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Added benchmarks and updated figures.

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Martin Lilleeng Sætra 2022-06-24 14:33:16 +02:00
parent aa693a9a46
commit 528b738dda
4 changed files with 305 additions and 148 deletions
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330
Figures.ipynb
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2
dgx-2_scaling_benchmark.job
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@ -6,7 +6,7 @@
#SBATCH -t 0-00:10 # time (D-HH:MM) #SBATCH -t 0-00:10 # time (D-HH:MM)
#SBATCH -o slurm.%N.%j.out # STDOUT #SBATCH -o slurm.%N.%j.out # STDOUT
#SBATCH -e slurm.%N.%j.err # STDERR #SBATCH -e slurm.%N.%j.err # STDERR
#SBATCH --reservation=martinls_8 #SBATCH --reservation=martinls_17
# For Linux 64, Open MPI is built with CUDA awareness but this support is disabled by default. # For Linux 64, Open MPI is built with CUDA awareness but this support is disabled by default.

61
dgx-2_strong_scaling_benchmark.sh
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@ -22,17 +22,52 @@ TIMESTAMP=$(date "+%Y-%m-%dT%H%M%S")
#sbatch --nodes=1 --gpus-per-node=16 --ntasks-per-node=16 --export=ALL,NX=8192,NY=512,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job #sbatch --nodes=1 --gpus-per-node=16 --ntasks-per-node=16 --export=ALL,NX=8192,NY=512,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
# one node: 4-16 GPUs # one node: 4-16 GPUs
sbatch --nodes=1 --gpus-per-node=4 --ntasks-per-node=4 --export=ALL,NX=41984,NY=10496,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job #sbatch --nodes=1 --gpus-per-node=4 --ntasks-per-node=4 --export=ALL,NX=41984,NY=10496,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=5 --ntasks-per-node=5 --export=ALL,NX=41984,NY=8396,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job #sbatch --nodes=1 --gpus-per-node=5 --ntasks-per-node=5 --export=ALL,NX=41984,NY=8396,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=6 --ntasks-per-node=6 --export=ALL,NX=41984,NY=6997,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job #sbatch --nodes=1 --gpus-per-node=6 --ntasks-per-node=6 --export=ALL,NX=41984,NY=6997,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=7 --ntasks-per-node=7 --export=ALL,NX=41984,NY=5997,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job #sbatch --nodes=1 --gpus-per-node=7 --ntasks-per-node=7 --export=ALL,NX=41984,NY=5997,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=8 --ntasks-per-node=8 --export=ALL,NX=41984,NY=5248,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job #sbatch --nodes=1 --gpus-per-node=8 --ntasks-per-node=8 --export=ALL,NX=41984,NY=5248,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
#
#sbatch --nodes=1 --gpus-per-node=9 --ntasks-per-node=9 --export=ALL,NX=41984,NY=4664,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
#sbatch --nodes=1 --gpus-per-node=10 --ntasks-per-node=10 --export=ALL,NX=41984,NY=4198,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
#sbatch --nodes=1 --gpus-per-node=11 --ntasks-per-node=11 --export=ALL,NX=41984,NY=3816,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
#sbatch --nodes=1 --gpus-per-node=12 --ntasks-per-node=12 --export=ALL,NX=41984,NY=3498,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
#sbatch --nodes=1 --gpus-per-node=13 --ntasks-per-node=13 --export=ALL,NX=41984,NY=3229,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
#sbatch --nodes=1 --gpus-per-node=14 --ntasks-per-node=14 --export=ALL,NX=41984,NY=2998,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
#sbatch --nodes=1 --gpus-per-node=15 --ntasks-per-node=15 --export=ALL,NX=41984,NY=2798,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
#sbatch --nodes=1 --gpus-per-node=16 --ntasks-per-node=16 --export=ALL,NX=41984,NY=2624,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=9 --ntasks-per-node=9 --export=ALL,NX=41984,NY=4664,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job # one node: 1-16 GPUs
sbatch --nodes=1 --gpus-per-node=10 --ntasks-per-node=10 --export=ALL,NX=41984,NY=4198,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=1 --ntasks-per-node=1 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=11 --ntasks-per-node=11 --export=ALL,NX=41984,NY=3816,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=2 --ntasks-per-node=2 --export=ALL,NX=22528,NY=11264,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=12 --ntasks-per-node=12 --export=ALL,NX=41984,NY=3498,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=3 --ntasks-per-node=3 --export=ALL,NX=22528,NY=7509,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=13 --ntasks-per-node=13 --export=ALL,NX=41984,NY=3229,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=4 --ntasks-per-node=4 --export=ALL,NX=22528,NY=5632,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=14 --ntasks-per-node=14 --export=ALL,NX=41984,NY=2998,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=5 --ntasks-per-node=5 --export=ALL,NX=22528,NY=4505,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=15 --ntasks-per-node=15 --export=ALL,NX=41984,NY=2798,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=6 --ntasks-per-node=6 --export=ALL,NX=22528,NY=3754,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=16 --ntasks-per-node=16 --export=ALL,NX=41984,NY=2624,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=7 --ntasks-per-node=7 --export=ALL,NX=22528,NY=3218,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=8 --ntasks-per-node=8 --export=ALL,NX=22528,NY=2816,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=9 --ntasks-per-node=9 --export=ALL,NX=22528,NY=2503,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=10 --ntasks-per-node=10 --export=ALL,NX=22528,NY=2252,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=11 --ntasks-per-node=11 --export=ALL,NX=22528,NY=2048,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=12 --ntasks-per-node=12 --export=ALL,NX=22528,NY=1877,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=13 --ntasks-per-node=13 --export=ALL,NX=22528,NY=1732,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=14 --ntasks-per-node=14 --export=ALL,NX=22528,NY=1609,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=15 --ntasks-per-node=15 --export=ALL,NX=22528,NY=1501,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=16 --ntasks-per-node=16 --export=ALL,NX=22528,NY=1408,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
# one node: 4-16 GPUs
sbatch --nodes=1 --gpus-per-node=4 --ntasks-per-node=4 --export=ALL,NX=45056,NY=11264,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=5 --ntasks-per-node=5 --export=ALL,NX=45056,NY=8396,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=6 --ntasks-per-node=6 --export=ALL,NX=45056,NY=6997,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=7 --ntasks-per-node=7 --export=ALL,NX=45056,NY=5997,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=8 --ntasks-per-node=8 --export=ALL,NX=45056,NY=5248,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=9 --ntasks-per-node=9 --export=ALL,NX=45056,NY=4664,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=10 --ntasks-per-node=10 --export=ALL,NX=45056,NY=4198,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=11 --ntasks-per-node=11 --export=ALL,NX=45056,NY=3816,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=12 --ntasks-per-node=12 --export=ALL,NX=45056,NY=3498,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=13 --ntasks-per-node=13 --export=ALL,NX=45056,NY=3229,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=14 --ntasks-per-node=14 --export=ALL,NX=45056,NY=2998,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=15 --ntasks-per-node=15 --export=ALL,NX=45056,NY=2798,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=16 --ntasks-per-node=16 --export=ALL,NX=45056,NY=2624,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job

