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rocm-systems/src/device/all_gather.h
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2024-10-02 09:31:25 -05:00

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16 KiB
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/*************************************************************************
* Copyright (c) 2015-2022, NVIDIA CORPORATION. All rights reserved.
* Modifications Copyright (c) 2019-2022 Advanced Micro Devices, Inc. All rights reserved.
*
* See LICENSE.txt for license information
************************************************************************/
#include "device.h"
#include "collectives.h"
#include "primitives.h"
namespace {
template<typename T, typename RedOp, typename Proto>
#if defined(USE_INDIRECT_FUNCTION_CALL) && !defined(__gfx940__) && !defined(__gfx941__) && !defined(__gfx942__)
__device__ void runRing(ncclWorkElem *args) {
#else
__device__ __attribute__((noinline)) void runRing(ncclWorkElem *args) {
#endif
const int tid = threadIdx.x;
const int nthreads = (int)args->nWarps * WARP_SIZE;
ncclRing *ring = &ncclShmem.channel.ring;
const int *ringRanks = ring->userRanks;
const int nranks = ncclShmem.comm.nRanks;
const size_t chunkCount = args->chunkCount;
const size_t channelCount = args->workCount;
const size_t gridOffset = args->workOffset;
const size_t count = args->count;
size_t offset;
size_t dataOffset;
int nelem;
int rankDest;
#if defined(ENABLE_NPKIT)
int npKitCtxIdx = gridOffset / channelCount;
#endif
#if defined(ENABLE_NPKIT) && defined(ENABLE_NPKIT_EVENT_TIME_SYNC_CPU)
if (tid == 0) {
NpKit::CollectGpuEvent(NPKIT_EVENT_TIME_SYNC_CPU, 0, 0, NPKIT_GET_CPU_TIMESTAMP_FROM_BLOCK,
ncclShmem.comm.npKitEventCollectContexts + npKitCtxIdx);
}
#endif
#if defined(ENABLE_NPKIT) && defined(ENABLE_NPKIT_EVENT_TIME_SYNC_GPU)
if (tid == 0) {
NpKit::CollectGpuEvent(NPKIT_EVENT_TIME_SYNC_GPU, 0, 0, NPKIT_GET_GPU_TIMESTAMP(),
ncclShmem.comm.npKitEventCollectContexts + npKitCtxIdx);
}
#endif
#if defined(ENABLE_NPKIT) && defined(ENABLE_NPKIT_EVENT_ALL_GATHER_RING_ENTRY)
if (tid == 0) {
NpKit::CollectGpuEvent(NPKIT_EVENT_ALL_GATHER_RING_ENTRY, count*sizeof(T), 0, NPKIT_GET_GPU_TIMESTAMP(),
ncclShmem.comm.npKitEventCollectContexts + npKitCtxIdx);
}
#endif
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, 0, args->connIndex, args->connIndex);
#if defined(ENABLE_NPKIT)
if (tid == 0) {
prims.npKitCtxIdx = npKitCtxIdx;
}
#endif
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
/////////////// begin AllGather steps ///////////////
nelem = min(chunkCount, channelCount - elemOffset);
dataOffset = gridOffset + elemOffset;
// step 0: push data to next GPU
rankDest = ringRanks[0];
offset = dataOffset + rankDest * count;
#if defined(ENABLE_NPKIT) && defined(ENABLE_NPKIT_EVENT_ALL_GATHER_RING_SEND_ENTRY)
if (tid == 0) {
NpKit::CollectGpuEvent(NPKIT_EVENT_ALL_GATHER_RING_SEND_ENTRY, nelem*sizeof(T), 0, NPKIT_GET_GPU_TIMESTAMP(),
ncclShmem.comm.npKitEventCollectContexts + npKitCtxIdx);
prims.npKitDataProcessTotalTime = 0;
}
#endif
if (inputBuf + dataOffset == outputBuf + offset) { // In place
