From 83ef0fe834725724c51f2b9b55db548c2d108e79 Mon Sep 17 00:00:00 2001 From: matthi-g Date: Mon, 29 Apr 2024 16:50:04 +0200 Subject: [PATCH] Update utilisation graphs --- .../results/rm-analysis/utilisation.ipynb | 100 +++++++++--------- 1 file changed, 50 insertions(+), 50 deletions(-) diff --git a/benchmark/results/rm-analysis/utilisation.ipynb b/benchmark/results/rm-analysis/utilisation.ipynb index 49b3755a..5acc5f51 100644 --- a/benchmark/results/rm-analysis/utilisation.ipynb +++ b/benchmark/results/rm-analysis/utilisation.ipynb @@ -2,12 +2,12 @@ "cells": [ { "cell_type": "code", - "execution_count": 127, + "execution_count": 2, "id": "initial_id", "metadata": { "ExecuteTime": { - "end_time": "2024-04-26T12:54:10.776897Z", - "start_time": "2024-04-26T12:54:10.773159Z" + "end_time": "2024-04-29T14:34:45.389137Z", + "start_time": "2024-04-29T14:34:45.384004Z" } }, "outputs": [], @@ -56,13 +56,13 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 3, "id": "ef3a3e3ed9c43223", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-26T12:54:10.839240Z", - "start_time": "2024-04-26T12:54:10.836196Z" + "end_time": "2024-04-29T14:34:45.406426Z", + "start_time": "2024-04-29T14:34:45.403326Z" } }, "outputs": [], @@ -72,13 +72,13 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 4, "id": "9e12b146a21d9233", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-26T12:54:11.174795Z", - "start_time": "2024-04-26T12:54:10.889246Z" + "end_time": "2024-04-29T14:34:45.820437Z", + "start_time": "2024-04-29T14:34:45.428666Z" } }, "outputs": [], @@ -120,13 +120,13 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 5, "id": "9aff44e87ff0f65d", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-26T12:54:11.188378Z", - "start_time": "2024-04-26T12:54:11.175817Z" + "end_time": "2024-04-29T14:34:45.846007Z", + "start_time": "2024-04-29T14:34:45.821594Z" } }, "outputs": [ @@ -135,7 +135,7 @@ "text/plain": " id request_idx deployment_id start start_response deployed \\\n0 0 0 2252 0.000 1713529184197 241.698 \n1 1 0 2253 327.484 1713529511617 605.927 \n2 2 0 2254 689.621 1713529873787 903.901 \n3 0 0 2221 0.000 1713354837545 200.515 \n4 0 1 2220 0.064 1713354837494 207.307 \n.. .. ... ... ... ... ... \n334 2 3 2034 70.256 1713111366924 82.296 \n335 2 4 2033 70.301 1713111366873 81.198 \n336 2 5 2037 70.347 1713111367017 81.997 \n337 2 6 2038 70.393 1713111367159 94.137 \n338 2 7 2039 70.441 1713111367114 82.356 \n\n terminate terminate_response terminated function_deployments \\\n0 249.986 1713529434055 322.557 6 \n1 613.309 1713529797378 689.202 6 \n2 913.311 1713530097383 982.821 6 \n3 217.283 1713355054740 288.458 6 \n4 217.333 1713355054691 292.344 6 \n.. ... ... ... ... \n334 101.746 1713111398347 104.828 1 \n335 101.793 1713111398295 104.847 1 \n336 101.839 1713111398598 105.056 1 \n337 101.883 1713111398538 105.277 1 \n338 101.928 1713111398493 105.038 1 \n\n service_deployments type concurrent_deployments \\\n0 1 all 1 \n1 1 all 1 \n2 1 all 1 \n3 1 all 2 \n4 1 all 2 \n.. ... ... ... \n334 0 single_openfaas 8 \n335 0 single_openfaas 8 \n336 0 single_openfaas 8 \n337 0 single_openfaas 8 \n338 0 single_openfaas 8 \n\n start_response_time terminate_response_time deployment_time \\\n0 264 136 241.698 \n1 200 136 278.443 \n2 233 139 214.280 \n3 322 234 200.515 \n4 207 135 207.243 \n.. ... ... ... \n334 469 402 12.040 \n335 373 303 10.897 \n336 471 560 11.650 \n337 567 456 23.744 \n338 474 366 11.915 \n\n termination_time \n0 72.571 \n1 75.893 \n2 69.510 \n3 71.175 \n4 75.011 \n.. ... \n334 3.082 \n335 3.054 \n336 3.217 \n337 3.394 \n338 3.110 \n\n[339 rows x 17 columns]", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
idrequest_idxdeployment_idstartstart_responsedeployedterminateterminate_responseterminatedfunction_deploymentsservice_deploymentstypeconcurrent_deploymentsstart_response_timeterminate_response_timedeployment_timetermination_time
00022520.0001713529184197241.698249.9861713529434055322.55761all1264136241.69872.571
1102253327.4841713529511617605.927613.3091713529797378689.20261all1200136278.44375.893
2202254689.6211713529873787903.901913.3111713530097383982.82161all1233139214.28069.510
30022210.0001713354837545200.515217.2831713355054740288.45861all2322234200.51571.175
40122200.0641713354837494207.307217.3331713355054691292.34461all2207135207.24375.011
......................................................
