OV - exec - Loop 171

	Loop Id: 171	Module: exec	Source: accelerate.cpp:43-53	Coverage: 7.33%

0x41eccc LD1D	{Z2.D}, P0/Z, [X24, X26,LSL #3]    [5]

0x41ecd0 LD1D	{Z5.D}, P0/Z, [X22, X26,LSL #3]    [3]

0x41ecd4 LD1D	{Z4.D}, P0/Z, [X25, X26,LSL #3]    [16]

0x41ecd8 LD1D	{Z17.D}, P0/Z, [X19, X26,LSL #3]    [1]

0x41ecdc LD1D	{Z7.D}, P0/Z, [X23, X26,LSL #3]    [21]

0x41ece0 FMUL	Z6.D, Z5.D, Z2.D

0x41ece4 FMAD	Z7.D, P1/M, Z4.D, Z6.D

0x41ece8 LD1D	{Z18.D}, P0/Z, [X17, X26,LSL #3]    [19]

0x41ecec LD1D	{Z19.D}, P0/Z, [X18, X26,LSL #3]    [4]

0x41ecf0 LD1D	{Z22.D}, P0/Z, [X12, X26,LSL #3]    [13]

0x41ecf4 LD1D	{Z23.D}, P0/Z, [X6, X26,LSL #3]    [12]

0x41ecf8 LD1D	{Z26.D}, P0/Z, [X9, X26,LSL #3]    [6]

0x41ecfc LD1D	{Z27.D}, P0/Z, [X14, X26,LSL #3]    [22]

0x41ed00 LD1D	{Z29.D}, P0/Z, [X8, X26,LSL #3]    [23]

0x41ed04 LD1D	{Z30.D}, P0/Z, [X3, X26,LSL #3]    [17]

0x41ed08 LD1D	{Z0.D}, P0/Z, [X21, X26,LSL #3]    [2]

0x41ed0c LD1D	{Z21.D}, P0/Z, [X16, X26,LSL #3]    [11]

0x41ed10 FMUL	Z20.D, Z18.D, Z17.D

0x41ed14 FSUB	Z25.D, Z22.D, Z23.D

0x41ed18 FMAD	Z21.D, P1/M, Z19.D, Z20.D

0x41ed1c FMUL	Z28.D, Z25.D, Z26.D

0x41ed20 FADD	Z24.D, Z7.D, Z21.D

0x41ed24 FSUB	Z31.D, Z27.D, Z29.D

0x41ed28 FDIVR	Z24.D, P1/M, Z24.D, Z16.D

0x41ed2c FMAD	Z31.D, P1/M, Z30.D, Z28.D

0x41ed30 FMAD	Z31.D, P1/M, Z24.D, Z0.D

0x41ed34 ST1D	{Z31.D}, P0, [X2, X26,LSL #3]    [14]

0x41ed38 LD1D	{Z3.D}, P0/Z, [X8, X26,LSL #3]    [23]

0x41ed3c LD1D	{Z1.D}, P0/Z, [X6, X26,LSL #3]    [12]

0x41ed40 LD1D	{Z5.D}, P0/Z, [X27, X26,LSL #3]    [24]

0x41ed44 LD1D	{Z6.D}, P0/Z, [X14, X26,LSL #3]    [22]

0x41ed48 LD1D	{Z4.D}, P0/Z, [X12, X26,LSL #3]    [13]

0x41ed4c LD1D	{Z17.D}, P0/Z, [X10, X26,LSL #3]    [9]

0x41ed50 FSUB	Z2.D, Z3.D, Z1.D

0x41ed54 FMUL	Z7.D, Z2.D, Z5.D

0x41ed58 LD1D	{Z19.D}, P0/Z, [X20, X26,LSL #3]    [7]

0x41ed5c FSUB	Z18.D, Z6.D, Z4.D

0x41ed60 FMAD	Z18.D, P1/M, Z17.D, Z7.D

0x41ed64 FMAD	Z18.D, P1/M, Z24.D, Z19.D

0x41ed68 ST1D	{Z18.D}, P0, [X1, X26,LSL #3]    [20]