prims.directSend(dataOffset, offset, nelem);
} else {
prims.directCopySend(dataOffset, offset, nelem);
}
#if defined(ENABLE_NPKIT) && defined(ENABLE_NPKIT_EVENT_ALL_GATHER_RING_SEND_EXIT)
if (tid == 0) {
NpKit::CollectGpuEvent(NPKIT_EVENT_ALL_GATHER_RING_SEND_EXIT, nelem*sizeof(T), prims.npKitDataProcessTotalTime, NPKIT_GET_GPU_TIMESTAMP(),
ncclShmem.comm.npKitEventCollectContexts + npKitCtxIdx);
}
#endif
#if defined(ENABLE_NPKIT) && defined(ENABLE_NPKIT_EVENT_ALL_GATHER_RING_RECV_COPY_SEND_ENTRY)
if (tid == 0 && nranks > 2) {
NpKit::CollectGpuEvent(NPKIT_EVENT_ALL_GATHER_RING_RECV_COPY_SEND_ENTRY, nelem*(nranks-2)*sizeof(T), 0, NPKIT_GET_GPU_TIMESTAMP(),
ncclShmem.comm.npKitEventCollectContexts + npKitCtxIdx);
prims.npKitDataProcessTotalTime = 0;
}
#endif
// k-2 steps: copy to next GPU
for (int j=1; j<nranks-1; ++j) {
rankDest = ringRanks[nranks-j];
offset = dataOffset + rankDest * count;
prims.directRecvCopySend(offset, nelem);
}
#if defined(ENABLE_NPKIT) && defined(ENABLE_NPKIT_EVENT_ALL_GATHER_RING_RECV_COPY_SEND_EXIT)
if (tid == 0 && nranks > 2) {
NpKit::CollectGpuEvent(NPKIT_EVENT_ALL_GATHER_RING_RECV_COPY_SEND_EXIT, nelem*(nranks-2)*sizeof(T), prims.npKitDataProcessTotalTime, NPKIT_GET_GPU_TIMESTAMP(),
ncclShmem.comm.npKitEventCollectContexts + npKitCtxIdx);
}
#endif
// Make final copy from buffer to dest.
rankDest = ringRanks[1];
offset = dataOffset + rankDest * count;
#if defined(ENABLE_NPKIT) && defined(ENABLE_NPKIT_EVENT_ALL_GATHER_RING_DIRECT_RECV_ENTRY)
if (tid == 0) {
NpKit::CollectGpuEvent(NPKIT_EVENT_ALL_GATHER_RING_DIRECT_RECV_ENTRY, nelem*sizeof(T), 0, NPKIT_GET_GPU_TIMESTAMP(),
ncclShmem.comm.npKitEventCollectContexts + npKitCtxIdx);
prims.npKitDataProcessTotalTime = 0;
}
#endif
// Final wait/copy.
prims.directRecv(offset, nelem);
#if defined(ENABLE_NPKIT) && defined(ENABLE_NPKIT_EVENT_ALL_GATHER_RING_DIRECT_RECV_EXIT)
if (tid == 0) {
NpKit::CollectGpuEvent(NPKIT_EVENT_ALL_GATHER_RING_DIRECT_RECV_EXIT, nelem*sizeof(T), prims.npKitDataProcessTotalTime, NPKIT_GET_GPU_TIMESTAMP(),
ncclShmem.comm.npKitEventCollectContexts + npKitCtxIdx);
}
#endif
}
#if defined(ENABLE_NPKIT) && defined(ENABLE_NPKIT_EVENT_ALL_GATHER_RING_EXIT)
if (tid == 0) {
NpKit::CollectGpuEvent(NPKIT_EVENT_ALL_GATHER_RING_EXIT, count*sizeof(T), 0, NPKIT_GET_GPU_TIMESTAMP(),
ncclShmem.comm.npKitEventCollectContexts + npKitCtxIdx);
}
#endif
}
}
template<typename T, typename RedOp>
struct RunWorkElement<ncclFuncAllGather, T, RedOp, NCCL_ALGO_RING, NCCL_PROTO_SIMPLE> {
__device__ __forceinline__ void run(ncclWorkElem *args) {
using Proto = ProtoSimple<ALLGATHER_CHUNKSTEPS/ALLGATHER_SLICESTEPS, ALLGATHER_SLICESTEPS>;
runRing<T, RedOp, Proto>(args);
}
};
template<typename T, typename RedOp>
struct RunWorkElement<ncclFuncAllGather, T, RedOp, NCCL_ALGO_RING, NCCL_PROTO_LL> {
__device__ __forceinline__ void run(ncclWorkElem *args) {
runRing<T, RedOp, ProtoLL>(args);
}
};
template<typename T, typename RedOp>
struct RunWorkElement<ncclFuncAllGather, T, RedOp, NCCL_ALGO_RING, NCCL_PROTO_LL128> {
__device__ __forceinline__ void run(ncclWorkElem *args) {
runRing<T, RedOp, ProtoLL128>(args);
}
};
template<typename T, typename RedOp>
