SPEC Cloud IaaS 2018 Benchmark
Copyright © 2018 Standard Performance Evaluation Corporation
Cloud Vendor: Inspur
Cloud Type / SUT Type: private/whitebox
Hardware Platform: NF5280M6
Hypervisor: KVM
Cloud Infrastructure: InCloudOpenStack V5.8.2		 Replicated Application Instances: 39 copies
        Performance Score: 55.0
        Relative Scalability: 85.1%
        Mean Instance Provisioning Time: 41s
Tested by: Inspur SPEC Licence Number : 3358 Test Date : May 8, 2021
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: 2021-05-12_12:31:51_UTC
Scale-out End Time: 2021-05-12_14:57:29_UTC
Test Region: CN Central Standard Time
Cloud Informational Metrics
AI Provisioning Success: 95.12%
AI Run Success: 100.00
Total Instances: 252
Reference ID: 9node-all-2

Performance Summary

Baseline Summary Results for YCSB
Throughput (ops/s) Insert Latency 99% (ms) Read Latency 99% (ms) AI Provisioning Time (s)
Average 58459.1 1.042 1.468 132.2

Baseline Summary Results for KMeans
Completion Time (s) AI Provisioning Time (s)
Average 83.00 101.0

Scale-out Summary Results for YCSB for 18 Valid AIs
Av. Throughput (ops/s) Av. Insert Latency 99% (ms) Av. Read Latency 99% (ms) Av. Provisioning Time (s) Performance Score Relative Scalability (%)
45896.5 1.468 1.954 135.0 24.70 81.32

Scale-out Summary Results for KMeans for 21 Valid AIs
Av. Completion Time (s) Av. Provisioning Time (s) Performance Score Relative Scalability (%)
95.2 122.4 30.28 88.93

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 59 0 53698.2 1.159 1.572 143.0 2.0
ai_3 55 0 53016.6 1.202 1.636 134.0 481.0
ai_5 50 0 51383.2 1.305 1.751 134.0 895.0
ai_7 47 0 48369.5 1.352 1.704 129.0 1262.0
ai_9 46 0 52029.7 1.222 1.658 126.0 1628.0
ai_11 41 0 50158.3 1.290 1.689 131.0 2096.0
ai_13 38 0 48684.9 1.303 1.694 133.0 2640.0
ai_15 31 0 41133.3 1.576 1.970 131.0 3013.0
ai_17 0 3 0.0 0.000 0.000 57.0 3550.0
ai_19 27 0 46082.3 1.503 1.957 131.0 3899.0
ai_21 23 0 40009.8 1.627 2.141 138.0 4296.0
ai_24 24 0 48128.5 1.328 1.768 130.0 4797.0
ai_26 18 0 40670.0 1.746 2.231 132.0 5314.0
ai_28 17 0 48346.7 1.380 1.889 134.0 5831.0
ai_30 14 0 44679.4 1.456 1.930 137.0 6138.0
ai_32 11 0 45930.6 1.417 1.977 139.0 6607.0
ai_34 8 0 36291.2 2.045 2.586 138.0 6989.0
ai_36 5 0 35969.3 1.869 2.546 149.0 7405.0
ai_38 0 3 0.0 0.000 0.000 57.0 7841.0
ai_40 2 0 41556.2 1.642 2.470 141.0 8230.0
ai_42 0 4 0.0 0.000 0.000 0.0 8733.0

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 65 0 100.43 105.0 9.0
ai_4 73 0 82.49 102.0 512.0
ai_6 62 0 92.81 98.0 938.0
ai_8 55 0 98.04 107.0 1386.0
ai_10 58 0 84.19 104.0 1862.0
ai_12 49 0 94.35 99.0 2388.0
ai_14 44 0 99.95 110.0 2729.0
ai_16 43 0 96.88 111.0 3116.0
ai_18 39 0 94.10 110.0 3642.0
ai_20 36 0 94.53 114.0 3941.0
ai_22 33 0 96.58 167.0 4342.0
ai_23 31 0 88.68 175.0 4680.0
ai_25 27 0 93.70 126.0 5126.0
ai_27 20 0 113.40 119.0 5520.0
ai_29 18 0 112.06 112.0 5944.0
ai_31 16 0 101.69 182.0 6355.0
ai_33 12 0 109.58 123.0 6841.0
ai_35 10 0 106.80 127.0 7160.0
ai_37 6 0 109.33 145.0 7686.0
ai_39 3 0 117.00 126.0 8002.0
ai_41 1 0 95.00 108.0 8506.0

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 some text

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 some text

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 some text

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 some text

Cloud Configuration

Cloud High Level Information and Availability
Parameter Value
Name IncloudOpenStack
Type private
Sut_Type whitebox
Virtualized KVM
Manager_Protocol InCloudOpenStack
Manager_Version V5.8.2
Hardware_Availability Apr-2018
Software/Service_Availability Apr-2018
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 2.7.12
JVM_version 1.8.0_242
Hadoop_version 2.7.5
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 NF5280M5
Platform Intel(R) Xeon(R) Silver 4110 CPU @ 2.10GHz
CPU_Description Intel(R) Xeon(R) Silver 4110 CPU @ 2.10GHz
CPU_Frequency_MHz 2100
RAM_Memory 128 GB, DDR4, 2666MHz RDIMM
Local_Storage 1TB, HDD, 7200 RPM
Quantity 3
Availability_Date Aug-2017
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 None

Cloud Manager Node
Parameter Value
Hw_Vendor Inspur
Hw_Platform NF5280M5
CPU_Type Intel(R) Xeon(R) Silver 4110 CPU @ 2.10GHz
CPU_Count 2
CPU_Cores_Per 8
CPU_Frequency_MHz 2100
RAM_Memory_GB 128
Primary_Cache_KB 32 KB I + 32 KB D per core, on chip
Secondary_Cache_KB 2 MB I+D per core, on chip
RAM_Memory_Type ECC DDR4 2666 MHz
Hw_Availability_Date Aug-2017
Local_Storage 1TB HDD 7200 RPM
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 InCloudOpenStack V5.8.2
OS_Availability_Date Dec-2020
Notes None

Cloud Computes Nodes
Parameter Value
type 1_Compute_nodes 9
type 1_Hw_Vendor Inspur
type 1_Hw_Platform NF5280M6
type 1_Quantity 9
type 1_CPU_Type Intel(R) Xeon(R) Gold 6348 CPU @ 2.60GHz
type 1_CPU_Count 2
type 1_CPU_Cores_Per 28
type 1_CPU_Frequency_MHz 2600
type 1_RAM_Memory_GB 256
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 ECC DDR4 3200 MHz
type 1_Hw_Availability_Date Apr-2021
type 1_Local_Storage 4x 1TB Intel DC P4510
type 1_Virtualized KVM
type 1_Network_Adapter_1 1 x Intel Corporation I350 Gigabit Network Connection
type 1_Network_Adapter_2 1 x Mellanox Technologies MT27710 Family
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 InCloudOpenStack V5.8.2
type 1_OS_Availability_Date Dec-2020
type 1_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 network
Storage 1_Capacity 36 TB
Storage 1_Technology NVME
Storage 1_Notes Each node has 4 1TB Intel DC P4510 for storage

