t realChunkSize;
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if (Proto::Id == NCCL_PROTO_SIMPLE) {
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realChunkSize = min(chunkSize, divUp(size-gridOffset,nChannels));
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realChunkSize = roundUp(realChunkSize, (nthreads-WARP_SIZE)*sizeof(uint64_t)/sizeof(T));
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}
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else if (Proto::Id == NCCL_PROTO_LL)
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realChunkSize = size-gridOffset < loopSize ? args->lastChunkSize : chunkSize;
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else if (Proto::Id == NCCL_PROTO_LL128)
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realChunkSize = min(chunkSize, divUp(size-gridOffset, nChannels*minChunkSizeLL128)*minChunkSizeLL128);
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realChunkSize = int(realChunkSize);
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ssize_t chunkOffset = gridOffset + int(bid*realChunkSize);
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for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
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/////////////// begin AllGather steps ///////////////
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ssize_t offset;
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int nelem = min(realChunkSize, size-chunkOffset);
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int rankDest;
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nelem = min(chunkCount, channelCount - elemOffset);
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dataOffset = gridOffset + elemOffset;
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// step 0: push data to next GPU
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rankDest = ringRanks[0];
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offset = chunkOffset + rankDest * size;
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offset = dataOffset + rankDest * count;
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if (inputBuf + chunkOffset == outputBuf + offset) { // In place
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prims.directSend(chunkOffset, offset, nelem);
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if (inputBuf + dataOffset == outputBuf + offset) { // In place
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prims.directSend(dataOffset, offset, nelem);
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} else {
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prims.directCopySend(chunkOffset, offset, nelem);
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prims.directCopySend(dataOffset, offset, nelem);
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}
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// k-2 steps: copy to next GPU
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for (int j=1; j<nranks-1; ++j) {
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rankDest = ringRanks[nranks-j];
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offset = chunkOffset + rankDest * size;
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offset = dataOffset + rankDest * count;
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prims.directRecvCopySend(offset, nelem);
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}
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// Make final copy from buffer to dest.
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rankDest = ringRanks[1];
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offset = chunkOffset + rankDest * size;
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offset = dataOffset + rankDest * count;
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// Final wait/copy.
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prims.directRecv(offset, nelem);
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@@ -102,13 +89,14 @@ template<typename T, typename RedOp>
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struct RunWorkElement<ncclFuncAllGather, T, RedOp, NCCL_ALGO_NVLS, NCCL_PROTO_SIMPLE> {
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__device__ __forceinline__ void run(ncclWorkElem *args) {
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const int tid = threadIdx.x;
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const int bid = args->bid;
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const int nChannels = args->nChannels;
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struct ncclNvls* nvls = &ncclShmem.channel.nvls;
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const ssize_t chunkSize = int(args->lastChunkSize);
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const ssize_t size = args->count;
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const ssize_t loopSize = nChannels*chunkSize;
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const ssize_t count = args->count;
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const ssize_t rank = ncclShmem.comm.rank;
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const size_t chunkCount = args->chunkCount;
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size_t gridOffset = args->workOffset;
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size_t channelCount = args->workCount;
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size_t offset;
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int nelem;
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const int nThreadsBcast = args->regUsed ? (NCCL_MAX_NTHREADS - WARP_SIZE) : 4 * WARP_SIZE;
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const int nThreadsGather = args->regUsed ? WARP_SIZE : NCCL_MAX_NTHREADS - nThreadsBcast;
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@@ -122,10 +110,10 @@ struct RunWorkElement<ncclFuncAllGather, T, RedOp, NCCL_ALGO_NVLS, NCCL_PROTO_SI
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Primitives<T, RedOp, FanAsymmetric<NCCL_MAX_NVLS_ARITY, 0>, /*Direct=*/0, Proto, 0>
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prims(tid, nThreadsGather, nvls->up, NULL, NULL, args->recvbuff,
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args->redOpArg, 0 * Proto::MaxGroupWidth, 1, 1);
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for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
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ssize_t offset = gridOffset + bid * chunkSize;
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int nelem = min(chunkSize, size - offset);
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prims.gather(offset, nvls->nHeads * size, nelem, size, -1, 0);
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for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
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offset = gridOffset + elemOffset;
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nelem = min(chunkCount, channelCount - elemOffset);
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prims.gather(offset, nvls->nHeads * count, nelem, count, -1, 0);
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}
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} else if (tid < tidEndBcast) {
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// Bcast through NVLS
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@@ -133,9 +121,9 @@ struct RunWorkElement<ncclFuncAllGather, T, RedOp, NCCL_ALGO_NVLS, NCCL_PROTO_SI
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Primitives<T, RedOp, FanAsymmetric<0, 1>, /*Direct=*/0, Proto, 0>
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prims(tid - tidEndGather, nThreadsBcast, NULL, &nvls->down, args->sendbuff, NULL,
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args->redOpArg, 3 * Proto::MaxGroupWidth, 0, 0);
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for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
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ssize_t offset = gridOffset + bid * chunkSize;
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int nelem = min(chunkSize, size - offset);
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for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
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offset = gridOffset + elemOffset;
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nelem = min(chunkCount, channelCount - elemOffset);
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prims.send(offset, nelem);
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}
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}
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@@ -150,7 +138,7 @@ struct RunWorkElement<ncclFuncAllGather, T, RedOp, NCCL_ALGO_NVLS, NCCL_PROTO_SI
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/* used as sync */
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prims.scatter(0, 0, 0, 0, -1, 0);
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for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
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for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
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prims.gather(0, 0, 0, 0, -1, 0);
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}
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} else if (tid < tidEndBcast) {
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@@ -161,13 +149,158 @@ struct RunWorkElement<ncclFuncAllGather, T, RedOp, NCCL_ALGO_NVLS, NCCL_PROTO_SI
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/* used as sync */
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prims.recv(0, 0);
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for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
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ssize_t inpOffset = gridOffset + bid * chunkSize;
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ssize_t outOffset = inpOffset + rank * size;
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int nelem = min(chunkSize, size - inpOffset);
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for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
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ssize_t inpOffset = gridOffset + elemOffset;
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ssize_t outOffset = inpOffset + rank * count;
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nelem = min(chunkCount, channelCount - elemOffset);
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prims.directSend(inpOffset, outOffset, nelem);
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}
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}
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}
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}
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};
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template<typename T, typename RedOp>
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struct RunWorkElement<ncclFuncAllGather, T, RedOp, NCCL_ALGO_COLLNET_DIRECT, NCCL_PROTO_SIMPLE> {
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template<bool BcastSendNotRecv>
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struct Scatterer {
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struct ncclWorkElem* args;
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ssize_t chunkSize;
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ssize_t railGridOffset;
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template<int SlicePerChunk, int MinSrcs, int MaxSrcs, int MinDsts, int MaxDsts>
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__device__ __forceinline__ void operator()(
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int tid, int tn, int slice, int maxSliceSize,
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int nSrcs, void** srcPtrs, int nDsts, void** dstPtrs, int32_t* dstSizes
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) {
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static_assert(SlicePerChunk==1, "require: SlicePerChunk==1");
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static_assert(MaxDsts<=1 || MaxSrcs<=1, "require: MaxDsts<=1 || MaxSrcs<=1");
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struct ncclDirect* direct = &ncclShmem.channel.collnetDirect;
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int nNodes = ncclShmem.comm.nNodes;
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int nRails = direct->nHeads;
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int bid = args->bid;
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char* inbuf = (char*)args->sendbuff;
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char* outbuf = (char*)args->recvbuff;
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ssize_t sizePerRank = args->count*sizeof(T);
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bool inPlace = (inbuf == outbuf + ncclShmem.comm.rank*sizePerRank);
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ssize_t railAllBeg = min(railGridOffset + bid*chunkSize, nNodes*sizePerRank);
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ssize_t railAllEnd = min(railAllBeg + chunkSize, nNodes*sizePerRank);
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int railAllSize = railAllEnd - railAllBeg;
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if (tid < nDsts) dstSizes[tid] = railAllSize;
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int src = 0;
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int rail;
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if (BcastSendNotRecv) {
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rail = direct->headRank;
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} else {
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rail = direct->headRank+1;
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if (rail == nRails) rail = 0;
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}
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do {
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int node = railAllBeg/sizePerRank;
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int railAllOffset = 0;
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while (railAllOffset < railAllSize) {
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ssize_t railOneBeg = node*sizePerRank;
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ssize_t railOneEnd = railOneBeg + sizePerRank;
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ssize_t railOneOffset = (railAllBeg+railAllOffset) - railOneBeg;
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int delta = min(railAllEnd, railOneEnd) - (railAllBeg+railAllOffset);
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int rank = ncclShmem.comm.collNetDenseToUserRank[node*nRails + rail];
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ssize_t userOneBeg = rank*sizePerRank + railOneOffset;
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int outIsDst = (inPlace && rank == ncclShmem.comm.rank) ? 0 : 1;
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reduceCopy<ncclCollUnroll(), RedOp, T,
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/*MultimemSrcs,MinSrcs,MaxSrcs=*/0,1,1,
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/*MultimemDsts=*/0, 0+MinDsts, 1+MaxDsts,
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/*PreOpSrcs=*/0>
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(tid, tn, 0, nullptr, false,
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/*nSrcs=*/1, [=]__device__(int s/*==0*/) -> void* {
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return (char*)srcPtrs[src] + railAllOffset;
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},
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/*nDsts=*/outIsDst+nDsts, [=]__device__(int d) -> void* {
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return d < outIsDst ? outbuf + userOneBeg
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: (char*)dstPtrs[d-outIsDst] + railAllOffset;
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},
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delta);
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railAllOffset += delta;
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node += 1;
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}
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src += 1;
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rail += 1;
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if (rail == nRails) rail = 0;
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} while (!BcastSendNotRecv && src < nRails-1);
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}
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};
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__device__ __forceinline__ void run(ncclWorkElem *args) {
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int tid = threadIdx.x;
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const int nChannels = args->nChannels;
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struct ncclDirect* direct = &ncclShmem.channel.collnetDirect;
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int const &nNodes = ncclShmem.comm.nNodes;
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ssize_t chunkSize = int(args->chunkCount);
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ssize_t const &sizePerRank = args->count;
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bool isMultiRail = (direct->nHeads > 1);
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int nWarps1 = 1;
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int nWarps2 = (isMultiRail ? 2 : 1);
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int nWarps3 = (isMultiRail ? 2 : 0);
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float denom = float(args->nWarps)/float(nWarps1+nWarps2+nWarps3);
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nWarps3 = int(denom*nWarps3);
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nWarps2 = int(denom*nWarps2);
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nWarps1 = args->nWarps - (nWarps2+nWarps3);
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using Proto = ProtoSimple<1, 1>;
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int tn = nWarps1*WARP_SIZE;
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if (tid < tn) {
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// Phase 1: send to network
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Primitives<T, RedOp, FanAsymmetric<0, 1>, /*Direct=*/0, Proto, 0>
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prims(tid, tn, nullptr, &direct->out, args->sendbuff, nullptr,
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/*redOpArg=*/0, 0*Proto::MaxGroupWidth, 1, 1);
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for (ssize_t railGridOffset=0; railGridOffset < nNodes*sizePerRank; railGridOffset += nChannels*chunkSize) {
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ssize_t railAllBeg = railGridOffset + args->bid*chunkSize;
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ssize_t railAllEnd = min(railAllBeg + chunkSize, nNodes*sizePerRank);
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ssize_t railOneBeg = ncclShmem.comm.node*sizePerRank;
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ssize_t railOneEnd = railOneBeg + sizePerRank;
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ssize_t beg = max(railAllBeg, railOneBeg);
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ssize_t end = min(railAllEnd, railOneEnd);
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prims.send(beg-railOneBeg, max(ssize_t(0), end-beg));
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}
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return;
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}
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tid -= tn;
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tn = nWarps2*WARP_SIZE;
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if (tid < tn) {
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// Phase 2: Recv network -> deposit output + send to bcast
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Primitives<T, RedOp, FanAsymmetric<1, NCCL_MAX_DIRECT_ARITY>, /*Direct=*/0, Proto, 0>
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prims(tid, tn, &direct->out, direct->heads+1, nullptr, nullptr,
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/*redOpArg=*/0, 1*Proto::MaxGroupWidth, 0, 0);
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for (ssize_t railGridOffset=0; railGridOffset < nNodes*sizePerRank; railGridOffset += nChannels*chunkSize) {
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Scatterer</*BcastSendNotRecv=*/true> scat;
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scat.args = args;
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scat.chunkSize = chunkSize;
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scat.railGridOffset = railGridOffset;
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prims.process</*Recv=*/1, /*Send=*/1>(scat);
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}
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return;
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}
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tid -= tn;
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tn = nWarps3*WARP_SIZE;
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if (tid < tn) {
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// Phase 3: Recv bcast -> deposit output
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Primitives<T, RedOp, FanAsymmetric<NCCL_MAX_DIRECT_ARITY, 0>, /*Direct=*/0, Proto, 0>
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prims(tid, tn, direct->heads+1, nullptr, nullptr, nullptr,
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/*redOpArg=*/0, 2*Proto::MaxGroupWidth, 0, 0);
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for (ssize_t railGridOffset=0; railGridOffset < nNodes*sizePerRank; railGridOffset += nChannels*chunkSize) {
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Scatterer</*BcastSendNotRecv=*/false> scat;
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scat.args = args;
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scat.chunkSize = chunkSize;
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scat.railGridOffset = railGridOffset;
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prims.process</*Recv=*/1, /*Send=*/0>(scat);
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}
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return;
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}
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}
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};
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+216
-188
@@ -12,84 +12,69 @@ namespace {
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template<typename T, typename RedOp, typename Proto>
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__device__ __forceinline__ void runRing(ncclWorkElem *args) {
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const int tid = threadIdx.x;
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const int nthreads = args->nWarps*WARP_SIZE;
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const int bid = args->bid;
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const int nChannels = args->nChannels;
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const int nthreads = (int)args->nWarps * WARP_SIZE;
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ncclRing *ring = &ncclShmem.channel.ring;
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int ringIx = ring->index;
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const ssize_t chunkSize = int(Proto::calcBytePerStep()/sizeof(T) * (Proto::Id == NCCL_PROTO_SIMPLE ? ALLREDUCE_CHUNKSTEPS : 1));
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ssize_t chunkCount = args->chunkCount;
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const int nranks = ncclShmem.comm.nRanks;
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const ssize_t loopSize = nChannels*nranks*chunkSize;
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const ssize_t size = args->count;
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int minChunkSize;
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if (Proto::Id == NCCL_PROTO_LL)
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minChunkSize = nthreads*(Proto::calcBytePerGrain()/sizeof(T));
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if (Proto::Id == NCCL_PROTO_LL128) {
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// We should not need the final /2 but it makes performance much, much smoother. Might be a bug somewhere.
