diff --git a/Figures.ipynb b/Figures_Saga.ipynb similarity index 59% rename from Figures.ipynb rename to Figures_Saga.ipynb index dc48b2b..39cc902 100644 --- a/Figures.ipynb +++ b/Figures_Saga.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -17,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -71,88 +71,83 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " t_init t_total outfile \\\n", - "0 5.327343 72.445652 /cluster/work/jobs/5977262/ShallowWaterGPU/mpi... \n", - "1 5.766222 70.390925 /cluster/work/jobs/5977264/ShallowWaterGPU/mpi... \n", - "2 6.594021 72.797283 /cluster/work/jobs/5977265/ShallowWaterGPU/mpi... \n", - "3 13.090770 98.327636 /cluster/work/jobs/5977266/ShallowWaterGPU/mpi... \n", + " t_init t_total outfile \\\n", + "0 13.151470 187.123114 /cluster/work/jobs/5995581/ShallowWaterGPU/mpi... \n", + "1 17.898452 210.700137 /cluster/work/jobs/6040817/ShallowWaterGPU/mpi... \n", + "2 19.701864 208.722497 /cluster/work/jobs/5995583/ShallowWaterGPU/mpi... \n", + "3 22.790222 218.337566 /cluster/work/jobs/5995584/ShallowWaterGPU/mpi... \n", "\n", " t_sim_init t_nc_write t_full_step t_mpi_halo_exchange \\\n", - "0 6.785504 34.131567 24.233159 0.0 \n", - "1 6.297029 31.896560 24.437577 0.0 \n", - "2 6.115570 33.620830 24.389490 0.0 \n", - "3 23.062950 35.326106 24.479295 0.0 \n", + "0 12.316193 92.680975 67.334274 0.0 \n", + "1 24.190988 97.482013 67.381501 0.0 \n", + "2 21.237509 98.550311 67.510278 0.0 \n", + "3 24.143164 102.122138 67.474521 0.0 \n", "\n", " t_mpi_halo_exchange_download t_mpi_halo_exchange_upload \\\n", - "0 23.969971 0.039307 \n", - "1 23.959106 0.035278 \n", - "2 23.961182 0.036865 \n", - "3 23.963623 0.038574 \n", + "0 66.403320 0.039551 \n", + "1 66.379639 0.048828 \n", + "2 66.364868 0.041748 \n", + "3 66.378784 0.043457 \n", "\n", " t_mpi_halo_exchange_sendreceive t_mpi_step nx ny dt \\\n", - "0 0.049072 0.027039 12288.0 12288.0 0.000001 \n", - "1 0.200195 0.022766 12288.0 12288.0 0.000001 \n", - "2 0.150146 0.025269 12288.0 12288.0 0.000001 \n", - "3 0.281494 0.028137 12288.0 12288.0 0.000001 \n", + "0 0.111572 0.025024 20480.0 20480.0 0.000001 \n", + "1 0.247070 0.032532 20480.0 20480.0 0.000001 \n", + "2 0.428223 0.029236 20480.0 20480.0 0.000001 \n", + "3 0.330811 0.030945 20480.0 20480.0 0.000001 \n", "\n", " n_time_steps slurm_job_id n_cuda_devices n_processes \\\n", - "0 200.0 5977262.0 1 1 \n", - "1 200.0 5977264.0 2 2 \n", - "2 200.0 5977265.0 3 3 \n", - "3 200.0 5977266.0 4 4 \n", + "0 200.0 5995581.0 1 1 \n", + "1 200.0 6040817.0 2 2 \n", + "2 200.0 5995583.0 3 3 \n", + "3 200.0 5995584.0 4 4 \n", "\n", " git_hash \\\n", - "0 0f0cbad2dd661c59f9a2c43740eda12d90cca413\\n \n", - "1 0f0cbad2dd661c59f9a2c43740eda12d90cca413\\n \n", - "2 0f0cbad2dd661c59f9a2c43740eda12d90cca413\\n \n", - "3 0f0cbad2dd661c59f9a2c43740eda12d90cca413\\n \n", + "0 aa693a9a468e3d591417342d96128d90c9df7884\\n \n", + "1 a7a723aca682be4b3c12e6e1f982042aecaa5486\\n \n", + "2 aa693a9a468e3d591417342d96128d90c9df7884\\n \n", + "3 528b738dda0dbbc4d61db24ef86811d246c47836\\n \n", "\n", " git_status \n", - "0 M conda_environment.yml\\n M conda_environment... \n", - "1 M conda_environment.yml\\n M conda_environment... \n", - "2 M conda_environment.yml\\n M conda_environment... \n", - "3 M saga_scaling_benchmark.job\\n M saga_strong_... \n", - " t_init t_total outfile \\\n", - "0 5.409974 74.459357 /cluster/work/jobs/5977267/ShallowWaterGPU/mpi... \n", - "1 10.191378 87.734289 /cluster/work/jobs/5977268/ShallowWaterGPU/mpi... \n", - "2 