Add a new benchmark

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Quentin 2022-08-05 18:21:06 +02:00
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GPG key ID: E9602264D639FF68
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# benchmarks
## simple network latency
## `rpc-amplification.R`
You need R, R development headers, python3, pip3, wget, iproute2 and maybe some other dependencies.
This benchmark tests how RPC between nodes having
non negligible latency will impact the final S3 request latency.
run with:
The idea is that multiple communications must be done over the network
between nodes of the cluster to answer an S3 request, and some of them
are even sequentials. Depending of the chosen algorithms and implementations,
the final S3 request latency will vary.
You need to install first R, R development headers, python3, pip3, wget, iproute2 and maybe some other dependencies.
Then run:
```
sudo ./garage-latency-simple.R
sudo ./rpc-amplification.R
```
you can set a different topology:
you can test a different topology with:
```
MKNET_DC=./mknet/with-vdsl.yml sudo ./garage-latency-simple.R
MKNET_DC=./mknet/with-vdsl.yml sudo ./rpc-amplification.R
```
![Generated plot for RPC amplification](./png/rpc-amplification.png)
*This benchmark should be fully automated.*
## `rpc-complexity.R`
This benchmark validates that the time to complete RPC for a
given S3 request is stable when the number of node change.
This is not always the case: some distributed protocols send a quadratic number
of messages according to the number of nodes.
You need an access to [Grid5000](https://grid5000.fr).
Then import `jupyter/rpc-complexity.ipynb` in a [Grid5000 Jupyter Notebook](https://intranet.grid5000.fr/).
Download all the `.csv` files in this `csv/` folder.
And finally run:
```
./rpc-complexity.R
```
![Generated plot for RPC complexity](./png/rpc-complexity.png)
*This benchmark is not fully automated.*

976
csv/rpc-complexity.csv Normal file
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endpoint,aggregation,time,cluster_size
getobject,Mean,7.93812654,6
listbuckets,Mean,0.5356363299999999,6
listobjects,Mean,9.91764255,6
putobject,Mean,10.49837125,6
removeobject,Mean,13.62761122,6
getobject,Max,88.19215399999999,6
listbuckets,Max,1.118099,6
listobjects,Max,52.99405599999999,6
putobject,Max,45.943678999999996,6
removeobject,Max,102.09538099999999,6
getobject,Min,2.284838,6
listbuckets,Min,0.395101,6
listobjects,Min,7.074897,6
putobject,Min,2.544841,6
removeobject,Min,4.276571,6
getobject,Mean,7.805106950000001,12
listbuckets,Mean,0.41495384,12
listobjects,Mean,11.50247491,12
putobject,Mean,10.026353929999999,12
removeobject,Mean,15.81581153,12
getobject,Max,47.858623,12
listbuckets,Max,0.9563550000000001,12
listobjects,Max,52.859155,12
putobject,Max,48.366113,12
removeobject,Max,91.442415,12
getobject,Min,2.3427029999999998,12
listbuckets,Min,0.311245,12
listobjects,Min,6.966418,12
putobject,Min,2.4171489999999998,12
removeobject,Min,4.292072,12
getobject,Mean,7.50791421,18
listbuckets,Mean,0.49828659999999997,18
listobjects,Mean,9.75107534,18
putobject,Mean,6.78921201,18
removeobject,Mean,13.09239322,18
getobject,Max,49.965438999999996,18
listbuckets,Max,1.229564,18
listobjects,Max,52.036136,18
putobject,Max,48.394661,18
removeobject,Max,69.45378699999999,18
getobject,Min,2.278174,18
listbuckets,Min,0.319341,18
listobjects,Min,7.041339,18
putobject,Min,2.4966709999999996,18
removeobject,Min,4.4428909999999995,18
getobject,Mean,8.68492644,24
listbuckets,Mean,0.4864732,24
listobjects,Mean,12.175867109999999,24
putobject,Mean,9.913173789999998,24
removeobject,Mean,15.22620167,24
getobject,Max,48.020462,24
listbuckets,Max,1.221908,24
listobjects,Max,52.860849,24
putobject,Max,48.949061,24
removeobject,Max,92.058498,24
getobject,Min,2.4159499999999996,24
listbuckets,Min,0.297339,24
listobjects,Min,7.078488999999999,24
putobject,Min,2.3789029999999998,24
removeobject,Min,4.261155,24
getobject,Mean,7.4411422300000005,30
listbuckets,Mean,0.34320162,30
listobjects,Mean,9.830316230000001,30
putobject,Mean,7.59512058,30
removeobject,Mean,13.36689117,30
getobject,Max,48.331061999999996,30
listbuckets,Max,0.8988579999999999,30
listobjects,Max,53.395123,30
putobject,Max,48.941441,30
removeobject,Max,77.37859,30
getobject,Min,2.328431,30
listbuckets,Min,0.303623,30
listobjects,Min,7.1819489999999995,30
putobject,Min,2.542983,30
removeobject,Min,4.004937,30
getobject,Mean,8.65826824,36
listbuckets,Mean,0.43979914999999997,36
listobjects,Mean,11.4707902,36
putobject,Mean,10.453197099999999,36
removeobject,Mean,15.111315349999998,36
getobject,Max,48.453557000000004,36
listbuckets,Max,1.025595,36
listobjects,Max,52.873413,36
putobject,Max,51.213867,36
removeobject,Max,94.05905499999999,36
getobject,Min,2.373055,36
listbuckets,Min,0.34043599999999996,36
listobjects,Min,7.222365,36
putobject,Min,2.572767,36
removeobject,Min,4.206135000000001,36