0x41ed6c LD1D	{Z20.D}, P0/Z, [X2, X26,LSL #3]    [14]

0x41ed70 LD1D	{Z21.D}, P0/Z, [X3, X26,LSL #3]    [17]

0x41ed74 LD1D	{Z22.D}, P0/Z, [X13, X26,LSL #3]    [15]

0x41ed78 LD1D	{Z23.D}, P0/Z, [X7, X26,LSL #3]    [18]

0x41ed7c LD1D	{Z25.D}, P0/Z, [X9, X26,LSL #3]    [6]

0x41ed80 LD1D	{Z27.D}, P0/Z, [X11, X26,LSL #3]    [8]

0x41ed84 FSUB	Z26.D, Z22.D, Z23.D

0x41ed88 LD1D	{Z28.D}, P0/Z, [X5, X26,LSL #3]    [10]

0x41ed8c FSUB	Z29.D, Z27.D, Z28.D

0x41ed90 FMUL	Z30.D, Z29.D, Z25.D

0x41ed94 FMAD	Z26.D, P1/M, Z21.D, Z30.D

0x41ed98 FMAD	Z26.D, P1/M, Z24.D, Z20.D

0x41ed9c ST1D	{Z26.D}, P0, [X2, X26,LSL #3]    [14]

0x41eda0 LD1D	{Z31.D}, P0/Z, [X7, X26,LSL #3]    [18]

0x41eda4 LD1D	{Z0.D}, P0/Z, [X5, X26,LSL #3]    [10]

0x41eda8 LD1D	{Z3.D}, P0/Z, [X27, X26,LSL #3]    [24]

0x41edac LD1D	{Z1.D}, P0/Z, [X13, X26,LSL #3]    [15]

0x41edb0 LD1D	{Z6.D}, P0/Z, [X11, X26,LSL #3]    [8]

0x41edb4 LD1D	{Z7.D}, P0/Z, [X10, X26,LSL #3]    [9]

0x41edb8 LD1D	{Z4.D}, P0/Z, [X1, X26,LSL #3]    [20]

0x41edbc FSUB	Z5.D, Z31.D, Z0.D

0x41edc0 FSUB	Z17.D, Z1.D, Z6.D

0x41edc4 FMUL	Z2.D, Z5.D, Z3.D

0x41edc8 FMAD	Z17.D, P1/M, Z7.D, Z2.D

0x41edcc FMAD	Z24.D, P1/M, Z17.D, Z4.D

0x41edd0 ST1D	{Z24.D}, P0, [X1, X26,LSL #3]    [20]

0x41edd4 ADD	X26, X26, X28

0x41edd8 WHILELO	P0.D, X26, X4

0x41eddc B.NE	41eccc

/home/hbollore/qaas-runs/170-290-5445/intel/CloverLeafCXX/build/CloverLeafCXX/src/omp/accelerate.cpp: 43 - 53

--------------------------------------------------------------------------------

43:       double stepbymass_s = halfdt / ((density0(i - 1, j - 1) * volume(i - 1, j - 1) + density0(i - 1, j + 0) * volume(i - 1, j + 0) +

44:                                        density0(i, j) * volume(i, j) + density0(i + 0, j - 1) * volume(i + 0, j - 1)) *

45:                                       0.25);

46:       xvel1(i, j) = xvel0(i, j) - stepbymass_s * (xarea(i, j) * (pressure(i, j) - pressure(i - 1, j + 0)) +

47:                                                   xarea(i + 0, j - 1) * (pressure(i + 0, j - 1) - pressure(i - 1, j - 1)));

48:       yvel1(i, j) = yvel0(i, j) - stepbymass_s * (yarea(i, j) * (pressure(i, j) - pressure(i + 0, j - 1)) +