struct RunWorkElement<ncclFuncAllGather, T, RedOp, NCCL_ALGO_NVLS, NCCL_PROTO_SIMPLE> {
__device__ __forceinline__ void run(ncclWorkElem *args) {
const int tid = threadIdx.x;
struct ncclNvls* nvls = &ncclShmem.channel.nvls;
const ssize_t count = args->count;
const ssize_t rank = ncclShmem.comm.rank;
const size_t chunkCount = args->chunkCount;
size_t gridOffset = args->workOffset;
size_t channelCount = args->workCount;
size_t offset;
int nelem;
const int nThreadsBcast = args->regUsed ? (NCCL_MAX_NTHREADS - WARP_SIZE) : 4 * WARP_SIZE;
const int nThreadsGather = args->regUsed ? WARP_SIZE : NCCL_MAX_NTHREADS - nThreadsBcast;
const int tidEndGather = nThreadsGather;
const int tidEndBcast = tidEndGather + nThreadsBcast;
if (!args->regUsed) {
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, nThreadsGather, nvls->up, NULL, NULL, args->recvbuff,
args->redOpArg, 0 * Proto::MaxGroupWidth, 1, 1);
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
offset = gridOffset + elemOffset;
nelem = min(chunkCount, channelCount - elemOffset);
prims.gather(offset, nvls->nHeads * count, nelem, count, -1, 0);
}
} else if (tid < tidEndBcast) {
// Bcast through NVLS
using Proto = ProtoSimple<1, 1, COLL_UNROLL, 0, 1>;
Primitives<T, RedOp, FanAsymmetric<0, 1>, /*Direct=*/0, Proto, 0>
prims(tid - tidEndGather, nThreadsBcast, NULL, &nvls->down, args->sendbuff, NULL,
args->redOpArg, 3 * Proto::MaxGroupWidth, 0, 0);
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
offset = gridOffset + elemOffset;
nelem = min(chunkCount, channelCount - elemOffset);
prims.send(offset, nelem);
}
}
} else {
/* direct allgather */
if (tid < tidEndGather) {
using Proto = ProtoSimple<1, 1, COLL_UNROLL>;
Primitives<T, RedOp, FanSymmetric<NCCL_MAX_NVLS_ARITY>, /*Direct=*/0, Proto, 0>
prims(tid, nThreadsGather, nvls->up, nvls->up, NULL, NULL,
args->redOpArg, 0 * Proto::MaxGroupWidth, 1, 1);
/* used as sync */
prims.scatter(0, 0, 0, 0, -1, 0);
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
prims.gather(0, 0, 0, 0, -1, 0);
}
} else if (tid < tidEndBcast) {
using Proto = ProtoSimple<1, 1, COLL_UNROLL, 0, 1>;
Primitives<T, RedOp, FanSymmetric<1>, /*Direct=*/1, Proto, 0>
prims(tid - tidEndGather, nThreadsBcast, &nvls->down, &nvls->down, args->sendbuff, NULL,
args->redOpArg, 1 * Proto::MaxGroupWidth, 0, 0, args);
/* used as sync */
prims.recv(0, 0);
for (size_t elemOffset = 0; elemOffset < channelCount; elemOffset += chunkCount) {
ssize_t inpOffset = gridOffset + elemOffset;
ssize_t outOffset = inpOffset + rank * count;
nelem = min(chunkCount, channelCount - elemOffset);
prims.directSend(inpOffset, outOffset, nelem);
}
}
}
}
};
template<typename T, typename RedOp>
struct RunWorkElement<ncclFuncAllGather, T, RedOp, NCCL_ALGO_COLLNET_DIRECT, NCCL_PROTO_SIMPLE> {
template<bool BcastSendNotRecv>
struct Scatterer {
struct ncclWorkElem* args;
ssize_t 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;
char* inbuf = (char*)args->sendbuff;
char* outbuf = (char*)args->recvbuff;
ssize_t sizePerRank = args->count*sizeof(T);
bool inPlace = (inbuf == outbuf + ncclShmem.comm.rank*sizePerRank);