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 58165.7 1.142 1.830 50.00 0 0
2 59961.0 1.050 1.544 46.00 0 0
3 59383.3 1.139 1.544 46.00 0 0
4 61067.8 0.993 1.464 44.00 0 0
5 58123.5 1.047 1.446 48.00 0 0
6 59542.4 0.994 1.405 46.00 0 0
7 58900.6 1.101 1.480 47.00 0 0
8 60433.9 0.994 1.400 46.00 0 0
9 58637.3 1.004 1.456 46.00 0 0
10 60707.2 1.021 1.446 44.00 0 0
11 60526.3 1.003 1.399 47.00 0 0
12 57857.8 1.036 1.399 52.00 0 0
13 57755.9 1.024 1.439 48.00 0 0
14 59475.1 0.997 1.352 49.00 0 0
15 59029.3 1.047 1.399 48.00 0 0
16 59385.9 1.023 1.387 48.00 0 0
17 58836.5 1.062 1.433 49.00 0 0
18 58311.6 1.022 1.407 49.00 0 0
19 59728.2 1.041 1.410 49.00 0 0
20 56555.5 1.097 1.451 50.00 0 0
21 58676.0 1.010 1.368 48.00 0 0
22 57693.4 1.101 1.443 49.00 0 0
23 57213.1 1.067 1.506 50.00 0 0
24 56402.4 1.107 1.460 52.00 0 0
25 55931.5 1.093 1.456 52.00 0 0
26 55483.9 1.107 1.443 46.00 0 0
27 56607.5 1.042 1.495 48.00 0 0
28 54818.6 1.115 1.472 52.00 0 0
29 55347.2 1.082 1.459 49.00 0 0
30 51927.8 1.252 1.648 52.00 0 0
31 53599.9 1.171 1.612 51.00 0 0
32 51853.8 1.165 1.547 52.00 0 0
33 52882.1 1.143 1.575 53.00 0 0
34 53351.1 1.170 1.586 55.00 0 0
35 49936.3 1.224 1.630 56.00 0 0
36 50391.8 1.215 1.590 52.00 0 0
37 52695.4 1.105 1.475 57.00 0 0
38 50602.8 1.174 1.539 55.00 0 0
39 49129.8 1.299 1.720 52.00 0 0
40 49193.2 1.210 1.609 51.00 0 0
41 52974.5 1.203 1.591 52.00 0 0
42 51848.4 1.170 1.564 52.00 0 0
43 49489.6 1.270 1.691 59.00 0 0
44 51665.6 1.184 1.631 57.00 0 0
45 51274.2 1.179 1.609 59.00 0 0
46 48286.4 1.255 1.655 56.00 0 0
47 48860.9 1.254 1.721 56.00 0 0
48 46436.0 1.346 1.746 58.00 0 0
49 47568.1 1.267 1.701 55.00 0 0
50 47507.6 1.310 1.757 54.00 0 0
51 47568.6 1.284 1.721 61.00 0 0
52 44842.0 1.452 1.916 60.00 0 0
53 46866.9 1.371 1.807 65.00 0 0
54 47454.1 1.295 1.759 57.00 0 0
55 48581.4 1.288 1.724 58.00 0 0
56 46673.9 1.316 1.781 65.00 0 0
57 46384.9 1.332 1.771 60.00 0 0
58 43837.1 1.443 1.915 62.00 0 0
59 43949.8 1.444 1.965 61.00 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_3 1 55554.8 1.162 1.959 49.00 0 0
2 58859.9 1.083 1.620 46.00 0 0
3 59069.4 1.102 1.547 46.00 0 0
4 57676.8 1.037 1.429 45.00 0 0
5 57122.5 1.166 1.652 48.00 0 0
6 56467.7 1.040 1.494 51.00 0 0
7 59643.6 1.084 1.476 45.00 0 0
8 60644.7 1.047 1.454 46.00 0 0
9 60855.9 1.004 1.357 46.00 0 0
10 59873.1 1.052 1.496 49.00 0 0
11 60266.4 1.022 1.400 48.00 0 0
12 59901.8 1.087 1.444 46.00 0 0
13 58288.6 1.118 1.633 45.00 0 0
14 59393.9 1.014 1.375 49.00 0 0
15 57672.6 1.109 1.438 46.00 0 0
16 55343.4 1.062 1.425 45.00 0 0
17 59255.7 1.046 1.514 47.00 0 0
18 57854.5 1.085 1.493 49.00 0 0
19 57660.2 1.124 1.481 48.00 0 0
20 56599.5 1.087 1.481 49.00 0 0
21 55947.2 1.150 1.508 49.00 0 0
22 59454.8 1.099 1.438 48.00 0 0
23 57291.0 1.072 1.478 49.00 0 0
24 56671.7 1.080 1.444 50.00 0 0
25 55570.2 1.087 1.488 49.00 0 0
26 55637.5 1.114 1.471 50.00 0 0
27 56380.9 1.157 1.521 54.00 0 0
28 53283.6 1.197 1.574 50.00 0 0
29 50982.7 1.233 1.631 53.00 0 0
30 51841.0 1.266 1.641 50.00 0 0
31 53699.2 1.114 1.557 52.00 0 0
32 53019.5 1.233 1.698 52.00 0 0
33 53438.1 1.154 1.578 57.00 0 0
34 50960.0 1.178 1.696 58.00 0 0
35 51942.7 1.197 1.652 56.00 0 0
36 51480.7 1.296 1.713 58.00 0 0
37 48296.9 1.300 1.779 56.00 0 0
38 50260.1 1.210 1.632 55.00 0 0
39 46547.9 1.292 1.720 53.00 0 0
40 49502.5 1.256 1.716 56.00 0 0
41 48740.7 1.342 1.761 56.00 0 0
42 49580.4 1.276 1.714 60.00 0 0
43 48921.3 1.300 1.712 57.00 0 0
44 46852.1 1.311 1.767 58.00 0 0
45 43691.5 1.492 1.911 62.00 0 0
46 47794.9 1.288 1.736 61.00 0 0
47 48061.3 1.359 1.846 58.00 0 0
48 45925.8 1.376 1.858 58.00 0 0
49 44577.7 1.394 1.857 60.00 0 0
50 45933.7 1.426 1.909 60.00 0 0
51 45715.3 1.380 1.879 62.00 0 0
52 44861.2 1.394 1.872 60.00 0 0
53 41794.7 1.466 1.982 58.00 0 0
54 40920.3 1.530 2.036 63.00 0 0
55 42329.8 1.573 2.059 64.00 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_5 1 57541.5 1.136 1.880 50.00 0 0
2 59010.1 1.153 1.674 50.00 0 0
3 60505.2 0.979 1.453 51.00 0 0
4 62029.0 1.042 1.457 51.00 0 0
5 62724.4 0.932 1.388 44.00 0 0
6 60195.6 1.108 1.551 46.00 0 0
7 60698.0 1.111 1.538 45.00 0 0
8 60666.7 0.968 1.368 44.00 0 0
9 60097.1 0.986 1.469 45.00 0 0
10 59496.4 1.053 1.469 46.00 0 0
11 60366.4 1.045 1.553 44.00 0 0
12 59330.5 1.025 1.365 47.00 0 0
13 59263.6 1.144 1.498 48.00 0 0
14 56752.9 1.188 1.679 50.00 0 0
15 58931.9 1.066 1.432 48.00 0 0
16 57243.4 1.078 1.494 47.00 0 0
17 56254.0 1.109 1.542 50.00 0 0
18 55030.5 1.276 1.631 47.00 0 0
19 53870.6 1.141 1.548 48.00 0 0