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minChunkSize = nthreads*(Proto::calcBytePerGrain()/sizeof(T))/2;
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}
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const ssize_t loopCount = nranks * chunkCount;
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ssize_t offset;
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ssize_t gridOffset = args->workOffset;
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ssize_t channelCount = args->workCount;
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int nelem;
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int chunk;
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Primitives<T, RedOp, FanSymmetric<1>, 1, Proto, 0> prims
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(tid, nthreads, &ring->prev, &ring->next, args->sendbuff, args->recvbuff, args->redOpArg);
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for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
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ssize_t realChunkSize;
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if (Proto::Id == NCCL_PROTO_SIMPLE) {
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realChunkSize = min(chunkSize, divUp(size-gridOffset, nChannels*nranks));
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realChunkSize = roundUp(realChunkSize, (nthreads-WARP_SIZE)*sizeof(uint64_t)/sizeof(T));
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}
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else
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realChunkSize = min(chunkSize, divUp(size-gridOffset, nChannels*nranks*minChunkSize)*minChunkSize);
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realChunkSize = int(realChunkSize);
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for (ssize_t elemOffset = 0; elemOffset < channelCount; elemOffset += loopCount) {
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ssize_t remCount = channelCount - elemOffset;
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ssize_t chunkOffset;
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if (remCount < loopCount) chunkCount = args->lastChunkCount;
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auto calcOffset = [&]__device__(int chunk)->ssize_t {
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if (Proto::Id == NCCL_PROTO_SIMPLE)
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return gridOffset + bid*nranks*realChunkSize + chunk*realChunkSize;
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else
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return gridOffset + (chunk*nChannels + bid)*realChunkSize;
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};
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auto modRanks = [&]__device__(int r)->int {
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return r - (r >= nranks ? nranks : 0);
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};
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ssize_t offset;
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int nelem;
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int chunk;
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|
||||
// step 0: push data to next GPU
|
||||
chunk = modRanks(ringIx + nranks-1);
|
||||
offset = calcOffset(chunk);
|
||||
nelem = min(realChunkSize, size-offset);
|
||||
chunk = modRanks(ringIx + nranks - 1);
|
||||
chunkOffset = chunk * chunkCount;
|
||||
offset = gridOffset + elemOffset + chunkOffset;
|
||||
nelem = (int)min(chunkCount, remCount - chunkOffset);
|
||||
prims.send(offset, nelem);
|
||||
|
||||
// k-2 steps: reduce and copy to next GPU
|
||||
for (int j=2; j<nranks; ++j) {
|
||||
chunk = modRanks(ringIx + nranks-j);
|
||||
offset = calcOffset(chunk);
|
||||
nelem = min(realChunkSize, size-offset);
|
||||
for (int j = 2; j < nranks; ++j) {
|
||||
chunk = modRanks(ringIx + nranks - j);
|
||||
chunkOffset = chunk * chunkCount;
|
||||
offset = gridOffset + elemOffset + chunkOffset;
|
||||
nelem = (int)min(chunkCount, remCount - chunkOffset);
|
||||
prims.recvReduceSend(offset, nelem);
|
||||
}
|
||||
|
||||
// step k-1: reduce this buffer and data, which will produce the final
|
||||
// result that we store in this data and push to the next GPU
|
||||
chunk = ringIx + 0;
|
||||
offset = calcOffset(chunk);
|
||||
nelem = min(realChunkSize, size-offset);
|
||||
chunkOffset = chunk * chunkCount;
|
||||
offset = gridOffset + elemOffset + chunkOffset;
|
||||
nelem = (int)min(chunkCount, remCount - chunkOffset);
|
||||
prims.directRecvReduceCopySend(offset, offset, nelem, /*postOp=*/true);
|
||||
|
||||
// k-2 steps: copy to next GPU
|
||||
for (int j=1; j<nranks-1; ++j) {
|
||||
chunk = modRanks(ringIx + nranks-j);
|
||||
offset = calcOffset(chunk);
|
||||
nelem = min(realChunkSize, size-offset);
|
||||
for (int j = 1; j < nranks - 1; ++j) {
|
||||
chunk = modRanks(ringIx + nranks - j);
|
||||
chunkOffset = chunk * chunkCount;
|
||||
offset = gridOffset + elemOffset + chunkOffset;
|
||||
nelem = (int)min(chunkCount, remCount - chunkOffset);
|
||||
prims.directRecvCopySend(offset, nelem);
|
||||
}
|
||||
|
||||
// Make final copy from buffer to dest.
|
||||
chunk = modRanks(ringIx + 1);
|
||||
offset = calcOffset(chunk);
|
||||
nelem = min(realChunkSize, size-offset);
|
||||
chunkOffset = chunk * chunkCount;
|
||||
offset = gridOffset + elemOffset + chunkOffset;
|
||||
nelem = (int)min(chunkCount, remCount - chunkOffset);
|
||||
prims.directRecv(offset, nelem);
|
||||
}
|
||||
}
|
||||
@@ -97,43 +82,35 @@ namespace {
|
||||
template<typename T, typename RedOp, typename Proto>
|
||||
__device__ __forceinline__ void runTreeUpDown(ncclWorkElem *args) {
|
||||
const int tid = threadIdx.x;
|
||||
const int nthreads = args->nWarps*WARP_SIZE;
|
||||
const int bid = args->bid;
|
||||
const int nChannels = args->nChannels;
|
||||
const int nthreads = (int)args->nWarps * WARP_SIZE;
|
||||
ncclTree *tree = &ncclShmem.channel.tree;
|
||||
ssize_t chunkSize = int(
|
||||
Proto::Id == NCCL_PROTO_SIMPLE ? args->lastChunkSize
|
||||
/* LL & LL128 */ : Proto::calcBytePerStep()/sizeof(T));
|
||||
const ssize_t minChunkSize = int(
|
||||
Proto::Id == NCCL_PROTO_SIMPLE ? (nthreads-2*WARP_SIZE)*8*(sizeof(uint64_t)/sizeof(T))
|
||||
/* LL & LL128 */ : nthreads*(Proto::calcBytePerGrain()/sizeof(T)));
|
||||
const ssize_t loopSize = int(nChannels*chunkSize);
|
||||
const ssize_t size = args->count;
|
||||
|
||||
if (loopSize > size)
|
||||
chunkSize = divUp((int)size, int(nChannels*minChunkSize))*int(minChunkSize);
|
||||
const size_t channelCount = args->workCount;
|
||||
const size_t gridOffset = args->workOffset;
|
||||
const size_t chunkCount = args->chunkCount;
|
||||
size_t offset;
|
||||
int nelem;
|
||||
|
||||
{ // Reduce : max number of recv is 3, max number of send is 1 (binary tree + local)
|
||||
Primitives<T, RedOp, FanAsymmetric<NCCL_MAX_TREE_ARITY, 1>, /*Direct=*/0, Proto, 0> prims
|
||||
(tid, nthreads, tree->down, &tree->up, args->sendbuff, args->recvbuff, args->redOpArg);
|
||||
if (tree->up == -1) {
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid*int(chunkSize);
|
||||
int nelem = min(chunkSize, size-offset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.recvReduceCopy(offset, offset, nelem, /*postOp=*/true);
|
||||
}
|
||||
}
|
||||
else if (tree->down[0] == -1) {
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid*int(chunkSize);
|
||||
int nelem = min(chunkSize, size-offset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.send(offset, nelem);
|
||||
}
|
||||
}
|
||||
else {
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid*int(chunkSize);
|
||||
int nelem = min(chunkSize, size-offset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.recvReduceSend(offset, nelem);
|
||||
}
|
||||
}
|
||||
@@ -143,23 +120,23 @@ namespace {
|
||||
Primitives<T, RedOp, FanAsymmetric<1, NCCL_MAX_TREE_ARITY>, /*Direct=*/1, Proto, 0> prims
|
||||
(tid, nthreads, &tree->up, tree->down, args->sendbuff, args->recvbuff, args->redOpArg);
|
||||
if (tree->up == -1) {
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid*int(chunkSize);
|
||||
int nelem = min(chunkSize, size-offset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.directSendFromOutput(offset, nelem);
|
||||
}
|
||||
}
|
||||
else if (tree->down[0] == -1) {
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid*int(chunkSize);
|
||||
int nelem = min(chunkSize, size-offset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.directRecv(offset, nelem);
|
||||
}
|
||||
}
|
||||
else {
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid*int(chunkSize);
|
||||
int nelem = min(chunkSize, size-offset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.directRecvCopySend(offset, nelem);
|
||||
}
|
||||
}
|
||||
@@ -169,19 +146,13 @@ namespace {
|
||||
template<typename T, typename RedOp, typename Proto>
|
||||
__device__ __forceinline__ void runTreeSplit(ncclWorkElem *args) {
|
||||
const int tid = threadIdx.x;
|
||||
const int nthreads = args->nWarps*WARP_SIZE;
|
||||
const int bid = args->bid;
|
||||
const int nChannels = args->nChannels;
|
||||
const int nthreads = (int)args->nWarps * WARP_SIZE;
|
||||
ncclTree *tree = &ncclShmem.channel.tree;
|
||||
ssize_t chunkSize = int(
|
||||
Proto::Id != NCCL_PROTO_LL ? args->lastChunkSize
|
||||
: Proto::calcBytePerStep()/sizeof(T));
|
||||
const ssize_t minChunkSize = int(
|
||||
Proto::Id == NCCL_PROTO_SIMPLE ? (nthreads - 2*WARP_SIZE)*8*(sizeof(uint64_t)/sizeof(T)) :
|
||||
Proto::Id == NCCL_PROTO_LL ? nthreads*(Proto::calcBytePerGrain()/sizeof(T))
|
||||
/* LL128 */ : nthreads*(Proto::calcBytePerGrain()/sizeof(T))/8);
|
||||
const ssize_t loopSize = int(nChannels*chunkSize);
|
||||
const ssize_t size = args->count;
|
||||
const size_t chunkCount = args->chunkCount;
|
||||
const size_t gridOffset = args->workOffset;
|
||||
const size_t channelCount = args->workCount;
|
||||
size_t offset;
|
||||
int nelem;
|
||||
|
||||
int nthreadsSplit;
|
||||
if (Proto::Id == NCCL_PROTO_SIMPLE) {
|
||||
@@ -193,16 +164,13 @@ namespace {
|
||||
nthreadsSplit = (nthreads*7/(10*WARP_SIZE))*WARP_SIZE;
|
||||
}
|
||||
|
||||
if (loopSize > size)
|
||||
chunkSize = divUp((int)size, nChannels*int(minChunkSize))*int(minChunkSize);
|
||||
|
||||
if (tree->up == -1) {
|
||||
// Reduce and broadcast. Max number of recv is 2, max number of send is 2
|
||||
Primitives<T, RedOp, FanSymmetric<NCCL_MAX_TREE_ARITY_TOP>, /*Direct=*/1, Proto, 0>
|
||||
prims(tid, nthreads, tree->down, tree->down, args->sendbuff, args->recvbuff, args->redOpArg);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid*int(chunkSize);
|
||||
int nelem = min(chunkSize, size-offset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.directRecvReduceCopySend(offset, offset, nelem, /*doPost=*/true);
|
||||
}
|
||||
}
|
||||
@@ -218,16 +186,16 @@ namespace {
|
||||
