SPEC Cloud IaaS 2018 Benchmark
Copyright © 2018 Standard Performance Evaluation Corporation
Cloud Vendor: Inspur
Cloud Type / SUT Type: private/whitebox
Hardware Platform: Inspur
Hypervisor: KVM
Cloud Infrastructure: InCloudOS V6
Replicated Application Instances: 39 copies
        Performance Score: 48.7
        Relative Scalability: 91.2%
        Mean Instance Provisioning Time: 31s
Tested by: Inspur SPEC Licence Number : 3358 Test Date : Nov 10, 2022
Performance Sections
Performance Summary
Performance Details
Validation, Errors, and Issues
Glossary of Terms
SUT Configuration Sections
Instance Configuration
Cloud Configuration
Network Configuration
Storage Configuration
Scale-out Phase Date/Time and Test Region
Scale-out Start Time: 2022-11-10_05:37:23_UTC
Scale-out End Time: 2022-11-10_08:28:47_UTC
Test Region: CN Central Standard Time
Cloud Informational Metrics
AI Provisioning Success: 89.13%
AI Run Success: 100.00
Total Instances: 251
Reference ID: test21

Performance Summary

Baseline Summary Results for YCSB
Throughput (ops/s) Insert Latency 99% (ms) Read Latency 99% (ms) AI Provisioning Time (s)
Average 29380.1 3.680 4.871 133.6

Baseline Summary Results for KMeans
Completion Time (s) AI Provisioning Time (s)
Average 128.88 112.0

Scale-out Summary Results for YCSB for 17 Valid AIs
Av. Throughput (ops/s) Av. Insert Latency 99% (ms) Av. Read Latency 99% (ms) Av. Provisioning Time (s) Performance Score Relative Scalability (%)
35531.1 5.074 6.160 182.2 18.06 84.25

Scale-out Summary Results for KMeans for 22 Valid AIs
Av. Completion Time (s) Av. Provisioning Time (s) Performance Score Relative Scalability (%)
106.7 121.2 30.65 98.10

YCSB Summary Results by AI
AI name Run count Run codes Av. Throughput (ops/s) Av. Insert Latency 99% (ms) Av. Read Latency 99% (ms) AI. Provisioning time (s) AI. Prov. Initiated from Scale-out Start (s)
ai_1 49 0 38000.7 6.264 6.145 116.0 3.0
ai_4 83 0 69490.9 1.281 1.731 109.0 383.0
ai_6 29 0 27055.1 6.249 6.927 123.0 902.0
ai_8 69 0 65215.5 1.394 1.871 106.0 1366.0
ai_11 0 5 0.0 0.000 0.000 0.0 1933.0
ai_13 0 5 0.0 0.000 0.000 0.0 2480.0
ai_14 26 0 29209.6 2.888 4.768 123.0 2918.0
ai_16 17 0 20823.4 7.733 8.884 134.0 3289.0
ai_18 17 0 21675.4 7.634 8.522 140.0 3730.0
ai_20 12 0 17422.7 8.348 9.721 358.0 4233.0
ai_22 40 0 58381.1 1.695 2.401 112.0 4574.0
ai_24 9 0 14509.8 10.166 11.581 148.0 5138.0
ai_27 12 0 21365.8 5.051 7.094 148.0 5674.0
ai_29 0 5 0.0 0.000 0.000 0.0 6131.0
ai_31 0 5 0.0 0.000 0.000 0.0 6483.0
ai_32 9 0 20778.7 4.037 5.843 364.0 6795.0
ai_35 20 0 57123.5 1.905 2.625 119.0 7334.0
ai_37 4 0 14838.2 10.267 11.131 372.0 7682.0
ai_39 3 0 15903.8 7.847 10.063 373.0 8209.0
ai_41 13 0 64598.5 1.270 2.087 120.0 8513.0
ai_43 6 0 47636.6 2.232 3.319 133.0 9096.0
ai_44 0 2 0.0 0.000 0.000 395.0 9507.0
ai_46 0 4 0.0 0.000 0.000 0.0 10069.0

KMeans Summary Results by AI
AI name Run count Run code Av. Completion Time (s) Av. Provisioning time (s) AI. Prov. Initiated from Scale-out Start (s)
ai_2 93 0 80.47 86.0 9.0
ai_3 53 0 133.62 105.0 360.0
ai_5 38 0 186.92 109.0 707.0
ai_7 37 0 179.95 114.0 1200.0
ai_9 76 0 84.78 80.0 1508.0
ai_10 57 0 109.00 100.0 1882.0
ai_12 50 0 118.46 99.0 2471.0
ai_15 60 0 88.37 87.0 2998.0
ai_17 55 0 91.40 89.0 3365.0
ai_19 49 0 94.96 87.0 3851.0
ai_21 48 0 90.69 135.0 4309.0
ai_23 34 0 108.94 175.0 4665.0
ai_25 44 0 84.27 94.0 5152.0
ai_26 35 0 100.40 95.0 5605.0
ai_28 0 3 0 0.0 5983.0
ai_30 5 0 304.60 276.0 6374.0
ai_33 20 0 124.80 131.0 6798.0
ai_34 22 0 99.73 100.0 7127.0
ai_36 21 0 94.43 152.0 7451.0
ai_38 16 0 95.50 107.0 7992.0
ai_40 16 0 80.00 91.0 8469.0
ai_42 3 0 275.33 257.0 8968.0
ai_45 6 0 76.33 98.0 9567.0
ai_47 0 2 0 105.0 10073.0


Validation, Errors, and Issues

Glossary of "Run code":


Instance Configuration

Instance Configuration Hadoop Master
Parameter Value
instance_type_name medium
cpu 4
memory 4GB
disk_size 40GB
disk_backed block storage
image_name hadoop_kmeans
Notes None

Instance Configuration Hadoop Slave
Parameter Value
instance_type_name medium
cpu 4
memory 4GB
disk_size 40GB
disk_backed block storage
image_name hadoop_kmeans
Notes None

Instance Configuration YCSB
Parameter Value
instance_type_name medium
cpu 4
memory 4GB
disk_size 40GB
disk_backed block storage
image_name cassandra_ycsb
Notes None

Instance Configuration Cassandra
Parameter Value
instance_type_name medium
cpu 4
memory 4GB
disk_size 40GB
disk_backed block storage
image_name cassandra_ycsb
Notes None


Cloud Configuration

Cloud High Level Information and Availability
Parameter Value
Name IncloudOpenStack
Type private
Sut_Type whitebox
Virtualized KVM
Manager_Protocol InCloudOS
Manager_Version V6
Hardware_Availability May-2022
Software/Service_Availability May-2022
Geographic_Distribution 1
Notes Cloud management deputy nodes reside at all data centers SUT exists in 3 different buildings within same campus Campus network backbone is infinet10000.

Cloud Under Test Software Levels
Parameter Value
Python_version 2.7.9
JVM_version 1.8.0_45
Hadoop_version 2.5.7
Cassandra_version 2.1.20
Notes All software compiled locally from git source archives Compiler options - debug, 128bits, optimized Internal database set to emulate Cassandra API.

Benchmark Harness Node
Parameter Value
Vendor Inspur
Platform CS5280H
CPU_Description Hygon C86 7285 32-core Processor
CPU_Frequency_MHz 2000
RAM_Memory 256 GB, ECC, DDR4, 2933MHz RDIMM
Local_Storage 2 x 900GB SATA SSD, RAID 1
Quantity 1
Availability_Date May-2022
OS_Version Ubuntu 16.04.2 LTS
OS_Availability_Date Nov-2019
Network_Adapter_1 Intel Corporation I350 Gigabit Network Connection
Network_Adapter_2 Intel Corporation 82599ES 10-Gigabit SFI/SFP+ Network Connection
Network_port_type_1 1000BASE-T
Network_port_type_2 10GBASE-SR
Network_speed_port_1 1 Gb/s
Network_speed_port_2 10 Gb/s
Notes the control machine is KVM virtual machine

