how the linux and grid communities can build the next-generation internet platform
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How the Linux and Grid Communities can Build the Next-Generation Internet Platform. Ian Foster Argonne National Lab University of Chicago Globus Project. The (Power) Grid: On-Demand Access to Electricity. Quality, economies of scale. Time. By Analogy, A Computing Grid. - PowerPoint PPT PresentationTRANSCRIPT
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Network for Earthquake Engineering Simulation
Field Equipment
Laboratory Equipment
Remote Users
Remote Users: (K-12 Faculty and Students)
High-Performance Network(s)
Instrumented Structures and Sites
Leading Edge Computation
Curated Data Repository
Laboratory Equipment (Faculty and Students)
Global Connections(fully developed FY 2005 FY 2014)
(Faculty, Students, Practitioners)
12/06/01 MRE Panel
*[email protected] CHICAGO
Grid Technologies& CommunityGrid technologies developed since mid-90s Product of work on resource sharing for scientific collaboration; commercial adoptionOpen source Globus Toolkit has emerged as a de facto standardInternational community of contributors Thousands of deployments worldwideCommercial support providersGlobal Grid Forum serves as a community and standards bodyHome to recent OGSA work
*[email protected] CHICAGO
The Emergence ofOpen Grid StandardsIncreased functionality,standardizationCustomsolutions19901995200020052010
*[email protected] CHICAGO
Open Grid Services Infrastructure (OGSI)Service registryService requestor (e.g. user application)Service factoryCreate ServiceGrid Service HandleResource allocation Service instancesRegister ServiceService discoveryInteractions standardized using WSDL and SOAPService data Keep-alives Notifications Service invocationAuthentication & Authorization are applied to all requests
*[email protected] CHICAGO
Open Grid Services ArchitectureOGSAOGSI: Interface to Grid Infrastructure Applications in Problem Domain X Compute, Data & Storage Resources Distributed Application & Integration Technology for Problem Domain X Users in Problem Domain X Virtual Integration Architecture Generic Virtual Service Access and Integration Layer -
*[email protected] CHICAGO
But Its Not Turtles All the Way DownOur ability to deliver virtualized services efficiently and with desired QoX ultimately depends on the underlying platform!At multiple levels, including but not limited toDynamic provisioning & resource managementReliability, availability, manageabilityPerformance and parallelismNew demands on the OS in each area
*[email protected] CHICAGO
(1) Dynamic ProvisioningStatic provisioning dedicates resourcesTypical of co-lo hostingReprovision manually as neededBut load is dynamicMust overprovision for surgesHigh variable cost of capacityNeed dynamic provisioning to achieve true economies of scaleLoad multiplexingTradeoff cost vs. qualityService level agreementsDynamic resource recruitment
*[email protected] CHICAGO
Load Is Dynamicibm.com external site February 2001 Daily fluctuations (3x) Workday cycle Weekends offWorld Cup soccer site May-June 1998 Seasonal fluctuations Event surges (11x) ita.ee.lbl.gov M T W Th F S S Week 6 7 8
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66
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92
81
68
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105
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83
69
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90
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66
83
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105
99
113
139
164
180
182
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222
235
249
250
244
243
228
214
212
200
172
150
153
152
151
148
148
133
150
176
192
202
216
243
277
311
327
336
333
333
317
317
307
283
243
214
219
224
225
222
225
209
233
283
309
339
345
381
475
574
686
925
1865
1770
1099
791
973
982
570
473
463
445
378
350
344
327
356
401
408
386
389
416
483
562
606
703
1441
1561
982
753
869
900
520
417
413
403
355
320
306
278
304
349
357
355
346
380
472
961
1331
916
1041
985
706
641
767
707
427
318
295
260
237
217
210
204
176
172
177
183
186
192
212
251
327
420
392
427
424
308
290
312
275
230
224
215
217
212
192
178
164
163
173
178
188
195
221
233
299
373
332
343
354
290
299
309
266
258
262
270
236
269
271
251
290
345
382
377
373
452
606
1521
1990
1233
1077
1116
789
955
1315
1073
466
357
338
335
278
264
249
226
259
282
299
293
299
335
403
499
542
590
1140
1115
639
612
812
713
401
323
313
304
265
247
246
220
244
268
276
265
265
289
339
418
456
528
932
1039
672
622
828