20 52954.9 1.167 1.569 48.00 0 0
21 54665.0 1.121 1.502 49.00 0 0
22 55034.3 1.197 1.629 47.00 0 0
23 56341.2 1.216 1.556 46.00 0 0
24 54761.5 1.188 1.528 50.00 0 0
25 53899.6 1.305 1.563 50.00 0 0
26 52426.0 1.307 1.678 46.00 0 0
27 51529.1 1.306 1.721 48.00 0 0
28 51188.9 1.351 1.737 47.00 0 0
29 50803.3 1.207 1.597 51.00 0 0
30 51111.7 1.238 1.643 52.00 0 0
31 51969.6 1.277 1.723 49.00 0 0
32 49550.3 1.199 1.713 53.00 0 0
33 49331.6 1.296 1.714 51.00 0 0
34 48528.4 1.339 1.759 57.00 0 0
35 48089.6 1.332 1.791 53.00 0 0
36 45773.4 1.500 2.015 59.00 0 0
37 46473.8 1.430 1.849 57.00 0 0
38 44365.6 1.469 1.914 58.00 0 0
39 45557.6 1.444 1.876 53.00 0 0
40 43724.0 1.542 2.036 56.00 0 0
41 41975.4 1.552 1.961 54.00 0 0
42 42981.2 1.606 2.004 62.00 0 0
43 40824.2 1.585 2.105 58.00 0 0
44 40375.5 1.672 2.187 61.00 0 0
45 39872.4 1.683 2.185 62.00 0 0
46 37969.0 1.801 2.365 63.00 0 0
47 37591.5 1.791 2.337 60.00 0 0
48 37101.6 1.843 2.355 64.00 0 0
49 35777.2 1.918 2.561 62.00 0 0
50 36603.2 1.824 2.377 64.00 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_7 1 56182.9 1.228 1.849 49.00 0 0
2 60292.7 1.010 1.430 47.00 0 0
3 58695.8 1.022 1.365 47.00 0 0
4 57355.1 0.949 1.368 44.00 0 0
5 57153.5 1.080 1.446 43.00 0 0
6 57686.8 0.999 1.362 47.00 0 0
7 58195.4 1.034 1.357 47.00 0 0
8 56995.5 1.079 1.413 40.00 0 0
9 57363.3 1.040 1.350 45.00 0 0
10 55409.3 1.118 1.435 47.00 0 0
11 55379.4 1.080 1.396 48.00 0 0
12 56832.7 1.063 1.405 49.00 0 0
13 54237.3 1.144 1.473 38.00 0 0
14 52401.3 1.169 1.457 48.00 0 0
15 55470.8 1.102 1.387 47.00 0 0
16 55221.2 1.096 1.372 47.00 0 0
17 54990.4 1.127 1.430 46.00 0 0
18 52457.0 1.158 1.400 51.00 0 0
19 52454.2 1.172 1.447 47.00 0 0
20 51023.0 1.182 1.557 49.00 0 0
21 54131.6 1.061 1.371 43.00 0 0
22 51314.3 1.207 1.560 51.00 0 0
23 49648.7 1.224 1.495 52.00 0 0
24 51010.0 1.152 1.440 54.00 0 0
25 49380.3 1.201 1.459 53.00 0 0
26 51131.3 1.218 1.537 49.00 0 0
27 50637.4 1.155 1.486 55.00 0 0
28 49558.9 1.206 1.516 46.00 0 0
29 48534.9 1.246 1.486 50.00 0 0
30 47737.3 1.304 1.581 53.00 0 0
31 46132.4 1.337 1.618 51.00 0 0
32 46209.7 1.371 1.696 52.00 0 0
33 44314.0 1.406 1.770 53.00 0 0
34 45748.3 1.411 1.783 55.00 0 0
35 44431.1 1.405 1.751 50.00 0 0
36 45127.9 1.421 1.788 56.00 0 0
37 42659.4 1.513 1.893 55.00 0 0
38 40847.2 1.600 1.967 60.00 0 0
39 38507.5 1.632 1.963 60.00 0 0
40 36490.0 1.792 2.259 60.00 0 0
41 35413.0 1.812 2.203 64.00 0 0
42 34468.2 1.891 2.225 62.00 0 0
43 31400.9 2.125 2.583 68.00 0 0
44 31365.4 2.195 2.621 60.00 0 0
45 31513.4 2.239 2.723 66.00 0 0
46 29939.4 2.343 2.911 65.00 0 0
47 29916.6 2.229 2.713 71.00 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_9 1 55341.9 1.122 1.776 50.00 0 0
2 58453.9 1.020 1.439 46.00 0 0
3 59554.8 1.074 1.512 48.00 0 0
4 58039.1 1.101 1.566 48.00 0 0
5 58320.9 1.017 1.392 49.00 0 0
6 57972.7 1.007 1.364 45.00 0 0
7 58336.3 0.978 1.390 49.00 0 0
8 56373.8 1.069 1.571 47.00 0 0
9 58351.6 1.034 1.465 47.00 0 0
10 58526.6 1.094 1.425 49.00 0 0
11 54562.1 1.118 1.469 51.00 0 0
12 56800.4 1.098 1.460 48.00 0 0
13 55374.1 1.066 1.432 47.00 0 0
14 57042.6 1.088 1.440 51.00 0 0
15 57650.2 1.069 1.560 50.00 0 0
16 55041.8 1.117 1.511 48.00 0 0
17 54536.0 1.115 1.475 47.00 0 0
18 56178.2 1.102 1.479 50.00 0 0
19 53285.0 1.254 1.616 47.00 0 0
20 53622.9 1.147 1.506 51.00 0 0
21 52880.7 1.101 1.599 50.00 0 0
22 56324.5 1.003 1.492 50.00 0 0
23 50424.8 1.237 1.803 52.00 0 0
24 52091.5 1.212 1.605 48.00 0 0
25 51073.2 1.192 1.561 51.00 0 0
26 50813.7 1.237 1.663 52.00 0 0
27 54185.9 1.139 1.478 55.00 0 0
28 51196.1 1.224 1.628 56.00 0 0
29 50146.1 1.276 1.714 49.00 0 0
30 48203.2 1.323 1.766 58.00 0 0
31 50945.7 1.324 1.696 59.00 0 0
32 50250.6 1.303 1.724 55.00 0 0
33 48507.2 1.316 1.772 54.00 0 0
34 48323.2 1.244 1.654 52.00 0 0
35 47789.7 1.342 1.750 54.00 0 0
36 44991.3 1.413 1.931 57.00 0 0
37 47862.9 1.339 1.786 55.00 0 0
38 47801.7 1.310 1.769 58.00 0 0
39 48708.6 1.287 1.799 60.00 0 0
40 46093.0 1.412 1.873 61.00 0 0
41 44922.6 1.486 1.972 61.00 0 0
42 43612.9 1.505 2.015 59.00 0 0
43 43845.2 1.509 2.037 59.00 0 0
44 42419.6 1.606 2.149 63.00 0 0
45 43490.1 1.596 2.129 61.00 0 0
46 43096.9 1.577 2.061 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_11 1 53960.0 1.392 2.017 50.00 0 0
2 58264.9 1.065 1.493 48.00 0 0
3 58472.7 1.039 1.435 48.00 0 0
4 57361.7 1.131 1.509 45.00 0 0
5 57911.4 1.052 1.402 48.00 0 0
6 58056.8 1.014 1.406 47.00 0 0
7 59026.7 1.074 1.448 47.00 0 0
8 54938.3 1.160 1.590 48.00 0 0
9 55506.2 1.090 1.415 47.00 0 0