getobject,Mean,8.32712998,42
listbuckets,Mean,0.5294163199999999,42
listobjects,Mean,12.01343541,42
putobject,Mean,9.85195953,42
removeobject,Mean,16.483773069999998,42
getobject,Max,48.470541,42
listbuckets,Max,1.0656210000000002,42
listobjects,Max,52.201147,42
putobject,Max,46.477742,42
removeobject,Max,89.177257,42
getobject,Min,2.4302420000000002,42
listbuckets,Min,0.34563499999999997,42
listobjects,Min,7.299430999999999,42
putobject,Min,2.386849,42
removeobject,Min,4.317485,42
getobject,Mean,8.30419674,48
listbuckets,Mean,0.49667228,48
listobjects,Mean,11.84919432,48
putobject,Mean,10.56627045,48
removeobject,Mean,16.255675359999998,48
getobject,Max,52.078365,48
listbuckets,Max,1.178364,48
listobjects,Max,53.270824,48
putobject,Max,48.193768,48
removeobject,Max,92.790085,48
getobject,Min,2.324367,48
listbuckets,Min,0.349197,48
listobjects,Min,7.184641,48
putobject,Min,2.507548,48
removeobject,Min,4.284641,48
getobject,Mean,9.41975078,54
listbuckets,Mean,0.52286701,54
listobjects,Mean,11.885219220000002,54
putobject,Mean,10.880671269999999,54
removeobject,Mean,15.35147015,54
getobject,Max,48.50929,54
listbuckets,Max,1.092478,54
listobjects,Max,53.070979,54
putobject,Max,48.422995,54
removeobject,Max,91.022149,54
getobject,Min,2.5245729999999997,54
listbuckets,Min,0.350922,54
listobjects,Min,7.247323000000001,54
putobject,Min,2.5088690000000002,54
removeobject,Min,4.256832999999999,54
getobject,Mean,8.04577172,60
listbuckets,Mean,0.49777194,60
listobjects,Mean,12.73438059,60
putobject,Mean,10.246647489999999,60
removeobject,Mean,14.13223517,60
getobject,Max,50.144545,60
listbuckets,Max,0.996425,60
listobjects,Max,53.703943,60
putobject,Max,47.679909,60
removeobject,Max,49.816891000000005,60
getobject,Min,2.1711729999999996,60
listbuckets,Min,0.362204,60
listobjects,Min,7.218814,60
putobject,Min,2.423888,60
removeobject,Min,3.908262,60
getobject,Mean,8.20838775,66
listbuckets,Mean,0.5280605899999999,66
listobjects,Mean,10.85835582,66
putobject,Mean,7.024939389999999,66
removeobject,Mean,14.902898519999999,66
getobject,Max,48.049405,66
listbuckets,Max,1.269224,66
listobjects,Max,54.10971,66
putobject,Max,50.449512000000006,66
removeobject,Max,90.179525,66
getobject,Min,2.2294,66
listbuckets,Min,0.37125,66
listobjects,Min,6.9068950000000005,66
putobject,Min,2.380697,66
removeobject,Min,4.279804,66
getobject,Mean,8.46598898,72
listbuckets,Mean,0.49615936,72
listobjects,Mean,11.54504817,72
putobject,Mean,10.676695449999999,72
removeobject,Mean,15.31313371,72
getobject,Max,47.776795,72
listbuckets,Max,0.914943,72
listobjects,Max,51.945944000000004,72
putobject,Max,52.214203000000005,72
removeobject,Max,89.847556,72
getobject,Min,2.2955520000000003,72
listbuckets,Min,0.36181599999999997,72
listobjects,Min,5.57273,72
putobject,Min,2.369411,72
removeobject,Min,4.210206,72
getobject,Mean,7.3728774,78
listbuckets,Mean,0.5169615,78
listobjects,Mean,9.61150087,78
putobject,Mean,7.74343798,78
removeobject,Mean,13.053443569999999,78
getobject,Max,51.631122000000005,78
listbuckets,Max,1.2562529999999998,78
listobjects,Max,52.636283999999996,78
putobject,Max,47.985003,78
removeobject,Max,95.315622,78
getobject,Min,2.170667,78
listbuckets,Min,0.322212,78
listobjects,Min,6.779272,78
putobject,Min,2.280519,78
removeobject,Min,4.092171,78
getobject,Mean,8.16846586,84
listbuckets,Mean,0.43670605,84
listobjects,Mean,13.073094619999999,84
putobject,Mean,10.36479268,84
removeobject,Mean,15.70061856,84
getobject,Max,48.885472,84
listbuckets,Max,1.031036,84
listobjects,Max,53.558431,84
putobject,Max,48.814089,84
removeobject,Max,52.608726000000004,84
getobject,Min,2.288354,84
listbuckets,Min,0.351299,84
listobjects,Min,6.800419,84
putobject,Min,2.3853139999999997,84
removeobject,Min,4.26039,84
getobject,Mean,7.70529928,90
listbuckets,Mean,0.49308249,90
listobjects,Mean,11.58480924,90
putobject,Mean,10.413284619999999,90
removeobject,Mean,15.20539301,90
getobject,Max,48.114921,90
listbuckets,Max,0.852666,90
listobjects,Max,53.190457,90
putobject,Max,51.244978,90
removeobject,Max,88.119118,90
getobject,Min,2.212332,90
listbuckets,Min,0.333599,90
listobjects,Min,6.889823000000001,90
putobject,Min,2.398924,90
removeobject,Min,4.167144,90
getobject,Mean,8.44097812,96
listbuckets,Mean,0.49147644,96
listobjects,Mean,12.34275052,96
putobject,Mean,10.634200869999999,96
removeobject,Mean,12.47837529,96
getobject,Max,47.861159,96
listbuckets,Max,1.220428,96
listobjects,Max,52.559756,96
putobject,Max,48.630385000000004,96
removeobject,Max,93.14401,96
getobject,Min,2.1372959999999996,96
listbuckets,Min,0.36268599999999995,96
listobjects,Min,6.94866,96
putobject,Min,2.4020230000000002,96
removeobject,Min,4.224647,96
getobject,Mean,7.19599892,102
listbuckets,Mean,0.42417801000000005,102
listobjects,Mean,12.27890311,102
putobject,Mean,10.04190864,102
removeobject,Mean,15.960307570000001,102
getobject,Max,47.184005,102
listbuckets,Max,1.107205,102
