From 43383126232a40a34e135c224bd013aadcc029b4 Mon Sep 17 00:00:00 2001 From: carlos Date: Thu, 18 Jan 2024 14:53:59 -0500 Subject: [PATCH 1/5] Manual- MultiGPu, Multinode P6 MultiGPu, Multinode entry in Manual --- doc/scheduler-job-examples.tex | 14 ++++++++++++++ doc/scheduler-scripting.tex | 2 +- doc/speed-manual.pdf | Bin 1853715 -> 1875612 bytes 3 files changed, 15 insertions(+), 1 deletion(-) diff --git a/doc/scheduler-job-examples.tex b/doc/scheduler-job-examples.tex index 7b8ebc6..06c57bc 100644 --- a/doc/scheduler-job-examples.tex +++ b/doc/scheduler-job-examples.tex @@ -264,6 +264,20 @@ \subsection{Scheduling On The GPU Nodes} %And that there are no more GPUs available on that node (\texttt{hc:gpu=0}). %Note that no more than two GPUs can be requested for any one job. +% ------------------------------------------------------------------------------ +\subsubsection{P6 on Multi-GPU, Multi-Node} + +As described lines above, P6 cards are not compatible with Distribute and DataParallel functions +(\texttt{Pytorch, Tensorflow}) when running on Multi-GPUs. +One workaround is to run the job in Multi-node, single GPU per node; per example: + +\begin{verbatim} +#SBATCH --nodes=2 +#SBATCH --gpus-per-node=1 +\end{verbatim} + +On P6 nodes: \texttt{speed-25, speed-27, speed-03} + % ------------------------------------------------------------------------------ \subsubsection{CUDA} diff --git a/doc/scheduler-scripting.tex b/doc/scheduler-scripting.tex index aa19c6c..d695d89 100644 --- a/doc/scheduler-scripting.tex +++ b/doc/scheduler-scripting.tex @@ -601,7 +601,7 @@ \subsubsection{Jupyter Notebooks} Create an \tool{ssh} tunnel between your computer and the node (\texttt{speed-XX}) where Jupyter is running (Using \texttt{speed-submit} as a ``jump server'') (Preferably: PuTTY, see \xf{fig:putty1} and \xf{fig:putty2}) \begin{verbatim} -ssh -L 8888:localhost:8888 speed-XX +ssh -L 8888:speed-XX:8888 YOUR_USER@speed-submit.encs.concordia.ca \end{verbatim} Don't close 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zfr+t|zD>|V#bh3W8BTMx<-D&!8^R5PW({day^ilE#EO7mmafzu`+0nBiXGOPRK! z`!75!<13@aH0}H|0dm*K{nUxM&In*P+7{XKz6B1=20`=uwA!^#u=NfAG%6xv60eb< zFXqOW;b}N|;+UB7g&0s}a6Sp2P}osjghlzf!g&eUBzeVJ4iQ$@X z$4&_}f1RLq^Y!-a7uYmE_Q0tqp3hIDVd_LXf1%8<)C3jh8VnJa$?BOz+hy^vX%H_4 z_^M&(JG4|gzFy)t&`kcreNkwJ*Qj_1=s)z1*YcIs*8MI`E*T0&ej zu>QKMcu?+tX+u2TfkyT;`r<=54NT5ek=SpK2M?P@1|*RRynchXSV{Vw&_Ie}VlKy^ z5!x2o#~N^n6A8_*Hrnw~t^fY>>4)oe;Rm?hz2nR9_pj=|`thfK`t3XZhl=VG@}Kfk zpFdIjO-}ap8{T~`pS&j7^!!HOf#UdovRvN2{n`8fzsaxO=VvUw{Oa>Rf7L!SB^Jn} Py!YzE58wRa?W_L*xThW4 From ceffb191ad6d471214a2ecdc920688ee2ead0c8d Mon Sep 17 00:00:00 2001 From: carlos-encs <110119864+carlos-encs@users.noreply.github.com> Date: Thu, 18 Jan 2024 15:09:12 -0500 Subject: [PATCH 2/5] Create pytorch-multinode-multigpu --- src/pytorch-multinode-multigpu | 29 +++++++++++++++++++++++++++++ 1 file changed, 29 insertions(+) create mode 100644 src/pytorch-multinode-multigpu diff --git a/src/pytorch-multinode-multigpu b/src/pytorch-multinode-multigpu new file mode 100644 index 0000000..aa9989c --- /dev/null +++ b/src/pytorch-multinode-multigpu @@ -0,0 +1,29 @@ +#!/encs/bin/tcsh +#SBATCH --job-name=pytorch_multinode_multigpu_train + +#SBATCH --nodes=2 +#SBATCH --gpus-per-node=1 #On P6 cards this value MUST be: 1 +#SBATCH --cpus-per-task=8 +#SBATCH --ntasks-per-node=1 +#SBATCH --mem=128G ## Assign memory per node + +if ( $?SLURM_CPUS_PER_TASK ) then + setenv omp_threads $SLURM_CPUS_PER_TASK +else + setenv omp_threads 1 +endif +setenv OMP_NUM_THREADS $omp_threads + +setenv RDZV_HOST `hostname -s` +setenv RDZV_PORT 29400 +setenv endpoint ${RDZV_HOST}:${RDZV_PORT} +setenv CUDA_LAUNCH_BLOCKING 1 +setenv NCCL_BLOCKING_WAIT 1 +#setenv NCCL_DEBUG INFO +setenv NCCL_P2P_DISABLE 1 +setenv NCCL_IB_DISABLE 1 +source /speed-scratch/$USER/tmp/Venv-Name/bin/activate.csh #path where you have created your python venv +unsetenv CUDA_VISIBLE_DEVICES +# nproc_per_node=1 On P6 cards +srun torchrun --nnodes=$SLURM_JOB_NUM_NODES --nproc_per_node=1 --rdzv_id=$SLURM_JOB_ID --rdzv_backend=c10d --rdzv_endpoint=$endpoint main_multinode.py +deactivate From 3467e13280dac1020f5e0af933875e6088607a25 Mon Sep 17 00:00:00 2001 From: carlos-encs <110119864+carlos-encs@users.noreply.github.com> Date: Thu, 18 Jan 2024 15:13:35 -0500 Subject: [PATCH 3/5] Example: Pytorch Multinode, MultiGpu --- src/README.md | 1 + ...