Cloud Manager Node
Parameter Value
Hw_Vendor Inspur
Hw_Platform CS5280H
CPU_Type Hygon C86 7285 32-core Processor
CPU_Count 2
CPU_Cores_Per 32
CPU_Frequency_MHz 2000
RAM_Memory_GB 256
RAM_Memory_Type 32GB ECC DDR4 2933 MHz
Hw_Availability_Date May-2022
Local_Storage 2 x 900GB SATA SSD RAID1,10 x 1.636TB SAS HDD RAID5
Quantity 1
Virtualized KVM
Network_Adapter_1 Intel Corporation I350 Gigabit Network Connection
Network_Adapter_2 Intel Corporation 82599ES 10-Gigabit SFI/SFP+ Network Connection
Network_port_type_1 1000BASE-T
Network_port_type_2 10GBASE-SR
Network_speed_port_1 1 Gb/s
Network_speed_port_2 10 Gb/s
OS_Version Inspur KOS
OS_Availability_Date May-2022
Notes None

Cloud Computes Nodes
Parameter Value
type 1_Compute_nodes 7
type 1_Hw_Vendor Inspur(NF5280M6)
type 1_Hw_Platform Intel(R) Xeon(R) Gold 5218 CPU @ 2.30GHz
type 1_Quantity 7
type 1_CPU_Type x86
type 1_CPU_Count 2
type 1_CPU_Cores_Per 32
type 1_CPU_Frequency_MHz 2600
type 1_RAM_Memory_GB 512GB
type 1_Primary_Cache_KB 32 KB I + 48 KB D per core, on chip
type 1_Secondary_Cache_KB 1.25 MB I+D per core, on chip
type 1_RAM_Memory_Type 32GB ECC DDR4 3200 MHz
type 1_Hw_Availability_Date May-2021
type 1_Local_Storage 2 x 480GB SATA SSD RAID1,1 x 3TB Nvme
type 1_Virtualized KVM
type 1_Network_Adapter_1 Intel Corporation I350 Gigabit Network Connection
type 1_Network_Adapter_2 Intel Corporation 82599ES 10-Gigabit SFI/SFP+ Network Connection
type 1_Network_port_type_1 1000BASE-T
type 1_Network_port_type_2 10GBASE-SR
type 1_Network_speed_port_1 1 Gb/s
type 1_Network_speed_port_2 10 Gb/s
type 1_OS_Version Inspur KOS
type 1_OS_Availability_Date May-2022
type 1_Notes None
type 2_Compute_nodes 1
type 2_Hw_Vendor Inspur(CS5280H)
type 2_Hw_Platform Hygon C86 7285 32-core Processor
type 2_Quantity 1
type 2_CPU_Type x86
type 2_CPU_Count 2
type 2_CPU_Cores_Per 32
type 2_CPU_Frequency_MHz 2000
type 2_RAM_Memory_GB 256GB
type 2_RAM_Memory_Type 32GB ECC DDR4 2933 MHz
type 2_Hw_Availability_Date May-2022
type 2_Local_Storage 2 x 900GB SATA SSD RAID1,10 x 1.636TB SAS HDD RAID5
type 2_Virtualized KVM
type 2_Network_Adapter_1 Intel Corporation I350 Gigabit Network Connection
type 2_Network_Adapter_2 Intel Corporation 82599ES 10-Gigabit SFI/SFP+ Network Connection
type 2_Network_port_type_1 1000BASE-T
type 2_Network_port_type_2 10GBASE-SR
type 2_Network_speed_port_1 1 Gb/s
type 2_Network_speed_port_2 10 Gb/s
type 2_OS_Version Inspur KOS
type 2_OS_Availability_Date May-2022
type 2_Notes None
type 3_Compute_nodes 1
type 3_Hw_Vendor Inspur(CS5260F)
type 3_Hw_Platform PHYTIUM FT S2500
type 3_Quantity 1
type 3_CPU_Type Arm
type 3_CPU_Count 1
type 3_CPU_Cores_Per 64
type 3_CPU_Frequency_MHz 2000
type 3_RAM_Memory_GB 256GB
type 3_RAM_Memory_Type 16GB ECC DDR4 3200 MHz
type 3_Hw_Availability_Date Jul-2020
type 3_Local_Storage 1 x 480GB SATA SSD,4 x 2TB SATA HDD RAID0
type 3_Virtualized KVM
type 3_Network_Adapter_1 WangXun(R) WX1860-LC Gigabit Ethernet Controller
type 3_Network_Adapter_2 Intel Corporation 82599ES 10-Gigabit SFI/SFP+ Network Connection
type 3_Network_port_type_1 1000BASE-T
type 3_Network_port_type_2 1000BASE-T
type 3_Network_speed_port_1 1 Gb/s
type 3_Network_speed_port_2 1 Gb/s
type 3_OS_Version Inspur KOS
type 3_OS_Availability_Date May-2022
type 3_Notes None

Cloud Network Information

Cloud Network Information
Parameter Value
network 1_Technology ethernet
network 1_Protocol TCP/IP
network 1_Protocol_version IPV4
network 1_Speed_Mbps 10000
network 1_Function data
network 1_Notes None
network 2_Technology ethernet
network 2_Protocol TCP/IP
network 2_Protocol_version IPV4
network 2_Speed_Mbps 1000
network 2_Function management
network 2_Notes None

Cloud Schematic


Storage Configuration

Cloud Storage
Parameter Value
Storage 1_Attach_Type local
Storage 1_Capacity 25.9 TB + 22.7 TB
Storage 1_Technology SSD,HDD
Storage 1_Notes None