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 src = 0;
int rail;
if (BcastSendNotRecv) {
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;
int outIsDst = (inPlace && rank == ncclShmem.comm.rank) ? 0 : 1;
reduceCopy<ncclCollUnroll(), RedOp, T,
/*MultimemSrcs,MinSrcs,MaxSrcs=*/0,1,1,
/*MultimemDsts=*/0, 0+MinDsts, 1+MaxDsts,
/*PreOpSrcs=*/0>
(tid, tn, 0, nullptr, false,
/*nSrcs=*/1, [=]__device__(int s/*==0*/) -> void* {
return (char*)srcPtrs[src] + railAllOffset;
},
/*nDsts=*/outIsDst+nDsts, [=]__device__(int d) -> void* {
return d < outIsDst ? outbuf + userOneBeg
: (char*)dstPtrs[d-outIsDst] + railAllOffset;
},
delta);
railAllOffset += delta;
node += 1;
}
src += 1;
rail += 1;
if (rail == nRails) rail = 0;
} while (!BcastSendNotRecv && src < 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 const &sizePerRank = args->count;
bool isMultiRail = (direct->nHeads > 1);
int nWarps1 = 1;
int nWarps2 = (isMultiRail ? 2 : 1);
int nWarps3 = (isMultiRail ? 2 : 0);
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) {
if (args->regUsed == NCCL_COLLNET_REG_BUFFER) {
if (tid == 0) {
int steps = (int)divUp(nNodes * sizePerRank * sizeof(T), NCCL_MAX_COLLNET_SIZE);
Primitives<T, RedOp, FanAsymmetric<0, 1>, /*Direct=*/0, Proto, 0>::sendPeerNotify(direct->out, 1, steps);
}
__syncwarp();
} else {
// Phase 1: send to network
Primitives<T, RedOp, FanAsymmetric<0, 1>, /*Direct=*/0, Proto, 0>
prims(tid, tn, nullptr, &direct->out, args->sendbuff, nullptr,
/*redOpArg=*/0, 0 * Proto::MaxGroupWidth, 1, 1);
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.send(beg - railOneBeg, max(ssize_t(0), end - beg));
}
}
return;
}
tid -= tn;
tn = nWarps2*WARP_SIZE;
if (tid < tn) {
if (args->regUsed == NCCL_COLLNET_REG_BUFFER) {
if (tid == 0) {
int steps = (int)divUp(nNodes * sizePerRank * sizeof(T), NCCL_MAX_COLLNET_SIZE);
Primitives<T, RedOp, FanAsymmetric<1, NCCL_MAX_DIRECT_ARITY>, /*Direct=*/0, Proto, 0>::recvPeerNotify(direct->out, 0, steps);
}
__syncwarp();
} else {
// Phase 2: Recv network -> deposit output + send to bcast
Primitives<T, RedOp, FanAsymmetric<1, NCCL_MAX_DIRECT_ARITY>, /*Direct=*/0, Proto, 0>
prims(tid, tn, &direct->out, direct->heads + 1, nullptr, nullptr,
/*redOpArg=*/0, 1 * Proto::MaxGroupWidth, 0, 0);
for (ssize_t railGridOffset = 0; railGridOffset < nNodes * sizePerRank; railGridOffset += nChannels * chunkSize) {
Scatterer</*BcastSendNotRecv=*/true> scat;
scat.args = args;
scat.chunkSize = chunkSize;
scat.railGridOffset = railGridOffset;
prims.template process</*Recv=*/1, /*Send=*/1>(scat);
}
}
return;
}
tid -= tn;
tn = nWarps3*WARP_SIZE;
if (tid < tn) {
// Phase 3: Recv bcast -> deposit output
Primitives<T, RedOp, FanAsymmetric<NCCL_MAX_DIRECT_ARITY, 0>, /*Direct=*/0, Proto, 0>
prims(tid, tn, direct->heads+1, nullptr, nullptr, nullptr,
/*redOpArg=*/0, 2*Proto::MaxGroupWidth, 0, 0);
for (ssize_t railGridOffset=0; railGridOffset < nNodes*sizePerRank; railGridOffset += nChannels*chunkSize) {
Scatterer</*BcastSendNotRecv=*/false> scat;
scat.args = args;
scat.chunkSize = chunkSize;
scat.railGridOffset = railGridOffset;
prims.template process</*Recv=*/1, /*Send=*/0>(scat);
}
return;
}
}
};