33423203470.256171311136692482.296101.7461713111398347104.82810single_openfaas846940212.0403.082
33524203370.301171311136687381.198101.7931713111398295104.84710single_openfaas837330310.8973.054
33625203770.347171311136701781.997101.8391713111398598105.05610single_openfaas847156011.6503.217
33726203870.393171311136715994.137101.8831713111398538105.27710single_openfaas856745623.7443.394
33827203970.441171311136711482.356101.9281713111398493105.03810single_openfaas847436611.9153.110
\n

339 rows × 17 columns

\n
" }, - "execution_count": 130, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -146,13 +146,13 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 6, "id": "8dfa93ef25f58f60", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-26T12:54:11.197250Z", - "start_time": "2024-04-26T12:54:11.189388Z" + "end_time": "2024-04-29T14:34:45.857366Z", + "start_time": "2024-04-29T14:34:45.847149Z" } }, "outputs": [ @@ -161,7 +161,7 @@ "text/plain": " timestamp cpu memory type concurrent_deployments\n0 0.000 0.050269 2.579841 all 1\n1 5.067 0.110900 2.600415 all 1\n2 34.067 0.098406 2.603700 all 1\n3 47.067 0.647325 2.642485 all 1\n4 58.067 0.534731 2.620568 all 1\n.. ... ... ... ... ...\n708 28.801 1.424030 2.771796 single_openfaas 8\n709 55.801 1.831182 2.772410 single_openfaas 8\n710 74.801 0.950471 2.749174 single_openfaas 8\n711 100.801 1.226216 2.773025 single_openfaas 8\n712 112.801 1.226379 2.621882 single_openfaas 8\n\n[713 rows x 5 columns]", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
timestampcpumemorytypeconcurrent_deployments
00.0000.0502692.579841all1
15.0670.1109002.600415all1
234.0670.0984062.603700all1
347.0670.6473252.642485all1
458.0670.5347312.620568all1
..................
70828.8011.4240302.771796single_openfaas8
70955.8011.8311822.772410single_openfaas8
71074.8010.9504712.749174single_openfaas8
711100.8011.2262162.773025single_openfaas8
712112.8011.2263792.621882single_openfaas8
\n

713 rows × 5 columns

\n
" }, - "execution_count": 131, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -172,13 +172,13 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 7, "id": "e6f1509aca9875ee", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-26T12:54:12.882429Z", - "start_time": "2024-04-26T12:54:11.198258Z" + "end_time": "2024-04-29T14:34:48.056005Z", + "start_time": "2024-04-29T14:34:45.858541Z" } }, "outputs": [ @@ -218,13 +218,13 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 8, "id": "e3ba053be65c7a06", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-26T12:54:14.274990Z", - "start_time": "2024-04-26T12:54:12.883449Z" + "end_time": "2024-04-29T14:34:49.956687Z", + "start_time": "2024-04-29T14:34:48.057650Z" } }, "outputs": [ @@ -264,13 +264,13 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 9, "id": "970a4857982300da", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-26T12:54:14.283157Z", - "start_time": "2024-04-26T12:54:14.275996Z" + "end_time": "2024-04-29T14:34:49.967636Z", + "start_time": "2024-04-29T14:34:49.957883Z" } }, "outputs": [], @@ -330,20 +330,20 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 23, "id": "d452d74247c95da9", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-26T12:54:14.904444Z", - "start_time": "2024-04-26T12:54:14.284162Z" + "end_time": "2024-04-29T14:36:10.297516Z", + "start_time": "2024-04-29T14:36:09.273127Z" } }, "outputs": [ { "data": { "text/plain": "