Performance Details

YCSB Detailed Results for Application Instance Runs
AI name Run id Throughput (ops/s) Insert Latency 99% (ms) Read Latency 99% (ms) Data gen time (s) AI Run Errors NTP Error
ai_1 1 44618.0 4.779 4.743 48.00 0 0
2 44777.3 4.867 4.767 47.00 0 0
3 44489.4 4.387 3.999 46.00 0 0
4 46338.7 4.311 3.901 47.00 0 0
5 45420.5 4.751 3.903 47.00 0 0
6 44018.0 4.691 4.227 49.00 0 0
7 43482.5 5.243 4.719 49.00 0 0
8 44115.5 5.011 4.487 47.00 0 0
9 45923.7 4.851 4.279 49.00 0 0
10 45037.4 4.595 4.135 46.00 0 0
11 46139.3 4.671 4.055 45.00 0 0
12 44800.4 4.883 4.299 48.00 0 0
13 45551.3 4.763 4.081 50.00 0 0
14 46725.7 4.611 4.003 47.00 0 0
15 49682.0 3.787 3.547 48.00 0 0
16 46041.0 4.991 4.211 49.00 0 0
17 44990.3 4.547 4.135 48.00 0 0
18 45365.4 4.795 4.061 54.00 0 0
19 44035.4 5.535 4.351 48.00 0 0
20 44348.8 4.803 4.427 50.00 0 0
21 44397.1 4.471 4.049 51.00 0 0
22 40243.9 5.051 4.839 49.00 0 0
23 41821.8 5.139 4.883 48.00 0 0
24 41502.8 5.379 4.815 54.00 0 0
25 40211.9 5.859 5.239 55.00 0 0
26 38332.5 5.595 5.299 55.00 0 0
27 40105.9 5.567 4.819 53.00 0 0
28 37402.8 6.443 5.883 54.00 0 0
29 36784.3 6.635 6.291 57.00 0 0
30 36482.0 6.635 6.091 61.00 0 0
31 36098.8 6.699 6.615 60.00 0 0
32 33540.2 7.711 7.647 62.00 0 0
33 33527.5 7.347 7.735 63.00 0 0
34 32372.2 7.539 8.031 57.00 0 0
35 33308.9 7.255 8.015 71.00 0 0
36 31183.5 8.223 8.743 58.00 0 0
37 33894.9 6.819 7.199 68.00 0 0
38 28373.8 8.719 9.343 72.00 0 0
39 32455.4 7.999 8.071 77.00 0 0
40 29226.1 8.223 9.007 79.00 0 0
41 32982.9 6.495 7.179 72.00 0 0
42 26724.9 9.327 9.511 77.00 0 0
43 30084.2 8.359 8.415 84.00 0 0
44 25627.9 9.079 9.711 93.00 0 0
45 24780.2 8.815 9.487 88.00 0 0
46 28709.6 7.815 8.423 108.00 0 0
47 22522.4 9.079 9.943 92.00 0 0
48 23642.9 9.055 9.919 83.00 0 0
49 19792.6 10.751 11.567 81.00 0 0
AI name Run id Throughput (ops/s) Insert Latency 99% (ms) Read Latency 99% (ms) Data gen time (s) AI Run Errors NTP Error
ai_4 1 75099.0 1.040 1.736 37.00 0 0
2 79810.1 0.954 1.388 35.00 0 0
3 76410.2 0.938 1.390 36.00 0 0
4 78948.4 0.992 1.392 37.00 0 0
5 80229.5 0.918 1.283 36.00 0 0
6 76905.3 1.051 1.364 36.00 0 0
7 77965.1 0.976 1.340 36.00 0 0
8 78218.2 0.959 1.259 37.00 0 0
9 74384.0 1.076 1.388 37.00 0 0
10 78574.7 0.964 1.306 37.00 0 0
11 76522.8 0.987 1.360 35.00 0 0
12 76070.2 1.019 1.385 35.00 0 0
13 81098.1 0.893 1.279 37.00 0 0
14 80677.7 0.979 1.274 36.00 0 0
15 78132.6 1.025 1.360 36.00 0 0
16 85186.1 0.923 1.111 33.00 0 0
17 79236.2 1.062 1.316 37.00 0 0
18 80166.7 0.905 1.240 36.00 0 0
19 78190.7 0.964 1.298 35.00 0 0
20 78696.8 0.942 1.259 36.00 0 0
21 77824.0 1.057 1.470 36.00 0 0
22 77864.9 0.930 1.302 36.00 0 0
23 74433.8 1.038 1.407 36.00 0 0
24 75275.7 1.072 1.423 36.00 0 0
25 77653.3 1.012 1.370 36.00 0 0
26 79139.0 1.032 1.409 37.00 0 0
27 75535.8 1.027 1.373 37.00 0 0
28 72562.4 1.109 1.514 36.00 0 0
29 78968.7 1.040 1.348 37.00 0 0
30 75284.2 1.106 1.505 37.00 0 0
31 76109.3 1.012 1.356 37.00 0 0
32 76312.6 1.099 1.415 37.00 0 0
33 71803.0 1.155 1.546 36.00 0 0
34 74819.5 1.042 1.390 36.00 0 0
35 75744.7 1.031 1.346 37.00 0 0
36 73018.0 1.138 1.470 37.00 0 0
37 72161.8 1.097 1.429 38.00 0 0
38 71748.9 1.103 1.521 36.00 0 0
39 71624.3 1.126 1.449 37.00 0 0
40 75077.9 0.997 1.405 39.00 0 0
41 68666.0 1.250 1.630 40.00 0 0
42 65789.5 1.279 1.760 40.00 0 0
43 67455.9 1.229 1.689 39.00 0 0
44 63829.4 1.350 1.796 41.00 0 0
45 69304.9 1.165 1.582 37.00 0 0
46 66171.5 1.396 1.844 41.00 0 0
47 64957.2 1.290 1.724 40.00 0 0
48 68123.4 1.235 1.669 38.00 0 0
49 68694.3 1.202 1.662 41.00 0 0
50 71999.4 1.396 1.630 43.00 0 0
51 70198.8 1.288 1.694 43.00 0 0
52 63409.5 1.434 1.852 43.00 0 0
53 67233.7 1.351 1.785 41.00 0 0
54 66898.6 1.379 1.778 40.00 0 0
55 66670.0 1.312 1.827 41.00 0 0
56 69531.4 1.193 1.588 42.00 0 0
57 71973.5 1.174 1.502 42.00 0 0
58 67954.4 1.262 1.704 46.00 0 0
59 65739.7 1.474 1.808 42.00 0 0
60 67689.9 1.288 1.732 42.00 0 0
61 68118.7 1.356 1.745 40.00 0 0
62 61996.3 1.497 1.933 50.00 0 0
63 64031.8 1.338 1.789 45.00 0 0
64 56209.8 1.936 2.405 46.00 0 0
65 62649.8 1.582 2.099 45.00 0 0
66 58713.0 1.574 2.199 46.00 0 0
67 66949.0 1.347 1.788 43.00 0 0
68 55292.9 1.866 2.561 45.00 0 0
69 56175.0 1.855 2.451 50.00 0 0
70 60471.4 1.510 2.195 44.00 0 0
71 63879.4 1.540 1.978 48.00 0 0
72 62118.6 1.488 1.977 48.00 0 0
73 60239.1 1.504 2.041 47.00 0 0
74 67255.1 1.208 1.700 51.00 0 0
75 64015.4 1.457 1.905 41.00 0 0
76 56854.5 1.708 2.467 49.00 0 0
77 52917.8 1.877 2.689 47.00 0 0
78 50889.9 2.143 3.193 47.00 0 0
79 48606.2 2.457 3.263 48.00 0 0
80 51778.6 2.153 2.937 52.00 0 0
81 51368.3 1.938 2.859 55.00 0 0
82 51809.4 2.271 3.077 49.00 0 0
83 49627.2 2.019 3.005 55.00 0 0
AI name Run id Throughput (ops/s) Insert Latency 99% (ms) Read Latency 99% (ms) Data gen time (s) AI Run Errors NTP Error
ai_6 1 33702.4 3.743 5.011 88.00 0 0
2 34720.1 4.463 4.891 90.00 0 0
3 31783.6 4.103 5.095 79.00 0 0
