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Allreduce benchmarking
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#!/bin/bash -l
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#SBATCH --job-name=allreduce-bench
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#SBATCH --nodes=36
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#SBATCH --ntasks-per-node=8
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#SBATCH --cpus-per-task=7
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#SBATCH --gpus-per-node=8
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#SBATCH --time=0:30:00
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#SBATCH --account=phy157_dwf
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#SBATCH --gpu-bind=none
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#SBATCH --exclusive
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#SBATCH --mem=0
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#SBATCH -S 0
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##############################################################################
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# Benchmark_allreduce at 1, 4 and 36 nodes from one allocation: MPI_Allreduce
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# (host and device buffers) vs CartesianRingAllReduce vs flat RingAllReduce
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# (device, and host with explicit staging), 4 KB .. 512 MB, RealF and RealD.
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# Decides whether GlobalSumVector wants a size threshold or simply the ring
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# (deterministic, no size cliff) everywhere. Cray MPICH's device-buffer
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# allreduce aborted above ~8 MB (MPI_FLOAT) in earlier runs: MPI-dev is
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# attempted only up to BENCH_MPI_DEV_MAX_MB (4); raise it to probe the cliff.
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#
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# Readout: the tables (one per type per node count). Columns are ms (min of
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# reps, slowest rank), payload GB/s and "wire" GB/s (bytes each ring actually
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# moves / time). Compare MPI-host with cart-dev / flat-dev at each size; the
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# crossovers, if any, should move with P as sum_d 2(P_d-1) vs 2(P-1) steps.
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##############################################################################
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cat << EOF > select_gpu
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#!/bin/bash
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export GPU_MAP=(0 1 2 3 7 6 5 4)
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export NUMA_MAP=(3 3 1 1 2 2 0 0)
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export GPU=\${GPU_MAP[\$SLURM_LOCALID]}
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export NUMA=\${NUMA_MAP[\$SLURM_LOCALID]}
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export HIP_VISIBLE_DEVICES=\$GPU
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unset ROCR_VISIBLE_DEVICES
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if [ \$SLURM_PROCID = "0" ]; then echo \$*; fi
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exec numactl -m \$NUMA -N \$NUMA \$*
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EOF
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chmod +x ./select_gpu
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root=$HOME/ParallelIO/systems/Frontier
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source $root/sourceme-rocm7.2.sh
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export OMP_NUM_THREADS=7
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export MPICH_GPU_SUPPORT_ENABLED=1
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export MPICH_SMP_SINGLE_COPY_MODE=CMA
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export MPICH_OFI_NIC_POLICY=GPU
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module load libfabric
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BIN=$root/benchmarks/Benchmark_allreduce
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OPTS1="--accelerator-threads 8 --shm 4096 --shm-mpi 1 --device-mem 32000"
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export BENCH_MIN_KB=4
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export BENCH_MAX_MB=512
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export BENCH_REPS=5
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export BENCH_MPI_DEV_MAX_MB=4
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export BENCH_SCALAR_REPS=200
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run_cell () {
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name=$1; nodes=$2; ntask=$3; geom=$4; vol=$5
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echo "----- $name : $nodes nodes, $ntask ranks, --mpi $geom -----"
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fname=log.allreduce.$name
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srun -N$nodes -n$ntask --kill-on-bad-exit=1 ./select_gpu $BIN --mpi $geom --grid $vol $OPTS1 > $fname 2>&1
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echo " exit $?"; sleep 20
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grep -h "====\|bytes *elements\|| .* |\| min .* us" $fname | sed 's/^Grid : Message : [0-9.]* s : //' | cut -c1-175
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}
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# name nodes ntask geom vol
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run_cell N1_8gcd 1 8 1.1.2.4 16.16.32.64
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run_cell N4_32gcd 4 32 2.2.2.4 32.32.32.64
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run_cell N36_288gcd 36 288 3.6.4.4 48.48.48.96
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echo "========================================================="
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echo "done: see log.allreduce.N1_8gcd, N4_32gcd, N36_288gcd"
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echo "========================================================="
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