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" 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" }, "metadata": {}, "output_type": "display_data" @@ -374,19 +374,19 @@ "plt.suptitle('Average Deployment and Termination Times by Concurrent Deployments')\n", "plt.tight_layout()\n", "handles, labels = axs[0].get_legend_handles_labels()\n", - "fig.legend(handles, labels, loc='lower right')\n", + "fig.legend(handles, labels, loc='lower right', bbox_to_anchor=(0.96, 0.2))\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 11, "id": "556b08d96b067fe6", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-26T12:54:14.915319Z", - "start_time": "2024-04-26T12:54:14.905451Z" + "end_time": "2024-04-29T14:34:50.917601Z", + "start_time": "2024-04-29T14:34:50.902125Z" } }, "outputs": [ @@ -395,7 +395,7 @@ "text/plain": " type concurrent_deployments id request_idx deployment_id \\\n26 single_lambda 1 1.0 0.0 2042.0 \n27 single_lambda 2 1.0 0.5 2046.5 \n28 single_lambda 4 1.0 1.5 2055.5 \n29 single_lambda 6 1.0 2.5 2088.5 \n\n start start_response deployed terminate terminate_response \\\n26 88.951000 1.713112e+12 143.351000 150.273667 1.713112e+12 \n27 102.492167 1.713112e+12 165.120167 179.574667 1.713112e+12 \n28 125.851500 1.713113e+12 192.881417 209.109333 1.713113e+12 \n29 134.891389 1.713114e+12 212.431833 231.689056 1.713114e+12 \n\n terminated function_deployments service_deployments \\\n26 175.038000 1.0 0.0 \n27 200.473833 1.0 0.0 \n28 234.485083 1.0 0.0 \n29 255.671111 1.0 0.0 \n\n start_response_time terminate_response_time deployment_time \\\n26 165.333333 451.333333 54.400000 \n27 428.333333 170.000000 62.628000 \n28 348.083333 440.250000 67.029917 \n29 435.277778 362.777778 77.540444 \n\n termination_time \n26 24.764333 \n27 20.899167 \n28 25.375750 \n29 23.982056 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
typeconcurrent_deploymentsidrequest_idxdeployment_idstartstart_responsedeployedterminateterminate_responseterminatedfunction_deploymentsservice_deploymentsstart_response_timeterminate_response_timedeployment_timetermination_time
26single_lambda11.00.02042.088.9510001.713112e+12143.351000150.2736671.713112e+12175.0380001.00.0165.333333451.33333354.40000024.764333
27single_lambda21.00.52046.5102.4921671.713112e+12165.120167179.5746671.713112e+12200.4738331.00.0428.333333170.00000062.62800020.899167
28single_lambda41.01.52055.5125.8515001.713113e+12192.881417209.1093331.713113e+12234.4850831.00.0348.083333440.25000067.02991725.375750
29single_lambda61.02.52088.5134.8913891.713114e+12212.431833231.6890561.713114e+12255.6711111.00.0435.277778362.77777877.54044423.982056
\n
" }, - "execution_count": 136, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -406,20 +406,20 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 22, "id": "e16fa754ebeea3a2", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-26T12:54:15.750343Z", - "start_time": "2024-04-26T12:54:14.916323Z" + "end_time": "2024-04-29T14:35:58.101299Z", + "start_time": "2024-04-29T14:35:57.064597Z" } }, "outputs": [ { "data": { "text/plain": "
", - "image/png": 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" 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" }, "metadata": {}, "output_type": "display_data" @@ -450,19 +450,19 @@ "plt.suptitle('Average Deploy and Terminate Response Times by Concurrent Deployments')\n", "plt.tight_layout()\n", "handles, labels = axs[0].get_legend_handles_labels()\n", - "fig.legend(handles, labels, loc='lower right')\n", + "fig.legend(handles, labels, loc='lower right', bbox_to_anchor=(0.98, 0.2))\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 