listobjects,Max,53.012457999999995,102
putobject,Max,50.078663999999996,102
removeobject,Max,92.542203,102
getobject,Min,2.169967,102
listbuckets,Min,0.338049,102
listobjects,Min,6.775328,102
putobject,Min,2.344608,102
removeobject,Min,4.021647,102
getobject,Mean,7.40410563,108
listbuckets,Mean,0.48988921999999996,108
listobjects,Mean,11.59263552,108
putobject,Mean,6.894931259999999,108
removeobject,Mean,15.98267535,108
getobject,Max,49.365399,108
listbuckets,Max,1.002831,108
listobjects,Max,87.968378,108
putobject,Max,47.528214,108
removeobject,Max,94.705031,108
getobject,Min,2.105895,108
listbuckets,Min,0.34277300000000005,108
listobjects,Min,6.834682,108
putobject,Min,2.367083,108
removeobject,Min,3.9158429999999997,108
getobject,Mean,7.23230457,114
listbuckets,Mean,0.53301987,114
listobjects,Mean,9.65517867,114
putobject,Mean,7.41286349,114
removeobject,Mean,12.35161431,114
getobject,Max,92.140299,114
listbuckets,Max,0.963565,114
listobjects,Max,55.045151,114
putobject,Max,49.089419,114
removeobject,Max,92.188445,114
getobject,Min,2.13904,114
listbuckets,Min,0.388654,114
listobjects,Min,6.877358,114
putobject,Min,2.343636,114
removeobject,Min,3.962834,114
getobject,Mean,8.43585877,120
listbuckets,Mean,0.45708764,120
listobjects,Mean,12.313084449999998,120
putobject,Mean,10.20571979,120
removeobject,Mean,15.88993822,120
getobject,Max,52.041683,120
listbuckets,Max,1.546355,120
listobjects,Max,55.311669,120
putobject,Max,48.501226,120
removeobject,Max,61.137785,120
getobject,Min,2.185078,120
listbuckets,Min,0.336627,120
listobjects,Min,6.693459,120
putobject,Min,2.337426,120
removeobject,Min,4.08976,120
getobject,Mean,7.61410081,126
listbuckets,Mean,0.49803231,126
listobjects,Mean,11.921696840000001,126
putobject,Mean,10.71202853,126
removeobject,Mean,14.059059289999999,126
getobject,Max,50.291675000000005,126
listbuckets,Max,1.090771,126
listobjects,Max,52.555189,126
putobject,Max,75.49561100000001,126
removeobject,Max,91.283541,126
getobject,Min,2.143266,126
listbuckets,Min,0.353774,126
listobjects,Min,6.93252,126
putobject,Min,2.238125,126
removeobject,Min,3.8214270000000004,126
getobject,Mean,7.856692659999999,132
listbuckets,Mean,0.51204661,132
listobjects,Mean,12.563748669999999,132
putobject,Mean,10.28362268,132
removeobject,Mean,15.03457047,132
getobject,Max,46.990358,132
listbuckets,Max,0.99252,132
listobjects,Max,54.979313999999995,132
putobject,Max,48.462309,132
removeobject,Max,93.959079,132
getobject,Min,2.145916,132
listbuckets,Min,0.36493200000000003,132
listobjects,Min,6.91495,132
putobject,Min,2.3646149999999997,132
removeobject,Min,3.960692,132
getobject,Mean,8.02564724,138
listbuckets,Mean,0.50194628,138
listobjects,Mean,11.35188603,138
putobject,Mean,10.29843502,138
removeobject,Mean,15.73989502,138
getobject,Max,51.248195,138
listbuckets,Max,1.083787,138
listobjects,Max,53.594376,138
putobject,Max,51.488026,138
removeobject,Max,53.927983,138
getobject,Min,2.133609,138
listbuckets,Min,0.376256,138
listobjects,Min,6.808921000000001,138
putobject,Min,2.321879,138
removeobject,Min,3.897283,138
getobject,Mean,8.8011735,144
listbuckets,Mean,0.60851645,144
listobjects,Mean,12.1895772,144
putobject,Mean,8.57487377,144
removeobject,Mean,14.935303659999999,144
getobject,Max,92.209184,144
listbuckets,Max,3.571805,144
listobjects,Max,55.88351,144
putobject,Max,47.983905,144
removeobject,Max,93.159026,144
getobject,Min,2.167308,144
listbuckets,Min,0.392834,144
listobjects,Min,6.909636000000001,144
putobject,Min,2.332723,144
removeobject,Min,3.8483389999999997,144
getobject,Mean,6.9475966,150
listbuckets,Mean,0.49934335999999996,150
listobjects,Mean,12.176240730000002,150
putobject,Mean,9.84666784,150
removeobject,Mean,14.8935404,150
getobject,Max,51.751525,150
listbuckets,Max,0.9824930000000001,150
listobjects,Max,56.549839,150
putobject,Max,50.896195,150
removeobject,Max,91.114226,150
getobject,Min,2.172589,150
listbuckets,Min,0.352433,150
listobjects,Min,6.831533,150
putobject,Min,2.313505,150
removeobject,Min,3.9261329999999997,150
getobject,Mean,7.620936179999999,156
listbuckets,Mean,0.48166518,156
listobjects,Mean,14.202811230000002,156
putobject,Mean,10.714490900000001,156
removeobject,Mean,14.571677210000002,156
getobject,Max,47.800161,156
listbuckets,Max,0.972251,156
listobjects,Max,56.170047,156
putobject,Max,52.70897,156
removeobject,Max,87.654939,156
getobject,Min,2.138039,156
listbuckets,Min,0.361409,156
listobjects,Min,6.922123,156
putobject,Min,2.2044479999999997,156
removeobject,Min,3.981427,156
getobject,Mean,7.97182332,162
listbuckets,Mean,0.50210648,162
listobjects,Mean,13.619307630000002,162
putobject,Mean,11.28202181,162
removeobject,Mean,15.26520157,162
getobject,Max,48.414787,162
listbuckets,Max,1.0365039999999999,162
listobjects,Max,54.375434,162
putobject,Max,77.335584,162
removeobject,Max,52.881358,162
getobject,Min,2.140053,162
listbuckets,Min,0.382268,162
listobjects,Min,6.921823000000001,162