758
404
312
311
305
266
245
239
220
244
261
271
257
251
281
337
397
430
482
857
931
636
560
741
721
404
315
298
292
255
231
210
203
224
249
259
253
240
258
305
369
396
455
793
875
608
501
697
698
329
248
219
207
196
184
170
151
134
132
130
123
123
129
143
180
246
267
269
309
283
222
244
256
199
174
168
161
168
169
154
138
133
130
130
132
134
134
149
188
276
312
278
292
295
233
271
325
256
228
248
275
252
244
230
218
243
279
285
287
274
288
346
426
476
521
859
916
593
550
822
971
430
332
313
313
267
244
229
224
243
261
275
270
244
237
336
447
904
1693
1798
767
565
649
1012
1279
571
423
384
369
309
289
272
248
296
326
327
310
289
309
357
450
888
1689
1702
700
517
596
882
1056
484
373
351
337
292
270
251
239
280
303
293
254
251
290
353
452
954
1563
2006
813
603
726
1143
1134
510
383
362
338
291
262
72
1337
279
throughput
Time (two months)
Throughput (requests/s)
worldcup-trace
throughput
17
213
311
410
59
611
710
88
98
108
118
1212
1313
1412
1514
1617
1718
1820
1920
2020
2119
2217
2316
2414
258
269
277
287
297
307
317
326
336
346
356
367
377
387
397
408
4110
4210
4311
4411
4511
4612
4710
489
498
508
517
527
537
547
557
567
576
585
596
606
617
628
638
648
6510
6610
6713
6812
6911
7011
7111
729
738
748
758
768
778
789
798
808
818
8210
8312
8413
8514
8615
8716
8819
8921
9022
9122
9222
9321
9420
9518
9617
9715
9814
9911
10012
10110
1029
1038
1047
1059
10610
10715
10816
10918
11018
11121
11225
11327
11428
11527
11627
11725
11826
11923
12011
12118
12212
12313
12413
12512
12612
12713
12810
12913
13016
13119
13221
13319
13422
13524
13625
13727
13827
13926
14027
14124
14221
14321
14420
14517
14613
14715
14813
14913
15012
15111
15210
15311
15416
15518
15620
15721
15822
15922
16026
16130
16228
16327
16428
16524
16622
16719
16822
16918
17015
17114
17212
17312
17410
17514
17612
17713
17813
17917
18018
18118
18218
18321
18425
18525
18627
18726
18827
18926
19024
19122
19219
19316
19416
19511
1969
19710
19810
19910
2008
2018
2028
2038
2049
2059
20610
20710
20811
20913
21014
21116
21216
21316
21415
21513
21610
21710
2189
2198
2209
2219
2228
2239
2247
2258
2267
2277
2289
2298
2308
2319
2329
23310
23413
23514
23612
23710
23810
23912
24011
24110
2428
24310
2449
24511
24610
24711
2488
24910
25013
25118
25220
25320
25424
25524
25628
25731
25832
25929
26029
26126
26225
26325
26424
26521
26617
26715
26815
26915
27016
27114
27212
27318
27483
27521
27623
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27837
27948
28039
28131
28231
28332
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28529
28626
28731
28825
28919
29013
29116
29213
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29413
29512
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29815
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30222
30326
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30529
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30729
30824
30925
31021
31121
31220
31319
31415
31516
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31713
31814
31913
32012
32114
32219
32322
32422
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32625
32728
32825
32930
33033
33130
33229
33332
33422
33523
33623
33717
33813
33911
34014
34112
34214
34314
34410
34513
34618
34719
34822
34922
35023
35126
35229
35334
35442
35541
35638
35732
35834
35934
36030
36125
36221
36319
36419
36519
36619
36717
36816
36915
37016
37115
37218
37318
37417
37519
37622
37722
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37925
38024
38124
38225
38321
38420
38518
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38715
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39017
39115
39215
3938
3946
39513
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39916
40022
40122
40221
40324
40422
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40915
41015
41117
41216
4135
41410
4156
4167
4176
4186
4198
42016
42111
4227
42313
42433
42526
42633
42735
42826
42926
43028
43127
43222
43321
43419
43517
43620
43725
43821
43923
44021
44123
44227
44331
44433
44533
44632
44738
44839
44941
45040
45142
45240
45337
45436
45542
45670
45733
45826
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46123
46222
46320
46420
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46735
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47144
47249
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47451
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47645
47742
47836
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48127
48217
48316
48416
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48714
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48913
49012
49113
49214
49320
49425
49530