Primitives<T, RedOp, FanAsymmetric<NCCL_MAX_TREE_ARITY, 1>, /*Direct=*/1, Proto, 0>
|
||||
prims(tid, nthreadsSplit, tree->down, &tree->up, args->sendbuff, args->recvbuff, args->redOpArg, 0*Proto::MaxGroupWidth);
|
||||
if (tree->down[0] == -1) {
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid*int(chunkSize);
|
||||
int nelem = min(chunkSize, size-offset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.send(offset, nelem);
|
||||
}
|
||||
}
|
||||
else {
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid*int(chunkSize);
|
||||
int nelem = min(chunkSize, size-offset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.recvReduceSend(offset, nelem);
|
||||
}
|
||||
}
|
||||
@@ -238,16 +206,16 @@ namespace {
|
||||
prims(tid-nthreadsSplit, nthreads-nthreadsSplit, &tree->up, tree->down, args->sendbuff, args->recvbuff,
|
||||
args->redOpArg, 1*Proto::MaxGroupWidth);
|
||||
if (tree->down[0] == -1) {
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid*int(chunkSize);
|
||||
int nelem = min(chunkSize, size-offset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.directRecv(offset, nelem);
|
||||
}
|
||||
}
|
||||
else {
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid*int(chunkSize);
|
||||
int nelem = min(chunkSize, size-offset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.directRecvCopySend(offset, nelem);
|
||||
}
|
||||
}
|
||||
@@ -282,7 +250,7 @@ struct RunWorkElement<ncclFuncAllReduce, T, RedOp, NCCL_ALGO_COLLNET_DIRECT, NCC
|
||||
const int bid = args->bid;
|
||||
const int nChannels = args->nChannels;
|
||||
struct ncclDirect* direct = &ncclShmem.channel.collnetDirect;
|
||||
const ssize_t chunkSize = int(args->lastChunkSize);
|
||||
const ssize_t chunkSize = args->chunkCount;
|
||||
const ssize_t size = args->count;
|
||||
const ssize_t loopSize = nChannels*direct->nHeads*chunkSize;
|
||||
|
||||
@@ -378,14 +346,10 @@ template<typename T, typename RedOp>
|
||||
struct RunWorkElement<ncclFuncAllReduce, T, RedOp, NCCL_ALGO_NVLS, NCCL_PROTO_SIMPLE> {
|
||||
__device__ __forceinline__ void run(ncclWorkElem *args) {
|
||||
const int tid = threadIdx.x;
|
||||
const int bid = args->bid;
|
||||
const int nChannels = args->nChannels;
|
||||
struct ncclNvls* nvls = &ncclShmem.channel.nvls;
|
||||
const ssize_t chunkSize = int(args->lastChunkSize);
|
||||
const ssize_t size = args->count;
|
||||
const ssize_t loopSize = nChannels*nvls->nHeads*chunkSize;
|
||||
const int nranks = ncclShmem.comm.nRanks;
|
||||
ssize_t chunkSize = args->chunkCount;
|
||||
const bool hasOut = nvls->out != -1;
|
||||
const int nranks = ncclShmem.comm.nRanks;
|
||||
const int totalWarps = NCCL_MAX_NTHREADS/WARP_SIZE;
|
||||
const int bcastWarps = hasOut ? (args->regUsed ? ((totalWarps - 2) >> 1) - 1 : 2) : 0;
|
||||
const int reduceWarps = args->regUsed ? (totalWarps - bcastWarps - 2) : (hasOut ? 3 : nranks <= 6 ? 7 : 5);
|
||||
@@ -401,62 +365,114 @@ struct RunWorkElement<ncclFuncAllReduce, T, RedOp, NCCL_ALGO_NVLS, NCCL_PROTO_SI
|
||||
const int tidEndReduce = tidEndGather + nThreadsReduce;
|
||||
const int tidEndBcast = tidEndReduce + nThreadsBcast;
|
||||
|
||||
if (tid < tidEndScatter) {
|
||||
// Scatter
|
||||
using Proto = ProtoSimple<1, 1, COLL_UNROLL>;
|
||||
Primitives<T, RedOp, FanAsymmetric<0, NCCL_MAX_NVLS_ARITY>, /*Direct=*/0, Proto, 0>
|
||||
prims(tid, nThreadsScatter, NULL, nvls->up, args->sendbuff, NULL,
|
||||
args->redOpArg, 0 * Proto::MaxGroupWidth, 1, 1);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid * nvls->nHeads * chunkSize;
|
||||
int nelem = args->regUsed ? 0 : min(nvls->nHeads * chunkSize, size - offset);
|
||||
prims.scatter(offset, nelem, chunkSize, chunkSize, -1, 0);
|
||||
}
|
||||
} else if (tid < tidEndGather) {
|
||||
// Gather
|
||||
using Proto = ProtoSimple<1, 1, COLL_UNROLL>;
|
||||
Primitives<T, RedOp, FanAsymmetric<NCCL_MAX_NVLS_ARITY, 0>, /*Direct=*/0, Proto, 0>
|
||||
prims(tid - tidEndScatter, nThreadsGather, nvls->up, NULL, NULL, args->recvbuff,
|
||||
args->redOpArg, 1 * Proto::MaxGroupWidth, 1, 1);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid * nvls->nHeads * chunkSize;
|
||||
int nelem = args->regUsed ? 0 :min(nvls->nHeads * chunkSize, size - offset);
|
||||
prims.gather(offset, nelem, chunkSize, chunkSize, -1, 0);
|
||||
}
|
||||
} else if (tid < tidEndReduce && nvls->headRank != -1) {
|
||||
if (!hasOut) {
|
||||
if (args->oneNode) {
|
||||
const ssize_t loopCount = nvls->nHeads * chunkSize;
|
||||
const ssize_t channelCount = args->workCount;
|
||||
const ssize_t gridOffset = args->workOffset;
|
||||
ssize_t offset;
|
||||
int nelem;
|
||||
|
||||
if (tid < tidEndScatter) {
|
||||
// Scatter
|
||||
using Proto = ProtoSimple<1, 1, COLL_UNROLL>;
|
||||
Primitives<T, RedOp, FanAsymmetric<0, NCCL_MAX_NVLS_ARITY>, /*Direct=*/0, Proto, 0>
|
||||
prims(tid, nThreadsScatter, NULL, nvls->up, args->sendbuff, NULL,
|
||||
args->redOpArg, 0 * Proto::MaxGroupWidth, 1, 1);
|
||||
for (ssize_t elemOffset = 0; elemOffset < channelCount; elemOffset += loopCount) {
|
||||
if (channelCount - elemOffset < loopCount) chunkSize = args->lastChunkCount;
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = args->regUsed ? 0 : min(loopCount, channelCount - elemOffset);
|
||||
prims.scatter(offset, nelem, chunkSize, chunkSize, -1, 0);
|
||||
}
|
||||
} else if (tid < tidEndGather) {
|
||||
// Gather
|
||||
using Proto = ProtoSimple<1, 1, COLL_UNROLL>;
|
||||
Primitives<T, RedOp, FanAsymmetric<NCCL_MAX_NVLS_ARITY, 0>, /*Direct=*/0, Proto, 0>
|
||||
prims(tid - tidEndScatter, nThreadsGather, nvls->up, NULL, NULL, args->recvbuff,
|
||||
args->redOpArg, 1 * Proto::MaxGroupWidth, 1, 1);
|
||||
for (ssize_t elemOffset = 0; elemOffset < channelCount; elemOffset += loopCount) {
|
||||
if (channelCount - elemOffset < loopCount) chunkSize = args->lastChunkCount;
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = args->regUsed ? 0 : min(loopCount, channelCount - elemOffset);
|
||||
prims.gather(offset, nelem, chunkSize, chunkSize, -1, 0);
|
||||
}
|
||||
} else if (tid < tidEndReduce) {
|
||||
// Reduce, broadcast through NVLS
|
||||
using Proto = ProtoSimple<1, 1, COLL_UNROLL, 1, 1>;
|
||||
Primitives<T, RedOp, FanSymmetric<1>, /*Direct=*/1, Proto, 0>
|
||||
prims(tid - tidEndGather, nThreadsReduce, &nvls->down, &nvls->down, NULL, NULL,
|
||||
args->redOpArg, 2 * Proto::MaxGroupWidth, 0, 0, args);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + (bid * nvls->nHeads + nvls->headRank) * chunkSize;
|
||||
int nelem = min(chunkSize, size - offset);
|
||||
prims.directRecvDirectSend(offset, offset, nelem);
|
||||
}
|
||||
} else {
|
||||
// Reduce, send to network
|
||||
using Proto = ProtoSimple<1, 1, COLL_UNROLL, 1, 0>;
|
||||
Primitives<T, RedOp, FanSymmetric<1>, /*Direct=*/1, Proto, 0>
|
||||
prims(tid - tidEndGather, nThreadsReduce, &nvls->down, &nvls->out, NULL, NULL,
|
||||
args->redOpArg, 2 * Proto::MaxGroupWidth, 0, 1, args);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + (bid * nvls->nHeads + nvls->headRank) * chunkSize;
|
||||
int nelem = min(chunkSize, size - offset);
|
||||
for (ssize_t elemOffset = 0; elemOffset < channelCount; elemOffset += loopCount) {
|
||||
ssize_t chunkOffset;
|
||||
if (channelCount - elemOffset < loopCount) chunkSize = args->lastChunkCount;
|
||||
chunkOffset = elemOffset + nvls->headRank * chunkSize;
|
||||
offset = gridOffset + chunkOffset;
|
||||
nelem = min(chunkSize, channelCount - chunkOffset);
|
||||
prims.directRecvDirectSend(offset, offset, nelem);
|
||||
}
|
||||
}
|
||||
} else if (tid < tidEndBcast && nvls->headRank != -1) {
|
||||
// Recv from network, broadcast
|
||||
using Proto = ProtoSimple<1, 1, COLL_UNROLL, 0, 1>;
|
||||
Primitives<T, RedOp, FanSymmetric<1>, /*Direct=*/1, Proto, 0>
|
||||
prims(tid - tidEndReduce, nThreadsBcast, &nvls->out, &nvls->down, NULL, NULL,
|
||||
args->redOpArg, 3 * Proto::MaxGroupWidth, 0, 0, args);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + (bid * nvls->nHeads + nvls->headRank) * chunkSize;
|
||||
int nelem = min(chunkSize, size - offset);
|
||||
prims.directRecvDirectSend(offset, offset, nelem);
|
||||
} else {
|
||||
const int bid = args->bid;
|
||||
const ssize_t loopSize = args->nChannels * nvls->nHeads * chunkSize;
|
||||
const ssize_t size = args->count;
|
||||
|
||||
if (tid < tidEndScatter) {
|
||||
// Scatter
|
||||
using Proto = ProtoSimple<1, 1, COLL_UNROLL>;
|
||||
Primitives<T, RedOp, FanAsymmetric<0, NCCL_MAX_NVLS_ARITY>, /*Direct=*/0, Proto, 0>
|
||||
prims(tid, nThreadsScatter, NULL, nvls->up, args->sendbuff, NULL,
|
||||
args->redOpArg, 0 * Proto::MaxGroupWidth, 1, 1);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid * nvls->nHeads * chunkSize;
|
||||
int nelem = args->regUsed ? 0 : min(nvls->nHeads * chunkSize, size - offset);
|
||||
prims.scatter(offset, nelem, chunkSize, chunkSize, -1, 0);
|
||||
}
|
||||
} else if (tid < tidEndGather) {
|
||||
// Gather
|
||||
using Proto = ProtoSimple<1, 1, COLL_UNROLL>;
|
||||
Primitives<T, RedOp, FanAsymmetric<NCCL_MAX_NVLS_ARITY, 0>, /*Direct=*/0, Proto, 0>
|
||||
prims(tid - tidEndScatter, nThreadsGather, nvls->up, NULL, NULL, args->recvbuff,
|
||||
args->redOpArg, 1 * Proto::MaxGroupWidth, 1, 1);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid * nvls->nHeads * chunkSize;
|
||||
int nelem = args->regUsed ? 0 :min(nvls->nHeads * chunkSize, size - offset);
|
||||
prims.gather(offset, nelem, chunkSize, chunkSize, -1, 0);
|
||||
}
|
||||
} else if (tid < tidEndReduce && nvls->headRank != -1) {
|
||||
if (!hasOut) {
|
||||
// Reduce, broadcast through NVLS
|
||||
using Proto = ProtoSimple<1, 1, COLL_UNROLL, 1, 1>;
|
||||
Primitives<T, RedOp, FanSymmetric<1>, /*Direct=*/1, Proto, 0>
|
||||
prims(tid - tidEndGather, nThreadsReduce, &nvls->down, &nvls->down, NULL, NULL,
|
||||
args->redOpArg, 2 * Proto::MaxGroupWidth, 0, 0, args);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + (bid * nvls->nHeads + nvls->headRank) * chunkSize;
|
||||
int nelem = min(chunkSize, size - offset);
|
||||
prims.directRecvDirectSend(offset, offset, nelem);
|
||||
}
|
||||
} else {
|
||||
// Reduce, send to network
|
||||
using Proto = ProtoSimple<1, 1, COLL_UNROLL, 1, 0>;
|
||||
Primitives<T, RedOp, FanSymmetric<1>, /*Direct=*/1, Proto, 0>
|
||||
prims(tid - tidEndGather, nThreadsReduce, &nvls->down, &nvls->out, NULL, NULL,
|
||||
args->redOpArg, 2 * Proto::MaxGroupWidth, 0, 1, args);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + (bid * nvls->nHeads + nvls->headRank) * chunkSize;
|
||||
int nelem = min(chunkSize, size - offset);
|
||||
prims.directRecvDirectSend(offset, offset, nelem);
|
||||
}
|
||||
}
|
||||
} else if (tid < tidEndBcast && nvls->headRank != -1) {
|
||||
// Recv from network, broadcast
|
||||
using Proto = ProtoSimple<1, 1, COLL_UNROLL, 0, 1>;
|
||||
Primitives<T, RedOp, FanSymmetric<1>, /*Direct=*/1, Proto, 0>
|
||||
prims(tid - tidEndReduce, nThreadsBcast, &nvls->out, &nvls->down, NULL, NULL,
|
||||
args->redOpArg, 3 * Proto::MaxGroupWidth, 0, 0, args);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + (bid * nvls->nHeads + nvls->headRank) * chunkSize;
