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Fixing RegisterMemory Allocation for ProxyChannels (#353)
Co-authored-by: Binyang Li <binyli@microsoft.com> Co-authored-by: Changho Hwang <changhohwang@microsoft.com>
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@@ -78,12 +78,13 @@ def dtype_to_mscclpp_dtype(dtype):
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def main(
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execution_paln_name: str,
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execution_plan_name: str,
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execution_plan_path: str,
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size: int,
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in_place: bool = True,
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dtype: cp.dtype = cp.float16,
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packet_type: PacketType = PacketType.LL16,
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seed: int = 42 + MPI.COMM_WORLD.rank,
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seed: int = 42,
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):
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mscclpp_group = mscclpp_comm.CommGroup(MPI.COMM_WORLD)
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cp.cuda.Device(mscclpp_group.my_rank % mscclpp_group.nranks_per_node).use()
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@@ -91,21 +92,33 @@ def main(
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npkit_dump_dir = os.getenv("NPKIT_DUMP_DIR")
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if npkit_dump_dir is not None:
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npkit.init(mscclpp_group.my_rank)
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execution_plan = ExecutionPlan(execution_paln_name, execution_plan_path)
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execution_plan = ExecutionPlan(execution_plan_name, execution_plan_path)
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cp.random.seed(seed)
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nelems = size // cp.dtype(dtype).itemsize
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sendbuf = cp.random.random(nelems).astype(dtype)
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expected = cp.asnumpy(sendbuf)
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expected = MPI.COMM_WORLD.allreduce(expected, op=MPI.SUM)
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buffer = cp.random.random(nelems * mscclpp_group.nranks, dtype=cp.float32).astype(dtype)
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sub_arrays = cp.split(buffer, MPI.COMM_WORLD.size)
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sendbuf = cp.zeros(nelems, dtype=dtype)
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for i in range(nelems):
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sendbuf[i] = sub_arrays[MPI.COMM_WORLD.rank][i]
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if "allgather" in execution_plan_name:
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recvbuf = cp.zeros(nelems * mscclpp_group.nranks, dtype=dtype)
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expected = buffer
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else:
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cp.random.seed(seed)
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recvbuf = cp.zeros(nelems, dtype=dtype)
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expected = cp.zeros_like(sendbuf, dtype=dtype)
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for i in range(mscclpp_group.nranks):
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expected += sub_arrays[i]
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mscclpp_group.barrier()
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executor_func = lambda stream: executor.execute(
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MPI.COMM_WORLD.rank,
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sendbuf.data.ptr,
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sendbuf.data.ptr,
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sendbuf.nbytes,
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sendbuf.data.ptr if in_place else recvbuf.data.ptr,
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sendbuf.nbytes,
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sendbuf.nbytes if in_place else recvbuf.nbytes,
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dtype_to_mscclpp_dtype(dtype),
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execution_plan,
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stream.ptr,
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@@ -115,7 +128,8 @@ def main(
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stream = cp.cuda.Stream(non_blocking=True)
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executor_func(stream)
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stream.synchronize()
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assert cp.allclose(sendbuf, expected, atol=1e-2 * mscclpp_group.nranks)
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assert cp.allclose(sendbuf if in_place else recvbuf, expected, atol=1e-2 * mscclpp_group.nranks)
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mscclpp_group.barrier()
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execution_time = bench_time(100, 10, executor_func)
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@@ -136,6 +150,7 @@ if __name__ == "__main__":
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parser.add_argument("-n", "--execution_plan_name", type=str, required=True)
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parser.add_argument("-path", "--execution_plan_path", type=str, required=True)
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parser.add_argument("--size", type=str, required=True)
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parser.add_argument("--in_place", action="store_true", help="flag to define an in-place operation")
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parser.add_argument("--dtype", type=str, default="float16", help="Choose from float16, float32, int32")
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parser.add_argument("--packet_type", type=str, default="LL16", help="Choose from LL8, LL16")
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parser.add_argument("--seed", type=int, default=42)
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@@ -151,6 +166,7 @@ if __name__ == "__main__":
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args.execution_plan_name,
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args.execution_plan_path,
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buffer_size,
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args.in_place,
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dtype,
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packet_type,
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args.seed,
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