10 54541.2 1.125 1.502 50.00 0 0
11 52783.7 1.184 1.560 50.00 0 0
12 56994.7 1.050 1.370 49.00 0 0
13 54494.4 1.130 1.489 48.00 0 0
14 56125.4 1.110 1.480 50.00 0 0
15 53943.3 1.129 1.489 50.00 0 0
16 53245.3 1.155 1.492 50.00 0 0
17 55564.0 1.099 1.517 52.00 0 0
18 53229.7 1.189 1.609 51.00 0 0
19 53075.7 1.163 1.519 50.00 0 0
20 54875.7 1.134 1.492 50.00 0 0
21 54562.8 1.131 1.466 49.00 0 0
22 53620.7 1.153 1.516 52.00 0 0
23 52963.3 1.127 1.509 51.00 0 0
24 50572.7 1.184 1.557 53.00 0 0
25 49471.3 1.292 1.744 53.00 0 0
26 48920.1 1.272 1.672 52.00 0 0
27 48683.7 1.256 1.634 59.00 0 0
28 48720.5 1.272 1.606 54.00 0 0
29 48629.9 1.314 1.739 58.00 0 0
30 48126.7 1.292 1.682 57.00 0 0
31 46976.5 1.377 1.810 57.00 0 0
32 44415.3 1.429 1.839 58.00 0 0
33 43670.5 1.456 1.940 59.00 0 0
34 41198.9 1.534 1.931 63.00 0 0
35 41101.9 1.567 2.081 60.00 0 0
36 38679.5 1.661 2.103 63.00 0 0
37 36604.2 1.837 2.261 67.00 0 0
38 36620.6 1.795 2.173 68.00 0 0
39 37617.3 1.714 2.111 67.00 0 0
40 37699.6 1.753 2.181 67.00 0 0
41 35262.8 2.008 2.455 68.00 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_13 1 52641.3 1.249 1.846 55.00 0 0
2 56894.1 1.115 1.475 47.00 0 0
3 56235.9 1.063 1.537 47.00 0 0
4 54944.3 1.131 1.531 53.00 0 0
5 52629.5 1.252 1.621 50.00 0 0
6 53965.1 1.183 1.461 55.00 0 0
7 52592.8 1.163 1.510 54.00 0 0
8 53265.2 1.174 1.530 50.00 0 0
9 51790.0 1.233 1.582 50.00 0 0
10 52252.7 1.190 1.499 52.00 0 0
11 50799.5 1.203 1.568 52.00 0 0
12 51459.5 1.199 1.524 53.00 0 0
13 50985.9 1.200 1.575 52.00 0 0
14 48896.2 1.273 1.621 53.00 0 0
15 51219.0 1.181 1.490 50.00 0 0
16 51464.2 1.232 1.551 55.00 0 0
17 50652.8 1.227 1.586 53.00 0 0
18 48123.2 1.304 1.663 55.00 0 0
19 49560.2 1.268 1.584 54.00 0 0
20 48383.4 1.320 1.727 54.00 0 0
21 48061.9 1.300 1.712 51.00 0 0
22 48937.4 1.325 1.744 54.00 0 0
23 46278.1 1.392 1.764 54.00 0 0
24 47417.0 1.333 1.702 54.00 0 0
25 46888.4 1.346 1.723 60.00 0 0
26 48450.2 1.306 1.732 57.00 0 0
27 46831.3 1.330 1.748 58.00 0 0
28 46254.0 1.347 1.787 54.00 0 0
29 45894.7 1.401 1.836 60.00 0 0
30 44467.7 1.496 1.947 58.00 0 0
31 43790.0 1.407 1.803 60.00 0 0
32 44002.0 1.400 1.806 62.00 0 0
33 42504.8 1.453 1.889 64.00 0 0
34 43927.1 1.397 1.761 61.00 0 0
35 41742.8 1.518 1.995 68.00 0 0
36 42641.7 1.471 1.906 64.00 0 0
37 41868.6 1.518 1.957 65.00 0 0
38 41315.1 1.606 2.069 61.00 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_15 1 46049.5 1.418 2.231 49.00 0 0
2 49258.1 1.242 1.727 52.00 0 0
3 47233.3 1.358 1.719 51.00 0 0
4 45310.4 1.409 1.708 52.00 0 0
5 46504.1 1.343 1.658 50.00 0 0
6 48304.5 1.303 1.626 52.00 0 0
7 46648.9 1.318 1.654 54.00 0 0
8 45467.5 1.414 1.724 49.00 0 0
9 45144.2 1.377 1.806 59.00 0 0
10 44619.0 1.404 1.805 54.00 0 0
11 44646.8 1.384 1.766 49.00 0 0
12 45749.8 1.363 1.696 49.00 0 0
13 44905.0 1.400 1.794 50.00 0 0
14 45726.8 1.371 1.780 52.00 0 0
15 43344.9 1.441 1.806 51.00 0 0
16 43426.3 1.484 1.879 53.00 0 0
17 41262.2 1.563 1.963 52.00 0 0
18 41598.6 1.536 1.963 55.00 0 0
19 39225.7 1.690 2.053 54.00 0 0
20 40981.5 1.527 1.966 55.00 0 0
21 38781.5 1.671 2.063 56.00 0 0
22 37662.3 1.710 2.129 56.00 0 0
23 37081.3 1.801 2.119 56.00 0 0
24 34564.7 1.872 2.233 58.00 0 0
25 34230.7 1.869 2.259 61.00 0 0
26 36151.3 1.724 2.157 58.00 0 0
27 32560.3 1.922 2.289 58.00 0 0
28 34304.4 1.836 2.233 59.00 0 0
29 32405.2 1.983 2.359 60.00 0 0
30 31541.3 2.039 2.383 61.00 0 0
31 30442.3 2.083 2.523 63.00 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_19 1 52271.2 1.299 2.077 51.00 0 0
2 54321.3 1.125 1.602 48.00 0 0
3 52785.8 1.172 1.580 50.00 0 0
4 54414.4 1.159 1.632 51.00 0 0
5 55204.4 1.132 1.484 49.00 0 0
6 53234.0 1.127 1.505 50.00 0 0
7 50200.2 1.223 1.760 52.00 0 0
8 51979.1 1.166 1.683 51.00 0 0
9 52071.1 1.209 1.623 53.00 0 0
10 51586.9 1.252 1.668 54.00 0 0
11 48301.6 1.329 1.766 51.00 0 0
12 48929.7 1.349 1.829 57.00 0 0
13 47877.8 1.455 1.875 55.00 0 0
14 44585.6 1.455 1.916 57.00 0 0
15 45292.9 1.549 2.030 55.00 0 0
16 44977.2 1.522 1.931 55.00 0 0
17 44801.4 1.534 1.931 57.00 0 0
18 43615.3 1.526 1.981 57.00 0 0
19 43195.1 1.596 2.003 58.00 0 0
20 42338.8 1.643 2.063 60.00 0 0
21 38581.4 1.857 2.321 62.00 0 0
22 37783.3 1.862 2.309 63.00 0 0
23 38758.2 1.839 2.317 63.00 0 0
24 37653.8 1.877 2.323 63.00 0 0
25 37842.2 1.973 2.375 66.00 0 0
26 37414.6 2.137 2.531 66.00 0 0
27 34205.6 2.225 2.721 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_21 1 46349.4 1.430 2.253 55.00 0 0
2 47044.4 1.405 2.004 59.00 0 0
3 46288.8 1.309 1.846 55.00 0 0