49:                                                   yarea(i - 1, j + 0) * (pressure(i - 1, j + 0) - pressure(i - 1, j - 1)));

50:       xvel1(i, j) = xvel1(i, j) - stepbymass_s * (xarea(i, j) * (viscosity(i, j) - viscosity(i - 1, j + 0)) +

51:                                                   xarea(i + 0, j - 1) * (viscosity(i + 0, j - 1) - viscosity(i - 1, j - 1)));

52:       yvel1(i, j) = yvel1(i, j) - stepbymass_s * (yarea(i, j) * (viscosity(i, j) - viscosity(i + 0, j - 1)) +

53:                                                   yarea(i - 1, j + 0) * (viscosity(i - 1, j + 0) - viscosity(i - 1, j - 1)));

Coverage (%)	Name	Source Location	Module
►98.43+	__kmp_GOMP_microtask_wrapper(i[...]		libomp.so
○	__kmp_invoke_microtask		libomp.so
►1.57+	GOMP_parallel		libomp.so
○	accelerate(global_variables&)	accelerate.cpp:66	exec
○	hydro(global_variables&, paral[...]	basic_string.h:906	exec
○	main	iostream:74	exec
○	__libc_start_main		libc-2.31.so
○	_start	iostream:74	exec

Path /

Metric	Value
CQA speedup if no scalar integer	1.00
CQA speedup if FP arith vectorized	1.00
CQA speedup if fully vectorized	1.00
CQA speedup if no inter-iteration dependency	NA
CQA speedup if next bottleneck killed	1.54
Bottlenecks	P10, P11,
Function	accelerate_kernel(int, int, int, int, double, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&) [clone ._omp_fn.0]
Source	accelerate.cpp:43-53
Source loop unroll info	not unrolled or unrolled with no peel/tail loop
Source loop unroll confidence level	max
Unroll/vectorization loop type	NA
Unroll factor	NA
CQA cycles	20.00
CQA cycles if no scalar integer	20.00
CQA cycles if FP arith vectorized	20.00
CQA cycles if fully vectorized	20.00
Front-end cycles	8.63
DIV/SQRT cycles	0.50
P0 cycles	0.50
P1 cycles	0.50
P2 cycles	0.25
P3 cycles	1.00
P4 cycles	0.25
P5 cycles	13.00
P6 cycles	13.00
P7 cycles	12.50
P8 cycles	12.50
P9 cycles	20.00
P10 cycles	20.00
P11 cycles	0.00
P12 cycles	0.00
P13 cycles	0.00
P14 cycles	1.00 - 0.50
Inter-iter dependencies cycles	1
FE+BE cycles (UFS)	NA
Stall cycles (UFS)	NA
Nb insns	69.00
Nb uops	69.00
Nb loads	NA
Nb stores	4.00
Nb stack references	0.00
FLOP/cycle	7.20
Nb FLOP add-sub	36.00
Nb FLOP mul	24.00
Nb FLOP fma	40.00
Nb FLOP div	4.00
Nb FLOP rcp	0.00
Nb FLOP sqrt	0.00
Nb FLOP rsqrt	0.00
Bytes/cycle	64.00
Bytes prefetched	0.00
Bytes loaded	1152.00
Bytes stored	128.00
Stride 0	NA
Stride 1	NA
Stride n	NA
Stride unknown	NA
Stride indirect	NA
Vectorization ratio all	100.00
Vectorization ratio load	100.00
Vectorization ratio store	100.00
Vectorization ratio mul	100.00
Vectorization ratio add_sub	100.00
Vectorization ratio fma	100.00
Vectorization ratio div_sqrt	100.00
Vectorization ratio other	NA
Vector-efficiency ratio all	100.00
Vector-efficiency ratio load	100.00
Vector-efficiency ratio store	100.00
Vector-efficiency ratio mul	100.00
Vector-efficiency ratio add_sub	100.00
Vector-efficiency ratio fma	100.00
Vector-efficiency ratio div_sqrt	100.00
Vector-efficiency ratio other	NA