4 35024.7 3.843 4.687 86.00 0 0
5 34709.9 3.755 4.819 84.00 0 0
6 41817.8 4.053 4.067 92.00 0 0
7 38656.3 3.531 3.895 78.00 0 0
8 40125.2 4.563 4.119 92.00 0 0
9 39174.6 3.487 3.615 54.00 0 0
10 35815.7 3.861 4.275 88.00 0 0
11 30387.3 4.195 5.127 88.00 0 0
12 32680.0 5.063 5.107 52.00 0 0
13 31465.8 5.895 5.259 53.00 0 0
14 27804.6 4.727 5.635 55.00 0 0
15 27306.7 6.023 6.227 108.00 0 0
16 25980.6 5.559 6.171 55.00 0 0
17 25740.5 6.579 6.515 59.00 0 0
18 24574.9 6.227 6.879 60.00 0 0
19 22738.3 7.075 7.859 64.00 0 0
20 21507.1 7.079 8.447 143.00 0 0
21 19058.7 8.199 9.383 180.00 0 0
22 20203.2 7.991 9.311 164.00 0 0
23 19337.8 8.735 9.959 136.00 0 0
24 16808.3 9.087 9.735 157.00 0 0
25 17041.0 8.783 9.727 164.00 0 0
26 15686.0 9.471 10.583 173.00 0 0
27 13888.0 9.767 11.023 107.00 0 0
28 12718.7 11.495 12.447 202.00 0 0
29 14141.1 9.879 11.015 105.00 0 0
AI name Run id Throughput (ops/s) Insert Latency 99% (ms) Read Latency 99% (ms) Data gen time (s) AI Run Errors NTP Error
ai_8 1 70128.7 1.126 1.925 40.00 0 0
2 70427.5 1.105 1.607 36.00 0 0
3 75495.9 0.965 1.542 36.00 0 0
4 76107.8 1.016 1.435 37.00 0 0
5 74944.3 1.055 1.454 38.00 0 0
6 74909.2 1.082 1.462 36.00 0 0
7 75372.1 1.013 1.439 38.00 0 0
8 71398.0 1.162 1.521 36.00 0 0
9 76524.3 0.987 1.336 37.00 0 0
10 76350.4 1.060 1.397 36.00 0 0
11 73956.3 0.995 1.416 38.00 0 0
12 77053.5 0.914 1.353 38.00 0 0
13 71007.6 1.086 1.574 37.00 0 0
14 74443.5 1.069 1.461 38.00 0 0
15 75647.3 0.985 1.374 36.00 0 0
16 77969.7 1.000 1.323 37.00 0 0
17 72254.3 1.037 1.478 36.00 0 0
18 74578.2 1.099 1.444 36.00 0 0
19 77393.4 1.041 1.367 37.00 0 0
20 72599.2 1.078 1.455 38.00 0 0
21 74993.4 1.061 1.402 38.00 0 0
22 74393.7 1.352 1.538 38.00 0 0
23 72624.3 1.196 1.534 38.00 0 0
24 74175.7 1.214 1.493 37.00 0 0
25 73658.0 0.987 1.457 38.00 0 0
26 73813.0 1.117 1.425 39.00 0 0
27 70023.1 1.206 1.593 37.00 0 0
28 75478.8 1.040 1.369 38.00 0 0
29 73064.7 1.143 1.480 41.00 0 0
30 71418.4 1.155 1.532 40.00 0 0
31 66377.9 1.403 1.754 47.00 0 0
32 68394.8 1.397 1.783 47.00 0 0
33 67134.4 1.418 1.804 44.00 0 0
34 65603.9 1.290 1.666 48.00 0 0
35 64879.2 1.393 1.730 42.00 0 0
36 72039.6 1.172 1.512 45.00 0 0
37 67968.3 1.422 1.741 47.00 0 0
38 66266.9 1.504 1.819 47.00 0 0
39 67402.5 1.410 1.748 45.00 0 0
40 59400.1 1.606 1.993 46.00 0 0
41 62191.0 1.558 1.993 46.00 0 0
42 62403.5 1.394 1.796 44.00 0 0
43 65212.4 1.513 1.899 43.00 0 0
44 64151.9 1.488 1.860 43.00 0 0
45 63337.2 1.402 1.806 46.00 0 0
46 67781.7 1.352 1.740 46.00 0 0
47 66324.0 1.385 1.792 49.00 0 0
48 66324.0 1.518 1.852 47.00 0 0
49 63762.3 1.343 1.718 48.00 0 0
50 58876.3 1.647 2.047 50.00 0 0
51 61848.7 1.636 1.958 50.00 0 0
52 61718.9 1.512 1.888 49.00 0 0
53 59234.7 1.660 2.081 54.00 0 0
54 55922.2 1.647 2.093 54.00 0 0
55 56190.0 1.669 2.119 50.00 0 0
56 45135.5 2.111 2.877 50.00 0 0
57 47167.0 1.946 2.755 52.00 0 0
58 53493.8 1.669 2.353 49.00 0 0
59 55437.0 1.681 2.169 58.00 0 0
60 56348.3 1.622 2.151 54.00 0 0
61 45200.8 2.179 2.975 54.00 0 0
62 54959.4 1.777 2.281 46.00 0 0
63 48735.3 1.693 2.515 50.00 0 0
64 45430.3 2.042 2.907 48.00 0 0
65 42272.6 2.349 3.735 52.00 0 0
66 41264.3 2.219 3.671 55.00 0 0
67 46955.5 1.935 2.727 66.00 0 0
68 46909.8 1.950 2.833 62.00 0 0
69 47609.4 1.938 2.787 66.00 0 0
AI name Run id Throughput (ops/s) Insert Latency 99% (ms) Read Latency 99% (ms) Data gen time (s) AI Run Errors NTP Error
ai_14 1 34322.7 2.445 4.571 95.00 0 0
2 33235.8 2.627 4.223 37.00 0 0
3 36820.9 1.844 3.765 99.00 0 0
4 35833.9 2.143 4.045 38.00 0 0
5 32259.6 2.639 4.427 87.00 0 0
6 31089.0 2.723 4.315 89.00 0 0
7 35636.3 1.976 3.903 91.00 0 0
8 35289.6 2.079 4.227 39.00 0 0
9 28460.8 3.353 4.563 100.00 0 0
10 35598.0 1.812 3.427 95.00 0 0
11 32877.4 1.773 4.331 93.00 0 0
12 29268.9 2.405 4.687 102.00 0 0
13 28877.3 2.437 4.339 102.00 0 0
14 30429.4 2.591 4.635 141.00 0 0
15 29975.1 2.167 4.127 123.00 0 0
16 28529.0 2.719 4.235 111.00 0 0
17 30418.7 2.255 4.395 113.00 0 0
18 28833.4 2.079 4.659 44.00 0 0
19 30420.8 2.859 4.775 131.00 0 0
20 26704.1 2.935 4.815 122.00 0 0
21 26071.5 3.333 5.463 45.00 0 0
22 21414.0 4.823 6.359 153.00 0 0
23 21825.8 3.413 5.419 164.00 0 0
24 17756.8 6.211 7.547 166.00 0 0
25 18894.5 4.371 6.035 151.00 0 0
26 18605.0 5.083 6.675 207.00 0 0
AI name Run id Throughput (ops/s) Insert Latency 99% (ms) Read Latency 99% (ms) Data gen time (s) AI Run Errors NTP Error
ai_16 1 28022.4 5.263 5.911 103.00 0 0
2 28123.5 5.031 5.715 107.00 0 0
3 29245.3 5.175 5.563 105.00 0 0
4 27141.3 4.991 5.935 60.00 0 0
5 25162.3 5.647 6.535 120.00 0 0
6 21313.1 5.867 7.015 115.00 0 0
7 23064.3 6.547 8.055 113.00 0 0
8 21924.1 6.763 8.439 156.00 0 0
9 19339.6 7.895 9.503 169.00 0 0
10 20726.7 7.823 9.511 173.00 0 0
11 18757.3 8.479 9.775 170.00 0 0
12 17523.0 9.383 10.975 193.00 0 0
13 16817.9 9.215 10.495 185.00 0 0
14 15478.0 10.175 11.207 195.00 0 0
15 14181.3 10.639 11.727 125.00 0 0