|
||||
int nelem = min(chunkSize, size - offset);
|
||||
prims.directRecvDirectSend(offset, offset, nelem);
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -466,14 +482,13 @@ template<typename T, typename RedOp>
|
||||
struct RunWorkElement<ncclFuncAllReduce, T, RedOp, NCCL_ALGO_NVLS_TREE, NCCL_PROTO_SIMPLE> {
|
||||
__device__ __forceinline__ void run(ncclWorkElem *args) {
|
||||
const int tid = threadIdx.x;
|
||||
const int bid = args->bid;
|
||||
const int nChannels = args->nChannels;
|
||||
struct ncclNvls* nvls = &ncclShmem.channel.nvls;
|
||||
const int treeUp = nvls->treeUp;
|
||||
const int* treeDown = nvls->treeDown;
|
||||
const ssize_t chunkSize = int(args->lastChunkSize);
|
||||
const ssize_t size = args->count;
|
||||
const ssize_t loopSize = nChannels*nvls->nHeads*chunkSize;
|
||||
ssize_t chunkCount = args->chunkCount;
|
||||
const ssize_t loopCount = nvls->nHeads * chunkCount;
|
||||
const ssize_t channelCount = args->workCount;
|
||||
const ssize_t gridOffset = args->workOffset;
|
||||
const int nranks = ncclShmem.comm.nRanks;
|
||||
const bool hasUp = treeUp != -1;
|
||||
const int totalWarps = NCCL_MAX_NTHREADS/WARP_SIZE;
|
||||
@@ -481,6 +496,8 @@ struct RunWorkElement<ncclFuncAllReduce, T, RedOp, NCCL_ALGO_NVLS_TREE, NCCL_PRO
|
||||
const int reduceWarps = args->regUsed ? (totalWarps - bcastWarps - 2) : (hasUp ? 5 : nranks <= 6 ? 7 : 5);
|
||||
const int scatterWarps = args->regUsed ? 1 : (totalWarps - reduceWarps - bcastWarps + 1) >> 1;
|
||||
const int gatherWarps = args->regUsed ? 1 : (totalWarps - reduceWarps - bcastWarps) >> 1;
|
||||
ssize_t offset;
|
||||
int nelem;
|
||||
|
||||
const int nThreadsScatter = scatterWarps*WARP_SIZE;
|
||||
const int nThreadsGather = gatherWarps*WARP_SIZE;
|
||||
@@ -497,10 +514,11 @@ struct RunWorkElement<ncclFuncAllReduce, T, RedOp, NCCL_ALGO_NVLS_TREE, NCCL_PRO
|
||||
Primitives<T, RedOp, FanAsymmetric<0, NCCL_MAX_NVLS_ARITY>, /*Direct=*/0, Proto, 0>
|
||||
prims(tid, nThreadsScatter, NULL, nvls->up, args->sendbuff, NULL,
|
||||
args->redOpArg, 0 * Proto::MaxGroupWidth, 1, 1);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid * nvls->nHeads * chunkSize;
|
||||
int nelem = args->regUsed ? 0 : min(nvls->nHeads * chunkSize, size - offset);
|
||||
prims.scatter(offset, nelem, chunkSize, chunkSize, -1, 0);
|
||||
for (ssize_t elemOffset = 0; elemOffset < channelCount; elemOffset += loopCount) {
|
||||
if (channelCount - elemOffset < loopCount) chunkCount = args->lastChunkCount;
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = args->regUsed ? 0 : min(loopCount, channelCount - elemOffset);
|
||||
prims.scatter(offset, nelem, chunkCount, chunkCount, -1, 0);
|
||||
}
|
||||
} else if (tid < tidEndGather) {
|
||||
// Gather
|
||||
@@ -508,10 +526,11 @@ struct RunWorkElement<ncclFuncAllReduce, T, RedOp, NCCL_ALGO_NVLS_TREE, NCCL_PRO
|
||||
Primitives<T, RedOp, FanAsymmetric<NCCL_MAX_NVLS_ARITY, 0>, /*Direct=*/0, Proto, 0>
|
||||
prims(tid - tidEndScatter, nThreadsGather, nvls->up, NULL, NULL, args->recvbuff,
|
||||
args->redOpArg, 1 * Proto::MaxGroupWidth, 1, 1);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid * nvls->nHeads * chunkSize;
|
||||
int nelem = args->regUsed ? 0 : min(nvls->nHeads * chunkSize, size - offset);
|
||||
prims.gather(offset, nelem, chunkSize, chunkSize, -1, 0);
|
||||
for (ssize_t elemOffset = 0; elemOffset < channelCount; elemOffset += loopCount) {
|
||||
if (channelCount - elemOffset < loopCount) chunkCount = args->lastChunkCount;
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = args->regUsed ? 0 : min(loopCount, channelCount - elemOffset);
|
||||
prims.gather(offset, nelem, chunkCount, chunkCount, -1, 0);
|
||||
}
|
||||
} else if (tid < tidEndReduce && nvls->headRank != -1) {
|
||||
if (!hasUp) {
|
||||
@@ -520,9 +539,12 @@ struct RunWorkElement<ncclFuncAllReduce, T, RedOp, NCCL_ALGO_NVLS_TREE, NCCL_PRO
|
||||
Primitives<T, RedOp, FanSymmetric<3>, /*Direct=*/1, Proto, 0>
|
||||
prims(tid - tidEndGather, nThreadsReduce, treeDown, treeDown, NULL, NULL,
|
||||
args->redOpArg, 2 * Proto::MaxGroupWidth, 0, 0, args);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + (bid * nvls->nHeads + nvls->headRank) * chunkSize;
|
||||
int nelem = min(chunkSize, size - offset);
|
||||
for (ssize_t elemOffset = 0; elemOffset < channelCount; elemOffset += loopCount) {
|
||||
ssize_t chunkOffset;
|
||||
if (channelCount - elemOffset < loopCount) chunkCount = args->lastChunkCount;
|
||||
chunkOffset = elemOffset + nvls->headRank * chunkCount;
|
||||
offset = gridOffset + chunkOffset;
|
||||
nelem = min(chunkCount, channelCount - chunkOffset);
|
||||
prims.directRecvDirectSend(offset, offset, nelem);
|
||||
}
|
||||
} else {
|
||||
@@ -531,9 +553,12 @@ struct RunWorkElement<ncclFuncAllReduce, T, RedOp, NCCL_ALGO_NVLS_TREE, NCCL_PRO
|
||||
Primitives<T, RedOp, FanAsymmetric<3, 1>, /*Direct=*/1, Proto, 0>
|
||||
prims(tid - tidEndGather, nThreadsReduce, treeDown, &treeUp, NULL, NULL,
|
||||
args->redOpArg, 2 * Proto::MaxGroupWidth, 0, 0, args);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + (bid * nvls->nHeads + nvls->headRank) * chunkSize;
|
||||
int nelem = min(chunkSize, size - offset);
|
||||
for (ssize_t elemOffset = 0; elemOffset < channelCount; elemOffset += loopCount) {
|
||||
ssize_t chunkOffset;
|
||||
if (channelCount - elemOffset < loopCount) chunkCount = args->lastChunkCount;
|
||||
chunkOffset = elemOffset + nvls->headRank * chunkCount;
|
||||
offset = gridOffset + chunkOffset;
|
||||
nelem = min(chunkCount, channelCount - chunkOffset);
|
||||
prims.directRecvDirectSend(offset, offset, nelem);
|
||||
}
|
||||
}
|
||||
@@ -543,9 +568,12 @@ struct RunWorkElement<ncclFuncAllReduce, T, RedOp, NCCL_ALGO_NVLS_TREE, NCCL_PRO
|
||||
Primitives<T, RedOp, FanAsymmetric<1, 3>, /*Direct=*/1, Proto, 0>
|
||||
prims(tid - tidEndReduce, nThreadsBcast, &treeUp, treeDown, NULL, NULL,
|
||||
args->redOpArg, 3 * Proto::MaxGroupWidth, 0, 0, args);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + (bid * nvls->nHeads + nvls->headRank) * chunkSize;
|
||||
int nelem = min(chunkSize, size - offset);
|
||||
for (ssize_t elemOffset = 0; elemOffset < channelCount; elemOffset += loopCount) {
|
||||
ssize_t chunkOffset;
|
||||
if (channelCount - elemOffset < loopCount) chunkCount = args->lastChunkCount;
|
||||
chunkOffset = elemOffset + nvls->headRank * chunkCount;
|
||||
offset = gridOffset + chunkOffset;
|
||||
nelem = min(chunkCount, channelCount - chunkOffset);
|
||||
prims.directRecvDirectSend(offset, offset, nelem);
|
||||
}
|
||||
}
|
||||
@@ -560,7 +588,7 @@ struct RunWorkElement<ncclFuncAllReduce, T, RedOp, NCCL_ALGO_COLLNET_CHAIN, NCCL
|
||||
const int bid = args->bid;
|
||||
const int nChannels = args->nChannels;
|
||||
ncclTree *tree = &ncclShmem.channel.collnetChain;
|
||||
ssize_t chunkSize = int(args->lastChunkSize);
|
||||
ssize_t chunkSize = args->chunkCount;
|
||||
const ssize_t loopSize = int(nChannels*chunkSize);
|
||||
const int nranks = ncclShmem.comm.nRanks;
|
||||
const ssize_t size = args->count;
|
||||
|
||||
@@ -12,37 +12,25 @@ namespace {
|
||||
template<typename T, typename RedOp, typename Proto>
|
||||
__device__ __forceinline__ void runRing(ncclWorkElem *args) {
|
||||
const int tid = threadIdx.x;
|
||||
const int nthreads = args->nWarps*WARP_SIZE;
|
||||
const int bid = args->bid;
|
||||
const int nChannels = args->nChannels;
|
||||
const int nthreads = (int)args->nWarps * WARP_SIZE;
|
||||
ncclRing *ring = &ncclShmem.channel.ring;
|
||||
const ssize_t chunkSize = int(Proto::calcBytePerStep()/sizeof(T) * (Proto::Id == NCCL_PROTO_SIMPLE ? BROADCAST_CHUNKSTEPS : 1));
|
||||
const ssize_t minChunkSizeLL128 = int(nthreads*(Proto::calcBytePerGrain()/sizeof(T)));
|
||||
const ssize_t loopSize = nChannels*chunkSize;
|
||||
const ssize_t size = args->count;
|
||||
const int rank = ring->userRanks[0];
|
||||
const int nextRank = ring->userRanks[1];
|
||||
const int root = args->root;
|
||||
const size_t chunkCount = args->chunkCount;
|
||||
const size_t channelCount = args->workCount;
|
||||
const size_t gridOffset = args->workOffset;
|
||||
size_t offset;
|
||||
int nelem;
|
||||
|
||||
T *inputBuf = (T*)args->sendbuff;
|
||||
T *outputBuf = (T*)args->recvbuff;
|
||||
Primitives<T, RedOp, FanSymmetric<1>, 0, Proto, 0>
|
||||
prims(tid, nthreads, &ring->prev, &ring->next, inputBuf, outputBuf, args->redOpArg);
|
||||
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t realChunkSize;
|
||||
if (Proto::Id == NCCL_PROTO_SIMPLE) {
|
||||
realChunkSize = min(chunkSize, divUp(size-gridOffset, nChannels));
|
||||
realChunkSize = roundUp(realChunkSize, (nthreads-WARP_SIZE)*sizeof(uint64_t)/sizeof(T));
|
||||
}
|
||||
else if (Proto::Id == NCCL_PROTO_LL)
|
||||
realChunkSize = size-gridOffset < loopSize ? args->lastChunkSize : chunkSize;
|
||||
else if (Proto::Id == NCCL_PROTO_LL128)
|
||||
realChunkSize = min(chunkSize, divUp(size-gridOffset, nChannels*minChunkSizeLL128)*minChunkSizeLL128);
|
||||
realChunkSize = int(realChunkSize);
|
||||
|
||||
ssize_t offset = gridOffset + int(bid*realChunkSize);
|
||||
int nelem = min(realChunkSize, size-offset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
|
||||
if (rank == root) {
|
||||
if (inputBuf == outputBuf) {
|
||||
|
||||
@@ -25,6 +25,7 @@ struct ncclShmemGroup {
|
||||
union {
|
||||
unpackGroupShmem unpack;
|
||||
} devicePlugin;
|
||||
int32_t dstSizes[NCCL_MAX_NVLS_ARITY+1];
|
||||
};
|
||||
|
||||
struct ncclShmemData {
|
||||
|
||||
@@ -28,11 +28,11 @@ inline __device__ int loadInt(int* ptr) {
|
||||
template<typename RedFn, typename T, int Unroll, int BytePerPack,
|
||||
int MultimemSrcs, int MinSrcs, int MaxSrcs,
|
||||
int MultimemDsts, int MinDsts, int MaxDsts, int PreOpSrcs,
|
||||
typename IntBytes>
|
||||
typename IntBytes, typename SrcPtrFn, typename DstPtrFn>
|
||||
__device__ __forceinline__ void reduceCopyPacks(
|
||||
int nThreads, int &thread,
|
||||
uint64_t redArg, uint64_t *preOpArgs, bool postOp,
|
||||
int nSrcs, void **srcPtrs, int nDsts, void **dstPtrs,
|
||||
int nSrcs, SrcPtrFn const &srcPtrFn, int nDsts, DstPtrFn const &dstPtrFn,
|
||||
IntBytes &nBytesBehind, IntBytes &nBytesAhead
|
||||
) {
|
||||
static_assert(std::is_signed<IntBytes>::value, "IntBytes must be a signed integral type.");
|
||||
@@ -66,10 +66,10 @@ __device__ __forceinline__ void reduceCopyPacks(
|
||||
uintptr_t minDsts[MinDsts + !MinDsts];
|
||||
#pragma unroll
|
||||
for (int s=0; s < MinSrcs; s++)
|
||||
minSrcs[s] = cvta_to_global(srcPtrs[s]) + threadBytesBehind;
|
||||
minSrcs[s] = cvta_to_global(srcPtrFn(s)) + threadBytesBehind;
|
||||
#pragma unroll
|
||||
for (int d=0; d < MinDsts; d++)
|
||||
minDsts[d] = cvta_to_global(dstPtrs[d]) + threadBytesBehind;
|
||||
minDsts[d] = cvta_to_global(dstPtrFn(d)) + threadBytesBehind;
|
||||
|
||||
// We dictate loop termination condition according to whether partial hunks
|
||||
// can be handled or not.