4 45605.4 1.377 1.860 53.00 0 0
5 45066.4 1.393 1.885 56.00 0 0
6 45018.7 1.444 1.900 58.00 0 0
7 44020.4 1.460 1.957 57.00 0 0
8 41961.3 1.506 1.934 58.00 0 0
9 42239.5 1.504 1.923 59.00 0 0
10 41510.1 1.528 1.983 59.00 0 0
11 41147.2 1.583 2.089 59.00 0 0
12 39496.8 1.569 2.077 61.00 0 0
13 40330.3 1.609 2.028 60.00 0 0
14 38448.6 1.654 2.143 58.00 0 0
15 38717.7 1.646 2.157 61.00 0 0
16 37246.7 1.724 2.189 60.00 0 0
17 37488.6 1.721 2.223 65.00 0 0
18 36647.8 1.745 2.223 68.00 0 0
19 36174.5 1.801 2.349 70.00 0 0
20 34202.7 1.873 2.393 67.00 0 0
21 31767.0 2.043 2.567 65.00 0 0
22 31867.2 2.051 2.663 66.00 0 0
23 31586.6 2.041 2.605 70.00 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 52862.5 1.184 1.871 51.00 0 0
2 51929.2 1.140 1.624 49.00 0 0
3 53491.7 1.134 1.517 54.00 0 0
4 52459.0 1.155 1.513 43.00 0 0
5 52940.9 1.169 1.539 51.00 0 0
6 53103.9 1.159 1.497 55.00 0 0
7 52244.6 1.240 1.663 53.00 0 0
8 49024.4 1.297 1.708 50.00 0 0
9 50753.7 1.320 1.701 48.00 0 0
10 48002.5 1.301 1.661 56.00 0 0
11 49256.8 1.320 1.707 56.00 0 0
12 49370.5 1.299 1.711 51.00 0 0
13 47378.8 1.320 1.741 55.00 0 0
14 44265.4 1.412 1.810 55.00 0 0
15 46025.7 1.417 1.835 58.00 0 0
16 46731.7 1.376 1.808 60.00 0 0
17 45445.8 1.442 1.916 59.00 0 0
18 39720.0 1.648 2.315 58.00 0 0
19 43418.3 1.465 1.955 60.00 0 0
20 46969.9 1.353 1.723 53.00 0 0
21 44009.2 1.457 1.969 59.00 0 0
22 46189.9 1.415 1.886 58.00 0 0
23 45751.9 1.377 1.839 63.00 0 0
24 43738.8 1.483 1.918 64.00 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_26 1 45322.2 1.457 2.185 57.00 0 0
2 46791.8 1.436 1.982 56.00 0 0
3 43311.1 1.627 2.111 60.00 0 0
4 44044.6 1.545 2.006 58.00 0 0
5 44061.1 1.568 2.075 57.00 0 0
6 43731.1 1.541 2.012 57.00 0 0
7 44446.9 1.500 1.869 59.00 0 0
8 42508.9 1.546 2.014 57.00 0 0
9 41717.9 1.617 2.022 55.00 0 0
10 39885.1 1.745 2.167 57.00 0 0
11 38049.9 1.948 2.461 64.00 0 0
12 38434.6 1.901 2.363 58.00 0 0
13 37218.7 1.969 2.441 66.00 0 0
14 37491.8 1.864 2.345 62.00 0 0
15 38620.8 1.779 2.289 62.00 0 0
16 37858.4 2.024 2.443 67.00 0 0
17 34390.3 2.123 2.627 66.00 0 0
18 34175.2 2.237 2.747 63.00 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_28 1 49719.1 1.429 2.133 56.00 0 0
2 51054.9 1.371 2.005 55.00 0 0
3 51524.5 1.288 1.833 53.00 0 0
4 51194.1 1.312 1.744 50.00 0 0
5 55370.2 1.217 1.602 43.00 0 0
6 48402.1 1.259 1.795 55.00 0 0
7 51184.9 1.263 1.724 54.00 0 0
8 49448.0 1.337 1.828 50.00 0 0
9 47623.0 1.395 1.872 53.00 0 0
10 48099.5 1.335 1.828 54.00 0 0
11 49002.8 1.303 1.775 56.00 0 0
12 47264.0 1.296 1.789 60.00 0 0
13 47765.8 1.273 1.733 67.00 0 0
14 44657.3 1.549 2.033 57.00 0 0
15 43048.2 1.613 2.167 63.00 0 0
16 45593.4 1.458 2.006 56.00 0 0
17 40942.1 1.760 2.253 107.00 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_30 1 45886.3 1.427 2.133 57.00 0 0
2 46841.1 1.353 1.899 60.00 0 0
3 46367.7 1.363 1.791 55.00 0 0
4 47621.9 1.357 1.852 54.00 0 0
5 45816.9 1.370 1.792 53.00 0 0
6 43672.4 1.477 1.861 54.00 0 0
7 42377.8 1.540 1.965 54.00 0 0
8 46329.0 1.377 1.890 65.00 0 0
9 44278.2 1.486 1.894 59.00 0 0
10 44562.3 1.466 1.886 61.00 0 0
11 42710.9 1.539 1.991 56.00 0 0
12 42876.1 1.504 1.946 61.00 0 0
13 42547.3 1.630 2.121 58.00 0 0
14 43624.3 1.502 2.001 68.00 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 45148.8 1.471 2.343 61.00 0 0
2 45537.3 1.362 1.939 62.00 0 0
3 47858.3 1.319 1.815 64.00 0 0
4 47405.2 1.403 1.908 66.00 0 0
5 48258.5 1.284 1.745 64.00 0 0
6 45683.0 1.449 1.989 64.00 0 0
7 46379.5 1.442 1.955 64.00 0 0
8 46581.0 1.410 1.939 62.00 0 0
9 45057.2 1.468 1.974 64.00 0 0
10 43589.1 1.480 2.039 62.00 0 0
11 43738.8 1.503 2.097 63.00 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_34 1 40136.9 1.704 2.597 62.00 0 0
2 39600.8 1.745 2.263 64.00 0 0
3 37560.1 1.954 2.437 63.00 0 0
4 34390.6 2.181 2.713 60.00 0 0
5 34304.4 2.169 2.633 63.00 0 0
6 35136.4 2.179 2.641 65.00 0 0
7 34734.3 2.307 2.797 65.00 0 0
8 34465.8 2.117 2.611 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_36 1 36164.7 1.924 2.829 67.00 0 0
2 35982.2 1.837 2.477 71.00 0 0
3 36045.5 1.811 2.463 63.00 0 0
4 36992.2 1.779 2.333 71.00 0 0
5 34661.7 1.994 2.627 66.00 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 80 3 26.00 0 0
2 111 5 24.00 0 0
3 95 3 27.00 0 0
4 115 5 24.00 0 0
5 78 3 23.00 0 0
6 116 5 25.00 0 0
7 115 5 25.00 0 0
8 77 3 23.00 0 0
9 119 5 22.00 0 0
10 85 3 22.00 0 0
11 117 5 24.00 0 0
12 134 5 25.00 0 0
13 96 4 24.00 0 0
14 115 5 24.00 0 0
15 97 4 29.00 0 0
16 137 5 22.00 0 0
17 93 4 25.00 0 0
18 96 4 26.00 0 0