putobject,Min,2.2855149999999997,162
removeobject,Min,3.877914,162
getobject,Mean,8.06582935,168
listbuckets,Mean,0.47387573,168
listobjects,Mean,16.18553347,168
putobject,Mean,10.1936751,168
removeobject,Mean,15.1220639,168
getobject,Max,50.864467,168
listbuckets,Max,1.056212,168
listobjects,Max,88.533046,168
putobject,Max,51.388879,168
removeobject,Max,52.818692000000006,168
getobject,Min,2.1143609999999997,168
listbuckets,Min,0.359651,168
listobjects,Min,6.787523,168
putobject,Min,2.2915970000000003,168
removeobject,Min,3.8960079999999997,168
getobject,Mean,7.95000424,174
listbuckets,Mean,0.42924532,174
listobjects,Mean,12.27757641,174
putobject,Mean,10.014462130000002,174
removeobject,Mean,12.68593761,174
getobject,Max,51.35058,174
listbuckets,Max,0.971459,174
listobjects,Max,56.775150000000004,174
putobject,Max,51.091955999999996,174
removeobject,Max,93.261809,174
getobject,Min,2.151835,174
listbuckets,Min,0.342434,174
listobjects,Min,6.872371,174
putobject,Min,2.3566260000000003,174
removeobject,Min,3.899212,174
getobject,Mean,7.99115316,180
listbuckets,Mean,0.503669,180
listobjects,Mean,11.997662259999998,180
putobject,Mean,9.994215310000001,180
removeobject,Mean,16.60763527,180
getobject,Max,47.72221699999999,180
listbuckets,Max,1.02751,180
listobjects,Max,53.702048000000005,180
putobject,Max,51.981586,180
removeobject,Max,92.604045,180
getobject,Min,2.145659,180
listbuckets,Min,0.357989,180
listobjects,Min,6.832717,180
putobject,Min,2.2889899999999996,180
removeobject,Min,3.908607,180
getobject,Mean,8.469453800000002,186
listbuckets,Mean,0.4783949699999999,186
listobjects,Mean,11.37395407,186
putobject,Mean,10.909164140000001,186
removeobject,Mean,14.29885432,186
getobject,Max,49.771648,186
listbuckets,Max,1.1277929999999998,186
listobjects,Max,56.277482000000006,186
putobject,Max,51.790104,186
removeobject,Max,104.87077400000001,186
getobject,Min,2.128653,186
listbuckets,Min,0.354209,186
listobjects,Min,6.727495,186
putobject,Min,2.27879,186
removeobject,Min,3.9632080000000003,186
getobject,Mean,8.14268672,192
listbuckets,Mean,0.43782786,192
listobjects,Mean,15.321774900000001,192
putobject,Mean,11.61419438,192
removeobject,Mean,16.04558824,192
getobject,Max,51.251706,192
listbuckets,Max,0.901263,192
listobjects,Max,56.550608999999994,192
putobject,Max,51.518077,192
removeobject,Max,52.886112000000004,192
getobject,Min,2.1391370000000003,192
listbuckets,Min,0.333275,192
listobjects,Min,6.8822209999999995,192
putobject,Min,2.284634,192
removeobject,Min,3.9343380000000003,192
getobject,Mean,8.11725091,198
listbuckets,Mean,0.47462362,198
listobjects,Mean,12.407057759999999,198
putobject,Mean,11.17400028,198
removeobject,Mean,14.37322168,198
getobject,Max,50.179185,198
listbuckets,Max,1.044752,198
listobjects,Max,57.867159,198
putobject,Max,75.21540700000001,198
removeobject,Max,92.686207,198
getobject,Min,2.155974,198
listbuckets,Min,0.365162,198
listobjects,Min,5.8610619999999995,198
putobject,Min,2.2682379999999998,198
removeobject,Min,3.8810610000000003,198
getobject,Mean,7.70738988,204
listbuckets,Mean,0.43690022,204
listobjects,Mean,11.768210640000001,204
putobject,Mean,10.31010005,204
removeobject,Mean,15.6987944,204
getobject,Max,51.917539,204
listbuckets,Max,0.998659,204
listobjects,Max,56.59004,204
putobject,Max,51.920799,204
removeobject,Max,77.225649,204
getobject,Min,2.1716529999999996,204
listbuckets,Min,0.34886700000000004,204
listobjects,Min,7.036915,204
putobject,Min,2.288807,204
removeobject,Min,3.973415,204
getobject,Mean,8.104769240000001,210
listbuckets,Mean,0.45274485,210
listobjects,Mean,12.04753557,210
putobject,Mean,9.99625949,210
removeobject,Mean,15.06444086,210
getobject,Max,91.531789,210
listbuckets,Max,1.117945,210
listobjects,Max,53.996339,210
putobject,Max,50.050944,210
removeobject,Max,93.979661,210
getobject,Min,2.184096,210
listbuckets,Min,0.35092599999999996,210
listobjects,Min,6.951268,210
putobject,Min,2.341296,210
removeobject,Min,3.908389,210
getobject,Mean,7.65824082,216
listbuckets,Mean,0.46290249,216
listobjects,Mean,12.2276545,216
putobject,Mean,11.23937492,216
removeobject,Mean,14.06750183,216
getobject,Max,51.159716,216
listbuckets,Max,1.072972,216
listobjects,Max,56.183752,216
putobject,Max,50.416324,216
removeobject,Max,95.17405199999999,216
getobject,Min,2.126527,216
listbuckets,Min,0.366103,216
listobjects,Min,7.104615,216
putobject,Min,2.2432559999999997,216
removeobject,Min,3.923913,216
getobject,Mean,9.048339,222
listbuckets,Mean,0.50978259,222
listobjects,Mean,12.35916337,222
putobject,Mean,10.11314791,222
removeobject,Mean,15.38103495,222
getobject,Max,51.797713,222
listbuckets,Max,1.020743,222
listobjects,Max,54.370703999999996,222
putobject,Max,50.554793,222
removeobject,Max,97.437039,222
getobject,Min,2.138584,222
listbuckets,Min,0.378169,222
listobjects,Min,6.953524000000001,222
putobject,Min,2.29484,222
removeobject,Min,3.866382,222
getobject,Mean,8.42316893,228