|
||||
@@ -114,7 +114,7 @@ __device__ __forceinline__ void reduceCopyPacks(
|
||||
}
|
||||
|
||||
for (int s=MinSrcs; (MinSrcs < MaxSrcs) && (s < MaxSrcs) && (s < nSrcs); s++) {
|
||||
uintptr_t src = cvta_to_global(srcPtrs[s]) + threadBytesBehind;
|
||||
uintptr_t src = cvta_to_global(srcPtrFn(s)) + threadBytesBehind;
|
||||
BytePack<BytePerPack> tmp[Unroll];
|
||||
RedFn preFn(s < PreOpSrcs ? preOpArgs[s] : 0);
|
||||
#pragma unroll Unroll
|
||||
@@ -149,7 +149,7 @@ __device__ __forceinline__ void reduceCopyPacks(
|
||||
}
|
||||
}
|
||||
for (int d=MinDsts; (MinDsts < MaxDsts) && (d < MaxDsts) && (d < nDsts); d++) {
|
||||
uintptr_t dst = cvta_to_global(dstPtrs[d]) + threadBytesBehind;
|
||||
uintptr_t dst = cvta_to_global(dstPtrFn(d)) + threadBytesBehind;
|
||||
#pragma unroll Unroll
|
||||
for (int u=0; u < Unroll; u++) {
|
||||
st_global<BytePerPack>(dst, acc[u]);
|
||||
@@ -183,11 +183,11 @@ __device__ __forceinline__ void reduceCopyPacks(
|
||||
template<int Unroll, typename RedFn, typename T,
|
||||
int MultimemSrcs, int MinSrcs, int MaxSrcs,
|
||||
int MultimemDsts, int MinDsts, int MaxDsts, int PreOpSrcs,
|
||||
typename IntBytes>
|
||||
typename IntBytes, typename SrcPtrFn, typename DstPtrFn>
|
||||
__device__ __forceinline__ void reduceCopy(
|
||||
int thread, int nThreads,
|
||||
uint64_t redArg, uint64_t *preOpArgs, bool postOp,
|
||||
int nSrcs, void **srcPtrs, int nDsts, void **dstPtrs,
|
||||
int nSrcs, SrcPtrFn const &srcPtrFn, int nDsts, DstPtrFn const &dstPtrFn,
|
||||
IntBytes nElts
|
||||
) {
|
||||
static_assert(MultimemSrcs <= MinSrcs && MultimemDsts <= MinDsts, "Multimem pointers cannot exceed respective Min values.");
|
||||
@@ -198,6 +198,9 @@ __device__ __forceinline__ void reduceCopy(
|
||||
// is supported for this redfn/type.
|
||||
constexpr int BigPackSize = (MultimemSrcs == 0) ? 16 : LoadMultimem_BigPackSize<RedFn>::BigPackSize;
|
||||
|
||||
if (MaxDsts==0) return;
|
||||
if (MinDsts==0 && nDsts==0) return;
|
||||
|
||||
IntBytes nBytesBehind = 0;
|
||||
IntBytes nBytesAhead = nElts*sizeof(T);
|
||||
|
||||
@@ -208,20 +211,20 @@ __device__ __forceinline__ void reduceCopy(
|
||||
#endif
|
||||
// Check that all pointers are BigPackSize aligned.
|
||||
bool aligned = true;
|
||||
if (lane < nSrcs) aligned &= 0 == cvta_to_global(srcPtrs[lane]) % (BigPackSize + !BigPackSize);
|
||||
if (lane < nDsts) aligned &= 0 == cvta_to_global(dstPtrs[lane]) % (BigPackSize + !BigPackSize);
|
||||
if (lane < nSrcs) aligned &= 0 == cvta_to_global(srcPtrFn(lane)) % (BigPackSize + !BigPackSize);
|
||||
if (lane < nDsts) aligned &= 0 == cvta_to_global(dstPtrFn(lane)) % (BigPackSize + !BigPackSize);
|
||||
aligned = __all_sync(~0u, aligned);
|
||||
if (aligned) {
|
||||
reduceCopyPacks<RedFn, T, Unroll, BigPackSize,
|
||||
MultimemSrcs, MinSrcs, MaxSrcs, MultimemDsts, MinDsts, MaxDsts, PreOpSrcs>
|
||||
(nThreads, /*&*/thread, redArg, preOpArgs, postOp,
|
||||
nSrcs, srcPtrs, nDsts, dstPtrs, /*&*/nBytesBehind, /*&*/nBytesAhead);
|
||||
nSrcs, srcPtrFn, nDsts, dstPtrFn, /*&*/nBytesBehind, /*&*/nBytesAhead);
|
||||
if (nBytesAhead == 0) return;
|
||||
|
||||
reduceCopyPacks<RedFn, T, /*Unroll=*/1, BigPackSize,
|
||||
MultimemSrcs, MinSrcs, MaxSrcs, MultimemDsts, MinDsts, MaxDsts, PreOpSrcs>
|
||||
(nThreads, /*&*/thread, redArg, preOpArgs, postOp,
|
||||
nSrcs, srcPtrs, nDsts, dstPtrs, /*&*/nBytesBehind, /*&*/nBytesAhead);
|
||||
nSrcs, srcPtrFn, nDsts, dstPtrFn, /*&*/nBytesBehind, /*&*/nBytesAhead);
|
||||
if (nBytesAhead == 0) return;
|
||||
}
|
||||
}
|
||||
@@ -229,13 +232,31 @@ __device__ __forceinline__ void reduceCopy(
|
||||
reduceCopyPacks<RedFn, T, Unroll*(16/sizeof(T))/2, /*BytePerPack=*/sizeof(T),
|
||||
MultimemSrcs, MinSrcs, MaxSrcs, MultimemDsts, MinDsts, MaxDsts, PreOpSrcs>
|
||||
(nThreads, /*&*/thread, redArg, preOpArgs, postOp,
|
||||
nSrcs, srcPtrs, nDsts, dstPtrs, /*&*/nBytesBehind, /*&*/nBytesAhead);
|
||||
nSrcs, srcPtrFn, nDsts, dstPtrFn, /*&*/nBytesBehind, /*&*/nBytesAhead);
|
||||
if (nBytesAhead == 0) return;
|
||||
|
||||
reduceCopyPacks<RedFn, T, /*Unroll=*/1, /*BytePerPack=*/sizeof(T),
|
||||
MultimemSrcs, MinSrcs, MaxSrcs, MultimemDsts, MinDsts, MaxDsts, PreOpSrcs>
|
||||
(nThreads, /*&*/thread, redArg, preOpArgs, postOp,
|
||||
nSrcs, srcPtrs, nDsts, dstPtrs, /*&*/nBytesBehind, /*&*/nBytesAhead);
|
||||
nSrcs, srcPtrFn, nDsts, dstPtrFn, /*&*/nBytesBehind, /*&*/nBytesAhead);
|
||||
}
|
||||
|
||||
template<int Unroll, typename RedFn, typename T,
|
||||
int MultimemSrcs, int MinSrcs, int MaxSrcs,
|
||||
int MultimemDsts, int MinDsts, int MaxDsts, int PreOpSrcs,
|
||||
typename IntBytes>
|
||||
__device__ __forceinline__ void reduceCopy(
|
||||
int thread, int nThreads,
|
||||
uint64_t redArg, uint64_t *preOpArgs, bool postOp,
|
||||
int nSrcs, void** srcPtrs, int nDsts, void** dstPtrs,
|
||||
IntBytes nElts
|
||||
) {
|
||||
reduceCopy<Unroll, RedFn, T,
|
||||
MultimemSrcs, MinSrcs, MaxSrcs,
|
||||
MultimemDsts, MinDsts, MaxDsts, PreOpSrcs, IntBytes>
|
||||
(thread, nThreads, redArg, preOpArgs, postOp,
|
||||
nSrcs, [=]__device__(int i) { return srcPtrs[i]; },
|
||||
nDsts, [=]__device__(int i) { return dstPtrs[i]; }, nElts);
|
||||
}
|
||||
|
||||
#endif // COMMON_KERNEL_H_
|
||||
|
||||
@@ -74,11 +74,11 @@ else:
|
||||
################################################################################
|
||||
|
||||
algos_of_coll = {
|
||||
"AllGather": ["RING","NVLS"],
|
||||
"AllGather": ["RING","COLLNET_DIRECT","NVLS"],
|
||||
"AllReduce": all_algos,
|
||||
"Broadcast": ["RING"],
|
||||
"Reduce": ["RING"],
|
||||
"ReduceScatter": ["RING","NVLS"],
|
||||
"ReduceScatter": ["RING","COLLNET_DIRECT","NVLS"],
|
||||
"SendRecv": [None]
|
||||
}
|
||||
|
||||
|
||||
@@ -26,7 +26,7 @@ class Primitives<T, RedOp, Fan, Direct, ProtoLL, P2p>:
|
||||
uint64_t recvConnHead;
|
||||
|
||||
struct ncclConnInfo* sendConn = NULL;
|
||||
volatile int* sendConnFifoPtr = NULL;
|
||||
volatile struct ncclConnFifo* sendConnFifo = NULL;
|
||||
volatile uint64_t* sendConnHeadPtr = NULL;
|
||||
uint64_t sendConnHead;
|
||||
uint64_t sendConnHeadCache; // Cache last seen value
|
||||
@@ -68,9 +68,9 @@ class Primitives<T, RedOp, Fan, Direct, ProtoLL, P2p>:
|
||||
sendConnHeadCache = *sendConnHeadPtr;
|
||||
if (checkAbort(spins, 1)) break;
|
||||
}
|
||||
if (sendConnFifoPtr) {
|
||||
if (sendConnFifo) {
|
||||
int size = ((sendConnHead & NCCL_LL_CLEAN_MASK) == NCCL_LL_CLEAN_MASK) ? stepLines*sizeof(union ncclLLFifoLine) : nbytes;
|
||||
sendConnFifoPtr[sendConnHead%NCCL_STEPS] = size;
|
||||
sendConnFifo[sendConnHead%NCCL_STEPS].size = size;
|
||||
}
|
||||
sendConnHead += 1;
|
||||
}
|
||||
@@ -315,7 +315,7 @@ class Primitives<T, RedOp, Fan, Direct, ProtoLL, P2p>:
|
||||
sendConnHeadPtr = sendConn->head;
|
||||
sendConnHeadCache = *sendConnHeadPtr;
|
||||
sendConnHead = sendConn->step;
|
||||
sendConnFifoPtr = sendConn->sizesFifo;
|
||||
sendConnFifo = sendConn->connFifo;
|
||||
}
|
||||
}
|
||||
|
||||
@@ -323,7 +323,7 @@ class Primitives<T, RedOp, Fan, Direct, ProtoLL, P2p>:
|
||||
__device__ Primitives(
|
||||
const int tid, const int nthreads, int const *recvPeers, int const *sendPeers,
|
||||
void const *inputBuf, void *outputBuf, uint64_t redOpArg, uint8_t group=0,
|
||||
uint8_t connIndexRecv=0, uint8_t connIndexSend=0, struct ncclWorkElem* e = nullptr, int stepSize_=0
|
||||
uint8_t connIndexRecv=0, uint8_t connIndexSend=0, struct ncclWorkElem* e = nullptr, struct ncclWorkElemP2p* p2p = nullptr, int stepSize_=0
|
||||
):
|
||||
redOp(redOpArg),
|
||||
tid(tid), nthreads(nthreads), wid(tid%WARP_SIZE), group(group),
|
||||
|
||||
@@ -30,7 +30,7 @@ class Primitives<T, RedOp, Fan, Direct, ProtoLL128, P2p>:
|
||||
uint64_t recvConnHead;
|
||||
|
||||
struct ncclConnInfo* sendConn = NULL;
|
||||
volatile int* sendConnFifoPtr = NULL;
|
||||
volatile struct ncclConnFifo* sendConnFifo = NULL;
|
||||
volatile uint64_t* sendConnTailPtr = NULL;
|
||||
uint64_t sendConnTail;
|
||||
volatile uint64_t* sendConnHeadPtr = NULL;
|
||||
@@ -71,8 +71,8 @@ class Primitives<T, RedOp, Fan, Direct, ProtoLL128, P2p>:
|
||||
sendConnHeadCache = *sendConnHeadPtr;
|
||||
if (checkAbort(spins, wid, 1)) break;
|
||||
}
|
||||
if (sendConnFifoPtr) {
|
||||
sendConnFifoPtr[sendStep[wid]%NCCL_STEPS] = nbytes;
|
||||
if (sendConnFifo) {
|
||||
sendConnFifo[sendStep[wid]%NCCL_STEPS].size = nbytes;
|
||||
}
|
||||
sendConnHead += 1;
|
||||
}
|
||||
@@ -350,10 +350,10 @@ class Primitives<T, RedOp, Fan, Direct, ProtoLL128, P2p>:
|
||||
sendConnHeadPtr = sendConn->head;
|
||||
sendConnHeadCache = *sendConnHeadPtr;
|
||||
sendConnHead = sendConn->step;
|
||||
sendConnFifoPtr = sendConn->sizesFifo;
|
||||
sendConnFifo = sendConn->connFifo;
|
||||
}
|
||||
if (tid >= nthreads-WARP_SIZE && wid<fan.nsend()) {
|
||||
if (sendConn->sizesFifo) {
|
||||
if (sendConn->connFifo) {
|
||||
sendConnTailPtr = sendConn->tail;
|
||||
sendConnTail = sendConn->step;