16 14324.4 11.095 12.207 235.00 0 0
17 12854.0 11.479 12.463 234.00 0 0
AI name Run id Throughput (ops/s) Insert Latency 99% (ms) Read Latency 99% (ms) Data gen time (s) AI Run Errors NTP Error
ai_18 1 26706.7 5.279 6.159 110.00 0 0
2 30785.1 4.955 5.547 59.00 0 0
3 31052.5 5.071 5.323 98.00 0 0
4 26860.4 5.959 6.527 113.00 0 0
5 24261.7 6.371 7.131 62.00 0 0
6 25782.0 7.199 7.595 121.00 0 0
7 23199.0 6.651 8.199 72.00 0 0
8 20657.4 7.979 9.015 139.00 0 0
9 21877.8 7.663 8.983 120.00 0 0
10 18251.8 7.627 8.663 119.00 0 0
11 22077.1 7.615 8.671 130.00 0 0
12 20556.5 8.127 9.175 79.00 0 0
13 18324.4 8.255 9.311 148.00 0 0
14 16229.4 9.511 10.375 167.00 0 0
15 16355.4 9.551 10.407 207.00 0 0
16 13284.5 10.647 11.695 98.00 0 0
17 12220.7 11.311 12.095 212.00 0 0
AI name Run id Throughput (ops/s) Insert Latency 99% (ms) Read Latency 99% (ms) Data gen time (s) AI Run Errors NTP Error
ai_20 1 22842.1 5.895 7.415 139.00 0 0
2 22037.1 6.195 6.967 136.00 0 0
3 19163.7 7.143 8.639 159.00 0 0
4 17698.2 8.303 9.511 162.00 0 0
5 19376.5 7.831 9.599 156.00 0 0
6 18134.6 7.335 9.335 136.00 0 0
7 18000.1 7.907 9.391 151.00 0 0
8 16665.6 8.631 9.983 169.00 0 0
9 15497.7 8.503 9.967 185.00 0 0
10 14738.6 9.583 10.727 108.00 0 0
11 12059.0 11.863 12.895 224.00 0 0
12 12859.3 10.991 12.223 192.00 0 0
AI name Run id Throughput (ops/s) Insert Latency 99% (ms) Read Latency 99% (ms) Data gen time (s) AI Run Errors NTP Error
ai_22 1 62610.5 1.632 2.507 42.00 0 0
2 65770.0 1.385 2.073 45.00 0 0
3 64062.5 1.455 2.063 39.00 0 0
4 64343.9 1.462 2.053 41.00 0 0
5 66877.3 1.403 1.933 44.00 0 0
6 65087.2 1.347 1.812 43.00 0 0
7 61144.3 1.469 1.993 41.00 0 0
8 63411.5 1.545 2.089 41.00 0 0
9 63039.8 1.422 1.997 42.00 0 0
10 64512.0 1.360 1.943 43.00 0 0
11 65468.6 1.343 1.922 44.00 0 0
12 60765.3 1.407 1.965 44.00 0 0
13 69547.1 1.234 1.762 44.00 0 0
14 62540.1 1.370 1.892 48.00 0 0
15 62397.6 1.462 2.018 45.00 0 0
16 62804.2 1.409 1.918 44.00 0 0
17 62332.5 1.680 2.221 42.00 0 0
18 59843.5 1.536 2.145 45.00 0 0
19 61017.5 1.419 2.043 42.00 0 0
20 64578.6 1.386 1.947 41.00 0 0
21 53970.2 1.676 2.281 49.00 0 0
22 65711.7 1.393 1.872 46.00 0 0
23 50813.7 2.195 2.853 45.00 0 0
24 58802.8 1.665 2.287 47.00 0 0
25 55212.0 1.826 2.561 50.00 0 0
26 58957.9 1.706 2.277 47.00 0 0
27 53471.6 1.918 2.657 57.00 0 0
28 54381.8 1.894 2.873 57.00 0 0
29 58174.2 1.693 2.269 56.00 0 0
30 54890.0 1.774 2.519 52.00 0 0
31 51634.9 2.046 2.665 51.00 0 0
32 53899.6 1.726 2.425 54.00 0 0
33 57163.3 1.642 2.333 47.00 0 0
34 52308.1 1.944 2.767 52.00 0 0
35 45886.3 2.379 3.665 51.00 0 0
36 50125.9 2.143 3.431 59.00 0 0
37 42776.2 2.627 4.235 56.00 0 0
38 49364.4 2.261 3.089 65.00 0 0
39 48802.5 2.105 3.109 64.00 0 0
40 46744.3 2.465 3.581 62.00 0 0
AI name Run id Throughput (ops/s) Insert Latency 99% (ms) Read Latency 99% (ms) Data gen time (s) AI Run Errors NTP Error
ai_24 1 17007.9 7.907 9.623 162.00 0 0
2 16175.7 8.839 10.423 171.00 0 0
3 17468.2 8.631 10.119 175.00 0 0
4 17450.0 8.799 10.311 168.00 0 0
5 14372.0 9.815 11.239 197.00 0 0
6 14729.6 9.247 10.759 217.00 0 0
7 12611.0 10.639 12.007 254.00 0 0
8 11068.0 12.911 13.935 247.00 0 0
9 9705.8 14.703 15.815 286.00 0 0
AI name Run id Throughput (ops/s) Insert Latency 99% (ms) Read Latency 99% (ms) Data gen time (s) AI Run Errors NTP Error
ai_27 1 22273.0 4.503 6.867 140.00 0 0
2 24870.8 4.107 6.131 113.00 0 0
3 27598.0 3.721 6.195 44.00 0 0
4 23476.7 4.591 6.559 135.00 0 0
5 18395.2 5.623 7.651 156.00 0 0
6 22877.8 4.295 6.319 128.00 0 0
7 23828.2 3.403 5.835 156.00 0 0
8 21557.2 4.471 6.499 157.00 0 0
9 17474.3 7.215 9.175 181.00 0 0
10 15929.6 7.579 9.199 153.00 0 0
11 18611.5 5.803 7.507 157.00 0 0
12 19497.5 5.307 7.191 204.00 0 0
AI name Run id Throughput (ops/s) Insert Latency 99% (ms) Read Latency 99% (ms) Data gen time (s) AI Run Errors NTP Error
ai_32 1 19972.0 4.295 6.327 50.00 0 0
2 24999.1 2.799 4.895 47.00 0 0
3 21873.5 3.461 5.391 45.00 0 0
4 21447.8 4.339 6.207 46.00 0 0
5 23209.4 2.006 3.787 173.00 0 0
6 19866.4 4.699 6.243 185.00 0 0
7 18521.3 4.883 6.403 202.00 0 0
8 18223.9 5.063 6.939 167.00 0 0
9 18894.6 4.791 6.399 187.00 0 0
AI name Run id Throughput (ops/s) Insert Latency 99% (ms) Read Latency 99% (ms) Data gen time (s) AI Run Errors NTP Error
ai_35 1 60155.8 1.638 2.737 45.00 0 0
2 67590.4 1.499 2.044 42.00 0 0
3 59204.0 1.781 2.401 42.00 0 0
4 68329.3 1.423 1.868 38.00 0 0
5 50842.7 2.253 3.185 43.00 0 0
6 51511.2 1.923 2.659 45.00 0 0
7 57636.1 1.794 2.407 41.00 0 0
8 64174.6 1.521 2.149 45.00 0 0
9 62673.3 1.550 2.071 45.00 0 0
10 59461.0 1.643 2.257 43.00 0 0
11 64225.0 1.505 2.091 49.00 0 0
12 63314.2 1.548 2.325 44.00 0 0
13 60142.2 1.962 2.551 50.00 0 0
14 48158.5 2.225 3.165 44.00 0 0
15 49326.1 2.671 3.215 46.00 0 0
16 49340.1 2.329 3.059 48.00 0 0
17 56067.2 2.012 2.653 48.00 0 0
18 54936.0 2.045 2.711 56.00 0 0
19 48858.5 2.175 3.357 46.00 0 0
20 46523.0 2.605 3.601 44.00 0 0