listbuckets,Mean,0.47557885,228
listobjects,Mean,15.3972711,228
putobject,Mean,9.95597384,228
removeobject,Mean,14.44404168,228
getobject,Max,90.437512,228
listbuckets,Max,1.023225,228
listobjects,Max,56.396108,228
putobject,Max,51.221722,228
removeobject,Max,53.733224,228
getobject,Min,2.111962,228
listbuckets,Min,0.367048,228
listobjects,Min,7.1562790000000005,228
putobject,Min,2.283776,228
removeobject,Min,3.936023,228
getobject,Mean,8.17439564,234
listbuckets,Mean,0.56256412,234
listobjects,Mean,13.65481761,234
putobject,Mean,10.56379778,234
removeobject,Mean,15.734392810000001,234
getobject,Max,50.317051,234
listbuckets,Max,2.1540749999999997,234
listobjects,Max,59.504049,234
putobject,Max,51.614659,234
removeobject,Max,74.400245,234
getobject,Min,2.106846,234
listbuckets,Min,0.368398,234
listobjects,Min,7.083475,234
putobject,Min,2.28677,234
removeobject,Min,3.918232,234
getobject,Mean,7.47080989,240
listbuckets,Mean,0.6046722499999999,240
listobjects,Mean,14.78043895,240
putobject,Mean,10.80540533,240
removeobject,Mean,15.7023727,240
getobject,Max,88.517076,240
listbuckets,Max,1.507828,240
listobjects,Max,56.373417,240
putobject,Max,51.486775,240
removeobject,Max,95.144906,240
getobject,Min,2.100107,240
listbuckets,Min,0.439779,240
listobjects,Min,7.1908140000000005,240
putobject,Min,2.294243,240
removeobject,Min,3.916386,240
getobject,Mean,8.592252109999999,246
listbuckets,Mean,0.45575133,246
listobjects,Mean,12.296652320000002,246
putobject,Mean,9.538159250000001,246
removeobject,Mean,15.24878452,246
getobject,Max,50.755305,246
listbuckets,Max,0.846847,246
listobjects,Max,55.681566,246
putobject,Max,50.981829,246
removeobject,Max,97.498759,246
getobject,Min,2.1360349999999997,246
listbuckets,Min,0.378806,246
listobjects,Min,7.025218,246
putobject,Min,2.269062,246
removeobject,Min,3.936382,246
getobject,Mean,7.624389740000001,252
listbuckets,Mean,0.49710111,252
listobjects,Mean,13.151604529999998,252
putobject,Mean,11.28233118,252
removeobject,Mean,15.60861774,252
getobject,Max,49.812589,252
listbuckets,Max,0.953904,252
listobjects,Max,57.846979,252
putobject,Max,50.206745000000005,252
removeobject,Max,90.15606100000001,252
getobject,Min,2.104047,252
listbuckets,Min,0.390758,252
listobjects,Min,7.0184880000000005,252
putobject,Min,2.291254,252
removeobject,Min,3.950743,252
getobject,Mean,7.26876074,258
listbuckets,Mean,0.46675257,258
listobjects,Mean,12.5773998,258
putobject,Mean,10.03896445,258
removeobject,Mean,15.10950945,258
getobject,Max,51.142807,258
listbuckets,Max,1.2185050000000002,258
listobjects,Max,63.529872000000005,258
putobject,Max,51.818665,258
removeobject,Max,95.388427,258
getobject,Min,2.086953,258
listbuckets,Min,0.33685000000000004,258
listobjects,Min,6.980771,258
putobject,Min,2.271342,258
removeobject,Min,3.8985630000000002,258
getobject,Mean,19.990412170000003,264
listbuckets,Mean,0.43600137,264
listobjects,Mean,33.96648835,264
putobject,Mean,20.19138653,264
removeobject,Mean,39.495285689999996,264
getobject,Max,72.77811299999999,264
listbuckets,Max,0.830192,264
listobjects,Max,101.981893,264
putobject,Max,69.57852,264
removeobject,Max,86.149014,264
getobject,Min,12.845372,264
listbuckets,Min,0.362659,264
listobjects,Min,28.798271,264
putobject,Min,13.01905,264
removeobject,Min,25.396330000000003,264
getobject,Mean,8.203546959999999,270
listbuckets,Mean,0.5299795,270
listobjects,Mean,14.49279726,270
putobject,Mean,9.8494357,270
removeobject,Mean,15.42599122,270
getobject,Max,51.886706,270
listbuckets,Max,1.153144,270
listobjects,Max,56.682704,270
putobject,Max,51.835529,270
removeobject,Max,93.19558500000001,270
getobject,Min,2.1309940000000003,270
listbuckets,Min,0.393157,270
listobjects,Min,7.273466,270
putobject,Min,2.341221,270
removeobject,Min,3.9256439999999997,270
getobject,Mean,8.10295752,276
listbuckets,Mean,0.48724523,276
listobjects,Mean,12.88216928,276
putobject,Mean,10.65293429,276
removeobject,Mean,17.06553322,276
getobject,Max,52.0876,276
listbuckets,Max,1.0277049999999999,276
listobjects,Max,54.588896,276
putobject,Max,51.777694000000004,276
removeobject,Max,91.138374,276
getobject,Min,2.166816,276
listbuckets,Min,0.355149,276
listobjects,Min,7.42806,276
putobject,Min,2.379593,276
removeobject,Min,3.903706,276
getobject,Mean,4.40047394,282
listbuckets,Mean,0.50593899,282
listobjects,Mean,11.59592731,282
putobject,Mean,4.5976056100000005,282
removeobject,Mean,8.85065577,282
getobject,Max,45.125834000000005,282
listbuckets,Max,1.087028,282
listobjects,Max,53.491395,282
putobject,Max,50.823133,282
removeobject,Max,58.457391,282
getobject,Min,0.5838,282
listbuckets,Min,0.389485,282
listobjects,Min,4.308031,282
putobject,Min,0.715,282
removeobject,Min,0.86341,282
getobject,Mean,8.50348746,288
listbuckets,Mean,0.51207116,288
listobjects,Mean,12.52183599,288
putobject,Mean,10.36478732,288
removeobject,Mean,15.579559300000001,288
getobject,Max,50.790389000000005,288