19 99 4 26.00 0 0
20 60 2 21.00 0 0
21 115 5 23.00 0 0
22 104 4 22.00 0 0
23 79 3 23.00 0 0
24 107 4 27.00 0 0
25 119 5 25.00 0 0
26 78 3 23.00 0 0
27 60 2 29.00 0 0
28 106 4 23.00 0 0
29 100 4 25.00 0 0
30 117 5 26.00 0 0
31 85 3 27.00 0 0
32 63 2 24.00 0 0
33 78 3 28.00 0 0
34 63 2 25.00 0 0
35 61 2 23.00 0 0
36 71 2 24.00 0 0
37 101 4 22.00 0 0
38 124 5 24.00 0 0
39 85 3 24.00 0 0
40 70 2 26.00 0 0
41 43 1 27.00 0 0
42 130 5 24.00 0 0
43 106 4 26.00 0 0
44 128 5 26.00 0 0
45 93 3 22.00 0 0
46 65 2 28.00 0 0
47 131 5 25.00 0 0
48 124 4 27.00 0 0
49 132 5 27.00 0 0
50 135 5 26.00 0 0
51 89 3 28.00 0 0
52 111 4 27.00 0 0
53 104 3 27.00 0 0
54 109 4 28.00 0 0
55 144 5 24.00 0 0
56 67 2 27.00 0 0
57 137 5 25.00 0 0
58 72 2 25.00 0 0
59 79 2 27.00 0 0
60 72 2 26.00 0 0
61 141 5 36.00 0 0
62 97 3 28.00 0 0
63 139 5 32.00 0 0
64 116 4 27.00 0 0
65 143 5 32.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_4 1 73 3 23.00 0 0
2 106 5 20.00 0 0
3 104 5 22.00 0 0
4 69 3 23.00 0 0
5 87 4 20.00 0 0
6 70 3 20.00 0 0
7 107 5 25.00 0 0
8 56 2 22.00 0 0
9 79 3 22.00 0 0
10 74 3 21.00 0 0
11 53 2 19.00 0 0
12 78 3 22.00 0 0
13 71 3 20.00 0 0
14 96 4 23.00 0 0
15 70 3 20.00 0 0
16 55 2 23.00 0 0
17 54 2 20.00 0 0
18 94 4 22.00 0 0
19 104 5 23.00 0 0
20 108 5 20.00 0 0
21 99 4 22.00 0 0
22 75 3 22.00 0 0
23 113 5 20.00 0 0
24 73 3 22.00 0 0
25 106 5 22.00 0 0
26 105 5 22.00 0 0
27 63 2 21.00 0 0
28 116 5 21.00 0 0
29 70 3 20.00 0 0
30 104 5 21.00 0 0
31 117 5 20.00 0 0
32 55 2 21.00 0 0
33 70 3 22.00 0 0
34 111 5 21.00 0 0
35 78 3 23.00 0 0
36 108 5 22.00 0 0
37 60 2 26.00 0 0
38 55 2 22.00 0 0
39 54 2 21.00 0 0
40 39 1 21.00 0 0
41 57 2 22.00 0 0
42 88 4 25.00 0 0
43 91 4 22.00 0 0
44 104 5 21.00 0 0
45 107 5 21.00 0 0
46 92 4 22.00 0 0
47 80 3 21.00 0 0
48 91 4 24.00 0 0
49 106 5 22.00 0 0
50 89 4 22.00 0 0
51 116 5 26.00 0 0
52 74 3 22.00 0 0
53 93 4 22.00 0 0
54 60 2 21.00 0 0
55 93 4 25.00 0 0
56 58 2 25.00 0 0
57 74 3 22.00 0 0
58 121 5 21.00 0 0
59 94 4 23.00 0 0
60 98 4 22.00 0 0
61 79 3 24.00 0 0
62 89 3 21.00 0 0
63 63 2 22.00 0 0
64 63 2 23.00 0 0
65 42 1 23.00 0 0
66 92 4 22.00 0 0
67 79 3 25.00 0 0
68 55 2 26.00 0 0
69 41 1 23.00 0 0
70 110 4 26.00 0 0
71 106 4 31.00 0 0
72 61 2 21.00 0 0
73 77 3 23.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_6 1 95 4 25.00 0 0
2 74 3 22.00 0 0
3 92 4 25.00 0 0
4 91 4 21.00 0 0
5 62 2 22.00 0 0
6 78 3 27.00 0 0
7 107 5 23.00 0 0
8 78 3 23.00 0 0
9 58 2 30.00 0 0
10 61 2 24.00 0 0
11 108 5 23.00 0 0
12 75 3 26.00 0 0
13 73 3 24.00 0 0
14 63 2 26.00 0 0
15 57 2 22.00 0 0
16 54 2 22.00 0 0
17 76 3 26.00 0 0
18 108 5 26.00 0 0
19 109 5 21.00 0 0
20 72 3 23.00 0 0
21 121 5 21.00 0 0
22 74 3 28.00 0 0
23 94 4 23.00 0 0
24 77 3 27.00 0 0
25 95 3 23.00 0 0
26 90 3 29.00 0 0
27 115 5 28.00 0 0
28 98 4 24.00 0 0
29 92 4 27.00 0 0
30 58 2 21.00 0 0
31 102 4 22.00 0 0
32 112 5 22.00 0 0
33 125 5 24.00 0 0
34 76 3 24.00 0 0
35 114 5 23.00 0 0
36 43 1 22.00 0 0
37 79 3 22.00 0 0
38 100 4 27.00 0 0
39 109 4 24.00 0 0
40 97 4 22.00 0 0
41 122 5 27.00 0 0
42 111 5 23.00 0 0
43 103 4 23.00 0 0
44 101 4 24.00 0 0
45 100 4 30.00 0 0
46 100 4 26.00 0 0
47 82 3 24.00 0 0
48 128 5 24.00 0 0
49 100 4 27.00 0 0
50 134 5 23.00 0 0
51 120 5 29.00 0 0
52 63 2 24.00 0 0
53 89 3 31.00 0 0
54 103 4 29.00 0 0
55 121 5 24.00 0 0
56 67 2 26.00 0 0
57 89 3 23.00 0 0
58 130 5 25.00 0 0
59 83 3 23.00 0 0
60 121 5 24.00 0 0
61 105 4 23.00 0 0
62 120 5 23.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_8 1 130 5 30.00 0 0
2 138 5 24.00 0 0
3 117 5 24.00 0 0
4 79 3 24.00 0 0
5 75 3 26.00 0 0
6 95 4 23.00 0 0
7 115 5 26.00 0 0
8 120 5 24.00 0 0
9 75 3 22.00 0 0
10 114 5 24.00 0 0
11 114 5 23.00 0 0
12 79 3 24.00 0 0
13 60 2 22.00 0 0
14 83 3 23.00 0 0
15 82 3 23.00 0 0
16 73 2 30.00 0 0
17 105 4 24.00 0 0
18 112 5 22.00 0 0
19 133 5 24.00 0 0
20 101 4 24.00 0 0
21 82 3 27.00 0 0
22 138 5 31.00 0 0
23 104 3 27.00 0 0
24 89 3 24.00 0 0
25 91 3 27.00 0 0
26 80 3 29.00 0 0
27 67 2 26.00 0 0
28 110 4 29.00 0 0
29 133 5 31.00 0 0
30 99 3 26.00 0 0
31 65 2 25.00 0 0
32 115 4 31.00 0 0
33 104 4 25.00 0 0
34 95 3 27.00 0 0
35 62 2 26.00 0 0
36 127 5 24.00 0 0
37 135 5 29.00 0 0
38 108 4 26.00 0 0
39 66 2 26.00 0 0
40 110 4 26.00 0 0
41 85 3 28.00 0 0
42 88 3 25.00 0 0
43 90 3 29.00 0 0
44 139 5 24.00 0 0
45 115 4 29.00 0 0
46 78 2 32.00 0 0
47 101 4 27.00 0 0
48 73 2 27.00 0 0
49 113 4 28.00 0 0
50 67 2 26.00 0 0
51 136 5 28.00 0 0
52 75 2 29.00 0 0
53 83 3 27.00 0 0
54 77 2 29.00 0 0
55 92 3 24.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_10 1 65 2 26.00 0 0