Metric	Value
CQA speedup if no scalar integer	1.00
CQA speedup if FP arith vectorized	1.00
CQA speedup if fully vectorized	1.00
CQA speedup if no inter-iteration dependency	NA
CQA speedup if next bottleneck killed	1.54
Bottlenecks	P10, P11,
Function	accelerate_kernel(int, int, int, int, double, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&) [clone ._omp_fn.0]
Source	accelerate.cpp:43-53
Source loop unroll info	not unrolled or unrolled with no peel/tail loop
Source loop unroll confidence level	max
Unroll/vectorization loop type	NA
Unroll factor	NA
CQA cycles	20.00
CQA cycles if no scalar integer	20.00
CQA cycles if FP arith vectorized	20.00
CQA cycles if fully vectorized	20.00
Front-end cycles	8.63
DIV/SQRT cycles	0.50
P0 cycles	0.50
P1 cycles	0.50
P2 cycles	0.25
P3 cycles	1.00
P4 cycles	0.25
P5 cycles	13.00
P6 cycles	13.00
P7 cycles	12.50
P8 cycles	12.50
P9 cycles	20.00
P10 cycles	20.00
P11 cycles	0.00
P12 cycles	0.00
P13 cycles	0.00
P14 cycles	1.00 - 0.50
Inter-iter dependencies cycles	1
FE+BE cycles (UFS)	NA
Stall cycles (UFS)	NA
Nb insns	69.00
Nb uops	69.00
Nb loads	NA
Nb stores	4.00
Nb stack references	0.00
FLOP/cycle	7.20
Nb FLOP add-sub	36.00
Nb FLOP mul	24.00
Nb FLOP fma	40.00
Nb FLOP div	4.00
Nb FLOP rcp	0.00
Nb FLOP sqrt	0.00
Nb FLOP rsqrt	0.00
Bytes/cycle	64.00
Bytes prefetched	0.00
Bytes loaded	1152.00
Bytes stored	128.00
Stride 0	NA
Stride 1	NA
Stride n	NA
Stride unknown	NA
Stride indirect	NA
Vectorization ratio all	100.00
Vectorization ratio load	100.00
Vectorization ratio store	100.00
Vectorization ratio mul	100.00
Vectorization ratio add_sub	100.00
Vectorization ratio fma	100.00
Vectorization ratio div_sqrt	100.00
Vectorization ratio other	NA
Vector-efficiency ratio all	100.00
Vector-efficiency ratio load	100.00
Vector-efficiency ratio store	100.00
Vector-efficiency ratio mul	100.00
Vector-efficiency ratio add_sub	100.00
Vector-efficiency ratio fma	100.00
Vector-efficiency ratio div_sqrt	100.00
Vector-efficiency ratio other	NA

Path /

Average path: Display a virtual path defined by average values of all real paths

Function	accelerate_kernel(int, int, int, int, double, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&) [clone ._omp_fn.0]
Source file and lines	accelerate.cpp:43-53
Module	exec

The loop is defined in /home/hbollore/qaas-runs/170-290-5445/intel/CloverLeafCXX/build/CloverLeafCXX/src/omp/accelerate.cpp:43-53.

The related source loop is not unrolled or unrolled with no peel/tail loop.

gain
potential
hint
expert

Vectorization

Your loop is fully vectorized, using full register length.

Details

All VPU instructions are used in vector version (process two or more data elements in vector registers).

FMA

Detected 40 FMA (fused multiply-add) operations. Presence of both ADD/SUB and MUL operations.

Workaround

Try to change order in which elements are evaluated (using parentheses) in arithmetic expressions containing both ADD/SUB and MUL operations to enable your compiler to generate FMA instructions wherever possible. For instance a + b*c is a valid FMA (MUL then ADD). However (a+b)* c cannot be translated into an FMA (ADD then MUL).