49636
49737
49834
49949
50050
50146
50246
50343
50438
50534
50628
50729
50829
50928
51026
51123
51223
51323
51428
51534
51638
51739
51841
51945
52051
52151
52252
52354
52450
52547
52644
52745
52839
52932
53026
53126
53226
53325
53422
53520
53618
53716
53821
53920
54023
54125
54222
54324
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54737
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54934
55033
55129
55228
55325
55423
55521
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56018
56118
56219
56320
56422
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56624
56724
56826
56930
57032
57134
57234
57336
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57530
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57925
58026
58129
58230
58328
58427
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59251
59353
59455
59552
59653
59750
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60234
60333
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60828
60932
61041
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61868
61959
62060
62156
62255
62353
62446
62539
62634
62733
62832
62933
63031
63131
63228
63329
63436
63543
63646
63748
63854
63961
64063
64166
64270
64366
64463
64559
64659
64757
64853
64945
65039
65137
65234
65332
65431
65532
65629
65731
65841
65946
66052
66152
66253
66365
66472
66571
66674
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66872
66964
67063
67164
67260
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67446
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67641
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68031
68135
68243
68350
68454
68553
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68763
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69078
69173
69270
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69462
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69751
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71947
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72138
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72331
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73023
73128
73231
73335
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73644
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73952
74049
74149
74248
74350
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74542
74638
74737
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75045
75144
75239
75339
75445
75553
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75762
75865
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76190
76290
76397
76495
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76690
76784
76881
76966
77057
77156
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77356
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78183
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784110
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832132
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836128
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1353279
worldcup-trace
throughput
Time (two months)
Throughput (requests/s)
*[email protected] CHICAGO
For Example:Energy-Conscious ProvisioningLight load: concentrate traffic on a minimal set of serversStep down surplus servers to low-power stateAPM and ACPIActivate surplus servers on demandWake-On-LANBrowndown: provision for a specified energy targetEven smarter: also manage air conditioning
*[email protected] CHICAGO
Power Management via MUSE:IBM Trace Run (Before)1 msThroughput (requests/s)Power draw (watts) Latency (ms*50) MUSE: Jeff Chase et al., Duke University (SOSP 2003)
Chart1
826.526217.36713.35
887.537217.41713.65
875.262211.68316.7
844.774210.91710.6
886.191211.0516.85
956.373212.116
893.598211.7518.4
906.057208.13318.45
876.276214.13313.45
848.83217.21714.1
866.047212.18311.2
854.882213.56718.8
842.133211.58315.6
838.22213.98314.35
832.483213.730.75
815.072205.5528.55
749.812211.43324.8
767.083211.63323.9
744.272208.11715.85
738.038207.8515
772.836207.51712.7
802.271206.66722.45
709.771201.33320.8
801.53203.06720.75
812.453208.81711.2
816.317209.16711.15
843.597209.13310.25
900210.38314.05
996.197213.113.6
996.29210.28310.6
1022.476196.53315.95
1084.533193.73316.05
1109.475209.6677.25
1067.65212.98311.95
1106.803218.2513.4
1060.693206.917.45
1124.631223.01723.35
1086.908215.219.4
1037.53212.9533.05
1059.429219.16733.6
1064.035214.719.95
1114.91218.333.6
1123.087216.78322.25
1184.516216.43328.95
1224.936214.63314.45
1321.141212.43321.6
1359.283212.86727.6
1479.282214.96732.95
1622.523210.36725.35
1718.00121419.85
1781.302209.13321
1866.142213.93326.3