listbuckets,Max,0.992949,288
listobjects,Max,57.387016,288
putobject,Max,50.551395,288
removeobject,Max,101.08846700000001,288
getobject,Min,2.183606,288
listbuckets,Min,0.385133,288
listobjects,Min,7.3102219999999996,288
putobject,Min,2.326192,288
removeobject,Min,3.91647,288
getobject,Mean,19.8368286,294
listbuckets,Mean,0.48681288,294
listobjects,Mean,34.23742364,294
putobject,Mean,11.17354513,294
removeobject,Mean,39.979778159999995,294
getobject,Max,72.30990399999999,294
listbuckets,Max,1.0345060000000001,294
listobjects,Max,88.831652,294
putobject,Max,61.774288999999996,294
removeobject,Max,125.882824,294
getobject,Min,12.89439,294
listbuckets,Min,0.374005,294
listobjects,Min,26.513363000000002,294
putobject,Min,2.320449,294
removeobject,Min,14.889403,294
getobject,Mean,22.0732203,300
listbuckets,Mean,0.49797305000000003,300
listobjects,Mean,35.636503659999995,300
putobject,Mean,21.40289398,300
removeobject,Mean,39.98174998,300
getobject,Max,92.810155,300
listbuckets,Max,1.063195,300
listobjects,Max,89.90114299999999,300
putobject,Max,69.989165,300
removeobject,Max,87.268046,300
getobject,Min,12.939551,300
listbuckets,Min,0.358942,300
listobjects,Min,28.645114000000003,300
putobject,Min,13.105812,300
removeobject,Min,25.537717,300
getobject,Mean,19.45126559,306
listbuckets,Mean,0.48751108,306
listobjects,Mean,33.75111198,306
putobject,Mean,12.49031403,306
removeobject,Mean,36.738576970000004,306
getobject,Max,73.66309,306
listbuckets,Max,1.240349,306
listobjects,Max,91.42421499999999,306
putobject,Max,64.510957,306
removeobject,Max,114.184669,306
getobject,Min,12.826659,306
listbuckets,Min,0.382681,306
listobjects,Min,28.604719,306
putobject,Min,2.3221100000000003,306
removeobject,Min,5.18787,306
getobject,Mean,20.89714247,312
listbuckets,Mean,0.6737046800000001,312
listobjects,Mean,34.73986623,312
putobject,Mean,20.64253369,312
removeobject,Mean,40.19003039,312
getobject,Max,69.208138,312
listbuckets,Max,2.984417,312
listobjects,Max,89.145938,312
putobject,Max,71.499023,312
removeobject,Max,107.80273299999999,312
getobject,Min,12.899098,312
listbuckets,Min,0.422722,312
listobjects,Min,29.020486000000002,312
putobject,Min,13.116013,312
removeobject,Min,25.473886999999998,312
getobject,Mean,8.0285639,318
listbuckets,Mean,0.5441574100000001,318
listobjects,Mean,12.380662289999998,318
putobject,Mean,9.594053330000001,318
removeobject,Mean,17.22789598,318
getobject,Max,94.66025599999999,318
listbuckets,Max,1.054644,318
listobjects,Max,92.92202400000001,318
putobject,Max,49.234209,318
removeobject,Max,93.482539,318
getobject,Min,2.135094,318
listbuckets,Min,0.392952,318
listobjects,Min,7.136701,318
putobject,Min,2.291931,318
removeobject,Min,3.956689,318
getobject,Mean,25.89907189,324
listbuckets,Mean,0.63042925,324
listobjects,Mean,36.705195020000005,324
putobject,Mean,23.94802718,324
removeobject,Mean,46.111271439999996,324
getobject,Max,83.818848,324
listbuckets,Max,2.4835990000000003,324
listobjects,Max,92.24458,324
putobject,Max,72.16472,324
removeobject,Max,86.088826,324
getobject,Min,13.010969999999999,324
listbuckets,Min,0.39890800000000004,324
listobjects,Min,29.104563,324
putobject,Min,13.160244,324
removeobject,Min,25.613338,324
getobject,Mean,7.319025009999999,330
listbuckets,Mean,0.5937035400000001,330
listobjects,Mean,18.96594297,330
putobject,Mean,10.810726220000001,330
removeobject,Mean,15.30214837,330
getobject,Max,51.004081,330
listbuckets,Max,1.892201,330
listobjects,Max,96.228267,330
putobject,Max,51.86893,330
removeobject,Max,89.040018,330
getobject,Min,2.1260790000000003,330
listbuckets,Min,0.35995299999999997,330
listobjects,Min,7.334323,330
putobject,Min,2.294365,330
removeobject,Min,3.92115,330
getobject,Mean,23.12194235,336
listbuckets,Mean,0.45927127,336
listobjects,Mean,34.562495569999996,336
putobject,Mean,18.692057780000003,336
removeobject,Mean,38.11768458,336
getobject,Max,104.903085,336
listbuckets,Max,1.110633,336
listobjects,Max,88.769643,336
putobject,Max,73.161117,336
removeobject,Max,102.563433,336
getobject,Min,12.904286,336
listbuckets,Min,0.362143,336
listobjects,Min,28.977401999999998,336
putobject,Min,13.182512000000001,336
removeobject,Min,25.546466,336
getobject,Mean,19.08838968,342
listbuckets,Mean,0.6386558999999999,342
listobjects,Mean,36.28756327000001,342
putobject,Mean,11.34782272,342
removeobject,Mean,15.352743859999999,342
getobject,Max,74.73482700000001,342
listbuckets,Max,2.757682,342
listobjects,Max,101.27210099999999,342
putobject,Max,51.27535700000001,342
removeobject,Max,84.699258,342
getobject,Min,2.213178,342
listbuckets,Min,0.406308,342
listobjects,Min,29.222553,342
putobject,Min,2.358534,342
removeobject,Min,3.8990259999999997,342
getobject,Mean,8.23161736,348
listbuckets,Mean,0.65647499,348
listobjects,Mean,14.89075907,348
putobject,Mean,10.861364380000001,348
removeobject,Mean,16.12101471,348
getobject,Max,51.916419999999995,348
listbuckets,Max,1.504513,348