KMeans Detailed Results for Application Instance Runs
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_2 1 56 2 26.00 0 0
2 102 5 21.00 0 0
3 55 2 21.00 0 0
4 54 2 23.00 0 0
5 54 2 21.00 0 0
6 104 5 23.00 0 0
7 75 3 23.00 0 0
8 76 3 20.00 0 0
9 111 5 22.00 0 0
10 53 2 21.00 0 0
11 52 2 21.00 0 0
12 60 2 24.00 0 0
13 64 2 22.00 0 0
14 103 5 22.00 0 0
15 103 5 20.00 0 0
16 74 3 20.00 0 0
17 63 2 22.00 0 0
18 87 4 21.00 0 0
19 115 5 22.00 0 0
20 105 5 21.00 0 0
21 71 3 21.00 0 0
22 59 2 21.00 0 0
23 107 5 24.00 0 0
24 59 2 23.00 0 0
25 108 5 22.00 0 0
26 88 4 21.00 0 0
27 103 5 23.00 0 0
28 55 2 20.00 0 0
29 89 4 19.00 0 0
30 56 2 20.00 0 0
31 56 2 21.00 0 0
32 56 2 21.00 0 0
33 95 4 24.00 0 0
34 107 5 21.00 0 0
35 61 2 22.00 0 0
36 89 4 21.00 0 0
37 60 2 21.00 0 0
38 84 3 21.00 0 0
39 89 3 21.00 0 0
40 74 3 24.00 0 0
41 97 4 26.00 0 0
42 118 5 21.00 0 0
43 57 2 23.00 0 0
44 57 2 22.00 0 0
45 58 2 22.00 0 0
46 106 4 26.00 0 0
47 80 3 25.00 0 0
48 77 3 21.00 0 0
49 113 5 21.00 0 0
50 56 2 22.00 0 0
51 94 4 21.00 0 0
52 82 3 22.00 0 0
53 80 3 22.00 0 0
54 114 5 23.00 0 0
55 94 4 22.00 0 0
56 109 5 23.00 0 0
57 113 5 23.00 0 0
58 93 4 23.00 0 0
59 89 4 27.00 0 0
60 61 2 27.00 0 0
61 62 2 22.00 0 0
62 98 4 25.00 0 0
63 84 3 25.00 0 0
64 98 4 23.00 0 0
65 80 3 26.00 0 0
66 63 2 22.00 0 0
67 98 4 22.00 0 0
68 82 3 22.00 0 0
69 58 2 23.00 0 0
70 76 3 23.00 0 0
71 60 2 26.00 0 0
72 59 2 24.00 0 0
73 83 3 23.00 0 0
74 112 5 32.00 0 0
75 65 2 28.00 0 0
76 114 5 22.00 0 0
77 60 2 25.00 0 0
78 78 3 23.00 0 0
79 58 2 23.00 0 0
80 123 5 24.00 0 0
81 122 5 22.00 0 0
82 80 3 23.00 0 0
83 59 2 25.00 0 0
84 79 3 25.00 0 0
85 99 4 21.00 0 0
86 62 2 23.00 0 0
87 57 2 30.00 0 0
88 63 2 24.00 0 0
89 60 2 24.00 0 0
90 89 3 25.00 0 0
91 97 4 26.00 0 0
92 62 2 25.00 0 0
93 64 2 25.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_3 1 133 5 34.00 0 0
2 93 2 33.00 0 0
3 72 2 31.00 0 0
4 90 3 26.00 0 0
5 102 3 26.00 0 0
6 100 3 24.00 0 0
7 147 4 38.00 0 0
8 133 4 34.00 0 0
9 78 2 29.00 0 0
10 166 5 39.00 0 0
11 98 3 27.00 0 0
12 159 5 37.00 0 0
13 122 4 28.00 0 0
14 102 2 40.00 0 0
15 121 4 34.00 0 0
16 101 3 33.00 0 0
17 92 3 33.00 0 0
18 146 5 30.00 0 0
19 84 2 32.00 0 0
20 81 2 27.00 0 0
21 103 2 39.00 0 0
22 112 3 25.00 0 0
23 121 3 31.00 0 0
24 113 3 34.00 0 0
25 228 5 34.00 0 0
26 101 2 32.00 0 0
27 143 4 39.00 0 0
28 168 5 30.00 0 0
29 166 5 33.00 0 0
30 96 2 29.00 0 0
31 137 3 32.00 0 0
32 162 4 44.00 0 0
33 126 2 48.00 0 0
34 189 5 35.00 0 0
35 117 2 39.00 0 0
36 138 3 38.00 0 0
37 132 3 47.00 0 0
38 109 2 48.00 0 0
39 132 3 44.00 0 0
40 101 2 40.00 0 0
41 162 3 55.00 0 0
42 142 3 40.00 0 0
43 103 2 55.00 0 0
44 196 5 46.00 0 0
45 139 2 44.00 0 0
46 169 4 49.00 0 0
47 151 3 48.00 0 0
48 210 4 51.00 0 0
49 217 4 37.00 0 0
50 214 5 44.00 0 0
51 159 3 48.00 0 0
52 189 3 58.00 0 0
53 117 2 47.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_5 1 147 4 41.00 0 0
2 152 4 36.00 0 0
3 143 3 35.00 0 0
4 99 2 39.00 0 0
5 125 3 37.00 0 0
6 183 5 34.00 0 0
7 193 5 37.00 0 0
8 158 4 33.00 0 0
9 165 4 34.00 0 0
10 199 5 37.00 0 0
11 125 3 46.00 0 0
12 109 2 39.00 0 0
13 224 5 38.00 0 0
14 141 3 38.00 0 0
15 202 5 41.00 0 0
16 157 3 42.00 0 0
17 228 5 43.00 0 0
18 184 4 41.00 0 0
19 113 2 46.00 0 0
20 170 3 61.00 0 0
21 243 5 49.00 0 0
22 239 5 49.00 0 0
23 163 3 49.00 0 0
24 180 3 49.00 0 0
25 168 3 50.00 0 0
26 291 5 47.00 0 0
27 140 2 50.00 0 0
28 130 2 57.00 0 0
29 275 5 60.00 0 0
30 137 2 53.00 0 0
31 275 5 60.00 0 0
32 294 5 55.00 0 0
33 200 3 51.00 0 0
34 186 3 49.00 0 0
35 197 3 46.00 0 0
36 278 5 66.00 0 0
37 243 4 60.00 0 0
38 247 4 56.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_7 1 71 1 45.00 0 0
2 94 2 36.00 0 0
3 195 5 35.00 0 0
4 183 5 35.00 0 0
5 198 5 39.00 0 0
6 153 4 35.00 0 0
7 184 5 38.00 0 0
8 165 4 42.00 0 0
9 197 5 45.00 0 0
10 163 4 35.00 0 0
11 209 5 41.00 0 0
12 181 4 36.00 0 0
13 223 5 38.00 0 0
14 149 3 40.00 0 0
15 120 2 44.00 0 0
16 124 2 42.00 0 0
17 121 2 42.00 0 0
18 200 4 45.00 0 0
19 251 5 45.00 0 0
20 130 2 45.00 0 0
21 162 3 49.00 0 0
22 139 2 54.00 0 0
23 205 4 46.00 0 0
24 183 3 51.00 0 0
25 265 5 51.00 0 0
26 238 5 47.00 0 0
27 210 4 49.00 0 0
28 176 3 47.00 0 0
29 134 2 52.00 0 0
30 146 2 57.00 0 0
31 189 3 60.00 0 0
32 192 3 67.00 0 0
33 206 3 51.00 0 0
34 214 3 50.00 0 0
35 284 5 56.00 0 0
36 168 2 53.00 0 0
37 236 4 56.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_9 1 91 4 24.00 0 0
2 103 5 21.00 0 0
3 65 2 21.00 0 0
4 90 4 23.00 0 0
5 62 2 21.00 0 0
6 108 5 21.00 0 0
7 116 5 22.00 0 0
8 72 3 21.00 0 0
9 75 3 22.00 0 0
10 95 4 21.00 0 0
11 108 5 21.00 0 0
12 56 2 22.00 0 0
13 70 3 22.00 0 0
14 73 3 25.00 0 0
15 61 2 21.00 0 0
16 56 2 23.00 0 0
17 71 3 23.00 0 0
18 88 4 21.00 0 0
19 120 5 22.00 0 0
20 61 2 23.00 0 0
21 40 1 21.00 0 0
22 91 4 21.00 0 0
23 109 5 21.00 0 0
24 58 2 20.00 0 0
25 58 2 24.00 0 0
26 116 5 21.00 0 0
27 108 5 21.00 0 0
28 107 5 24.00 0 0
29 94 4 27.00 0 0
30 107 4 21.00 0 0
31 74 3 24.00 0 0
32 100 4 23.00 0 0
33 86 3 21.00 0 0
34 76 3 23.00 0 0
35 56 2 24.00 0 0
36 113 5 25.00 0 0
37 110 5 22.00 0 0
38 102 4 22.00 0 0
39 127 5 29.00 0 0
40 111 5 22.00 0 0
41 74 3 25.00 0 0
42 128 5 22.00 0 0
43 58 2 24.00 0 0
44 79 3 21.00 0 0
45 61 2 23.00 0 0
46 57 2 21.00 0 0
47 114 5 23.00 0 0
48 61 2 24.00 0 0
49 126 5 23.00 0 0
50 113 5 22.00 0 0
51 96 4 25.00 0 0
52 104 4 23.00 0 0
53 45 1 23.00 0 0
54 60 2 22.00 0 0
55 59 2 24.00 0 0
56 76 3 21.00 0 0
57 62 2 25.00 0 0
58 99 4 22.00 0 0
59 84 3 23.00 0 0
60 60 2 24.00 0 0