1979.175220.128.7
1966.477219.56735.85
1989.874219.46746.95
2016.323211.01755.05
2006.134225.11750.25
2024.805229.08353.75
1943.719231.2552.75
1923.12122443.85
1892.601224.16745.6
1842.223239.51747.1
1772.855237.48342.2
1833.788235.83346.05
1850.372230.58347.9
1830.467233.76742.3
1827.375236.0543.4
1880.784233.31741.5
1959.341233.18343.95
1878.794222.83350.3
1903.902225.242.85
1829.109225.5550.3
1811.76222.41743.25
1771.12229.78348.85
1756.863234.550.05
1781.973227.36745.75
1726.99227.947.5
1652.95218.91742.45
1498.406231.58345.2
1512.62231.7544.75
1431.234226.9542.65
1338.416223.742.1
1310.187198.9548.2
1188.292206.56749.95
1235.247212.3546.05
1431.234226.9545.15
1338.416223.745.3
1310.187198.9542.55
1188.292206.56752.5
1235.247212.3550.2
1134.8211.1547.75
1078.588191.7562.1
1133.174191.9548.05
1119.52191.36750.55
1071.731196.746.25
1089.967215.83335.4
1088.98219.36733.65
1125.54721236.05
1089.56721521.95
1021.449209.5528
1033.11217.48326.35
1028.769215.28323.3
987.189209.63315
938.68919612.7
931.563213.48322.45
909.945217.98320.8
870.584215.320.75
814.741215.41711.2
817.432213.73311.15
780.194207.410.25
753.819213.53314.05
795.339207.3513.6
758.562209.13310.6
779.811213.36715.95
848.386212.116.05
824.047203.87.25
849.907210.66711.95
893.6320713.4
936.955208.5517.45
1025.708207.823.35
1013.33211.319.4
1057.602209.76733.05
1026.14208.13333.6
1075.24209.11719.95
1079.748213.33333.6
1061.807215.422.25
1087.016213.8528.95
1092.004209.96714.45
1075.461216.6521.6
1072.645212.18327.6
1058.698208.13332.95
1093.213205.81725.35
1057.752209.0519.85
1023.653216.23321
1105.443213.2526.3
1164.528216.71728.7
1195.245218.2535.85
1233.981210.1546.95
1399.67212.98355.05
1455.773211.73350.25
1595.24211.56753.75
1742.723217.96752.75
1704.557214.23343.85
1826.926223.21745.6
1803.615224.747.1
1916.7723142.2
1917.72723146.05
2009.067226.0547.9
2003.698234.01742.3
2039.527215.6543.4
1958.558220.33341.5
1888.852220.843.95
1839.249231.88350.3
1848.954225.13342.85
1790.777225.5550.3
1805.771233.71743.25
1727.972232.48348.85
1753.315235.13350.05
1851.767228.76745.75
1849.723228.23347.5
1852.42232.81742.45
1853.536227.345.2
1796.655221.46744.75
1841.48219.48342.65
1739.337222.53342.1
1825.647226.41748.2
1795.216221.03349.95
1722.038228.83346.05
1741.384234.61745.15
1677.314231.33345.3
1578.848231.942.55
1484.486223.03352.5
1450.318231.750.2
1418.989224.3547.75
1295.421362.1
1251.444212.73348.05
1231.926223.91750.55
1144.398227.06746.25
1151.186223.835.4
1166.705216.73333.65
1131.549216.28336.05
1159.729212.11721.95
1112.055208.78328
1082.823213.726.35
1076.862214.8523.3
1117.418205.68326.25
1089.387212.420
1016.826216.78315.6
1009.32211.6515.9
1029.821210.6523.95
1035.103216.2526.05
971.038214.03315.75
928.939211.23319.85
880.344215.83313.55
844.585203.68313.6
874.938209.78313.8
859.261210.63313.95
822.334213.23310.9
780.411211.1677.65
811.486210.7337
790.438210.256.4
802.905211.9338.05
823.3592159.2
861.191212.859.05
880.337213.03311.65
875.498205.31714.75
910.8210.71722.4
996.344210.81719.25
972.038207.16715.95
977.59209.41716.15
1019.789212.38315
1065.735214.916.6
1088.797209.914.9
1105.6201.9518.95
1086.385203.6521.5
1083.869218.26731.6
1007.211213.6519.25
955.395214.51715.9
1006.578214.716.5
991.776211.86714.15
1057.682212.823.25
1079.52215.66718.15
1093.425211.81717.9
1116.281216.3517.6
1153.061206.01722.05
1275.767207.26744.3
1281.973208.88345.5
1435.695210.56752.65
1509.271208.253.45
1624.284212.06751.55
1786.568218.23352.85
1766.173215.11753
1889.276214.4545.3
1965.999216.41742
1948.914225.23347.5
1945.31821751.95
2000.323219.03347.8
1936.988219.548.7
1960.886226.540.1
1974.181228.5546.05
1853.805230.6546.85
1844.483245.36741.7
1897.5247.28347.8
1779.994240.88341
1738.083231.13349.7
1817.218233.46746.45
1813.312238.41745.65
1878.338234.58342.4
1854.275239.640.25
1827.82522647.65
1868.098229.0549.25
1851.821228.33348.55
1820.276220.08342.45
1774.129223.06749.6
1808.447238.53347
1738.596232.98348.8
1782.347226.91743.2
1713.361233.53346.05
1648.561217.88340.1
1555.737210.33349.7
1462.7220945.5
1415.407220.93349.25
1319.963230.1554.2
1269.342230.88358.4
1211.492223.150.8
1125.685231.11746.15
1198.938229.730.75
1150.862217.81730.35
1079.864226.23319.1
1145.019218.423.05
1090.621210.81724.25
1097.929218.91719.95
1082.861216.16716.25
1084.15921616.1
1036.409214.11715.7
1001.219221.3516.65
935.445217.512.05
970.045212.412.25
962.876212.21716
907.521218.91714
951.281216.66720.1
898.809208.43317.95
897.117218.18316.25
853.276216.612.6
807.484214.759.9
777.091215.47.4
783.707217.356.5
759.406215.8836.4
768.9672017.4
748.949200.2176.45
833.935196.81713.05
811.881201.559.1