|
||||
}
|
||||
|
||||
@@ -20,8 +20,8 @@ class Primitives<
|
||||
RolePostSend = 0x10,
|
||||
RolePostRecv = 0x20,
|
||||
Aborted = 0x40,
|
||||
OffsFifoEnabled = 0x80,
|
||||
SizesFifoEnabled = 0x100,
|
||||
UserBufferMode = 0x80,
|
||||
ConnFifoEnabled = 0x100,
|
||||
DirectWrite = 0x200,
|
||||
DirectRead = 0x400,
|
||||
ThreadsSynced = 0x800,
|
||||
@@ -39,15 +39,12 @@ class Primitives<
|
||||
int flags;
|
||||
int group;
|
||||
uint64_t step;
|
||||
int *connOffsFifoPtr; // (flags & OffsFifoEnabled)
|
||||
struct ncclConnFifo* connFifo = NULL;
|
||||
union {
|
||||
T *userBuff; // (flags & (RoleInput|RoleOutput))
|
||||
T *connEltsFifo; // !(flags & (RoleInput|RoleOutput))
|
||||
};
|
||||
union {
|
||||
int volatile *connSizesFifoPtr; // (flags & SizesFifoEnabled)
|
||||
T *directBuff; // !(flags & SizesFifoEnabled)
|
||||
};
|
||||
T *directBuff;
|
||||
uint64_t *connStepPtr;
|
||||
uint64_t connStepCache; // Cache last seen value of (*connStepPtr)
|
||||
void* mhandle;
|
||||
@@ -141,14 +138,16 @@ class Primitives<
|
||||
}
|
||||
|
||||
if (flags & (Recv*RoleWaitRecv | Send*RoleWaitSend)) {
|
||||
if (isSendNotRecv && (flags & SizesFifoEnabled))
|
||||
connSizesFifoPtr[step%NCCL_STEPS] = nelts*sizeof(T);
|
||||
if (flags & ConnFifoEnabled)
|
||||
connFifo[step%NCCL_STEPS].size = nelts*sizeof(T);
|
||||
|
||||
void **ptrs = isSendNotRecv ? (ncclShmem.groups[group].dsts + Dst)
|
||||
: (ncclShmem.groups[group].srcs + Src);
|
||||
if (flags & OffsFifoEnabled)
|
||||
ptrs[index] = connEltsFifo + loadInt(connOffsFifoPtr + (step%NCCL_STEPS))/sizeof(T);
|
||||
else if (isSendNotRecv && DirectSend) {
|
||||
if (flags & UserBufferMode) {
|
||||
// Do nothing
|
||||
} else if ((flags & ConnFifoEnabled) && connFifo[step%NCCL_STEPS].mode == NCCL_MODE_OFFSET) {
|
||||
ptrs[index] = connEltsFifo + loadInt(&connFifo[step%NCCL_STEPS].offset)/sizeof(T);
|
||||
} else if (isSendNotRecv && DirectSend) {
|
||||
if (flags & (DirectWrite | NvlsDirectWrite)) {
|
||||
ptrs[index] = directBuff + dstIx + offset;
|
||||
} else if (flags & DirectRead) { // empty send
|
||||
@@ -179,7 +178,9 @@ class Primitives<
|
||||
inline __device__ void postPeer(bool dataStored) {
|
||||
if (flags & (Recv*RolePostRecv | Send*RolePostSend)) {
|
||||
step += StepPerSlice;
|
||||
if (Send && (flags & RolePostSend) && dataStored) fence_acq_rel_sys();
|
||||
if (Send && (flags & RolePostSend) && (dataStored||(flags&ConnFifoEnabled))) {
|
||||
fence_acq_rel_sys();
|
||||
}
|
||||
st_relaxed_sys_global(connStepPtr, step);
|
||||
}
|
||||
}
|
||||
@@ -199,7 +200,7 @@ class Primitives<
|
||||
int slice = 0;
|
||||
int offset = 0;
|
||||
|
||||
if (tid < nworkers && offset < nelem) {
|
||||
if (tid < nworkers && offset < nelem && ((flags & UserBufferMode) == 0)) {
|
||||
// Worker-only loop for non-empty slices. Non-workers and empty slices are
|
||||
// processed in the loop following this if block. The benefit of splitting
|
||||
// the loop like this is we pull two branches out of the critical path.
|
||||
@@ -301,6 +302,55 @@ class Primitives<
|
||||
}
|
||||
}
|
||||
|
||||
public:
|
||||
template<int Recv, int Send, typename Fn>
|
||||
__device__ __forceinline__ void process(Fn &&fn) {
|
||||
#pragma unroll 1
|
||||
for (int slice=0; slice < SlicePerChunk; slice++) {
|
||||
if (tid < nworkers) {
|
||||
if (flags & (Recv*RoleWaitRecv | Send*RoleWaitSend)) {
|
||||
bool isSendNotRecv = (Send && Recv) ? (flags & RoleWaitSend) : Send;
|
||||
int spins = 0;
|
||||
while (connStepCache + (isSendNotRecv ? NCCL_STEPS : 0) < step + StepPerSlice) {
|
||||
connStepCache = loadStepValue(connStepPtr);
|
||||
if (checkAbort(spins)) break;
|
||||
}
|
||||
void **ptrs = isSendNotRecv ? ncclShmem.groups[group].dsts
|
||||
: ncclShmem.groups[group].srcs;
|
||||
if ((flags & ConnFifoEnabled) && connFifo[step%NCCL_STEPS].mode == NCCL_MODE_OFFSET) {
|
||||
int offset = loadInt(&connFifo[step%NCCL_STEPS].offset);
|
||||
ptrs[index] = connEltsFifo + offset/sizeof(T);
|
||||
} else {
|
||||
ptrs[index] = connEltsFifo + (step%NCCL_STEPS)*stepSize;
|
||||
}
|
||||
}
|
||||
subBarrier();
|
||||
fn.template operator()<SlicePerChunk, 0, Recv*MaxRecv, 0, Send*MaxSend>
|
||||
(tid, nworkers, slice, stepSize*StepPerSlice,
|
||||
fan.nrecv(), ncclShmem.groups[group].srcs,
|
||||
fan.nsend(), ncclShmem.groups[group].dsts, ncclShmem.groups[group].dstSizes);
|
||||
}
|
||||
barrier();
|
||||
int32_t dstSize = 0;
|
||||
if (flags & Send*RolePostSend) {
|
||||
dstSize = ncclShmem.groups[group].dstSizes[index];
|
||||
ncclShmem.groups[group].dstSizes[index] = 0;
|
||||
if (flags & ConnFifoEnabled) connFifo[step%NCCL_STEPS].size = dstSize*sizeof(T);
|
||||
}
|
||||
barrier();
|
||||
if (flags & (Recv*(RoleWaitRecv|RolePostRecv) | Send*(RoleWaitSend|RolePostSend))) {
|
||||
step += StepPerSlice;
|
||||
}
|
||||
if (flags & (Recv*RolePostRecv | Send*RolePostSend)) {
|
||||
if (Send && (!Recv || (flags & RolePostSend)) && (dstSize!=0 || (flags&ConnFifoEnabled))) {
|
||||
fence_acq_rel_sys();
|
||||
}
|
||||
st_relaxed_sys_global(connStepPtr, step);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
private:
|
||||
// Scatter/Gather generic op
|
||||
// skip: my own rank order in the buffer chunks
|
||||
// shift: peer offset to avoid all ranks sending to or receiving from same peer
|
||||
@@ -386,8 +436,11 @@ class Primitives<
|
||||
flags |= (conn->flags & NCCL_NVLS_MIN_POLL) ? NvlsMinPolling : 0;
|
||||
connStepPtr = conn->tail;
|
||||
connStepCache = loadStepValue(connStepPtr);
|
||||
flags |= (conn->offsFifo != nullptr) ? OffsFifoEnabled : 0;
|
||||
if (Direct) {
|
||||
connEltsFifo = (T*)conn->buffs[NCCL_PROTO_SIMPLE];
|
||||
if (conn->connFifo != nullptr) {
|
||||
flags |= ConnFifoEnabled;
|
||||
connFifo = conn->connFifo;
|
||||
} else if (Direct) {
|
||||
// User buffers have been registered
|
||||
if ((conn->flags & (NCCL_IPC_READ|NCCL_IPC_WRITE)) && e != nullptr && e->regUsed) {
|
||||
if (connIndex == 1 && P2p == 0) {
|
||||
@@ -409,9 +462,6 @@ class Primitives<
|
||||
flags |= NvlsDirectRead;
|
||||
}
|
||||
}
|
||||
if (flags & OffsFifoEnabled)
|
||||
connOffsFifoPtr = conn->offsFifo;
|
||||
connEltsFifo = (T*)conn->buffs[NCCL_PROTO_SIMPLE];
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -421,6 +471,10 @@ class Primitives<
|
||||
auto *conn = &peer->send[connIndex];
|
||||
step = conn->step;
|
||||
step = roundUp(step, SlicePerChunk*StepPerSlice);
|
||||
|
||||
connFifo = conn->connFifo;
|
||||
if (connFifo != nullptr) flags |= ConnFifoEnabled;
|
||||
|
||||
if (flags & RolePostSend) {
|
||||
connStepPtr = conn->tail;
|
||||
connEltsFifo = (T*)conn->buffs[NCCL_PROTO_SIMPLE];
|
||||
@@ -430,15 +484,8 @@ class Primitives<
|
||||
flags |= (conn->flags & NCCL_NVLS_MIN_POLL) ? NvlsMinPolling : 0;
|
||||
connStepPtr = conn->head;
|
||||
connStepCache = loadStepValue(connStepPtr);
|
||||
flags |= (conn->offsFifo != nullptr) ? OffsFifoEnabled : 0;
|
||||
if (flags & OffsFifoEnabled)
|
||||
connOffsFifoPtr = conn->offsFifo;
|
||||
connEltsFifo = (T*)conn->buffs[NCCL_PROTO_SIMPLE];
|
||||
|
||||
if (conn->sizesFifo != nullptr) {
|
||||
flags |= SizesFifoEnabled;
|
||||
connSizesFifoPtr = conn->sizesFifo;
|
||||
} else if (Direct) {
|
||||
if (connFifo == nullptr && Direct) {
|
||||
// User buffers have been registered
|
||||
if ((conn->flags & (NCCL_IPC_READ|NCCL_IPC_WRITE)) && e != nullptr && e->regUsed) {
|
||||
if (connIndex == 1 && P2p == 0) {
|
||||
@@ -468,7 +515,7 @@ class Primitives<
|
||||
__device__ Primitives(
|
||||
int tid, int nthreads, int const *recvPeers, int const *sendPeers,
|
||||
void const *inputBuf, void *outputBuf, uint64_t redOpArg, uint8_t group=0,
|
||||
uint8_t connIndexRecv = 0, uint8_t connIndexSend = 0, struct ncclWorkElem* e = nullptr, int stepSize_=0
|
||||
uint8_t connIndexRecv = 0, uint8_t connIndexSend = 0, struct ncclWorkElem* e = nullptr, struct ncclWorkElemP2p* p2p = nullptr, int stepSize_=0
|
||||
):
|
||||
tid(tid), nthreads(nthreads), tidInBlock(threadIdx.x), group(group),
|
||||
stepSize(stepSize_ == 0 ? ncclShmem.comm.buffSizes[NCCL_PROTO_SIMPLE]/NCCL_STEPS/sizeof(T) : stepSize_) {
|
||||
@@ -507,6 +554,8 @@ class Primitives<
|
||||
loadRecvConn(ncclShmem.channel.peers[peer], connIndexRecv, e);
|
||||
loadSendConn(ncclShmem.channel.peers[peer], connIndexSend, e);
|
||||
|
||||
if (p2p && p2p->reg) flags |= UserBufferMode;
|
||||
|
||||
if (barrierAny(flags & NetDeviceUnpack)) {
|
||||
flags |= AnyNetDeviceUnpack;
|
||||
// g == 0 is the first ThreadPerSync # of threads of this warp
|
||||
@@ -533,10 +582,21 @@ class Primitives<
|
||||
auto *conns = (flags & RolePostSend) ? ncclShmem.groups[group].sendConns : ncclShmem.groups[group].recvConns;
|
||||
conns[index]->step = step;
|
||||
}
|
||||
|
||||
if ((flags & UserBufferMode) && (flags & RoleWaitSend)) {
|
||||
// Make sure we wait until the proxy has sent data before we return.
