OV - exec - Function hypre_CSRMatrixMatvecOutOfPlace._omp

	Function: hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2	Module: exec	Source: csr_matvec.c:158-161	Coverage (incl. loops): 0.36% \| (excl. loops): 0.00%

/home/eoseret/qaas_runs_GNR/173-927-0874/intel/AMG/build/AMG/AMG/seq_mv/csr_matvec.c: 158 - 161

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

158: #pragma omp parallel for private(i) HYPRE_SMP_SCHEDULE

159: #endif

160:             for (i = 0; i < num_rows*num_vectors; i++)

161:                y_data[i] = b_data[i]*temp;

0x543620 PUSH	%RBP

0x543621 MOV	%RSP,%RBP

0x543624 PUSH	%R12

0x543626 MOV	%RDI,%R12

0x543629 PUSH	%RBX

0x54362a CALL	4110b0 <omp_get_num_threads@plt>

0x54362f MOVSXD	%EAX,%RBX

0x543632 CALL	4111f0 <omp_get_thread_num@plt>

0x543637 MOVSXD	%EAX,%RCX

0x54363a MOV	0x18(%R12),%RAX

0x54363f IMUL	(%R12),%RAX

0x543644 CQTO

0x543646 IDIV	%RBX

0x543649 CMP	%RDX,%RCX

0x54364c JL	543788

0x543652 IMUL	%RAX,%RCX

0x543656 ADD	%RCX,%RDX

0x543659 ADD	%RDX,%RAX

0x54365c CMP	%RAX,%RDX

0x54365f JGE	54377f

0x543665 MOV	%RAX,%RDI

0x543668 SUB	%RDX,%RDI

0x54366b VMOVSD	0x20(%R12),%XMM0

0x543672 MOV	0x10(%R12),%R8

0x543677 MOV	0x8(%R12),%RSI

0x54367c AND	$0x7,%EDI

0x54367f JE	543710

0x543685 CMP	$0x1,%RDI

0x543689 JE	5436fd

0x54368b CMP	$0x2,%RDI

0x54368f JE	5436ef

0x543691 CMP	$0x3,%RDI

0x543695 JE	5436e1

0x543697 CMP	$0x4,%RDI

0x54369b JE	5436d3

0x54369d CMP	$0x5,%RDI

0x5436a1 JE	5436c5

0x5436a3 CMP	$0x6,%RDI

0x5436a7 JE	5436b7

0x5436a9 VMULSD	(%RSI,%RDX,8),%XMM0,%XMM1

0x5436ae VMOVSD	%XMM1,(%R8,%RDX,8)

0x5436b4 INC	%RDX

0x5436b7 VMULSD	(%RSI,%RDX,8),%XMM0,%XMM2

0x5436bc VMOVSD	%XMM2,(%R8,%RDX,8)

0x5436c2 INC	%RDX

0x5436c5 VMULSD	(%RSI,%RDX,8),%XMM0,%XMM3

0x5436ca VMOVSD	%XMM3,(%R8,%RDX,8)

0x5436d0 INC	%RDX

0x5436d3 VMULSD	(%RSI,%RDX,8),%XMM0,%XMM4

0x5436d8 VMOVSD	%XMM4,(%R8,%RDX,8)

0x5436de INC	%RDX

0x5436e1 VMULSD	(%RSI,%RDX,8),%XMM0,%XMM5

0x5436e6 VMOVSD	%XMM5,(%R8,%RDX,8)

0x5436ec INC	%RDX

0x5436ef VMULSD	(%RSI,%RDX,8),%XMM0,%XMM6

0x5436f4 VMOVSD	%XMM6,(%R8,%RDX,8)

0x5436fa INC	%RDX

0x5436fd VMULSD	(%RSI,%RDX,8),%XMM0,%XMM7

0x543702 VMOVSD	%XMM7,(%R8,%RDX,8)