850.913208.510.95
859.941210.814.35
908.972208.31712.35
938.463208.23319
985.396207.58315.85
1019.837207.98312.7
1016.092212.36711.9
1077.266208.66715.55
1070.452212.01722.9
1035.832210.78319.05
1055.853206.517.45
1051.714205.91717.85
1100.859211.3521.75
1075.275220.98325.4
1068.785208.5526.95
1027.054214.63322.85
1052.83212.38320.4
1036.035216.6515.95
1080.924212.63321.35
1071.584218.43313.05
1127.65521026
1224.159212.5535.65
1245.289213.76745.35
1387.624219.36744.05
1483.958219.78351.25
1529.69222250.8
1642.046215.0550.55
1746.066205.78346.05
1823.382209.71738.25
1892.016218.8538.9
1960.367218.73343.75
1867.307213.81748.65
1985.484221.23341.55
1979.60321243.2
2024.669220.81742.55
2069.691231.21734.95
1922.585224.7543.5
1901.004224.541.55
1886.713231.58339.85
1815.574228.639.6
1800.99222.637.1
1779.542230.440.55
1799.696240.73344.45
1768.867234.88343.7
1804.559263.2545.4
1839.21233.21743.9
1788.026237.48344.85
1840.521237.16747.95
1798.13223.66745.7
1747.912227.16741.25
1728.088229.73341.75
1743.814233.28344
1809.612236.03338.35
1656.823226.81742.85
1608.86222643.7
1539.1229.28346
1516.514216.76739.65
1415.15217.748.35
1390.242233.73344.7
1342.882220.749.2
1251.482224.53354.65
1267.26235.3547.8
1266.558230.43356.75
1212.016223.01742
1172.33218.740.5
1094.608228.126.2
1044.864224.06717.85
1000.066224.5514.4
1000.983213.73311.1
986.316216.46715.4
1042.729215.08314.8
977.52233.61716.2
976.165226.53316.05
935.145229.98316.1
910.061227.815.55
868.915222.33312.35
844.851213.712.1
842.135218.710.95
780.789216.4511.55
813.455218.89.3
766.837223.757.25
739.595216.7835.75
723.606215.1335.4
703.894215.6335.55
697.258209.7836.65
730.357212.5337.6
759.423206.1838.15
745.649208.557.55
737.223204.556.55
747.871209.4339.4
758.261212.91710.75
830.973204.51717.55
917.033207.01710.05
906.36205.9511.8
905.424207.458
920.461207.7179
966.767211.71712.1
1005.855205.118.05
959.68207.8515.05
1021.192210.48319.3
996.61205.68326.45
1086.328216.18318.1
971.705213.66724.35
929.028214.78315.95
991.69521319.15
963.498215.610.9
967.59213.9838.85
995.857210.96711.4
1061.102210.73316.9
1065.555214.73317.5
1176.699215.925.7
1217.363221.71734.75
1336.195211.346.55
1480.207221.148.25
1482.973212.6551.45
1599.569213.547.65
1657.978215.01747.95
1719.827207.88343.8
1750.451214.23340.3
1770.31215.61741.55
1865.409213.5543.25
1791.378205.36745.7
1827.901216.647.2
1780.051214.6541.95
1749.13721742.75
1683.037222.68338.4
1628.136226.93340.2
1638.408228.08350.3
1620.983218.96743.3
1562.905235.66748.15
1601.84234.3547.45
1633.266236.16746.5
1632.124231.9546.4
1627.161233.48346.6
1699.055229.0546.2
1666.498225.98337.35
1683.42219.23339.55
1620.06121938.35
1655.543231.16745.6
1575.373227.543.7
1566.265225.8540.9
1574.443224.38342.1
1540.535221.140.65
1456.12224.93345.15
1355.275222.03346.05
1297.038220.2549
1219.423217.03344.8
1159.641221.43338
1089.39210.934.1
1038.642227.826.85
1000.513219.13331.3
1002.646216.918.75
903.442221.11719.75
861.561219.68315.4
873.403218.11710.1
814.123219.26.9
797.615228.9835.9
771.91215.5336.1
797.418215.2176.1
832.715211.0837.9
770.519213.2838
761.715213.8337.15
744.368213.6676.7
719.432217.66.2
743.145213.557.6
701.842208.48.9
750.55214.9838.9
680.75214.4338
704.3382225.8
657.284214.855.4
634.968209.2675.15
598.107204.5174.55
599.483210.74.6
608.59208.6174.9
561.203205.9334.6
583.956210.7335
594.991211.7335.1
571.602211.2174.8
514.391206.64.55
513.529202.0174.4
522.074203.74.55
556.277208.355.1
543.235206.0835.45
512.217200.6674.2
562.928205.3834.4
521.115204.8834.1
519.685205.4834.2
510.46208.8674.1
556.795212.2834.4
537.718204.14.6
547.019205.654.4
503.93201.854.35
530.049204.354.45
546.141206.954.65
570.109207.8174.95
562.288202.4175.5
560.765205.2174.3
571.434205.1674.45
588.674207.2834.65
601.552205.7834.7
600.564204.4834.85
642.145204.2675.2
669.093205.56.15
702.366206.1675.5
712.569206.2179.05
719.834203.98.85
776.878204.8176.65
787.989207.6836.1
789.615205.5839.55
847.274205.5839.9
873.135201.5511.65
864.954203.49.8
883.929197.33310.55
892.648203.11717.05
850.128207.98312.45
917.51209.88326.8
921.607207.9513.65
860.282208.56711.25
917.336209.5339.5
857.975212.756.6
909.496205.2338.35
944.145207.5510.45
917.145207.23310.2
878.348205.4510.75
887.482207.96711.3
850.15209.99.9
889.917209.917.05
863.914212.612.7
868.512213.3517.8
852.371214.03313.55
832.64212.7513.9
848.244207.757.1
827.547211.2676.6
804.073218.756.5
797.699213.88.15
768.787215.5838.25
774.307215.0677.1
749.583218.7177
740.335215.956.45
736.276202.67.15
757.774213.3679.35
679.278215.46.45
681.471211.0679.6
689.785205.9837.25
678.424212.95.7
647.18210.7335.05
674.939203.5175.2