Matching between your loop (in the source code) and the binary loop

The binary loop is composed of 144 FP arithmetical operations:

76: addition or subtraction (40 inside FMA instructions)
64: multiply (40 inside FMA instructions)
4: divide

The binary loop is loading 1152 bytes. The binary loop is storing 128 bytes.

Arithmetic intensity

Arithmetic intensity is 0.11 FP operations per loaded or stored byte.

General properties

nb instructions	69
loop length	276
nb stack references	0

Front-end

FIT IN UOP CACHE

front end

8.63 cycles

Back-end

	P0	P1	P2	P3	P4	P5	P6	P7	P8	P9	P10	P11	P12	P13	P14
uops	0.50	0.50	0.50	0.25	1.00	0.25	13.00	13.00	2.00	2.00	20.00	20.00	0.00	0.00	0.00
cycles	0.50	0.50	0.50	0.25	1.00	0.25	13.00	13.00	12.50	12.50	20.00	20.00	0.00	0.00	0.00

Cycles executing div or sqrt instructions	1.00-0.50
Longest recurrence chain latency (RecMII)	1.00

Cycles summary

Front-end	8.63
Data deps.	1.00
Overall L1	20.00

Vectorization ratios

INT

all	100%
load	100%
store	100%
mul	NA (no mul vectorizable/vectorized instructions)
add-sub	NA (no add-sub vectorizable/vectorized instructions)
fma	NA (no fma vectorizable/vectorized instructions)
other	NA (no other vectorizable/vectorized instructions)

all	100%
load	NA (no load vectorizable/vectorized instructions)
store	NA (no store vectorizable/vectorized instructions)
mul	100%
add-sub	100%
fma	100%
div/sqrt	100%
other	NA (no other vectorizable/vectorized instructions)

INT+FP

all	100%
load	100%
store	100%
mul	100%
add-sub	100%
fma	100%
div/sqrt	100%
other	NA (no other vectorizable/vectorized instructions)

Cycles and memory resources usage

Assuming all data fit into the L1 cache, each iteration of the binary loop takes 20.00 cycles. At this rate:

60% of peak load performance is reached (57.60 out of 96.00 bytes loaded per cycle (GB/s @ 1GHz))
13% of peak store performance is reached (6.40 out of 48.00 bytes stored per cycle (GB/s @ 1GHz))