|
||||
// We don't want the next CUDA kernel to overwrite the send buffer which
|
||||
// was accessed directly.
|
||||
uint64_t prevStep = step - StepPerSlice;
|
||||
volatile ssize_t* ptr = &(connFifo[prevStep%NCCL_STEPS].size);
|
||||
while (*ptr != -1);
|
||||
}
|
||||
|
||||
if ((flags & (AnyNetDeviceUnpack)) && (flags & (RoleWaitRecv))) {
|
||||
ncclNetDeviceSaveHead(netDeviceHandle, group);
|
||||
}
|
||||
|
||||
// Make sure all threads are done writing back conn->step and done using
|
||||
// ncclShmem.groups[group]
|
||||
barrier();
|
||||
}
|
||||
|
||||
|
||||
+15
-32
@@ -12,56 +12,39 @@ namespace {
|
||||
template<typename T, typename RedOp, typename Proto>
|
||||
__device__ __forceinline__ void runRing(ncclWorkElem *args) {
|
||||
const int tid = threadIdx.x;
|
||||
const int nthreads = args->nWarps*WARP_SIZE;
|
||||
const int bid = args->bid;
|
||||
const int nChannels = args->nChannels;
|
||||
const int nthreads = (int)args->nWarps * WARP_SIZE;
|
||||
ncclRing *ring = &ncclShmem.channel.ring;
|
||||
const ssize_t chunkSize = int(Proto::calcBytePerStep()/sizeof(T) * (Proto::Id == NCCL_PROTO_SIMPLE ? REDUCE_CHUNKSTEPS : 1));
|
||||
const ssize_t minChunkSizeLL128 = int(nthreads*(Proto::calcBytePerGrain()/sizeof(T)));
|
||||
const int nranks = ncclShmem.comm.nRanks;
|
||||
const ssize_t loopSize = nChannels*chunkSize;
|
||||
const ssize_t size = args->count;
|
||||
const int rank = ncclShmem.comm.rank;
|
||||
const int prevRank = ring->userRanks[nranks-1];
|
||||
const int root = args->root;
|
||||
const size_t chunkCount = args->chunkCount;
|
||||
const size_t channelCount = args->workCount;
|
||||
const size_t gridOffset = args->workOffset;
|
||||
size_t offset;
|
||||
int nelem;
|
||||
|
||||
Primitives<T, RedOp, FanSymmetric<1>, 0, Proto, 0>
|
||||
prims(tid, nthreads, &ring->prev, &ring->next, args->sendbuff, args->recvbuff, args->redOpArg);
|
||||
|
||||
auto calcChunkSize = [&]__device__(ssize_t gridOffset)->int {
|
||||
int realChunkSize;
|
||||
if (Proto::Id == NCCL_PROTO_SIMPLE) {
|
||||
realChunkSize = min(chunkSize, divUp(size-gridOffset, nChannels));
|
||||
realChunkSize = roundUp(realChunkSize, (nthreads-WARP_SIZE)*sizeof(uint64_t)/sizeof(T));
|
||||
}
|
||||
else if (Proto::Id == NCCL_PROTO_LL)
|
||||
realChunkSize = size-gridOffset < loopSize ? args->lastChunkSize : chunkSize;
|
||||
else if (Proto::Id == NCCL_PROTO_LL128)
|
||||
realChunkSize = min(divUp(size-gridOffset, nChannels*minChunkSizeLL128)*minChunkSizeLL128, chunkSize);
|
||||
return realChunkSize;
|
||||
};
|
||||
|
||||
if (prevRank == root) {
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
int realChunkSize = calcChunkSize(gridOffset);
|
||||
ssize_t offset = gridOffset + bid*realChunkSize;
|
||||
int nelem = min(realChunkSize, size-offset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.send(offset, nelem);
|
||||
}
|
||||
}
|
||||
else if (rank == root) {
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
int realChunkSize = calcChunkSize(gridOffset);
|
||||
ssize_t offset = gridOffset + bid*realChunkSize;
|
||||
int nelem = min(realChunkSize, size-offset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.recvReduceCopy(offset, offset, nelem, /*postOp=*/true);
|
||||
}
|
||||
}
|
||||
else {
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
int realChunkSize = calcChunkSize(gridOffset);
|
||||
ssize_t offset = gridOffset + bid*realChunkSize;
|
||||
int nelem = min(realChunkSize, size-offset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.recvReduceSend(offset, nelem);
|
||||
}
|
||||
}
|
||||
|
||||
@@ -616,7 +616,7 @@ struct Apply_PostOp<FuncSumPostDiv<T>, /*EltPerPack=*/1> {
|
||||
BytePack<2*sizeof(T)> tmp; \
|
||||
asm("multimem.ld_reduce.relaxed.sys.global.add." #ptx_ty " %0, [%1];" \
|
||||
: "=" PTX_REG_BytePack_field_##pack_field(tmp.pack_field) \
|
||||
: "l"(addr & -uintptr_t(sizeof(T)))); \
|
||||
: "l"(addr & -uintptr_t(2*sizeof(T)))); \
|
||||
return tmp.half[(addr/sizeof(T))%2]; \
|
||||
} \
|
||||
};
|
||||
@@ -629,11 +629,11 @@ struct Apply_PostOp<FuncSumPostDiv<T>, /*EltPerPack=*/1> {
|
||||
if (fn.isMinNotMax) { \
|
||||
asm("multimem.ld_reduce.relaxed.sys.global.min." #ptx_ty " %0, [%1];" \
|
||||
: "=" PTX_REG_BytePack_field_##pack_field(tmp.pack_field) \
|
||||
: "l"(addr & -uintptr_t(sizeof(T)))); \
|
||||
: "l"(addr & -uintptr_t(2*sizeof(T)))); \
|
||||
} else { \
|
||||
asm("multimem.ld_reduce.relaxed.sys.global.max." #ptx_ty " %0, [%1];" \
|
||||
: "=" PTX_REG_BytePack_field_##pack_field(tmp.pack_field) \
|
||||
: "l"(addr & -uintptr_t(sizeof(T)))); \
|
||||
: "l"(addr & -uintptr_t(2*sizeof(T)))); \
|
||||
} \
|
||||
return tmp.half[(addr/sizeof(T))%2]; \
|
||||
} \
|
||||
|
||||
@@ -12,56 +12,43 @@ namespace {
|
||||
template<typename T, typename RedOp, typename Proto>
|
||||
__device__ __forceinline__ void runRing(ncclWorkElem *args) {
|
||||
const int tid = threadIdx.x;
|
||||
const int nthreads = args->nWarps*WARP_SIZE;
|
||||
const int bid = args->bid;
|
||||
const int nChannels = args->nChannels;
|
||||
const uint32_t nthreads = (uint32_t)args->nWarps * WARP_SIZE;
|
||||
ncclRing *ring = &ncclShmem.channel.ring;
|
||||
int const *ringRanks = ring->userRanks;
|
||||
const ssize_t chunkSize = int(Proto::calcBytePerStep()/sizeof(T) * (Proto::Id == NCCL_PROTO_SIMPLE ? REDUCESCATTER_CHUNKSTEPS : 1));
|
||||
// We should not need the final /2 but it makes performance much, much smoother. Might be a bug somewhere.
|
||||
const ssize_t minChunkSizeLL128 = int(nthreads*(Proto::calcBytePerGrain()/sizeof(T))/2);
|
||||
const size_t chunkCount = args->chunkCount;
|
||||
const int nranks = ncclShmem.comm.nRanks;
|
||||
const ssize_t loopSize = nChannels*chunkSize;
|
||||
const ssize_t size = args->count;
|
||||
size_t channelCount = args->workCount;
|
||||
size_t gridOffset = args->workOffset;
|
||||
size_t offset;
|
||||
size_t dataOffset;
|
||||
size_t count = args->count;
|
||||
uint32_t nelem;
|
||||
int rankDest;
|
||||
|
||||
Primitives<T, RedOp, FanSymmetric<1>, 0, Proto, 0>
|
||||
prims(tid, nthreads, &ring->prev, &ring->next, args->sendbuff, args->recvbuff, args->redOpArg);
|
||||
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t realChunkSize;
|
||||
if (Proto::Id == NCCL_PROTO_SIMPLE) {
|
||||
realChunkSize = min(chunkSize, divUp(size-gridOffset, nChannels));
|
||||
realChunkSize = roundUp(realChunkSize, (nthreads-WARP_SIZE)*sizeof(uint64_t)/sizeof(T));
|
||||
}
|
||||
else if (Proto::Id == NCCL_PROTO_LL)
|
||||
realChunkSize = size-gridOffset < loopSize ? args->lastChunkSize : chunkSize;
|
||||
else if (Proto::Id == NCCL_PROTO_LL128)
|
||||
realChunkSize = min(divUp(size-gridOffset, nChannels*minChunkSizeLL128)*minChunkSizeLL128, chunkSize);
|
||||
realChunkSize = int(realChunkSize);
|
||||
|
||||
ssize_t chunkOffset = gridOffset + bid*int(realChunkSize);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
|
||||
dataOffset = gridOffset + elemOffset;
|
||||
/////////////// begin ReduceScatter steps ///////////////
|
||||
ssize_t offset;
|
||||
int nelem = min(realChunkSize, size-chunkOffset);
|
||||
int rankDest;
|
||||
|
||||
// step 0: push data to next GPU
|
||||
rankDest = ringRanks[nranks-1];
|
||||
offset = chunkOffset + rankDest * size;
|
||||
offset = dataOffset + rankDest * count;
|
||||
prims.send(offset, nelem);
|
||||
|
||||
// k-2 steps: reduce and copy to next GPU
|
||||
for (int j=2; j<nranks; ++j) {
|
||||
rankDest = ringRanks[nranks-j];
|
||||
offset = chunkOffset + rankDest * size;
|
||||
offset = dataOffset + rankDest * count;
|
||||
prims.recvReduceSend(offset, nelem);
|
||||
}
|
||||
|
||||
// step k-1: reduce this buffer and data, which will produce the final result
|
||||
rankDest = ringRanks[0];
|
||||
offset = chunkOffset + rankDest * size;
|
||||
prims.recvReduceCopy(offset, chunkOffset, nelem, /*postOp=*/true);
|
||||
offset = dataOffset + rankDest * count;
|
||||
prims.recvReduceCopy(offset, dataOffset, nelem, /*postOp=*/true);
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -92,14 +79,15 @@ template<typename T, typename RedOp>
|
||||
struct RunWorkElement<ncclFuncReduceScatter, T, RedOp, NCCL_ALGO_NVLS, NCCL_PROTO_SIMPLE> {
|
||||
__device__ __forceinline__ void run(ncclWorkElem *args) {
|
||||
const int tid = threadIdx.x;
|
||||
const int bid = args->bid;
|
||||
const int nChannels = args->nChannels;
|
||||
struct ncclNvls* nvls = &ncclShmem.channel.nvls;
|
||||
const ssize_t chunkSize = int(args->lastChunkSize);
|
||||
const ssize_t size = args->count;
|
||||
const ssize_t loopSize = nChannels*chunkSize;
|
||||
const size_t chunkCount = args->chunkCount;
|
||||
const size_t count = args->count;
|
||||
const int rank = ncclShmem.comm.rank;
|
||||
const int nranks = ncclShmem.comm.nRanks;
|
||||
size_t gridOffset = args->workOffset;
|
||||
size_t channelCount = args->workCount;
|
||||
size_t offset;
|
||||
int nelem;
|
||||
|
||||
/* if we are direct NVLS, we only need to allocate 1 warp to scatter for sync;
|
||||
* if not, based on #ranks, we allocate 7 or 5 warps to reduce to saturate bandwidth
|
||||
@@ -116,10 +104,10 @@ struct RunWorkElement<ncclFuncReduceScatter, T, RedOp, NCCL_ALGO_NVLS, NCCL_PROT
|
||||
Primitives<T, RedOp, FanAsymmetric<0, NCCL_MAX_NVLS_ARITY>, /*Direct=*/0, Proto, 0>
|
||||
prims(tid, nThreadsScatter, NULL, nvls->up, args->sendbuff, NULL,
|
||||
args->redOpArg, 0 * Proto::MaxGroupWidth, 1, 1);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid * chunkSize;
|
||||
int nelem = min(chunkSize, size - offset);
|
||||
prims.scatter(offset, nvls->nHeads * size, nelem, size, -1, 0);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.scatter(offset, nvls->nHeads * count, nelem, count, -1, 0);
|
||||
}
|
||||
} else if (tid < tidEndReduce) {
|