13, "id": "102fc38391ce8375", "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-26T12:54:18.766403Z", - "start_time": "2024-04-26T12:54:15.752348Z" + "end_time": "2024-04-29T14:34:55.178870Z", + "start_time": "2024-04-29T14:34:52.058271Z" } }, "outputs": [ @@ -601,12 +601,12 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-26T14:01:47.663650Z", - "start_time": "2024-04-26T14:01:45.411891Z" + "end_time": "2024-04-29T14:34:59.166467Z", + "start_time": "2024-04-29T14:34:55.180047Z" } }, "id": "45b1e27ece080380", - "execution_count": 175 + "execution_count": 14 }, { "cell_type": "code", @@ -616,7 +616,7 @@ "text/plain": " id request_idx deployment_id start start_response deployed \\\n315 0 0 2017 0.000 1713111296782 14.721 \n316 0 1 2019 0.062 1713111296736 10.620 \n317 0 2 2018 0.107 1713111296874 13.160 \n318 0 3 2022 0.153 1713111297840 18.940 \n319 0 4 2020 0.198 1713111296828 25.255 \n320 0 5 2021 0.244 1713111297268 21.849 \n321 0 6 2023 0.289 1713111297939 18.031 \n322 0 7 2024 0.335 1713111297893 17.223 \n323 1 0 2026 37.638 1713111334395 50.280 \n324 1 1 2027 37.687 1713111334531 51.713 \n325 1 2 2029 37.732 1713111334486 52.540 \n326 1 3 2028 37.778 1713111334441 53.766 \n327 1 4 2025 37.823 1713111334342 49.484 \n328 1 5 2031 37.867 1713111334639 53.875 \n329 1 6 2030 37.912 1713111334593 47.973 \n330 1 7 2032 37.958 1713111334683 48.867 \n331 2 0 2040 70.111 1713111367220 86.702 \n332 2 1 2035 70.161 1713111367064 86.276 \n333 2 2 2036 70.207 1713111366969 82.062 \n334 2 3 2034 70.256 1713111366924 82.296 \n335 2 4 2033 70.301 1713111366873 81.198 \n336 2 5 2037 70.347 1713111367017 81.997 \n337 2 6 2038 70.393 1713111367159 94.137 \n338 2 7 2039 70.441 1713111367114 82.356 \n\n terminate terminate_response terminated function_deployments \\\n315 31.455 1713111328101 34.820 1 \n316 31.504 1713111328148 34.454 1 \n317 31.549 1713111328196 34.693 1 \n318 31.594 1713111328249 34.711 1 \n319 31.641 1713111328295 34.971 1 \n320 31.687 1713111328342 34.896 1 \n321 31.733 1713111328389 34.902 1 \n322 31.778 1713111328447 34.826 1 \n323 63.914 1713111360754 67.507 1 \n324 63.963 1713111360555 67.538 1 \n325 64.009 1713111360655 67.514 1 \n326 64.054 1713111360707 67.526 1 \n327 64.099 1713111360608 67.520 1 \n328 64.144 1713111360812 67.532 1 \n329 64.189 1713111360905 67.508 1 \n330 64.236 1713111360860 67.544 1 \n331 101.602 1713111398249 105.217 1 \n332 101.653 1713111398393 105.005 1 \n333 101.701 1713111398446 105.142 1 \n334 101.746 1713111398347 104.828 1 \n335 101.793 1713111398295 104.847 1 \n336 101.839 1713111398598 105.056 1 \n337 101.883 1713111398538 105.277 1 \n338 101.928 1713111398493 105.038 1 \n\n service_deployments type concurrent_deployments \\\n315 0 single_openfaas 8 \n316 0 single_openfaas 8 \n317 0 single_openfaas 8 \n318 0 single_openfaas 8 \n319 0 single_openfaas 8 \n320 0 single_openfaas 8 \n321 0 single_openfaas 8 \n322 0 single_openfaas 8 \n323 0 single_openfaas 8 \n324 0 single_openfaas 8 \n325 0 single_openfaas 8 \n326 0 single_openfaas 8 \n327 0 single_openfaas 8 \n328 0 single_openfaas 8 \n329 0 single_openfaas 8 \n330 0 single_openfaas 8 \n331 0 single_openfaas 8 \n332 0 single_openfaas 8 \n333 0 single_openfaas 8 \n334 0 single_openfaas 8 \n335 0 single_openfaas 8 \n336 0 single_openfaas 8 \n337 0 single_openfaas 8 \n338 0 single_openfaas 8 \n\n start_response_time terminate_response_time deployment_time \\\n315 583 447 14.721 \n316 475 445 10.558 \n317 568 448 13.053 \n318 1488 456 18.787 \n319 431 455 25.057 \n320 825 456 21.605 \n321 1451 457 17.742 \n322 1359 470 16.888 \n323 558 641 12.642 \n324 645 393 14.026 \n325 555 447 14.808 \n326 464 454 15.988 \n327 320 310 11.661 \n328 573 469 