650.901203.6174.95
673.593203.355.4
622.648209.5174.75
639.055209.855.2
632.375210.55.05
637.6442105.25
655.737210.5335.8
643.61204.1175.5
603.977207.8175.8
591.958213.7835.1
591.165207.455.45
554.3208.8334.45
588.733205.64.6
572.026207.454.4
529.717206.854.2
461.055207.63.9
549.768207.5834.8
485.409204.4674.95
460.1362063.9
445.064201.2673.9
467.424206.94
460.694207.2333.95
445.465203.0173.85
446.32205.6833.8
445.425204.7333.75
463.176203.9333.85
439.972203.2833.75
464.435205.3833.9
481.882204.6174.25
473.489206.93.9
480.951207.453.95
471.492203.1173.95
480.704204.1674.3
494.749203.5834.05
481.624203.4334.1
481.839195.94.05
470.878196.8334
521.918205.4674.2
540.001202.154.25
544.785201.2674.25
574.946205.354.5
597.739201.94.65
564.361203.84.45
609.358206.755.2
635.5982035.2
690.21198.39.05
700.008200.859.5
715.111202.86712.15
742.446204.4176.95
756.862203.75.6
759.144199.1175.6
804.31202.556.1
854.838202.7679.15
832.277196.259.7
865.273203.91713.65
862.706205.98314.15
848.175200.410.5
830.36220710.35
821.331200.11716.8
849.988206.6516.55
842.28209.38.95
906.451202.38.9
810.316204.6339.8
868.754205.9678.1
841.46208.056.85
916.056206.23312.7
860.4581949.5
899.533205.08310.9
864.543210.93322.35
864.676209.514.15
877.308208.03320.95
871.213211.5522.3
866.375203.01713.05
900.457196.5678.5
881.546211.57.4
895.072211.0837.35
825.949206.7676.95
861.601206.98310.75
803.481197.158.6
803.537207.7336.95
755.756207.2337.15
133156.188
Throughput
Power
Latency
Time (minutes)
Throughput (requests/s)
Power Draw (watts), Latency (ms x50)
ibm
ThroughputLatencyPowerreal latreal powThroughputLatencyPowerreal latreal pow
1826.52613.35217.3670.267232.3671768.72743.651180.873188.133042.7070555556
2887.53713.65217.4170.273232.4172843.38833.15118.3330.663133.33316.258064516146.8548888889
3875.26216.7211.6830.334226.6833815.10437.85115.7670.757130.76732.516129032345.2835555556
4844.77410.6210.9170.212225.9174787.15240.3115.5830.806130.58348.774193548443.73066666672232
5886.19116.85211.050.337226.055805.57533.2116.350.664131.3565.032258064544.7541666667
6956.37316212.10.32227.16853.48436.5116.9670.73131.96781.290322580647.4157777778
7893.59818.4211.750.368226.757819.18533.6111.70.672126.797.548387096845.5102777778
8906.05718.45208.1330.369223.1338853.61131.9110.450.638125.45113.806451612947.4228333333
9876.27613.45214.1330.269229.1339801.47838.4116.60.768131.6130.06451612944.5265555556
10848.8314.1217.2170.282232.21710761.45244.5122.50.89137.5146.322580645242.3028888889
11866.04711.2212.1830.224227.18311795.74639116.8830.78131.883162.580645161344.2081111111
12854.88218.8213.5670.376228.56712800.55542.7115.6330.854130.633178.838709677444.4752777778
13842.13315.6211.5830.312226.58313776.70638.25114.4330.765129.433195.096774193543.1503333333
14838.2214.35213.9830.287228.98314785.34538.95117.250.779132.25211.354838709743.6302777778
15832.48330.75213.70.445228.715791.34446.4110.350.731125.35227.612903225843.9635555556
16815.07228.55205.550.269220.5516732.6351.751090.717124243.870967741940.7016666667
17749.81224.8211.4330.2226.43317709.09554.4119.10.827134.1260.129032258139.3941666667
18767.08323.9211.6330.122226.63318684.52749.6120.5830.955135.583276.387096774238.0292777778
19744.27215.85208.1170.1223.11719683.50351117.20.881132.2292.645161290337.9723888889
20738.03815207.850.115222.8520645.20147.75113.850.9128.85308.903225806535.8445
21772.83612.7207.5170.284222.51721741.43157.85110.4170.952125.417325.161290322641.1906111111
22802.27122.45206.6670.2221.66722734.97449.7114.9170.908129.917341.419354838740.8318888889
23709.77120.8201.3330.225216.33323664.81852.65109.4830.984124.483357.677419354836.9343333333
24801.5320.75203.0670.314218.06724720.83149.8109.30.948124.3373.93548387140.0461666667
25812.45311.2208.8170.261223.81725761.78239.35113.8670.915128.867390.193548387142.3212222222
26816.31711.15209.1670.293224.16726771.82553.55114.150.862129.15406.451612903242.8791666667
27843.59710.25209.1330.236224.13327793.42838.25114.2670.894129.267422.709677419444.0793333333
2890014.05210.3830.337225.38328843.77649113.70.707128.7438.967741935546.8764444444
29996.19713.6213.10.409228.129853.90649.1115.40.694130.4455.225806451647.4392222222
30996.2910.6210.2830.852225.28330923.41950.55115.550.618130.55471.483870967751.3010555556
311022.47615.95196.5330.502211.53331954.19445.2113.0670.758128.067487.741935483953.0107777778
321084.53316.05193.7330.498208.73332904.07253.85122.750.766137.7550450.2262222222
331109.4757.25209.6670.603224.66733936.6444.15122.9170.646137.917520.258064516152.0355555556
341067.6511.95212.9830.46227.983341087.4139.7166.250.772181.25536.516129032360.4116666667