||||
// Reduce through NVLS
|
||||
@@ -127,9 +115,9 @@ struct RunWorkElement<ncclFuncReduceScatter, T, RedOp, NCCL_ALGO_NVLS, NCCL_PROT
|
||||
Primitives<T, RedOp, FanAsymmetric<1, 0>, /*Direct=*/0, Proto, 0>
|
||||
prims(tid - tidEndScatter, nThreadsReduce, &nvls->down, NULL, NULL, args->recvbuff,
|
||||
args->redOpArg, 3 * Proto::MaxGroupWidth, 0, 0);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t offset = gridOffset + bid * chunkSize;
|
||||
int nelem = min(chunkSize, size - offset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
offset = gridOffset + elemOffset;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.recv(offset, nelem);
|
||||
}
|
||||
}
|
||||
@@ -140,7 +128,7 @@ struct RunWorkElement<ncclFuncReduceScatter, T, RedOp, NCCL_ALGO_NVLS, NCCL_PROT
|
||||
Primitives<T, RedOp, FanSymmetric<NCCL_MAX_NVLS_ARITY>, /*Direct=*/0, Proto, 0>
|
||||
prims(tid, nThreadsScatter, nvls->up, nvls->up, NULL, NULL,
|
||||
args->redOpArg, 0 * Proto::MaxGroupWidth, 1, 1);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
prims.scatter(0, 0, 0, 0, -1, 0);
|
||||
}
|
||||
|
||||
@@ -152,10 +140,10 @@ struct RunWorkElement<ncclFuncReduceScatter, T, RedOp, NCCL_ALGO_NVLS, NCCL_PROT
|
||||
Primitives<T, RedOp, FanSymmetric<1>, /*Direct=*/1, Proto, 0>
|
||||
prims(tid - tidEndScatter, nThreadsReduce, &nvls->down, &nvls->down, NULL, args->recvbuff,
|
||||
args->redOpArg, 3 * Proto::MaxGroupWidth, 0, 0, args);
|
||||
for (ssize_t gridOffset = 0; gridOffset < size; gridOffset += loopSize) {
|
||||
ssize_t outOffset = gridOffset + bid * chunkSize;
|
||||
ssize_t inpOffset = outOffset + rank * size;
|
||||
int nelem = min(chunkSize, size - outOffset);
|
||||
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
|
||||
size_t outOffset = gridOffset + elemOffset;
|
||||
size_t inpOffset = outOffset + rank * count;
|
||||
nelem = min(chunkCount, channelCount - elemOffset);
|
||||
prims.directRecvCopy(inpOffset, outOffset, nelem);
|
||||
}
|
||||
|
||||
@@ -165,3 +153,146 @@ struct RunWorkElement<ncclFuncReduceScatter, T, RedOp, NCCL_ALGO_NVLS, NCCL_PROT
|
||||
}
|
||||
}
|
||||
};
|
||||
|
||||
template<typename T, typename RedOp>
|
||||
struct RunWorkElement<ncclFuncReduceScatter, T, RedOp, NCCL_ALGO_COLLNET_DIRECT, NCCL_PROTO_SIMPLE> {
|
||||
template<bool ReduceSendNotRecv>
|
||||
struct Scatterer {
|
||||
struct ncclWorkElem* args;
|
||||
int chunkSize;
|
||||
ssize_t railGridOffset;
|
||||
|
||||
template<int SlicePerChunk, int MinSrcs, int MaxSrcs, int MinDsts, int MaxDsts>
|
||||
__device__ __forceinline__ void operator()(
|
||||
int tid, int tn, int slice, int maxSliceSize,
|
||||
int nSrcs, void** srcPtrs, int nDsts, void** dstPtrs, int32_t* dstSizes
|
||||
) {
|
||||
static_assert(SlicePerChunk==1, "require: SlicePerChunk==1");
|
||||
static_assert(MaxDsts<=1 || MaxSrcs<=1, "require: MaxDsts<=1 || MaxSrcs<=1");
|
||||
|
||||
struct ncclDirect* direct = &ncclShmem.channel.collnetDirect;
|
||||
int nNodes = ncclShmem.comm.nNodes;
|
||||
int nRails = direct->nHeads;
|
||||
int bid = args->bid;
|
||||
void* inbuf = (void*)args->sendbuff;
|
||||
ssize_t sizePerRank = args->count;
|
||||
|
||||
ssize_t railAllBeg = min(railGridOffset + bid*chunkSize, nNodes*sizePerRank);
|
||||
ssize_t railAllEnd = min(railAllBeg + chunkSize, nNodes*sizePerRank);
|
||||
int railAllSize = railAllEnd - railAllBeg;
|
||||
if (tid < nDsts) dstSizes[tid] = railAllSize;
|
||||
|
||||
int dst = 0;
|
||||
int rail;
|
||||
if (!ReduceSendNotRecv) {
|
||||
rail = direct->headRank;
|
||||
} else {
|
||||
rail = direct->headRank+1;
|
||||
if (rail == nRails) rail = 0;
|
||||
}
|
||||
do {
|
||||
int node = railAllBeg/sizePerRank;
|
||||
int railAllOffset = 0;
|
||||
while (railAllOffset < railAllSize) {
|
||||
ssize_t railOneBeg = node*sizePerRank;
|
||||
ssize_t railOneEnd = railOneBeg + sizePerRank;
|
||||
ssize_t railOneOffset = (railAllBeg+railAllOffset) - railOneBeg;
|
||||
int delta = min(railAllEnd, railOneEnd) - (railAllBeg+railAllOffset);
|
||||
int rank = ncclShmem.comm.collNetDenseToUserRank[node*nRails + rail];
|
||||
ssize_t userOneBeg = rank*sizePerRank + railOneOffset;
|
||||
reduceCopy<ncclCollUnroll(), RedOp, T,
|
||||
/*MultimemSrcs=*/0, 1+MinSrcs, 1+MaxSrcs,
|
||||
/*MultimemDsts,MinDsts,MaxDsts=*/0,1,1,
|
||||
/*PreOpSrcs=*/1>
|
||||
(tid, tn, args->redOpArg, &args->redOpArg, false,
|
||||
/*nSrcs=*/1+nSrcs, [=]__device__(int s) {
|
||||
return s==0 ? (T*)inbuf + userOneBeg
|
||||
: (T*)srcPtrs[s-1] + railAllOffset;
|
||||
},
|
||||
/*nDsts=*/1, [=]__device__(int d/*==0*/) {
|
||||
return (T*)dstPtrs[dst] + railAllOffset;
|
||||
},
|
||||
delta);
|
||||
railAllOffset += delta;
|
||||
node += 1;
|
||||
}
|
||||
dst += 1;
|
||||
rail += 1;
|
||||
if (rail == nRails) rail = 0;
|
||||
} while (ReduceSendNotRecv && dst < nRails-1);
|
||||
}
|
||||
};
|
||||
|
||||
__device__ __forceinline__ void run(ncclWorkElem *args) {
|
||||
int tid = threadIdx.x;
|
||||
const int nChannels = args->nChannels;
|
||||
struct ncclDirect* direct = &ncclShmem.channel.collnetDirect;
|
||||
int const &nNodes = ncclShmem.comm.nNodes;
|
||||
ssize_t chunkSize = int(args->chunkCount);
|
||||
ssize_t sizePerRank = args->count;
|
||||
|
||||
if (direct->out == -1) __trap();
|
||||
bool isMultiRail = (direct->nHeads > 1);
|
||||
int nWarps1 = (isMultiRail ? 2 : 0);
|
||||
int nWarps2 = (isMultiRail ? 2 : 1);
|
||||
int nWarps3 = 1;
|
||||
float denom = float(args->nWarps)/float(nWarps1+nWarps2+nWarps3);
|
||||
nWarps3 = int(denom*nWarps3);
|
||||
nWarps2 = int(denom*nWarps2);
|
||||
nWarps1 = args->nWarps - (nWarps2+nWarps3);
|
||||
|
||||
using Proto = ProtoSimple<1, 1>;
|
||||
|
||||
int tn = nWarps1*WARP_SIZE;
|
||||
if (tid < tn) {
|
||||
// Phase 1: Scatter inputs to peers
|
||||
Primitives<T, RedOp, FanAsymmetric<0, NCCL_MAX_DIRECT_ARITY>, /*Direct=*/0, Proto, 0>
|
||||
prims(tid, tn, nullptr, direct->heads+1, nullptr, nullptr,
|
||||
args->redOpArg, 0*Proto::MaxGroupWidth, 1, 1);
|
||||
for (ssize_t railGridOffset=0; railGridOffset < nNodes*sizePerRank; railGridOffset += nChannels*chunkSize) {
|
||||
Scatterer</*ReduceSendNotRecv=*/true> scat;
|
||||
scat.args = args;
|
||||
scat.chunkSize = chunkSize;
|
||||
scat.railGridOffset = railGridOffset;
|
||||
prims.process</*Recv=*/0, /*Send=*/1>(scat);
|
||||
}
|
||||
return;
|
||||
}
|
||||
tid -= tn;
|
||||
|
||||
tn = nWarps2*WARP_SIZE;
|
||||
if (tid < tn) {
|
||||
// Phase 2: Reduce from peers + local input -> send to network
|
||||
Primitives<T, RedOp, FanAsymmetric<NCCL_MAX_DIRECT_ARITY, 1>, /*Direct=*/0, Proto, 0>
|
||||
prims(tid, tn, direct->heads+1, &direct->out, nullptr, nullptr,
|
||||
args->redOpArg, 1*Proto::MaxGroupWidth, 1, 1);
|
||||
for (ssize_t railGridOffset=0; railGridOffset < nNodes*sizePerRank; railGridOffset += nChannels*chunkSize) {
|
||||
Scatterer</*ReduceSendNotRecv=*/false> scat;
|
||||
scat.args = args;
|
||||
scat.chunkSize = chunkSize;
|
||||
scat.railGridOffset = railGridOffset;
|
||||
prims.process</*Recv=*/1, /*Send=*/1>(scat);
|
||||
}
|
||||
return;
|
||||
}
|
||||
tid -= tn;
|
||||
|
||||
tn = nWarps3*WARP_SIZE;
|
||||
if (tid < tn) {
|
||||
// Phase 3: recv from network
|
||||
Primitives<T, RedOp, FanAsymmetric<1, 0>, /*Direct=*/0, Proto, 0>
|
||||
prims(tid, tn, &direct->out, nullptr, nullptr, args->recvbuff,
|
||||
args->redOpArg, 2*Proto::MaxGroupWidth, 0, 0);
|
||||
for (ssize_t railGridOffset=0; railGridOffset < nNodes*sizePerRank; railGridOffset += nChannels*chunkSize) {
|
||||
ssize_t railAllBeg = railGridOffset + args->bid*chunkSize;
|
||||
ssize_t railAllEnd = min(railAllBeg + chunkSize, nNodes*sizePerRank);
|
||||
ssize_t railOneBeg = ncclShmem.comm.node*sizePerRank;
|
||||
ssize_t railOneEnd = railOneBeg + sizePerRank;
|
||||
ssize_t beg = max(railAllBeg, railOneBeg);
|
||||
ssize_t end = min(railAllEnd, railOneEnd);
|
||||
prims.recv(beg-railOneBeg, max(ssize_t(0), end-beg), /*postOp=*/true);
|
||||
}
|
||||
return;
|
||||
}
|
||||
}
|
||||
};
|
||||
|
||||
@@ -26,13 +26,13 @@ struct RunWork<ncclFuncSendRecv, T, RedOp, NCCL_ALGO_RING, NCCL_PROTO_SIMPLE> {
|
||||
if (args->proto == NCCL_PROTO_LL) chunkSize /= 2;
|
||||
int const peer = args->peer;
|
||||
Primitives<T, RedOp, FanAsymmetric<0, 1>, 1, Proto, 1> prims
|
||||
(tid, nthreads, nullptr, &peer, buff, nullptr, /*redOpArg(ignored)=*/0, group, 1, 1, nullptr, ncclShmem.comm.p2pChunkSize/sizeof(T));
|
||||
(tid, nthreads, nullptr, &peer, buff, nullptr, /*redOpArg(ignored)=*/0, group, 1, 1, nullptr, args, ncclShmem.comm.p2pChunkSize/sizeof(T));
|
||||
size_t offset = 0;
|
||||
do {
|
||||
int nelem = min(size_t(chunkSize), count-offset);
|
||||
prims.directSend(offset, offset, nelem);
|
||||
offset += nelem;
|
||||
} while(offset < count);
|
||||
} while(offset < count && args->reg == 0);
|
||||
}
|
||||
}
|
||||
|
||||
@@ -45,13 +45,13 @@ struct RunWork<ncclFuncSendRecv, T, RedOp, NCCL_ALGO_RING, NCCL_PROTO_SIMPLE> {
|
||||
if (args->proto == NCCL_PROTO_LL) chunkSize /= 2; // This is to account for chunkEffectiveSize
|
||||
int const peer = args->peer;
|
||||
Primitives<T, RedOp, FanAsymmetric<1, 0>, 1, Proto, 1> prims
|
||||
(tid, nthreads, &peer, nullptr, nullptr, buff, /*redOpArg(ignored)=*/0, group, 1, 1, nullptr, ncclShmem.comm.p2pChunkSize/sizeof(T));
|
||||
(tid, nthreads, &peer, nullptr, nullptr, buff, /*redOpArg(ignored)=*/0, group, 1, 1, nullptr, args, ncclShmem.comm.p2pChunkSize/sizeof(T));
|
||||
size_t offset = 0;
|
||||
do {
|
||||
int nelem = min(size_t(chunkSize), count-offset);
|
||||
prims.directRecv(offset, nelem);
|
||||
offset += nelem;
|
||||
} while(offset < count);
|
||||
} while(offset < count && args->reg == 0);
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
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