16.008 \n329 482 517 10.061 \n330 526 425 10.909 \n331 910 448 16.591 \n332 704 541 16.115 \n333 563 546 11.855 \n334 469 402 12.040 \n335 373 303 10.897 \n336 471 560 11.650 \n337 567 456 23.744 \n338 474 366 11.915 \n\n termination_time \n315 3.365 \n316 2.950 \n317 3.144 \n318 3.117 \n319 3.330 \n320 3.209 \n321 3.169 \n322 3.048 \n323 3.593 \n324 3.575 \n325 3.505 \n326 3.472 \n327 3.421 \n328 3.388 \n329 3.319 \n330 3.308 \n331 3.615 \n332 3.352 \n333 3.441 \n334 3.082 \n335 3.054 \n336 3.217 \n337 3.394 \n338 3.110 ", "text/html": "
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idrequest_idxdeployment_idstartstart_responsedeployedterminateterminate_responseterminatedfunction_deploymentsservice_deploymentstypeconcurrent_deploymentsstart_response_timeterminate_response_timedeployment_timetermination_time
3150020170.000171311129678214.72131.455171311132810134.82010single_openfaas858344714.7213.365
3160120190.062171311129673610.62031.504171311132814834.45410single_openfaas847544510.5582.950
3170220180.107171311129687413.16031.549171311132819634.69310single_openfaas856844813.0533.144
3180320220.153171311129784018.94031.594171311132824934.71110single_openfaas8148845618.7873.117
3190420200.198171311129682825.25531.641171311132829534.97110single_openfaas843145525.0573.330
3200520210.244171311129726821.84931.687171311132834234.89610single_openfaas882545621.6053.209
3210620230.289171311129793918.03131.733171311132838934.90210single_openfaas8145145717.7423.169
3220720240.335171311129789317.22331.778171311132844734.82610single_openfaas8135947016.8883.048
32310202637.638171311133439550.28063.914171311136075467.50710single_openfaas855864112.6423.593
32411202737.687171311133453151.71363.963171311136055567.53810single_openfaas864539314.0263.575
32512202937.732171311133448652.54064.009171311136065567.51410single_openfaas855544714.8083.505
32613202837.778171311133444153.76664.054171311136070767.52610single_openfaas846445415.9883.472
32714202537.823171311133434249.48464.099171311136060867.52010single_openfaas832031011.6613.421
32815203137.867171311133463953.87564.144171311136081267.53210single_openfaas857346916.0083.388
32916203037.912171311133459347.97364.189171311136090567.50810single_openfaas848251710.0613.319
33017203237.958171311133468348.86764.236171311136086067.54410single_openfaas852642510.9093.308
33120204070.111171311136722086.702101.6021713111398249105.21710single_openfaas891044816.5913.615
33221203570.161171311136706486.276101.6531713111398393105.00510single_openfaas870454116.1153.352
33322203670.207171311136696982.062101.7011713111398446105.14210single_openfaas856354611.8553.441
33423203470.256171311136692482.296101.7461713111398347104.82810single_openfaas846940212.0403.082
33524203370.301171311136687381.198101.7931713111398295104.84710single_openfaas837330310.8973.054
33625203770.347171311136701781.997101.8391713111398598105.05610single_openfaas847156011.6503.217
33726203870.393171311136715994.137101.8831713111398538105.27710single_openfaas856745623.7443.394
33827203970.441171311136711482.356101.9281713111398493105.03810single_openfaas847436611.9153.110
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" }, - "execution_count": 149, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -627,12 +627,12 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-04-26T13:10:39.310338Z", - "start_time": "2024-04-26T13:10:39.297140Z" + "end_time": "2024-04-29T14:34:59.196096Z", + "start_time": "2024-04-29T14:34:59.168642Z" } }, "id": "f04c450f520b6f25", - "execution_count": 149 + "execution_count": 15 } ], "metadata": {