ASM code

In the binary file, the address of the loop is: 41eccc

Instruction	Nb FU	P0	P1	P2	P3	P4	P5	P6	P7	P8	P9	P10	P11	Latency	Recip. throughput
LD1D {Z2.D}, P0/Z, [X24, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z5.D}, P0/Z, [X22, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z4.D}, P0/Z, [X25, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z17.D}, P0/Z, [X19, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z7.D}, P0/Z, [X23, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
FMUL Z6.D, Z5.D, Z2.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	3	0.50
FMAD Z7.D, P1/M, Z4.D, Z6.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
LD1D {Z18.D}, P0/Z, [X17, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z19.D}, P0/Z, [X18, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z22.D}, P0/Z, [X12, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z23.D}, P0/Z, [X6, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z26.D}, P0/Z, [X9, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z27.D}, P0/Z, [X14, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z29.D}, P0/Z, [X8, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z30.D}, P0/Z, [X3, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z0.D}, P0/Z, [X21, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z21.D}, P0/Z, [X16, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
FMUL Z20.D, Z18.D, Z17.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	3	0.50
FSUB Z25.D, Z22.D, Z23.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
FMAD Z21.D, P1/M, Z19.D, Z20.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
FMUL Z28.D, Z25.D, Z26.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	3	0.50
FADD Z24.D, Z7.D, Z21.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
FSUB Z31.D, Z27.D, Z29.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
FDIVR Z24.D, P1/M, Z24.D, Z16.D	1	0	0	0	0	0	0	1	0	0	0	0	0	7-15	1-0.50
FMAD Z31.D, P1/M, Z30.D, Z28.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
FMAD Z31.D, P1/M, Z24.D, Z0.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
ST1D {Z31.D}, P0, [X2, X26,LSL #3]	1	0	0	0	0	0	0	0.25	0.25	0.25	0.25	0.50	0.50	2	0.50
LD1D {Z3.D}, P0/Z, [X8, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z1.D}, P0/Z, [X6, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z5.D}, P0/Z, [X27, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z6.D}, P0/Z, [X14, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z4.D}, P0/Z, [X12, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z17.D}, P0/Z, [X10, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
FSUB Z2.D, Z3.D, Z1.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
FMUL Z7.D, Z2.D, Z5.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	3	0.50
LD1D {Z19.D}, P0/Z, [X20, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
FSUB Z18.D, Z6.D, Z4.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
FMAD Z18.D, P1/M, Z17.D, Z7.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
FMAD Z18.D, P1/M, Z24.D, Z19.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
ST1D {Z18.D}, P0, [X1, X26,LSL #3]	1	0	0	0	0	0	0	0.25	0.25	0.25	0.25	0.50	0.50	2	0.50
LD1D {Z20.D}, P0/Z, [X2, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z21.D}, P0/Z, [X3, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z22.D}, P0/Z, [X13, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z23.D}, P0/Z, [X7, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z25.D}, P0/Z, [X9, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z27.D}, P0/Z, [X11, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
FSUB Z26.D, Z22.D, Z23.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
LD1D {Z28.D}, P0/Z, [X5, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
FSUB Z29.D, Z27.D, Z28.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
FMUL Z30.D, Z29.D, Z25.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	3	0.50
FMAD Z26.D, P1/M, Z21.D, Z30.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
FMAD Z26.D, P1/M, Z24.D, Z20.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
ST1D {Z26.D}, P0, [X2, X26,LSL #3]	1	0	0	0	0	0	0	0.25	0.25	0.25	0.25	0.50	0.50	2	0.50
LD1D {Z31.D}, P0/Z, [X7, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z0.D}, P0/Z, [X5, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z3.D}, P0/Z, [X27, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z1.D}, P0/Z, [X13, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z6.D}, P0/Z, [X11, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z7.D}, P0/Z, [X10, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z4.D}, P0/Z, [X1, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
FSUB Z5.D, Z31.D, Z0.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
FSUB Z17.D, Z1.D, Z6.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
FMUL Z2.D, Z5.D, Z3.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	3	0.50
FMAD Z17.D, P1/M, Z7.D, Z2.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
FMAD Z24.D, P1/M, Z17.D, Z4.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
ST1D {Z24.D}, P0, [X1, X26,LSL #3]	1	0	0	0	0	0	0	0.25	0.25	0.25	0.25	0.50	0.50	2	0.50
ADD X26, X26, X28	1	0	0	0.25	0.25	0.25	0.25	0	0	0	0	0	0	1	0.25
WHILELO P0.D, X26, X4	1	0	0	0	0	1	0	0	0	0	0	0	0	3	2
B.NE 41eccc <_Z17accelerate_kerneliiiidRN6clover8Buffer2DIdEES2_S2_S2_S2_S2_S2_S2_S2_S2_._omp_fn.0+0x2ec>	1	0.50	0.50	0	0	0	0	0	0	0	0	0	0	1	0.50

Function	accelerate_kernel(int, int, int, int, double, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&, clover::Buffer2D&) [clone ._omp_fn.0]
Source file and lines	accelerate.cpp:43-53
Module	exec

gain
potential
hint
expert

Vectorization

Your loop is fully vectorized, using full register length.

Details

All VPU instructions are used in vector version (process two or more data elements in vector registers).

FMA

Detected 40 FMA (fused multiply-add) operations. Presence of both ADD/SUB and MUL operations.

