OV - Compare Index

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▶Compared Reports

r0: run_1_thread
r1: run_2_threads
r2: run_4_threads
r3: run_8_threads
r4: run_16_threads
r5: run_32_threads
r6: run_64_threads

Global Metrics

Metric		r0	r1	r2	r3	r4	r5	r6
Total Time (s)		238.90	148.95	103.39	80.36	68.94	62.70	59.93
Max (Thread Active Time) (s)		177.88	90.37	45.60	23.41	11.94	6.30	2.94
Average Active Time (s)		177.88	90.36	45.60	23.41	11.92	6.28	2.85
Activity Ratio (%)		74.5	74.7	74.7	74.9	74.7	75.0	60.9
Average number of active threads		0.745	1.213	1.764	2.330	2.767	3.205	3.043
Affinity Stability (%)		76.4	76.6	76.6	77.0	76.8	77.2	78.0
GFLOPS		4.207	6.493	9.520	12.636	14.647	16.256	12.352
Time in analyzed loops (%)		100.0	98.3	97.3	95.5	93.8	89.9	75.0
Time in analyzed innermost loops (%)		98.6	97.0	95.9	94.1	92.5	88.7	74.1
Time in user code (%)		100	98.3	97.3	95.5	93.8	89.9	75.0
Compilation Options Score (%)		50.0	50.0	50.0	50.0	50.0	50.0	50.0
Array Access Efficiency (%)		99.3	99.3	99.3	99.3	99.3	99.3	99.3

Potential Speedups
Perfect Flow Complexity		1.00	1.00	1.00	1.00	1.00	1.00	1.00
Perfect OpenMP/MPI/Pthread/TBB		1.00	1.01	1.01	1.01	1.01	1.03	1.14
Perfect OpenMP/MPI/Pthread/TBB + Perfect Load Distribution		1.00	1.02	1.03	1.05	1.07	1.11	1.37
Scalability - Gap		1.00	1.25	1.73	2.69	4.62	8.40	16.06
No Scalar Integer	Potential Speedup	1.37	1.36	1.36	1.35	1.34	1.31	1.24
No Scalar Integer	Nb Loops to get 80%	1	1	1	1	1	1	1
FP Vectorised	Potential Speedup	1.37	1.36	1.35	1.34	1.33	1.31	1.23
FP Vectorised	Nb Loops to get 80%	1	1	1	1	1	1	1
Fully Vectorised	Potential Speedup	2.77	2.69	2.65	2.56	2.48	2.29	1.82
Fully Vectorised	Nb Loops to get 80%	1	1	1	1	1	1	1
Only FP Arithmetic	Potential Speedup	1.37	1.36	1.36	1.35	1.34	1.31	1.24
Only FP Arithmetic	Nb Loops to get 80%	1	1	1	1	1	1	1

Scalability Speedup

Cumulated Speedup If No Scalar Integer

Cumulated Speedup If FP Vectorized

Cumulated Speedup If Fully Vectorized

Cumulated Speedup If Only FP Arithmetic

Loop Based Profiles

Innermost / Single Loops

Inbetween Loops

Outermost Loops

Cumulated Coverage With All Loops

Innermost Loop Based Profiles

Coverage

Count

Application Categorization

Time

Coverage

Compilation Options

Source Object	Issue
▼kmeans-gcc-Ofast–
▼main.cpp–
○	-mcpu=native is missing.
○	-funroll-loops is missing.

Path Count Profiles

Coverage

Count

Low Iteration Count Profiles

Coverage

Count

Average Number of Active Threads

Run 1 - run_1_thread

Run 2 - run_2_threads

Run 3 - run_4_threads

Run 4 - run_8_threads

Run 5 - run_16_threads

Run 6 - run_32_threads

Run 7 - run_64_threads

Experiment Summaries

	r0	r1	r2	r3	r4	r5	r6
Experiment Name	K-Means scalability gcc-Ofast 100000000	K-Means scalability gcc-Ofast 100000000	K-Means scalability gcc-Ofast 100000000	K-Means scalability gcc-Ofast 100000000	K-Means scalability gcc-Ofast 100000000	K-Means scalability gcc-Ofast 100000000	K-Means scalability gcc-Ofast 100000000
Application	./kmeans/kmeans-gcc-Ofast	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
Timestamp	2025-08-07 13:30:36	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
Experiment Type	Sequential	OpenMP;	same as r1	same as r1	same as r1	same as r1	same as r1
Machine	ip-172-31-18-66	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
Architecture	aarch64	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
Micro Architecture	ARM_NEOVERSE_V1	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
Model Name
Cache Size
Number of Cores
Maximal Frequency	0 GHz	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
OS Version	Linux 6.14.0-1010-aws #10~24.04.1-Ubuntu SMP Fri Jul 18 20:39:43 UTC 2025	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
Architecture used during static analysis	aarch64	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
Micro Architecture used during static analysis	ARM_NEOVERSE_V1	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
Compilation Options	kmeans-gcc-Ofast: GNU C++14 14.2.0 -mlittle-endian -mabi=lp64 -g -Ofast -std=c++14 -fno-omit-frame-pointer -fopenmp	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
Number of processes observed	1	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
Number of threads observed	1	2	4	8	16	32	64
Frequency Driver	NA	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
Frequency Governor	NA	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
Huge Pages	madvise	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
Hyperthreading	off	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
Number of sockets	1	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
Number of cores per socket	64	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
MAQAO version	2025.1.2	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
MAQAO build	7076967d3502a2d74409cf402702d5c5c2847726::20250729-175200	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0
Comments	K-MEANS SOA AWS Graviton 3 (Neoverse V1) CPU, 1-64 threads runs	same as r0	same as r0	same as r0	same as r0	same as r0	same as r0

Report Configuration

▶Compared Reports

Global Metrics

Scalability Speedup

Cumulated Speedup If No Scalar Integer

Cumulated Speedup If FP Vectorized

Cumulated Speedup If Fully Vectorized

Cumulated Speedup If Only FP Arithmetic

Loop Based Profiles

Innermost / Single Loops

Inbetween Loops

Outermost Loops

Cumulated Coverage With All Loops

Innermost Loop Based Profiles

Coverage

Count

Application Categorization

Time

Coverage

Compilation Options

Path Count Profiles

Coverage

Count

Low Iteration Count Profiles

Coverage

Count

Average Number of Active Threads

Run 1 - run_1_thread

Run 2 - run_2_threads

Run 3 - run_4_threads

Run 4 - run_8_threads

Run 5 - run_16_threads

Run 6 - run_32_threads

Run 7 - run_64_threads

Experiment Summaries