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dgx-2_weak_scaling_benchmark.sh
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@ -22,20 +22,20 @@ TIMESTAMP=$(date "+%Y-%m-%dT%H%M%S")
#sbatch --nodes=1 --gpus-per-node=16 --ntasks-per-node=16 --export=ALL,NX=8192,NY=8192,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job #sbatch --nodes=1 --gpus-per-node=16 --ntasks-per-node=16 --export=ALL,NX=8192,NY=8192,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
# one node: 1-16 GPUs # one node: 1-16 GPUs
sbatch --nodes=1 --gpus-per-node=1 --ntasks-per-node=1 --export=ALL,NX=41984,NY=41984,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=1 --ntasks-per-node=1 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=2 --ntasks-per-node=2 --export=ALL,NX=41984,NY=41984,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=2 --ntasks-per-node=2 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=3 --ntasks-per-node=3 --export=ALL,NX=41984,NY=41984,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=3 --ntasks-per-node=3 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=4 --ntasks-per-node=4 --export=ALL,NX=41984,NY=41984,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=4 --ntasks-per-node=4 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=5 --ntasks-per-node=5 --export=ALL,NX=41984,NY=41984,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=5 --ntasks-per-node=5 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=6 --ntasks-per-node=6 --export=ALL,NX=41984,NY=41984,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=6 --ntasks-per-node=6 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=7 --ntasks-per-node=7 --export=ALL,NX=41984,NY=41984,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=7 --ntasks-per-node=7 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=8 --ntasks-per-node=8 --export=ALL,NX=41984,NY=41984,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=8 --ntasks-per-node=8 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=9 --ntasks-per-node=9 --export=ALL,NX=41984,NY=41984,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=9 --ntasks-per-node=9 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=10 --ntasks-per-node=10 --export=ALL,NX=41984,NY=41984,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=10 --ntasks-per-node=10 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=11 --ntasks-per-node=11 --export=ALL,NX=41984,NY=41984,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=11 --ntasks-per-node=11 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=12 --ntasks-per-node=12 --export=ALL,NX=41984,NY=41984,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=12 --ntasks-per-node=12 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=13 --ntasks-per-node=13 --export=ALL,NX=41984,NY=41984,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=13 --ntasks-per-node=13 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=14 --ntasks-per-node=14 --export=ALL,NX=41984,NY=41984,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=14 --ntasks-per-node=14 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=15 --ntasks-per-node=15 --export=ALL,NX=41984,NY=41984,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=15 --ntasks-per-node=15 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job
sbatch --nodes=1 --gpus-per-node=16 --ntasks-per-node=16 --export=ALL,NX=41984,NY=41984,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job sbatch --nodes=1 --gpus-per-node=16 --ntasks-per-node=16 --export=ALL,NX=22528,NY=22528,NOW=$TIMESTAMP dgx-2_scaling_benchmark.job