351106.80313.4218.250.66233.25351006.54439.1150.8170.744165.817552.774193548455.9191111111
361060.69317.45206.90.623221.9361038.48338.35122.8170.666137.817569.032258064557.6935
371124.63123.35223.0170.591238.017371092.5136.251590.565174585.290322580660.695
381086.90819.4215.20.608230.2381015.64551.55157.9670.756172.967601.548387096856.4247222222
391037.5333.05212.950.627227.95391040.14444.8136.850.488151.85617.806451612957.7857777778
401059.42933.6219.1670.543234.167401031.63736.1163.80.763178.8634.06451612957.3131666667
411064.03519.95214.70.254229.741932.87844.55159.750.678174.75650.322580645251.8265555556
421114.9133.6218.30.353233.3421001.46841.8181.20.555196.2666.580645161355.6371111111
431123.08722.25216.7830.375231.783431051.76541.21760.671191682.838709677458.4313888889
441184.51628.95216.4330.705231.433441022.78940.6146.6170.716161.617699.096774193556.8216111111
451224.93614.45214.6330.62229.633451102.75846.15154.9170.596169.917715.354838709761.2643333333
461321.14121.6212.4330.695227.433461183.7843.45170.0670.789185.067731.612903225865.7655555556
471359.28327.6212.8670.733227.867471191.81856.8156.5170.612171.517747.870967741966.2121111111
481479.28232.95214.9670.678229.967481319.72543.91730.534188764.129032258173.3180555556
491622.52325.35210.3670.802225.367491366.6551.5165.0830.699180.083780.387096774275.925
501718.00119.852140.558229501462.43949.65162.8670.554177.867796.645161290381.2466111111
511781.30221209.1330.445224.133511527.52141.05163.050.609178.05812.903225806584.8622777778
521866.14226.3213.9330.484228.933521696.29746.95168.950.545183.95829.161290322694.2387222222
531979.17528.7220.10.443235.1531773.93246.25171.5170.378186.517845.419354838798.5517777778
541966.47735.85219.5670.404234.567541837.21236.65170.7830.348185.783861.6774193548102.0673333333
551989.87446.95219.4670.303234.467551983.6233.75213.050.299228.05877.935483871110.2011111111
562016.32355.05211.0170.295226.017561869.12948.65213.4170.296228.417894.1935483871103.8405
572006.13450.25225.1170.288240.117572017.17948.7199.5330.281214.533910.4516129032112.0655
582024.80553.75229.0830.273244.083581942.63151.4212.150.267227.15926.7096774194107.9239444444
591943.71952.75231.250.275246.25591969.57243.45218.9830.264233.983942.9677419355109.4206666667
601923.12143.852240.305239601973.22944208.6170.279223.617959.2258064516109.6238333333
611892.60145.6224.1670.304239.167611892.44745.25211.9830.255226.983975.4838709677105.1359444444
621842.22347.1239.5170.359254.517621846.63945.7211.5330.28226.533991.7419354839102.5910555556
631772.85542.2237.4830.393252.483631842.30545.35215.050.282230.051008102.3502777778
641833.78846.05235.8330.415250.833641738.97848.15210.950.299225.951024.258064516196.6098888889
651850.37247.9230.5830.376245.583651724.60845.75208.050.313223.051040.516129032395.8115555556
661830.46742.3233.7670.402248.767661797.93439.25208.1830.328223.1831056.774193548499.8852222222
671827.37543.4236.050.452251.05671787.3245.85197.2170.335212.2171073.032258064599.2955555556
681880.78441.5233.3170.444248.317681770.1642.25200.20.348215.21089.290322580698.3422222222
691959.34143.95233.1830.378248.183691740.30844.05209.0170.377224.0171105.548387096896.6837777778
701878.79450.3222.8330.319237.833701835.86944.55206.90.305221.91121.8064516129101.9927222222
711903.90242.85225.20.376240.2711883.03349.5206.7830.309221.7831138.064516129104.6129444444
721829.10950.3225.550.429240.55721772.66345.6209.8830.325224.8831154.322580645298.4812777778
731811.7643.25222.4170.497237.417731810.27838.65202.0170.351217.0171170.5806451613100.571
741771.1248.85229.7830.385244.783741721.95337.6211.4670.336226.4671186.838709677495.6640555556
751756.86350.05234.50.457249.5751721.9150.5212.0670.42227.0671203.096774193695.6616666667
761781.97345.75227.3670.424242.367761688.36137.65196.60.379211.61219.354838709793.7978333333
771726.9947.5227.90.462242.9771710.32342.51940.4412091235.612903225895.0179444444
781652.9542.45218.9170.48233.917781684.64151.25196.10.347211.11251.870967741993.5911666667
791498.40645.2231.5830.451246.583791615.32745.85207.9830.422222.9831268.129032258189.7403888889
801512.6244.75231.750.568246.75801534.81832.5200.4170.42215.4171284.387096774285.2676666667
811431.23442.65226.950.667241.95811429.26844.6206.0670.365221.0671300.645161290379.4037777778
821338.41642.1223.70.631238.7821381.21150.25202.9170.328217.9171316.903225806476.7339444444
831310.18748.2198.950.656213.95831308.60545.6209.1330.325224.1331333.161290322672.7002777778
841188.29249.95206.5670.6221.567841270.28842.1203.70.482218.71349.419354838770.5715555556
851235.24746.05212.350.695227.35851162.12353.8161.30.555176.31365.677419354876.7339444444