Workaround

Matching between your loop (in the source code) and the binary loop

The binary loop is composed of 144 FP arithmetical operations:

76: addition or subtraction (40 inside FMA instructions)
64: multiply (40 inside FMA instructions)
4: divide

The binary loop is loading 1152 bytes. The binary loop is storing 128 bytes.

Arithmetic intensity

Arithmetic intensity is 0.11 FP operations per loaded or stored byte.

General properties

nb instructions	69
loop length	276
nb stack references	0

Front-end

FIT IN UOP CACHE

front end

8.63 cycles

Back-end

	P0	P1	P2	P3	P4	P5	P6	P7	P8	P9	P10	P11	P12	P13	P14
uops	0.50	0.50	0.50	0.25	1.00	0.25	13.00	13.00	2.00	2.00	20.00	20.00	0.00	0.00	0.00
cycles	0.50	0.50	0.50	0.25	1.00	0.25	13.00	13.00	12.50	12.50	20.00	20.00	0.00	0.00	0.00

Cycles executing div or sqrt instructions	1.00-0.50
Longest recurrence chain latency (RecMII)	1.00

Cycles summary

Front-end	8.63
Data deps.	1.00
Overall L1	20.00

Vectorization ratios

INT

all	100%
load	100%
store	100%
mul	NA (no mul vectorizable/vectorized instructions)
add-sub	NA (no add-sub vectorizable/vectorized instructions)
fma	NA (no fma vectorizable/vectorized instructions)
other	NA (no other vectorizable/vectorized instructions)

all	100%
load	NA (no load vectorizable/vectorized instructions)
store	NA (no store vectorizable/vectorized instructions)
mul	100%
add-sub	100%
fma	100%
div/sqrt	100%
other	NA (no other vectorizable/vectorized instructions)

INT+FP

all	100%
load	100%
store	100%
mul	100%
add-sub	100%
fma	100%
div/sqrt	100%
other	NA (no other vectorizable/vectorized instructions)

Cycles and memory resources usage

Assuming all data fit into the L1 cache, each iteration of the binary loop takes 20.00 cycles. At this rate:

60% of peak load performance is reached (57.60 out of 96.00 bytes loaded per cycle (GB/s @ 1GHz))
13% of peak store performance is reached (6.40 out of 48.00 bytes stored per cycle (GB/s @ 1GHz))

