#!/bin/bash mkdir -p log/$(hostname) baselines/cpu/log/$(hostname) fn=log/$(hostname)/dimes-hetsim-nmc # Args: -m m -n n -o M_ -p N_ # # Input: (M_ * m) × (N_ * n) matrix # Output: (N_* n) × (M_ * m) matrix # Step 1: transpose (M_ * m) × N_ matrix that consits of tiles of size n # CPU version: explicit # DPU version: implicit (appropriate write operations to DPUs) # Step 2: transpose m × n matrix; this happens N_ * M_ times. # DPU version: Each tasklet transposes a single m × n matrix / tile. # (16 × 8 tile takes up 1 KiB WRAM) # Step 3: Transpose M_ × n matrix that consists of tiles of size m. # # Note for DPU version: if M_ > #DPUs, steps 1 through 3 are repeated. # Number of repetitions == ceil(M_ / #DPUS) # For Hetsim benchmarks, we set M_ == #DPUs to simplify the task graph (no repetitions that depend on the number of available DPUs). # Just in case, there is also a configuration with M_ == 2048 independent of #DPUs # # input size: uint64(DPU)/double(CPU) * M_ * m * N_ * n # output size: uint64(DPU)/double(CPU) * M_ * m * N_ * n -- on DPU only; CPU version operates in-place # Upstream DPU version uses int64_t, -p 2048 -o 12288 -x 1 [implicit -m 16 -n 8] # Upstream CPU version uses double, -p 2556 -o 4096 -m 16 -n 8 and fails with -o 12288 (allocation error) # # -p 2048 -o 2048 -m 16 -n 8 -> matrix size: 4 GiB # -p [64 .. 2304] -o 2048 -m 16 -n 8 -> matrix size: 128 MiB .. 4.5 GiB run_benchmark_nmc() { local "$@" set -e sudo limit_ranks_to_numa_node ${numa_rank} make -B NR_DPUS=${nr_dpus} NR_TASKLETS=${nr_tasklets} WITH_ALLOC_OVERHEAD=1 WITH_LOAD_OVERHEAD=1 WITH_FREE_OVERHEAD=1 bin/host_code -w 0 -e 40 -p ${p} -o 2048 -m 16 -n 8 -x 1 } export -f run_benchmark_nmc ( echo "NMC single-node operation (1/4)" >&2 parallel -j1 --eta --joblog ${fn}.1.joblog --resume --header : \ run_benchmark_nmc p={nr_dpus} nr_dpus={nr_dpus} nr_tasklets=16 input_size={input_size} numa_rank={numa_rank} \ ::: numa_rank 0 1 \ ::: nr_dpus 64 128 256 512 768 1024 echo "NMC multi-node operation (2/4)" >&2 parallel -j1 --eta --joblog ${fn}.2.joblog --resume --header : \ run_benchmark_nmc p={nr_dpus} nr_dpus={nr_dpus} nr_tasklets=16 input_size={input_size} numa_rank={numa_rank} \ ::: numa_rank any \ ::: nr_dpus 1536 2048 2304 echo "NMC single-node operation (3/4)" >&2 parallel -j1 --eta --joblog ${fn}.3.joblog --resume --header : \ run_benchmark_nmc p=2048 nr_dpus={nr_dpus} nr_tasklets=16 input_size={input_size} numa_rank={numa_rank} \ ::: numa_rank 0 1 \ ::: nr_dpus 64 128 256 512 768 1024 echo "NMC multi-node operation (4/4)" >&2 parallel -j1 --eta --joblog ${fn}.4.joblog --resume --header : \ run_benchmark_nmc p=2048 nr_dpus={nr_dpus} nr_tasklets=16 input_size={input_size} numa_rank={numa_rank} \ ::: numa_rank any \ ::: nr_dpus 1536 2048 2304 ) >> ${fn}.txt cd baselines/cpu make -B NUMA=1 ( echo "CPU single-node operation (1/2)" >&2 parallel -j1 --eta --joblog ${fn}.1.joblog --resume --header : \ ./trns -w 0 -r 40 -p {p} -o 2048 -m 16 -n 8 -t {nr_threads} -a {ram} -c {cpu} \ ::: p 64 128 256 512 768 1024 1536 2048 2304 \ ::: ram 0 1 \ ::: cpu 0 1 \ ::: nr_threads 1 2 4 8 12 16 echo "CPU multi-node operation (2/2)" >&2 parallel -j1 --eta --joblog ${fn}.2.joblog --resume --header : \ ./trns -w 0 -r 40 -p {p} -o 2048 -m 16 -n 8 -t {nr_threads} -a {ram} -c {cpu} \ ::: p 64 128 256 512 768 1024 1536 2048 2304 \ ::: ram 0 1 \ ::: cpu -1 \ ::: nr_threads 24 32 ) >> ${fn}.txt make -B NUMA=1 NUMA_MEMCPY=1 ( echo "CPU single-node operation with setup cost, cpu/out on same node (3/3)" >&2 parallel -j1 --eta --joblog ${fn}.3.joblog --resume --header : \ ./trns -w 0 -r 40 -p {p} -o 2048 -m 16 -n 8 -t {nr_threads} -a {ram} -c {cpu} -C {cpu} \ ::: ram 0 1 \ ::: cpu 0 1 \ ::: nr_threads 1 2 4 8 12 16 \ ::: input_size 167772160 ) >> ${fn}.txt