{pytorch-multinode-multigpu => pytorch-multinode-multigpu.sh} | 0 2 files changed, 1 insertion(+) rename src/{pytorch-multinode-multigpu => pytorch-multinode-multigpu.sh} (100%) diff --git a/src/README.md b/src/README.md index ce5d11b..0072959 100644 --- a/src/README.md +++ b/src/README.md @@ -21,6 +21,7 @@ These are examples either trivial or some are more elaborate. Some are described - `efficientdet.sh` -- `efficientdet` with Conda environment described below - `gurobi-with-python.sh` -- using Gurobi with Python and Python virtual environment - `pytorch-multicpu.txt` -- using Pytorch with Python virtual environment to run on CPUs; with instructions and code ready to paste. + - `pytorch-multinode-multigpu.sh` -- using Pytorch with Python virtual environment to run on Multinodes and MultiGpus - `lambdal-singularity.sh` -- an example use of the Singularity container to run LambdaLabs software stack on the GPU node. The container was built from the docker image as a [source](https://github.com/NAG-DevOps/lambda-stack-dockerfiles). - `openiss-reid-speed.sh` -- OpenISS computer vision exame for re-edentification, see [more](https://github.com/NAG-DevOps/speed-hpc/tree/master/src#openiss-reid-tfk) in its section - `openiss-yolo-cpu.sh`, `openiss-yolo-gpu.sh`, and `openiss-yolo-interactive.sh` -- OpenISS examples with YOLO, related to `reid`, see [more](https://github.com/NAG-DevOps/speed-hpc/tree/master/src#openiss-yolov3) in the corresponding section diff --git a/src/pytorch-multinode-multigpu b/src/pytorch-multinode-multigpu.sh similarity index 100% rename from src/pytorch-multinode-multigpu rename to src/pytorch-multinode-multigpu.sh From 0b7e700b51d7c7af3bf435180b3b4e0c0c55b125 Mon Sep 17 00:00:00 2001 From: carlos Date: Thu, 18 Jan 2024 15:24:42 -0500 Subject: [PATCH 4/5] Manual - MultiGpu-Multinode script --- doc/scheduler-job-examples.tex | 5 +++++ doc/speed-manual.pdf | Bin 1875612 -> 1875929 bytes 2 files changed, 5 insertions(+) diff --git a/doc/scheduler-job-examples.tex b/doc/scheduler-job-examples.tex index 06c57bc..d90029c 100644 --- a/doc/scheduler-job-examples.tex +++ b/doc/scheduler-job-examples.tex @@ -278,6 +278,11 @@ \subsubsection{P6 on Multi-GPU, Multi-Node} On P6 nodes: \texttt{speed-25, speed-27, speed-03} +The example: + \href{https://github.com/NAG-DevOps/speed-hpc/blob/master/src/pytorch-multinode-multigpu.sh} + {pytorch-multinode-multigpu.sh} +illustrates a job for training on Multi-nodes, Multi-GPUs + % ------------------------------------------------------------------------------ \subsubsection{CUDA} diff --git a/doc/speed-manual.pdf b/doc/speed-manual.pdf index 249d9adc15410d41f3a6dbcc315132857b9100e2..1521dbb9417577315bc3512615a30e66695c4887 100644 GIT binary patch delta 20288 zcmahw1$Y$4_goSP$!&z#CbTX{_Y_{*S2(6rRccpiU+Pd= zv$R&JV`=SDr&8yw>ev4u`hmvNf#C(N?DV7{y3MzE_rE(^ zK3rhtIiz@P&)K|tzV1Rvyl;wKm&os5{KhOAS>>}}&66EzbANK|*u&v!_YKUAHtCC~ 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09:27:39 -0500 Subject: [PATCH 5/5] P6 cards fixed --- doc/scheduler-job-examples.tex | 2 +- doc/speed-manual.pdf | Bin 1875929 -> 1875927 bytes 2 files changed, 1 insertion(+), 1 deletion(-) diff --git a/doc/scheduler-job-examples.tex b/doc/scheduler-job-examples.tex index d90029c..2a50b3a 100644 --- a/doc/scheduler-job-examples.tex +++ b/doc/scheduler-job-examples.tex @@ -276,7 +276,7 @@ \subsubsection{P6 on Multi-GPU, Multi-Node} #SBATCH --gpus-per-node=1 \end{verbatim} -On P6 nodes: \texttt{speed-25, speed-27, speed-03} +On P6 nodes: \texttt{speed-05, speed-17, speed-01} The example: \href{https://github.com/NAG-DevOps/speed-hpc/blob/master/src/pytorch-multinode-multigpu.sh} diff --git a/doc/speed-manual.pdf b/doc/speed-manual.pdf index 1521dbb9417577315bc3512615a30e66695c4887..eb4731cdea922505e4e5e17925dd3a808ce3409e 100644 GIT binary patch delta 11637 zcmahO2~>~SSDREQLeZ}g4JqW?mk^55s6=FGQIbrNtXbkiDbz654~<=e$~3k%6e7}4 zsg%i*Z7gM*D1-Rl57F{ 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