ASM code

In the binary file, the address of the loop is: 41eccc

Instruction	Nb FU	P0	P1	P2	P3	P4	P5	P6	P7	P8	P9	P10	P11	Latency	Recip. throughput
LD1D {Z2.D}, P0/Z, [X24, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z5.D}, P0/Z, [X22, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z4.D}, P0/Z, [X25, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z17.D}, P0/Z, [X19, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z7.D}, P0/Z, [X23, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
FMUL Z6.D, Z5.D, Z2.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	3	0.50
FMAD Z7.D, P1/M, Z4.D, Z6.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
LD1D {Z18.D}, P0/Z, [X17, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z19.D}, P0/Z, [X18, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z22.D}, P0/Z, [X12, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z23.D}, P0/Z, [X6, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z26.D}, P0/Z, [X9, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z27.D}, P0/Z, [X14, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z29.D}, P0/Z, [X8, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z30.D}, P0/Z, [X3, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z0.D}, P0/Z, [X21, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z21.D}, P0/Z, [X16, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
FMUL Z20.D, Z18.D, Z17.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	3	0.50
FSUB Z25.D, Z22.D, Z23.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
FMAD Z21.D, P1/M, Z19.D, Z20.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
FMUL Z28.D, Z25.D, Z26.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	3	0.50
FADD Z24.D, Z7.D, Z21.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
FSUB Z31.D, Z27.D, Z29.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
FDIVR Z24.D, P1/M, Z24.D, Z16.D	1	0	0	0	0	0	0	1	0	0	0	0	0	7-15	1-0.50
FMAD Z31.D, P1/M, Z30.D, Z28.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
FMAD Z31.D, P1/M, Z24.D, Z0.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
ST1D {Z31.D}, P0, [X2, X26,LSL #3]	1	0	0	0	0	0	0	0.25	0.25	0.25	0.25	0.50	0.50	2	0.50
LD1D {Z3.D}, P0/Z, [X8, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z1.D}, P0/Z, [X6, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z5.D}, P0/Z, [X27, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z6.D}, P0/Z, [X14, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z4.D}, P0/Z, [X12, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z17.D}, P0/Z, [X10, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
FSUB Z2.D, Z3.D, Z1.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
FMUL Z7.D, Z2.D, Z5.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	3	0.50
LD1D {Z19.D}, P0/Z, [X20, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
FSUB Z18.D, Z6.D, Z4.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
FMAD Z18.D, P1/M, Z17.D, Z7.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
FMAD Z18.D, P1/M, Z24.D, Z19.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
ST1D {Z18.D}, P0, [X1, X26,LSL #3]	1	0	0	0	0	0	0	0.25	0.25	0.25	0.25	0.50	0.50	2	0.50
LD1D {Z20.D}, P0/Z, [X2, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z21.D}, P0/Z, [X3, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z22.D}, P0/Z, [X13, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z23.D}, P0/Z, [X7, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z25.D}, P0/Z, [X9, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z27.D}, P0/Z, [X11, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
FSUB Z26.D, Z22.D, Z23.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
LD1D {Z28.D}, P0/Z, [X5, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
FSUB Z29.D, Z27.D, Z28.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
FMUL Z30.D, Z29.D, Z25.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	3	0.50
FMAD Z26.D, P1/M, Z21.D, Z30.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
FMAD Z26.D, P1/M, Z24.D, Z20.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
ST1D {Z26.D}, P0, [X2, X26,LSL #3]	1	0	0	0	0	0	0	0.25	0.25	0.25	0.25	0.50	0.50	2	0.50
LD1D {Z31.D}, P0/Z, [X7, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z0.D}, P0/Z, [X5, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z3.D}, P0/Z, [X27, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z1.D}, P0/Z, [X13, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z6.D}, P0/Z, [X11, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z7.D}, P0/Z, [X10, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
LD1D {Z4.D}, P0/Z, [X1, X26,LSL #3]	1	0	0	0	0	0	0	0	0	0	0	0.50	0.50	6	0.50
FSUB Z5.D, Z31.D, Z0.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
FSUB Z17.D, Z1.D, Z6.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	2	0.50
FMUL Z2.D, Z5.D, Z3.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	3	0.50
FMAD Z17.D, P1/M, Z7.D, Z2.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
FMAD Z24.D, P1/M, Z17.D, Z4.D	1	0	0	0	0	0	0	0.50	0.50	0	0	0	0	4	0.50
ST1D {Z24.D}, P0, [X1, X26,LSL #3]	1	0	0	0	0	0	0	0.25	0.25	0.25	0.25	0.50	0.50	2	0.50
ADD X26, X26, X28	1	0	0	0.25	0.25	0.25	0.25	0	0	0	0	0	0	1	0.25
WHILELO P0.D, X26, X4	1	0	0	0	0	1	0	0	0	0	0	0	0	3	2
B.NE 41eccc <_Z17accelerate_kerneliiiidRN6clover8Buffer2DIdEES2_S2_S2_S2_S2_S2_S2_S2_S2_._omp_fn.0+0x2ec>	1	0.50	0.50	0	0	0	0	0	0	0	0	0	0	1	0.50

Report Configuration

Vectorization

Details

FMA

Workaround

Matching between your loop (in the source code) and the binary loop

Arithmetic intensity

General properties

Front-end

Back-end

Cycles summary

Vectorization ratios

Cycles and memory resources usage

ASM code

Vectorization

Details

FMA

Workaround

Matching between your loop (in the source code) and the binary loop

Arithmetic intensity

General properties

Front-end

Back-end

Cycles summary

Vectorization ratios

Cycles and memory resources usage

ASM code