2 81 3 27.00 0 0
3 93 4 26.00 0 0
4 74 2 25.00 0 0
5 92 4 22.00 0 0
6 57 2 20.00 0 0
7 96 4 22.00 0 0
8 109 5 22.00 0 0
9 110 5 23.00 0 0
10 59 2 22.00 0 0
11 135 5 26.00 0 0
12 61 2 26.00 0 0
13 59 2 23.00 0 0
14 108 5 23.00 0 0
15 99 4 21.00 0 0
16 55 2 20.00 0 0
17 77 3 23.00 0 0
18 60 2 21.00 0 0
19 109 5 24.00 0 0
20 76 3 23.00 0 0
21 73 3 22.00 0 0
22 58 2 20.00 0 0
23 71 2 24.00 0 0
24 106 5 22.00 0 0
25 73 3 22.00 0 0
26 96 4 21.00 0 0
27 61 2 26.00 0 0
28 109 5 26.00 0 0
29 109 5 22.00 0 0
30 60 2 26.00 0 0
31 88 4 23.00 0 0
32 118 5 22.00 0 0
33 74 3 27.00 0 0
34 91 4 27.00 0 0
35 76 3 22.00 0 0
36 102 4 24.00 0 0
37 96 4 23.00 0 0
38 57 2 23.00 0 0
39 82 3 22.00 0 0
40 60 2 24.00 0 0
41 68 2 24.00 0 0
42 60 2 26.00 0 0
43 65 2 25.00 0 0
44 96 4 28.00 0 0
45 111 4 24.00 0 0
46 63 2 24.00 0 0
47 63 2 28.00 0 0
48 120 5 22.00 0 0
49 64 2 25.00 0 0
50 110 4 25.00 0 0
51 85 3 27.00 0 0
52 108 4 28.00 0 0
53 63 2 32.00 0 0
54 70 2 27.00 0 0
55 125 5 23.00 0 0
56 106 4 25.00 0 0
57 94 3 27.00 0 0
58 77 2 30.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_12 1 64 2 30.00 0 0
2 115 5 23.00 0 0
3 58 2 23.00 0 0
4 79 3 24.00 0 0
5 57 2 31.00 0 0
6 113 5 27.00 0 0
7 113 4 27.00 0 0
8 81 3 26.00 0 0
9 118 5 28.00 0 0
10 118 5 22.00 0 0
11 92 4 24.00 0 0
12 64 2 20.00 0 0
13 112 5 25.00 0 0
14 62 2 25.00 0 0
15 86 3 25.00 0 0
16 100 4 23.00 0 0
17 125 5 28.00 0 0
18 105 4 23.00 0 0
19 122 5 26.00 0 0
20 80 3 27.00 0 0
21 46 1 22.00 0 0
22 121 4 24.00 0 0
23 119 4 27.00 0 0
24 89 3 20.00 0 0
25 125 5 34.00 0 0
26 65 2 25.00 0 0
27 103 4 27.00 0 0
28 64 2 25.00 0 0
29 90 3 25.00 0 0
30 64 2 26.00 0 0
31 125 5 28.00 0 0
32 88 3 23.00 0 0
33 112 4 27.00 0 0
34 86 3 22.00 0 0
35 83 3 27.00 0 0
36 73 2 30.00 0 0
37 89 3 25.00 0 0
38 138 5 22.00 0 0
39 108 4 24.00 0 0
40 68 2 30.00 0 0
41 66 2 25.00 0 0
42 76 2 30.00 0 0
43 63 2 28.00 0 0
44 115 4 27.00 0 0
45 121 4 28.00 0 0
46 135 5 23.00 0 0
47 132 5 25.00 0 0
48 88 3 29.00 0 0
49 107 3 25.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_14 1 83 3 27.00 0 0
2 43 1 23.00 0 0
3 77 3 22.00 0 0
4 104 4 25.00 0 0
5 94 3 23.00 0 0
6 79 3 25.00 0 0
7 82 3 24.00 0 0
8 58 2 23.00 0 0
9 80 3 22.00 0 0
10 93 4 24.00 0 0
11 120 5 23.00 0 0
12 108 4 23.00 0 0
13 98 4 24.00 0 0
14 119 4 27.00 0 0
15 148 5 25.00 0 0
16 123 5 26.00 0 0
17 102 4 24.00 0 0
18 88 3 27.00 0 0
19 61 2 21.00 0 0
20 65 2 23.00 0 0
21 105 4 21.00 0 0
22 64 2 25.00 0 0
23 136 5 32.00 0 0
24 86 3 25.00 0 0
25 103 4 32.00 0 0
26 133 5 26.00 0 0
27 83 3 29.00 0 0
28 125 5 25.00 0 0
29 68 2 25.00 0 0
30 135 5 29.00 0 0
31 106 4 27.00 0 0
32 71 2 28.00 0 0
33 132 5 30.00 0 0
34 139 5 27.00 0 0
35 119 4 24.00 0 0
36 69 2 28.00 0 0
37 135 4 29.00 0 0
38 69 2 24.00 0 0
39 117 4 26.00 0 0
40 96 3 30.00 0 0
41 132 5 29.00 0 0
42 136 5 28.00 0 0
43 117 4 26.00 0 0
44 97 3 29.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_16 1 67 2 32.00 0 0
2 60 2 23.00 0 0
3 126 5 25.00 0 0
4 102 4 24.00 0 0
5 76 3 26.00 0 0
6 60 2 19.00 0 0
7 61 2 21.00 0 0
8 106 4 27.00 0 0
9 81 3 26.00 0 0
10 91 3 24.00 0 0
11 87 3 25.00 0 0
12 63 2 23.00 0 0
13 62 2 26.00 0 0
14 118 5 24.00 0 0
15 86 3 27.00 0 0
16 119 5 23.00 0 0
17 121 5 23.00 0 0
18 88 3 27.00 0 0
19 104 4 25.00 0 0
20 64 2 29.00 0 0
21 113 4 29.00 0 0
22 121 5 24.00 0 0
23 110 4 23.00 0 0
24 132 5 26.00 0 0
25 134 5 25.00 0 0
26 86 3 25.00 0 0
27 125 5 25.00 0 0
28 141 5 27.00 0 0
29 66 2 28.00 0 0
30 139 5 23.00 0 0
31 100 3 30.00 0 0
32 107 4 34.00 0 0
33 73 2 24.00 0 0
34 101 4 25.00 0 0
35 71 2 23.00 0 0
36 128 5 32.00 0 0
37 130 5 30.00 0 0
38 71 2 30.00 0 0
39 63 2 29.00 0 0
40 90 3 26.00 0 0
41 115 4 28.00 0 0
42 94 3 26.00 0 0
43 114 3 28.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_18 1 89 3 28.00 0 0
2 81 3 25.00 0 0
3 65 2 23.00 0 0
4 117 5 26.00 0 0
5 62 2 25.00 0 0
6 75 3 23.00 0 0
7 58 2 22.00 0 0
8 59 2 21.00 0 0
9 80 3 24.00 0 0
10 110 5 24.00 0 0
11 118 5 29.00 0 0
12 57 2 23.00 0 0
13 80 3 23.00 0 0
14 62 2 25.00 0 0
15 64 2 22.00 0 0
16 113 5 28.00 0 0
17 113 5 25.00 0 0
18 102 4 28.00 0 0
19 102 4 23.00 0 0
20 96 4 24.00 0 0
21 58 2 25.00 0 0
22 116 5 29.00 0 0
23 122 5 26.00 0 0
24 121 5 21.00 0 0
25 118 5 24.00 0 0
26 60 2 25.00 0 0
27 121 5 24.00 0 0
28 101 4 24.00 0 0
29 82 3 30.00 0 0
30 120 5 26.00 0 0
31 106 4 29.00 0 0
32 112 4 24.00 0 0
33 128 5 26.00 0 0
34 66 2 23.00 0 0
35 113 4 24.00 0 0
36 126 4 29.00 0 0
37 67 2 25.00 0 0
38 135 5 27.00 0 0
39 95 3 24.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_20 1 108 4 28.00 0 0