61 94 4 24.00 0 0
62 102 4 25.00 0 0
63 61 2 24.00 0 0
64 61 2 23.00 0 0
65 78 3 24.00 0 0
66 58 2 22.00 0 0
67 78 3 24.00 0 0
68 93 3 24.00 0 0
69 76 3 22.00 0 0
70 101 4 23.00 0 0
71 127 5 23.00 0 0
72 100 4 24.00 0 0
73 111 5 22.00 0 0
74 61 2 25.00 0 0
75 63 2 23.00 0 0
76 79 3 23.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_10 1 134 4 29.00 0 0
2 106 2 37.00 0 0
3 88 3 22.00 0 0
4 116 5 27.00 0 0
5 108 3 34.00 0 0
6 132 5 25.00 0 0
7 95 4 22.00 0 0
8 132 5 22.00 0 0
9 68 2 21.00 0 0
10 145 4 30.00 0 0
11 132 4 21.00 0 0
12 70 2 22.00 0 0
13 66 2 29.00 0 0
14 76 2 25.00 0 0
15 80 2 27.00 0 0
16 123 4 25.00 0 0
17 117 4 30.00 0 0
18 71 2 24.00 0 0
19 70 2 25.00 0 0
20 84 3 22.00 0 0
21 101 4 46.00 0 0
22 128 5 23.00 0 0
23 62 2 21.00 0 0
24 66 2 21.00 0 0
25 75 2 34.00 0 0
26 66 2 23.00 0 0
27 102 4 32.00 0 0
28 64 2 24.00 0 0
29 146 3 47.00 0 0
30 144 4 31.00 0 0
31 143 5 42.00 0 0
32 151 5 29.00 0 0
33 173 5 38.00 0 0
34 68 2 28.00 0 0
35 84 2 32.00 0 0
36 126 3 38.00 0 0
37 69 2 26.00 0 0
38 133 5 23.00 0 0
39 85 3 30.00 0 0
40 99 3 24.00 0 0
41 151 4 35.00 0 0
42 106 3 28.00 0 0
43 155 5 25.00 0 0
44 154 5 44.00 0 0
45 107 3 25.00 0 0
46 103 2 37.00 0 0
47 122 4 32.00 0 0
48 76 2 24.00 0 0
49 77 2 44.00 0 0
50 101 3 31.00 0 0
51 191 5 32.00 0 0
52 90 2 32.00 0 0
53 124 3 28.00 0 0
54 192 5 36.00 0 0
55 137 4 37.00 0 0
56 140 4 33.00 0 0
57 89 2 36.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_12 1 148 5 26.00 0 0
2 64 2 26.00 0 0
3 61 2 31.00 0 0
4 62 2 29.00 0 0
5 92 2 39.00 0 0
6 104 4 21.00 0 0
7 101 4 40.00 0 0
8 141 5 22.00 0 0
9 102 3 29.00 0 0
10 136 5 35.00 0 0
11 63 2 28.00 0 0
12 157 5 35.00 0 0
13 131 5 22.00 0 0
14 160 5 26.00 0 0
15 72 2 21.00 0 0
16 91 3 22.00 0 0
17 146 5 23.00 0 0
18 100 3 26.00 0 0
19 115 4 22.00 0 0
20 85 2 23.00 0 0
21 81 3 24.00 0 0
22 102 3 31.00 0 0
23 207 5 42.00 0 0
24 155 5 29.00 0 0
25 157 5 30.00 0 0
26 166 5 27.00 0 0
27 152 5 34.00 0 0
28 79 2 21.00 0 0
29 147 5 23.00 0 0
30 155 5 29.00 0 0
31 98 2 53.00 0 0
32 147 3 42.00 0 0
33 106 3 30.00 0 0
34 152 4 43.00 0 0
35 93 3 22.00 0 0
36 134 4 24.00 0 0
37 165 5 29.00 0 0
38 163 5 27.00 0 0
39 174 5 33.00 0 0
40 88 2 31.00 0 0
41 132 4 23.00 0 0
42 156 5 34.00 0 0
43 69 1 28.00 0 0
44 82 2 24.00 0 0
45 72 2 24.00 0 0
46 119 3 27.00 0 0
47 122 4 26.00 0 0
48 89 2 24.00 0 0
49 111 3 36.00 0 0
50 119 3 36.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_15 1 77 3 24.00 0 0
2 71 3 21.00 0 0
3 57 2 23.00 0 0
4 55 2 21.00 0 0
5 76 3 26.00 0 0
6 73 3 24.00 0 0
7 92 4 23.00 0 0
8 75 3 23.00 0 0
9 74 3 21.00 0 0
10 74 3 21.00 0 0
11 107 5 22.00 0 0
12 56 2 20.00 0 0
13 74 3 23.00 0 0
14 61 2 25.00 0 0
15 56 2 21.00 0 0
16 55 2 23.00 0 0
17 124 5 21.00 0 0
18 59 2 24.00 0 0
19 122 5 24.00 0 0
20 96 4 23.00 0 0
21 59 2 22.00 0 0
22 76 3 24.00 0 0
23 84 3 28.00 0 0
24 113 5 23.00 0 0
25 57 2 25.00 0 0
26 106 4 23.00 0 0
27 114 5 23.00 0 0
28 61 2 22.00 0 0
29 92 4 23.00 0 0
30 116 5 24.00 0 0
31 59 2 29.00 0 0
32 96 3 24.00 0 0
33 107 4 25.00 0 0
34 64 2 24.00 0 0
35 62 2 22.00 0 0
36 114 5 22.00 0 0
37 85 3 28.00 0 0
38 124 5 28.00 0 0
39 78 3 28.00 0 0
40 89 3 22.00 0 0
41 102 4 27.00 0 0
42 123 5 25.00 0 0
43 99 4 27.00 0 0
44 125 5 26.00 0 0
45 84 3 25.00 0 0
46 117 5 25.00 0 0
47 63 2 26.00 0 0
48 87 3 27.00 0 0
49 135 5 24.00 0 0
50 81 3 23.00 0 0
51 123 5 28.00 0 0
52 88 3 24.00 0 0
53 94 3 26.00 0 0
54 130 5 29.00 0 0
55 67 2 24.00 0 0
56 61 2 25.00 0 0
57 62 2 28.00 0 0
58 109 4 28.00 0 0
59 128 5 27.00 0 0
60 134 5 28.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_17 1 110 5 25.00 0 0
2 112 5 23.00 0 0
3 105 5 23.00 0 0
4 132 5 22.00 0 0
5 109 5 22.00 0 0
6 116 5 21.00 0 0
7 58 2 23.00 0 0
8 107 5 21.00 0 0
9 116 5 23.00 0 0
10 87 3 21.00 0 0
11 113 5 22.00 0 0
12 78 3 22.00 0 0
13 75 3 22.00 0 0
14 108 5 24.00 0 0
15 111 5 22.00 0 0
16 74 3 21.00 0 0
17 96 4 21.00 0 0
18 58 2 23.00 0 0
19 59 2 23.00 0 0
20 62 2 22.00 0 0
21 116 5 23.00 0 0
22 131 5 23.00 0 0
23 75 3 23.00 0 0
24 97 4 29.00 0 0
25 80 3 26.00 0 0
26 112 5 22.00 0 0
27 79 3 26.00 0 0
28 78 3 22.00 0 0
29 57 2 21.00 0 0
30 98 4 28.00 0 0
31 62 2 24.00 0 0
32 58 2 24.00 0 0
33 98 4 29.00 0 0
34 64 2 25.00 0 0
35 100 4 24.00 0 0
36 101 4 26.00 0 0
37 76 3 22.00 0 0
38 121 5 29.00 0 0
39 85 3 22.00 0 0
40 85 3 24.00 0 0
41 68 2 27.00 0 0
42 65 2 24.00 0 0
43 81 3 23.00 0 0
44 117 4 26.00 0 0
45 64 2 24.00 0 0
46 106 4 27.00 0 0
47 96 3 24.00 0 0
48 124 5 28.00 0 0
49 90 3 26.00 0 0
50 108 4 24.00 0 0
51 81 3 26.00 0 0
52 106 4 29.00 0 0
53 104 4 28.00 0 0
54 68 2 24.00 0 0
55 90 3 24.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_19 1 122 5 26.00 0 0
2 54 2 21.00 0 0
3 110 5 26.00 0 0
4 60 2 21.00 0 0
5 130 5 23.00 0 0
6 59 2 22.00 0 0
7 108 5 24.00 0 0
8 77 3 23.00 0 0
9 123 5 26.00 0 0
10 121 5 28.00 0 0
11 61 2 23.00 0 0
12 115 5 25.00 0 0
13 118 5 23.00 0 0
14 103 4 28.00 0 0
15 127 5 25.00 0 0
16 77 3 24.00 0 0
17 78 3 22.00 0 0
18 84 3 22.00 0 0
19 61 2 24.00 0 0
20 115 5 24.00 0 0
21 130 5 24.00 0 0
22 115 5 25.00 0 0
23 67 2 23.00 0 0
24 89 3 24.00 0 0
25 119 5 26.00 0 0
26 117 5 23.00 0 0
27 82 3 27.00 0 0
28 116 5 26.00 0 0
29 63 2 24.00 0 0
30 86 3 23.00 0 0
31 83 3 25.00 0 0
32 62 2 27.00 0 0
33 65 2 25.00 0 0
34 65 2 27.00 0 0
35 120 5 26.00 0 0
36 69 2 29.00 0 0
37 44 1 26.00 0 0
38 103 4 24.00 0 0
39 102 4 25.00 0 0
40 143 5 28.00 0 0
41 124 5 27.00 0 0
42 123 5 26.00 0 0
43 108 4 25.00 0 0
44 85 3 29.00 0 0
45 131 5 31.00 0 0
46 106 4 28.00 0 0
47 54 1 25.00 0 0