listobjects,Max,64.88405999999999,348
putobject,Max,50.290174,348
removeobject,Max,92.390772,348
getobject,Min,2.175833,348
listbuckets,Min,0.450604,348
listobjects,Min,7.093423,348
putobject,Min,2.384884,348
removeobject,Min,3.977433,348
getobject,Mean,8.33997587,354
listbuckets,Mean,0.48975371,354
listobjects,Mean,18.05324001,354
putobject,Mean,9.426045949999999,354
removeobject,Mean,16.534049449999998,354
getobject,Max,50.915003,354
listbuckets,Max,1.068103,354
listobjects,Max,91.181136,354
putobject,Max,51.146682999999996,354
removeobject,Max,102.495989,354
getobject,Min,2.154357,354
listbuckets,Min,0.380967,354
listobjects,Min,7.184533999999999,354
putobject,Min,2.329561,354
removeobject,Min,3.969125,354
getobject,Mean,9.88339927,360
listbuckets,Mean,0.5483386100000001,360
listobjects,Mean,13.746876980000001,360
putobject,Mean,11.913692750000001,360
removeobject,Mean,21.65719299,360
getobject,Max,51.128309,360
listbuckets,Max,1.139281,360
listobjects,Max,62.308372000000006,360
putobject,Max,52.20018,360
removeobject,Max,94.196691,360
getobject,Min,2.202989,360
listbuckets,Min,0.38624200000000003,360
listobjects,Min,7.521470999999999,360
putobject,Min,2.458548,360
removeobject,Min,3.96748,360
getobject,Mean,20.832354159999998,366
listbuckets,Mean,0.5719203599999999,366
listobjects,Mean,37.80095594,366
putobject,Mean,7.81650182,366
removeobject,Mean,36.860427779999995,366
getobject,Max,75.68985099999999,366
listbuckets,Max,2.5504189999999998,366
listobjects,Max,244.73515400000002,366
putobject,Max,51.925964,366
removeobject,Max,117.21853599999999,366
getobject,Min,12.914969999999999,366
listbuckets,Min,0.372676,366
listobjects,Min,28.829335,366
putobject,Min,2.3348969999999998,366
removeobject,Min,14.991699,366
getobject,Mean,8.97650144,372
listbuckets,Mean,0.6896276400000001,372
listobjects,Mean,19.905676359999998,372
putobject,Mean,10.45974017,372
removeobject,Mean,15.125259119999999,372
getobject,Max,93.764431,372
listbuckets,Max,4.148274000000001,372
listobjects,Max,58.544314,372
putobject,Max,51.644524,372
removeobject,Max,85.571829,372
getobject,Min,2.218119,372
listbuckets,Min,0.398569,372
listobjects,Min,7.406515000000001,372
putobject,Min,2.4649929999999998,372
removeobject,Min,3.90366,372
getobject,Mean,4.62551998,378
listbuckets,Mean,0.54144364,378
listobjects,Mean,10.35650529,378
putobject,Mean,8.10124063,378
removeobject,Mean,11.626482659999999,378
getobject,Max,48.897734,378
listbuckets,Max,0.8508640000000001,378
listobjects,Max,52.939477,378
putobject,Max,49.164156999999996,378
removeobject,Max,89.321189,378
getobject,Min,0.66376,378
listbuckets,Min,0.427517,378
listobjects,Min,4.353898,378
putobject,Min,0.784123,378
removeobject,Min,0.8473740000000001,378
getobject,Mean,4.36142589,384
listbuckets,Mean,0.55206594,384
listobjects,Mean,15.660764720000001,384
putobject,Mean,8.07967027,384
removeobject,Mean,9.50535429,384
getobject,Max,46.8666,384
listbuckets,Max,2.1778180000000003,384
listobjects,Max,95.87226799999999,384
putobject,Max,48.792807,384
removeobject,Max,48.627917000000004,384
getobject,Min,0.593216,384
listbuckets,Min,0.372533,384
listobjects,Min,4.2422200000000005,384
putobject,Min,0.7911309999999999,384
removeobject,Min,0.8249299999999999,384
getobject,Mean,8.46564617,390
listbuckets,Mean,0.56565873,390
listobjects,Mean,14.662472189999999,390
putobject,Mean,10.80168086,390
removeobject,Mean,16.25264847,390
getobject,Max,54.83531,390
listbuckets,Max,1.342201,390
listobjects,Max,57.81222,390
putobject,Max,56.669587,390
removeobject,Max,85.730337,390
getobject,Min,2.195131,390
listbuckets,Min,0.38058,390
listobjects,Min,7.3717749999999995,390
putobject,Min,2.3118279999999998,390
removeobject,Min,4.018563,390
1 endpoint aggregation time cluster_size
2 getobject Mean 7.93812654 6
3 listbuckets Mean 0.5356363299999999 6
4 listobjects Mean 9.91764255 6
5 putobject Mean 10.49837125 6
6 removeobject Mean 13.62761122 6
7 getobject Max 88.19215399999999 6
8 listbuckets Max 1.118099 6
9 listobjects Max 52.99405599999999 6
10 putobject Max 45.943678999999996 6
11 removeobject Max 102.09538099999999 6
12 getobject Min 2.284838 6
13 listbuckets Min 0.395101 6
14 listobjects Min 7.074897 6
15 putobject Min 2.544841 6
16 removeobject Min 4.276571 6
17 getobject Mean 7.805106950000001 12
18 listbuckets Mean 0.41495384 12
19 listobjects Mean 11.50247491 12
20 putobject Mean 10.026353929999999 12
21 removeobject Mean 15.81581153 12
22 getobject Max 47.858623 12
23 listbuckets Max 0.9563550000000001 12
24 listobjects Max 52.859155 12
25 putobject Max 48.366113 12
26 removeobject Max 91.442415 12
27 getobject Min 2.3427029999999998 12
28 listbuckets Min 0.311245 12
29 listobjects Min 6.966418 12
30 putobject Min 2.4171489999999998 12
31 removeobject Min 4.292072 12
32 getobject Mean 7.50791421 18
33 listbuckets Mean 0.49828659999999997 18
34 listobjects Mean 9.75107534 18
35 putobject Mean 6.78921201 18
36 removeobject Mean 13.09239322 18