10.992114 92.724516 /cluster/work/jobs/5977269/ShallowWaterGPU/mpi... \n", + "0 M Figures.ipynb\\n M conda_environment_hpc.yml... \n", + "1 M conda_environment_hpc.yml\\n \n", + "2 M Figures.ipynb\\n M conda_environment_hpc.yml... \n", + "3 M Figures.ipynb\\n M conda_environment_hpc.yml... \n", + " t_init t_total outfile \\\n", + "0 16.962855 204.441923 /cluster/work/jobs/5995585/ShallowWaterGPU/mpi... \n", + "1 17.445864 203.642585 /cluster/work/jobs/5995586/ShallowWaterGPU/mpi... \n", + "2 16.334049 201.706250 /cluster/work/jobs/5995587/ShallowWaterGPU/mpi... \n", "\n", " t_sim_init t_nc_write t_full_step t_mpi_halo_exchange \\\n", - "0 8.215068 31.199623 27.619763 0.0 \n", - "1 18.097157 30.747718 26.639607 0.0 \n", - "2 18.207139 32.633317 28.926713 0.0 \n", + "0 18.412322 96.080178 71.158770 0.0 \n", + "1 19.265495 93.089388 72.148323 0.0 \n", + "2 15.037347 94.247609 74.494262 0.0 \n", "\n", " t_mpi_halo_exchange_download t_mpi_halo_exchange_upload \\\n", - "0 23.962158 0.035278 \n", - "1 23.961914 0.035278 \n", - "2 23.966187 0.037476 \n", + "0 66.372192 0.051147 \n", + "1 66.372192 0.045532 \n", + "2 66.035767 0.051880 \n", "\n", " t_mpi_halo_exchange_sendreceive t_mpi_step nx ny dt \\\n", - "0 3.625488 0.022888 12288.0 12288.0 0.000001 \n", - "1 2.509521 0.022278 12288.0 12288.0 0.000001 \n", - "2 4.665771 0.023193 12288.0 12288.0 0.000001 \n", + "0 4.722656 0.033875 20480.0 20480.0 0.000001 \n", + "1 5.855469 0.027893 20480.0 20480.0 0.000001 \n", + "2 8.360107 0.035767 20480.0 20480.0 0.000001 \n", "\n", " n_time_steps slurm_job_id n_cuda_devices n_processes \\\n", - "0 200.0 5977267.0 1 2 \n", - "1 200.0 5977268.0 1 3 \n", - "2 200.0 5977269.0 1 4 \n", + "0 200.0 5995585.0 1 2 \n", + "1 200.0 5995586.0 1 3 \n", + "2 200.0 5995587.0 1 4 \n", "\n", - " git_hash \\\n", - "0 0f0cbad2dd661c59f9a2c43740eda12d90cca413\\n \n", - "1 0f0cbad2dd661c59f9a2c43740eda12d90cca413\\n \n", - "2 0f0cbad2dd661c59f9a2c43740eda12d90cca413\\n \n", - "\n", - " git_status \n", - "0 M conda_environment.yml\\n M conda_environment... \n", - "1 M saga_scaling_benchmark.job\\n M saga_strong_... \n", - "2 M saga_scaling_benchmark.job\\n M saga_strong_... \n" + " git_hash git_status \n", + "0 a7a723aca682be4b3c12e6e1f982042aecaa5486\\n M conda_environment_hpc.yml\\n \n", + "1 a7a723aca682be4b3c12e6e1f982042aecaa5486\\n M conda_environment_hpc.yml\\n \n", + "2 a7a723aca682be4b3c12e6e1f982042aecaa5486\\n M conda_environment_hpc.yml\\n \n" ] } ], @@ -166,8 +161,10 @@ "##weak_scaling_profiling_data = read_profiling_files(\"output_hgx/weak_scaling/2022-06-16T170630/\")\n", "\n", "# Saga\n", - "singlenode_weak_scaling_profiling_data = read_profiling_files(\"output_saga/weak_scaling/2022-06-16T151516/\", drop_multinode=True)\n", - "multinode_weak_scaling_profiling_data = read_profiling_files(\"output_saga/weak_scaling/2022-06-16T151516/\", drop_singlenode=True)\n", + "#singlenode_weak_scaling_profiling_data = read_profiling_files(\"output_saga/weak_scaling/2022-06-16T151516/\", drop_multinode=True)\n", + "#multinode_weak_scaling_profiling_data = read_profiling_files(\"output_saga/weak_scaling/2022-06-16T151516/\", drop_singlenode=True)\n", + "singlenode_weak_scaling_profiling_data = read_profiling_files(\"output_saga/weak_scaling/2022-06-21T235600/\", drop_multinode=True)\n", + "multinode_weak_scaling_profiling_data = read_profiling_files(\"output_saga/weak_scaling/2022-06-21T235600/\", drop_singlenode=True)\n", "\n", "print(singlenode_weak_scaling_profiling_data)\n", "print(multinode_weak_scaling_profiling_data)" @@ -182,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -193,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -204,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -432,19 +429,19 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/cluster/projects/nn9882k/martinls/.conda/envs/ShallowWaterGPU_HPC/lib/python3.7/site-packages/ipykernel_launcher.py:45: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n" + "/cluster/projects/nn9882k/martinls/.conda/envs/ShallowWaterGPU_HPC/lib/python3.7/site-packages/ipykernel_launcher.py:50: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -469,19 +466,22 @@ "\n", "ax_weak.plot(singlenode_weak_scaling_profiling_data[\"n_processes\"][0:4].to_numpy(dtype=\"int\"), \n", " speedup(singlenode_weak_scaling_profiling_data[\"t_full_step\"][0], singlenode_weak_scaling_profiling_data[\"t_full_step\"][0:4]), \n", - " label=\"Single-node runtime (no init or file I/O)\", marker=\"x\")\n", + " label=\"Shared-memory run time\", marker=\"x\")\n", "\n", - "ax_weak.plot(multinode_weak_scaling_profiling_data[\"n_processes\"][0:3].to_numpy(dtype=\"int\"), \n", - " speedup(singlenode_weak_scaling_profiling_data[\"t_full_step\"][0], multinode_weak_scaling_profiling_data[\"t_full_step\"][0:3]), \n", - " label=\"2–4 nodes runtime (no init or file I/O)\", marker=\"o\", color=\"green\")\n", + "ax_weak.plot(singlenode_weak_scaling_profiling_data[\"n_processes\"][0:4].to_numpy(dtype=\"int\"), \n", + " speedup(singlenode_weak_scaling_profiling_data[\"t_full_step\"][0], \n", + " np.append(singlenode_weak_scaling_profiling_data[\"t_full_step\"][0], multinode_weak_scaling_profiling_data[\"t_full_step\"][0:3])), \n", + " label=\"Distributed-memory (1-4 nodes) run time\", marker=\"o\", color=\"green\")\n", "\n", "ax_weak.locator_params(axis=\"x\", nbins=4)\n", + "ax_weak.set_ylim(0.89, 1.01)\n", "\n", - "ax_weak.plot(nproc[0:4], np.ones(len(nproc[0:4])), label=\"Ideal runtime (constant)\", linestyle=\"dotted\", color=\"orange\")\n", + "ax_weak.plot(nproc[0:4], np.ones(len(nproc[0:4])), label=\"Ideal run time (constant)\", linestyle=\"dotted\", color=\"orange\")\n", "\n", "ax_weak.set_xlabel(\"Number of ranks/GPUs\")\n", "ax_weak.set_ylabel(\"Efficiency\")\n", - "ax_weak.legend(loc=\"upper left\", bbox_to_anchor=[0.0, 0.8])\n", + "ax_weak.legend(loc=\"lower left\")\n", + "ax_weak.title.set_text(\"Weak scaling\")\n", "\n", "##############################################\n", "\n", @@ -491,15 +491,17 @@ "\n", "ax_strong.plot(multinode_strong_scaling_profiling_data[\"n_processes\"].to_numpy(dtype=\"int\"), \n", " speedup(multinode_strong_scaling_profiling_data[\"t_full_step\"][0], multinode_strong_scaling_profiling_data[\"t_full_step\"])*4, \n", - " label=\"Four nodes runtime (no init or file I/O)\", marker=\"o\")\n", + " label=\"Distributed-memory (4 nodes) run time\", marker=\"o\")\n", "\n", "ax_strong.locator_params(axis=\"x\", nbins=16)\n", "\n", - "ax_strong.plot(nproc[0:], nproc[0:], label=\"Ideal runtime (linear)\", linestyle=\"dotted\")\n", + "ax_strong.plot(nproc[0:], nproc[0:], label=\"Ideal run time (linear)\", linestyle=\"dotted\")\n", "\n", "ax_strong.set_xlabel(\"Number of ranks/GPUs\")\n", "ax_strong.set_ylabel(\"Speedup\")\n", "ax_strong.legend(loc=\"upper left\")\n", + "ax_strong.title.set_text(\"Strong scaling\")\n", + "fig.suptitle(\"Saga cluster\")\n", "fig.show()\n", "\n", "fig.savefig(\"saga-scaling.pdf\", bbox_inches='tight')"