48 66 2 29.00 0 0
49 113 4 28.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_21 1 61 2 26.00 0 0
2 78 3 21.00 0 0
3 95 4 24.00 0 0
4 95 4 23.00 0 0
5 59 2 23.00 0 0
6 57 2 22.00 0 0
7 59 2 22.00 0 0
8 77 3 21.00 0 0
9 93 4 22.00 0 0
10 126 5 24.00 0 0
11 116 5 22.00 0 0
12 71 3 23.00 0 0
13 73 3 23.00 0 0
14 91 4 23.00 0 0
15 94 4 21.00 0 0
16 79 3 25.00 0 0
17 117 5 24.00 0 0
18 63 2 20.00 0 0
19 60 2 24.00 0 0
20 116 5 23.00 0 0
21 63 2 28.00 0 0
22 109 5 21.00 0 0
23 75 3 24.00 0 0
24 91 3 27.00 0 0
25 116 5 25.00 0 0
26 112 5 22.00 0 0
27 116 5 25.00 0 0
28 115 5 29.00 0 0
29 62 2 29.00 0 0
30 115 5 23.00 0 0
31 119 5 28.00 0 0
32 62 2 21.00 0 0
33 101 4 21.00 0 0
34 75 3 23.00 0 0
35 77 3 21.00 0 0
36 56 2 25.00 0 0
37 67 2 25.00 0 0
38 101 4 24.00 0 0
39 97 4 23.00 0 0
40 105 4 23.00 0 0
41 104 4 23.00 0 0
42 104 4 26.00 0 0
43 110 4 24.00 0 0
44 84 3 26.00 0 0
45 121 5 26.00 0 0
46 113 5 24.00 0 0
47 78 3 30.00 0 0
48 125 5 24.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_23 1 127 5 32.00 0 0
2 92 3 30.00 0 0
3 108 4 29.00 0 0
4 93 3 28.00 0 0
5 80 2 33.00 0 0
6 91 3 30.00 0 0
7 126 5 30.00 0 0
8 110 4 29.00 0 0
9 76 2 31.00 0 0
10 142 5 35.00 0 0
11 112 4 32.00 0 0
12 109 4 30.00 0 0
13 109 4 27.00 0 0
14 78 2 32.00 0 0
15 129 5 30.00 0 0
16 133 5 35.00 0 0
17 113 4 29.00 0 0
18 115 4 31.00 0 0
19 140 5 33.00 0 0
20 97 3 30.00 0 0
21 113 4 31.00 0 0
22 83 2 34.00 0 0
23 120 4 34.00 0 0
24 97 3 31.00 0 0
25 83 2 38.00 0 0
26 138 5 39.00 0 0
27 114 4 37.00 0 0
28 83 2 32.00 0 0
29 92 2 39.00 0 0
30 106 3 37.00 0 0
31 133 4 39.00 0 0
32 87 2 36.00 0 0
33 142 4 39.00 0 0
34 133 4 36.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_25 1 61 2 25.00 0 0
2 109 4 26.00 0 0
3 78 3 23.00 0 0
4 99 4 22.00 0 0
5 126 5 24.00 0 0
6 56 2 23.00 0 0
7 61 2 25.00 0 0
8 81 3 28.00 0 0
9 59 2 22.00 0 0
10 57 2 28.00 0 0
11 95 4 22.00 0 0
12 90 3 22.00 0 0
13 121 5 23.00 0 0
14 94 4 22.00 0 0
15 61 2 22.00 0 0
16 115 5 23.00 0 0
17 75 3 23.00 0 0
18 118 5 23.00 0 0
19 95 4 25.00 0 0
20 57 2 22.00 0 0
21 82 3 22.00 0 0
22 104 4 24.00 0 0
23 60 2 26.00 0 0
24 76 3 23.00 0 0
25 110 5 23.00 0 0
26 115 5 24.00 0 0
27 58 2 23.00 0 0
28 97 4 26.00 0 0
29 97 4 23.00 0 0
30 58 2 22.00 0 0
31 93 4 24.00 0 0
32 49 1 24.00 0 0
33 116 5 24.00 0 0
34 60 2 23.00 0 0
35 60 2 23.00 0 0
36 95 4 23.00 0 0
37 61 2 24.00 0 0
38 62 2 23.00 0 0
39 104 4 25.00 0 0
40 113 5 26.00 0 0
41 100 4 23.00 0 0
42 59 2 26.00 0 0
43 62 2 23.00 0 0
44 109 5 25.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_26 1 60 2 25.00 0 0
2 77 3 23.00 0 0
3 93 4 22.00 0 0
4 59 2 23.00 0 0
5 95 4 21.00 0 0
6 76 3 23.00 0 0
7 112 5 23.00 0 0
8 86 3 28.00 0 0
9 111 5 25.00 0 0
10 56 2 26.00 0 0
11 98 4 21.00 0 0
12 117 5 23.00 0 0
13 118 5 24.00 0 0
14 116 5 24.00 0 0
15 123 5 25.00 0 0
16 101 4 24.00 0 0
17 123 5 25.00 0 0
18 82 3 22.00 0 0
19 105 4 23.00 0 0
20 122 5 24.00 0 0
21 113 4 24.00 0 0
22 121 5 26.00 0 0
23 100 4 22.00 0 0
24 139 5 29.00 0 0
25 81 3 26.00 0 0
26 119 5 26.00 0 0
27 127 5 25.00 0 0
28 59 2 27.00 0 0
29 126 5 25.00 0 0
30 73 2 22.00 0 0
31 111 4 27.00 0 0
32 127 5 23.00 0 0
33 128 5 27.00 0 0
34 91 3 25.00 0 0
35 69 2 23.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_30 86 393 5 67.00 0 0
87 252 4 51.00 0 0
88 199 2 65.00 0 0
89 409 5 56.00 0 0
90 270 3 61.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_33 1 77 2 35.00 0 0
2 148 3 35.00 0 0
3 158 4 31.00 0 0
4 166 4 27.00 0 0
5 185 5 29.00 0 0
6 100 2 37.00 0 0
7 99 2 40.00 0 0
8 99 2 27.00 0 0
9 113 3 32.00 0 0
10 154 4 41.00 0 0
11 91 2 40.00 0 0
12 126 3 29.00 0 0
13 115 3 35.00 0 0
14 114 2 46.00 0 0
15 158 4 33.00 0 0
16 112 3 27.00 0 0
17 89 2 23.00 0 0
18 115 3 35.00 0 0
19 116 3 23.00 0 0
20 161 4 43.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_34 1 145 5 33.00 0 0
2 81 3 23.00 0 0
3 101 4 27.00 0 0
4 127 5 27.00 0 0
5 101 4 23.00 0 0
6 90 3 25.00 0 0
7 126 5 25.00 0 0
8 65 2 23.00 0 0
9 111 4 26.00 0 0
10 127 5 26.00 0 0
11 108 4 25.00 0 0
12 74 2 26.00 0 0
13 127 5 29.00 0 0
14 88 3 26.00 0 0
15 113 4 26.00 0 0
16 127 5 26.00 0 0
17 68 2 26.00 0 0
18 74 2 30.00 0 0
19 68 2 23.00 0 0
20 68 2 27.00 0 0
21 131 5 26.00 0 0
22 74 2 26.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_36 1 105 4 29.00 0 0
2 61 2 23.00 0 0
3 83 3 24.00 0 0
4 61 2 24.00 0 0
5 96 4 26.00 0 0
6 89 3 25.00 0 0
7 119 5 24.00 0 0
8 80 3 23.00 0 0
9 78 3 22.00 0 0
10 115 5 24.00 0 0
11 122 5 25.00 0 0
12 81 3 26.00 0 0
13 102 4 24.00 0 0
14 100 4 25.00 0 0
15 120 5 24.00 0 0
16 105 4 27.00 0 0
17 46 1 24.00 0 0
18 134 5 27.00 0 0
19 83 3 26.00 0 0
20 104 4 26.00 0 0
21 99 3 27.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_38 1 127 5 30.00 0 0
2 68 2 25.00 0 0
3 69 2 26.00 0 0
4 66 2 26.00 0 0
5 72 2 27.00 0 0
6 144 5 31.00 0 0
7 66 2 24.00 0 0
8 91 3 24.00 0 0
9 70 2 25.00 0 0
10 140 5 26.00 0 0
11 75 2 27.00 0 0
12 90 3 26.00 0 0
13 114 4 29.00 0 0
14 110 4 26.00 0 0
15 134 5 27.00 0 0
16 92 3 25.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_40 1 101 4 24.00 0 0
2 72 3 21.00 0 0
3 55 2 26.00 0 0
4 74 3 21.00 0 0
5 86 4 21.00 0 0
6 71 3 22.00 0 0
7 104 5 22.00 0 0
8 78 3 21.00 0 0
9 74 3 21.00 0 0
10 100 4 24.00 0 0
11 62 2 23.00 0 0
12 73 3 21.00 0 0
13 60 2 21.00 0 0
14 90 4 21.00 0 0
15 91 4 22.00 0 0
16 89 3 20.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_42 1 253 3 42.00 0 0
2 322 4 35.00 0 0
3 251 3 64.00 0 0


Glossary

Glossary of Terms


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