From d1047cc7d6c6b9a24ba8df48782ae7aa0bd92949 Mon Sep 17 00:00:00 2001 From: Birte Kristina Friesel Date: Wed, 17 Jul 2024 09:41:57 +0200 Subject: TRNS: document and update dimes-hetsim scripts --- TRNS/dimes-hetsim-hbm.sh | 30 +++++++++++++++++++---- TRNS/dimes-hetsim-nmc.sh | 62 ++++++++++++++++++++++++++++++++++++------------ 2 files changed, 72 insertions(+), 20 deletions(-) diff --git a/TRNS/dimes-hetsim-hbm.sh b/TRNS/dimes-hetsim-hbm.sh index a7240a9..b6d645a 100755 --- a/TRNS/dimes-hetsim-hbm.sh +++ b/TRNS/dimes-hetsim-hbm.sh @@ -6,19 +6,38 @@ make -B NUMA=1 mkdir -p log/$(hostname) fn=log/$(hostname)/$(date +%Y%m%d) -# DPU version: -m m -n n -o M_ -p N_ -# input size: sizeof(T) * M_ * m * N_ * n +# 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) # -# Here: -p 2048 -o 2048 -m 16 -n 8 for both +# -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 ( echo "CPU single-node operation (1/2)" >&2 parallel -j1 --eta --joblog ${fn}.1.joblog --header : \ - ./trns -w 0 -r 40 -p 2048 -o 2048 -m 16 -n 8 -t {nr_threads} -a {ram} -b {ram} -c {cpu} \ + ./trns -w 0 -r 5 -p {p} -o 2048 -m 16 -n 8 -t {nr_threads} -a {ram} -b {ram} -c {cpu} \ + ::: p 64 128 256 512 768 1024 1536 2048 2304 \ ::: ram $(seq 0 15) \ ::: cpu $(seq 0 7) \ ::: nr_threads 1 2 4 8 12 16 @@ -26,7 +45,8 @@ parallel -j1 --eta --joblog ${fn}.1.joblog --header : \ echo "CPU multi-node operation (1/2)" >&2 parallel -j1 --eta --joblog ${fn}.2.joblog --header : \ - ./trns -w 0 -r 40 -p 2048 -o 2048 -m 16 -n 8 -t {nr_threads} -a {ram} -b {ram} -c {cpu} \ + ./trns -w 0 -r 40 -p {p} -o 2048 -m 16 -n 8 -t {nr_threads} -a {ram} -b {ram} -c {cpu} \ + ::: p 64 128 256 512 768 1024 1536 2048 2304 \ ::: ram $(seq 0 15) \ ::: cpu -1 \ ::: nr_threads 32 48 64 96 128 diff --git a/TRNS/dimes-hetsim-nmc.sh b/TRNS/dimes-hetsim-nmc.sh index 583fed3..62e4ed4 100755 --- a/TRNS/dimes-hetsim-nmc.sh +++ b/TRNS/dimes-hetsim-nmc.sh @@ -3,20 +3,36 @@ mkdir -p log/$(hostname) baselines/cpu/log/$(hostname) fn=log/$(hostname)/$(date +%Y%m%d) -# DPU version: -m m -n n -o M_ -p N_ -# input size: sizeof(T) * M_ * m * N_ * n +# Args: -m m -n n -o M_ -p N_ +# +# Input: (M_ * m) × (N_ * n) matrix +# Output: (N_* n) × (M_ * m) matrix +# Step 1: transpose (M_ * m) × N_ matrix that consits of tiles of size n +# CPU version: explicit +# DPU version: implicit (appropriate write operations to DPUs) +# Step 2: transpose m × n matrix; this happens N_ * M_ times. +# DPU version: Each tasklet transposes a single m × n matrix / tile. +# (16 × 8 tile takes up 1 KiB WRAM) +# Step 3: Transpose M_ × n matrix that consists of tiles of size m. +# +# Note for DPU version: if M_ > #DPUs, steps 1 through 3 are repeated. +# Number of repetitions == ceil(M_ / #DPUS) +# For Hetsim benchmarks, we set M_ == #DPUs to simplify the task graph (no repetitions that depend on the number of available DPUs). +# Just in case, there is also a configuration with M_ == 2048 independent of #DPUs +# +# input size: uint64(DPU)/double(CPU) * M_ * m * N_ * n +# output size: uint64(DPU)/double(CPU) * M_ * m * N_ * n -- on DPU only; CPU version operates in-place # Upstream DPU version uses int64_t, -p 2048 -o 12288 -x 1 [implicit -m 16 -n 8] # Upstream CPU version uses double, -p 2556 -o 4096 -m 16 -n 8 and fails with -o 12288 (allocation error) # -# Here: -p 2048 -o 2048 -m 16 -n 8 for both - -# upstream uses 167772160 * 2 * int32 == 2.5 GiB input and 1.25 GiB output for DPU version +# -p 2048 -o 2048 -m 16 -n 8 -> matrix size: 4 GiB +# -p [64 .. 2304] -o 2048 -m 16 -n 8 -> matrix size: 128 MiB .. 4.5 GiB run_benchmark_nmc() { local "$@" sudo limit_ranks_to_numa_node ${numa_rank} if make -B NR_DPUS=${nr_dpus} NR_TASKLETS=${nr_tasklets} WITH_ALLOC_OVERHEAD=1 WITH_LOAD_OVERHEAD=1 WITH_FREE_OVERHEAD=1; then - bin/host_code -w 0 -e 100 -p 2048 -o 2048 -m 16 -n 8 -x 1 + bin/host_code -w 0 -e 40 -p ${p} -o 2048 -m 16 -n 8 -x 1 fi return $? } @@ -25,17 +41,31 @@ export -f run_benchmark_nmc ( -echo "NMC single-node operation (1/2)" >&2 +echo "NMC single-node operation (1/4)" >&2 parallel -j1 --eta --joblog ${fn}.1.joblog --header : \ - run_benchmark_nmc nr_dpus={nr_dpus} nr_tasklets=16 input_size={input_size} numa_rank={numa_rank} \ + 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 (2/2)" >&2 +echo "NMC multi-node operation (2/4)" >&2 parallel -j1 --eta --joblog ${fn}.2.joblog --header : \ - run_benchmark_nmc nr_dpus={nr_dpus} nr_tasklets=16 input_size={input_size} numa_rank={numa_rank} \ + 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 --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 --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 @@ -51,18 +81,20 @@ make -B NUMA=1 echo "CPU single-node operation (1/2)" >&2 parallel -j1 --eta --joblog ${fn}.1.joblog --header : \ - ./trns -w 0 -r 40 -p 2048 -o 2048 -m 16 -n 8 -t {nr_threads} \ + ./trns -w 0 -r 40 -p {p} -o 2048 -m 16 -n 8 -t {nr_threads} -a {ram} -b {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 32 + ::: nr_threads 1 2 4 8 12 16 -echo "CPU multi-node operation (1/2)" >&2 +echo "CPU multi-node operation (2/2)" >&2 parallel -j1 --eta --joblog ${fn}.2.joblog --header : \ - ./trns -w 0 -r 40 -p 2048 -o 2048 -m 16 -n 8 -t {nr_threads} \ + ./trns -w 0 -r 40 -p {p} -o 2048 -m 16 -n 8 -t {nr_threads} -a {ram} -b {ram} -c {cpu} \ + ::: p 64 128 256 512 768 1024 1536 2048 2304 \ ::: ram 0 1 \ ::: cpu -1 \ - ::: nr_threads 48 64 + ::: nr_threads 24 32 ) > ${fn}.txt -- cgit v1.2.3