2 120 5 28.00 0 0
3 81 3 26.00 0 0
4 84 3 25.00 0 0
5 105 4 25.00 0 0
6 62 2 25.00 0 0
7 107 4 27.00 0 0
8 82 3 27.00 0 0
9 87 3 31.00 0 0
10 123 5 23.00 0 0
11 67 2 29.00 0 0
12 90 3 26.00 0 0
13 95 3 26.00 0 0
14 64 2 27.00 0 0
15 67 2 28.00 0 0
16 74 2 26.00 0 0
17 69 2 28.00 0 0
18 109 4 26.00 0 0
19 87 3 27.00 0 0
20 131 5 28.00 0 0
21 102 3 27.00 0 0
22 92 3 26.00 0 0
23 133 5 25.00 0 0
24 94 3 31.00 0 0
25 109 4 26.00 0 0
26 89 3 30.00 0 0
27 74 2 26.00 0 0
28 137 5 27.00 0 0
29 68 2 31.00 0 0
30 90 3 27.00 0 0
31 116 4 26.00 0 0
32 161 5 29.00 0 0
33 76 2 28.00 0 0
34 83 2 32.00 0 0
35 68 2 29.00 0 0
36 99 3 30.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_22 1 89 3 26.00 0 0
2 119 5 27.00 0 0
3 80 3 25.00 0 0
4 65 2 22.00 0 0
5 118 5 26.00 0 0
6 82 3 24.00 0 0
7 118 5 24.00 0 0
8 60 2 26.00 0 0
9 123 5 27.00 0 0
10 101 4 24.00 0 0
11 65 2 24.00 0 0
12 119 5 24.00 0 0
13 81 3 23.00 0 0
14 130 5 25.00 0 0
15 66 2 26.00 0 0
16 82 3 24.00 0 0
17 97 3 29.00 0 0
18 129 5 25.00 0 0
19 123 5 23.00 0 0
20 100 4 22.00 0 0
21 114 4 27.00 0 0
22 42 1 27.00 0 0
23 88 3 29.00 0 0
24 122 5 25.00 0 0
25 81 3 24.00 0 0
26 121 5 27.00 0 0
27 85 3 26.00 0 0
28 126 5 32.00 0 0
29 90 3 26.00 0 0
30 127 5 25.00 0 0
31 87 3 25.00 0 0
32 87 3 33.00 0 0
33 70 2 28.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_23 1 84 3 31.00 0 0
2 62 2 28.00 0 0
3 98 4 24.00 0 0
4 58 2 22.00 0 0
5 79 3 25.00 0 0
6 44 1 25.00 0 0
7 103 4 26.00 0 0
8 114 5 23.00 0 0
9 64 2 24.00 0 0
10 119 5 26.00 0 0
11 61 2 25.00 0 0
12 61 2 24.00 0 0
13 61 2 24.00 0 0
14 101 4 27.00 0 0
15 116 5 23.00 0 0
16 59 2 26.00 0 0
17 78 3 24.00 0 0
18 84 3 29.00 0 0
19 79 3 29.00 0 0
20 98 4 25.00 0 0
21 117 5 27.00 0 0
22 103 4 24.00 0 0
23 109 4 26.00 0 0
24 89 3 25.00 0 0
25 104 4 24.00 0 0
26 116 5 28.00 0 0
27 121 5 24.00 0 0
28 69 2 26.00 0 0
29 94 3 25.00 0 0
30 85 3 27.00 0 0
31 119 5 31.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_25 1 96 3 30.00 0 0
2 65 2 27.00 0 0
3 67 2 32.00 0 0
4 126 5 22.00 0 0
5 64 2 24.00 0 0
6 126 5 26.00 0 0
7 71 2 24.00 0 0
8 98 3 28.00 0 0
9 69 2 26.00 0 0
10 108 4 22.00 0 0
11 67 2 33.00 0 0
12 133 5 24.00 0 0
13 72 2 29.00 0 0
14 109 4 27.00 0 0
15 85 3 25.00 0 0
16 116 4 26.00 0 0
17 131 5 30.00 0 0
18 73 2 28.00 0 0
19 67 2 28.00 0 0
20 138 5 30.00 0 0
21 67 2 25.00 0 0
22 66 2 24.00 0 0
23 98 3 26.00 0 0
24 133 5 26.00 0 0
25 89 3 27.00 0 0
26 116 4 28.00 0 0
27 80 2 27.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_27 1 124 5 31.00 0 0
2 125 5 30.00 0 0
3 141 5 31.00 0 0
4 135 5 35.00 0 0
5 85 3 25.00 0 0
6 125 5 24.00 0 0
7 86 3 24.00 0 0
8 88 3 26.00 0 0
9 85 3 29.00 0 0
10 95 3 27.00 0 0
11 152 5 30.00 0 0
12 134 5 28.00 0 0
13 121 4 25.00 0 0
14 132 4 29.00 0 0
15 79 2 26.00 0 0
16 130 5 27.00 0 0
17 113 4 30.00 0 0
18 74 2 37.00 0 0
19 98 3 27.00 0 0
20 146 5 34.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_29 1 103 3 36.00 0 0
2 141 5 29.00 0 0
3 132 5 27.00 0 0
4 93 3 30.00 0 0
5 125 4 31.00 0 0
6 115 3 28.00 0 0
7 106 3 29.00 0 0
8 141 5 28.00 0 0
9 144 5 29.00 0 0
10 139 5 30.00 0 0
11 80 2 36.00 0 0
12 88 2 31.00 0 0
13 101 3 29.00 0 0
14 122 4 27.00 0 0
15 124 4 28.00 0 0
16 107 3 25.00 0 0
17 76 2 27.00 0 0
18 80 2 32.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_31 1 106 4 30.00 0 0
2 79 3 23.00 0 0
3 137 5 26.00 0 0
4 66 2 33.00 0 0
5 119 4 25.00 0 0
6 54 1 32.00 0 0
7 130 5 24.00 0 0
8 70 2 29.00 0 0
9 100 3 33.00 0 0
10 50 1 37.00 0 0
11 122 4 31.00 0 0
12 135 5 25.00 0 0
13 132 5 30.00 0 0
14 113 4 31.00 0 0
15 74 2 28.00 0 0
16 140 5 34.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_33 1 129 5 30.00 0 0
2 87 3 27.00 0 0
3 135 5 28.00 0 0
4 91 3 28.00 0 0
5 69 2 30.00 0 0
6 129 5 31.00 0 0
7 138 5 28.00 0 0
8 138 5 24.00 0 0
9 77 2 32.00 0 0
10 95 3 30.00 0 0
11 95 3 28.00 0 0
12 132 5 30.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_35 1 152 5 36.00 0 0
2 98 3 30.00 0 0
3 70 2 28.00 0 0
4 147 5 30.00 0 0
5 91 3 27.00 0 0
6 117 4 31.00 0 0
7 94 3 29.00 0 0
8 77 2 28.00 0 0
9 152 5 29.00 0 0
10 70 2 28.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_37 1 71 2 37.00 0 0
2 132 5 24.00 0 0
3 117 4 25.00 0 0
4 143 5 29.00 0 0
5 121 4 30.00 0 0
6 72 2 36.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_39 1 131 4 34.00 0 0
2 88 2 33.00 0 0
3 132 4 30.00 0 0
AI name Run id Completion Times (s) Hadoop Iterations Data gen time (s) AI Run Errors NTP Error
ai_41 1 95 3 28.00 0 0

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