861431.23445.15226.950.667241.95861534.81838.15200.4170.42215.4171381.93548387172.7002777778
871338.41645.3223.70.631238.7871429.26847.3206.0670.365221.0671398.193548387170.5715555556
881310.18742.55198.950.656213.95881381.21144.35202.9170.328217.9171414.451612903276.7339444444
891188.29252.5206.5670.6221.567891308.60535.3209.1330.325224.1331430.709677419472.7002777778
901235.24750.2212.350.695227.35901270.28841.15203.70.482218.71446.967741935570.5715555556
911134.847.75211.150.744226.15911162.12340.85161.30.555176.31463.225806451664.5623888889
921078.58862.1191.750.425206.75921084.48745.4128.9830.585143.9831479.483870967760.2492777778
931133.17448.05191.950.522206.9593969.96437.998.8330.814113.8331495.741935483953.8868888889
941119.5250.55191.3670.632206.367941030.4847.1598.60.979113.6151257.2488888889
951071.73146.25196.70.692211.7951072.10641.15104.5330.75119.5331528.258064516159.5614444444
961089.96735.4215.8330.609230.833961067.66844125.7330.728140.7331544.516129032359.3148888889
971088.9833.65219.3670.51234.36797980.34838.9140.6170.995155.6171560.774193548454.4637777778
981125.54736.052120.61522798999.05547.7160.50.949175.51577.032258064555.5030555556
991089.56721.952150.571230991018.44342.5158.3170.797173.3171593.290322580656.5801666667
1001021.44928209.550.496224.551001005.45956.6156.951.134171.951609.548387096855.8588333333
1011033.1126.35217.4830.478232.4831011037.34552175.0831.089190.0831625.806451612957.6302777778
1021028.76923.3215.2830.317230.283102904.84351.4173.40.948188.41642.06451612950.2690555556
103987.18915209.6330.3224.633103925.36250.75158.51.015173.51658.322580645251.409
104938.68912.71960.254211104970.76546.65163.6170.933178.6171674.580645161353.9313888889
105931.56322.45213.4830.449228.483105852.9358.45158.0831.169173.0831690.838709677447.385
106909.94520.8217.9830.416232.983106855.49354.5157.4831.09172.4831707.096774193647.5273888889
107870.58420.75215.30.415230.3107818.87449.45150.850.989165.851723.354838709745.493
108814.74111.2215.4170.224230.417108807.57554.95167.351.099182.351739.612903225844.8652777778
109817.43211.15213.7330.223228.733109787.482491450.981601755.870967741943.749
110780.19410.25207.40.205222.4110722.25954.85123.6171.097138.6171772.129032258140.1255
111753.81914.05213.5330.281228.533111755.45348.61650.9721801788.387096774241.9696111111
112795.33913.6207.350.272222.35112678.34451.45137.7831.029152.7831804.645161290337.6857777778
113758.56210.6209.1330.212224.133113704.88852.3115.351.046130.351820.903225806439.1604444444
114779.81115.95213.3670.319228.367114713.90649.8111.7670.996126.7671837.161290322639.6614444444
115848.38616.05212.10.321227.1115691.59252.05114.8331.041129.8331853.419354838738.4217777778
116824.0477.25203.80.145218.8116706.12356.45114.3171.129129.3171869.677419354839.2290555556
117849.90711.95210.6670.239225.667117739.77447.35113.0670.947128.0671885.93548387141.0985555556
118893.6313.42070.268222118771.68346.4114.550.928129.551902.193548387142.8712777778
119936.95517.45208.550.349223.55119763.27251.75113.7171.035128.7171918.451612903242.404
1201025.70823.35207.80.467222.8120811.26954.4116.1831.088131.1831934.709677419445.0705
1211013.3319.4211.30.388226.3121855.38149.6123.4170.992138.4171950.967741935547.5211666667
1221057.60233.05209.7670.661224.767122928.14351115.61.02130.61967.225806451651.5635
1231026.1433.6208.1330.672223.133123960.86947.75109.80.955124.81983.483870967753.3816111111
1241075.2419.95209.1170.399224.117124935.77857.85116.81.157131.81999.741935483951.9876666667
1251079.74833.6213.3330.672228.333125942.22949.7122.3330.994137.333201652.3460555556
1261061.80722.25215.40.445230.41261059.47552.65131.4171.053146.4172032.258064516158.8597222222
1271087.01628.95213.850.579228.85127981.64249.8161.2170.996176.2172048.516129032354.5356666667
1281092.00414.45209.9670.289224.9671281014.76839.35152.6830.787167.6832064.774193548456.376
1291075.46121.6216.650.432231.651291007.7953.55132.851.071147.852081.032258064555.9883333333
1301072.64527.6212.1830.552227.1831301015.53538.251700.7651852097.290322580656.4186111111
1311058.69832.95208.1330.659223.133131996.79249157.650.98172.652113.548387096855.3773333333
1321093.21325.35205.8170.507220.8171321032.06249.1151.8670.982166.8672129.806451612957.3367777778
1331057.75219.85209.050.397224.05133954.21250.55145.651.011160.652146.06451612953.0117777778
1341023.65321216.2330.42231.2331341010.24345.21210.9041362162.322580645256.1246111111
1351105.44326.3213.250.526228.251351005.91353.85121.9171.077136.9172178.580645161355.8840555556
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