37 getobject Max 49.965438999999996 18
38 listbuckets Max 1.229564 18
39 listobjects Max 52.036136 18
40 putobject Max 48.394661 18
41 removeobject Max 69.45378699999999 18
42 getobject Min 2.278174 18
43 listbuckets Min 0.319341 18
44 listobjects Min 7.041339 18
45 putobject Min 2.4966709999999996 18
46 removeobject Min 4.4428909999999995 18
47 getobject Mean 8.68492644 24
48 listbuckets Mean 0.4864732 24
49 listobjects Mean 12.175867109999999 24
50 putobject Mean 9.913173789999998 24
51 removeobject Mean 15.22620167 24
52 getobject Max 48.020462 24
53 listbuckets Max 1.221908 24
54 listobjects Max 52.860849 24
55 putobject Max 48.949061 24
56 removeobject Max 92.058498 24
57 getobject Min 2.4159499999999996 24
58 listbuckets Min 0.297339 24
59 listobjects Min 7.078488999999999 24
60 putobject Min 2.3789029999999998 24
61 removeobject Min 4.261155 24
62 getobject Mean 7.4411422300000005 30
63 listbuckets Mean 0.34320162 30
64 listobjects Mean 9.830316230000001 30
65 putobject Mean 7.59512058 30
66 removeobject Mean 13.36689117 30
67 getobject Max 48.331061999999996 30
68 listbuckets Max 0.8988579999999999 30
69 listobjects Max 53.395123 30
70 putobject Max 48.941441 30
71 removeobject Max 77.37859 30
72 getobject Min 2.328431 30
73 listbuckets Min 0.303623 30
74 listobjects Min 7.1819489999999995 30
75 putobject Min 2.542983 30
76 removeobject Min 4.004937 30
77 getobject Mean 8.65826824 36
78 listbuckets Mean 0.43979914999999997 36
79 listobjects Mean 11.4707902 36
80 putobject Mean 10.453197099999999 36
81 removeobject Mean 15.111315349999998 36
82 getobject Max 48.453557000000004 36
83 listbuckets Max 1.025595 36
84 listobjects Max 52.873413 36
85 putobject Max 51.213867 36
86 removeobject Max 94.05905499999999 36
87 getobject Min 2.373055 36
88 listbuckets Min 0.34043599999999996 36
89 listobjects Min 7.222365 36
90 putobject Min 2.572767 36
91 removeobject Min 4.206135000000001 36
92 getobject Mean 8.32712998 42
93 listbuckets Mean 0.5294163199999999 42
94 listobjects Mean 12.01343541 42
95 putobject Mean 9.85195953 42
96 removeobject Mean 16.483773069999998 42
97 getobject Max 48.470541 42
98 listbuckets Max 1.0656210000000002 42
99 listobjects Max 52.201147 42
100 putobject Max 46.477742 42
101 removeobject Max 89.177257 42
102 getobject Min 2.4302420000000002 42
103 listbuckets Min 0.34563499999999997 42
104 listobjects Min 7.299430999999999 42
105 putobject Min 2.386849 42
106 removeobject Min 4.317485 42
107 getobject Mean 8.30419674 48
108 listbuckets Mean 0.49667228 48
109 listobjects Mean 11.84919432 48
110 putobject Mean 10.56627045 48
111 removeobject Mean 16.255675359999998 48
112 getobject Max 52.078365 48
113 listbuckets Max 1.178364 48
114 listobjects Max 53.270824 48
115 putobject Max 48.193768 48
116 removeobject Max 92.790085 48
117 getobject Min 2.324367 48
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@ -94,4 +94,4 @@ ggplot(c, aes(x=endpoint,y=time_mean,fill=daemon,ymin=time_min,ymax=time_max)) +
theme_classic() +
theme(legend.position = c(.8, .3))
ggsave("endpoint-latency.png", width=200, height=110, units="mm")
ggsave("png/rpc-amplification.png", width=200, height=110, units="mm")

51
rpc-complexity.R Executable file
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@ -0,0 +1,51 @@
#!/usr/bin/env Rscript
require(tidyverse)
if (!file.exists("csv/rpc-complexity.csv")) {
read_csv("csv/clust-shift-no.csv") %>%
group_by(endpoint) %>%
summarise(
Mean = mean(nanoseconds) / 1000 / 1000,
Max = max(nanoseconds) / 1000 / 1000,
Min = min(nanoseconds) / 1000 / 1000,
) %>%
gather(aggregation, time, Mean, Max, Min) %>%
add_column(cluster_size=6) -> clust
for (i in 1:64) {
print(paste("loading file",i))
clustsize <- i * 6 + 6
read_csv(paste("csv/clust-shift-", i, ".csv", sep = "")) %>%
group_by(endpoint) %>%
summarise(
Mean = mean(nanoseconds) / 1000 / 1000,
Max = max(nanoseconds) / 1000 / 1000,
Min = min(nanoseconds) / 1000 / 1000,
) %>%
gather(aggregation, time, Mean, Max, Min) %>%
add_column(cluster_size=clustsize) -> tmp
bind_rows(clust, tmp) -> clust
}
write_csv(clust, "csv/rpc-complexity.csv")
}
read_csv("csv/rpc-complexity.csv") -> clust
ggplot(clust, aes(x=cluster_size,y=time,fill=aggregation)) +
geom_area() +
scale_y_continuous(expand=c(0,0))+
labs(
x="Number of nodes in the cluster",
y="Latency (ms)",
fill="Aggregation",
caption="Get the code to reproduce this graph at https://git.deuxfleurs.fr/quentin/benchmarks",
title="Garage response time on common S3 endpoints with various cluster size",
subtitle="ran on 6 physical nodes on Grid5000 with multiple instances on each node\nspread on 3 zones: Lyon (nova), Rennes (paravance) and Nantes (econome)\nfew contention, latency is mainly due to RPC communications except on biggest values") +
facet_wrap(~endpoint) +
theme_classic() +
theme(legend.position = c(.8, .3))
ggsave("png/rpc-complexity.png", width=200, height=110, units="mm")