0x543708 INC	%RDX

0x54370b CMP	%RDX,%RAX

0x54370e JE	54377f

(2896) 0x543710 VMULSD	(%RSI,%RDX,8),%XMM0,%XMM8

(2896) 0x543715 VMOVSD	%XMM8,(%R8,%RDX,8)

(2896) 0x54371b VMULSD	0x8(%RSI,%RDX,8),%XMM0,%XMM9

(2896) 0x543721 VMOVSD	%XMM9,0x8(%R8,%RDX,8)

(2896) 0x543728 VMULSD	0x10(%RSI,%RDX,8),%XMM0,%XMM10

(2896) 0x54372e VMOVSD	%XMM10,0x10(%R8,%RDX,8)

(2896) 0x543735 VMULSD	0x18(%RSI,%RDX,8),%XMM0,%XMM11

(2896) 0x54373b VMOVSD	%XMM11,0x18(%R8,%RDX,8)

(2896) 0x543742 VMULSD	0x20(%RSI,%RDX,8),%XMM0,%XMM12

(2896) 0x543748 VMOVSD	%XMM12,0x20(%R8,%RDX,8)

(2896) 0x54374f VMULSD	0x28(%RSI,%RDX,8),%XMM0,%XMM13

(2896) 0x543755 VMOVSD	%XMM13,0x28(%R8,%RDX,8)

(2896) 0x54375c VMULSD	0x30(%RSI,%RDX,8),%XMM0,%XMM14

(2896) 0x543762 VMOVSD	%XMM14,0x30(%R8,%RDX,8)

(2896) 0x543769 VMULSD	0x38(%RSI,%RDX,8),%XMM0,%XMM15

(2896) 0x54376f VMOVSD	%XMM15,0x38(%R8,%RDX,8)

(2896) 0x543776 ADD	$0x8,%RDX

(2896) 0x54377a CMP	%RDX,%RAX

(2896) 0x54377d JNE	543710

0x54377f POP	%RBX

0x543780 POP	%R12

0x543782 POP	%RBP

0x543783 RET

0x543784 NOPL	(%RAX)

0x543788 INC	%RAX

0x54378b XOR	%EDX,%EDX

0x54378d JMP	543652

0x543792 NOPW	%CS:(%RAX,%RAX,1)

0x54379d NOPL	(%RAX)

Coverage (%)	Name	Source Location	Module
○97.54	gomp_thread_start	team.c:130	libgomp.so.1.0.0
○2.46	GOMP_parallel	libgomp.h:982	libgomp.so.1.0.0

Path /

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

The code analyzed by CQA in that panel excludes loops and represents 0.00% of application time for run gcc_5

Source file and lines	csr_matvec.c:158-161
Module	exec

The function is defined in /home/eoseret/qaas_runs_GNR/173-927-0874/intel/AMG/build/AMG/AMG/seq_mv/csr_matvec.c:158-161.

Warnings:
Ignoring paths for analysis

gain
potential
hint
expert

Code clean check

Detected a slowdown caused by scalar integer instructions (typically used for address computation). By removing them, you can lower the cost of an iteration from 14.17 to 6.50 cycles (2.18x speedup).

Workaround

Try to reorganize arrays of structures to structures of arrays
Consider to permute loops (see vectorization gain report)

Vectorization

Your function is not vectorized. Only 11% of vector register length is used (average across all SSE/AVX instructions). By vectorizing your function, you can lower the cost of an iteration from 14.17 to 5.00 cycles (2.83x speedup).

Details

All SSE/AVX instructions are used in scalar version (process only one data element in vector registers). Since your execution units are vector units, only a vectorized function can use their full power.

Workaround

Try another compiler or update/tune your current one
Make array accesses unit-stride:
- If your function streams arrays of structures (AoS), try to use structures of arrays instead (SoA): for(i) a[i].x = b[i].x; (slow, non stride 1) => for(i) a.x[i] = b.x[i]; (fast, stride 1)

Execution units bottlenecks

Found no such bottlenecks but see expert reports for more complex bottlenecks.

No data for this section

CALL instructions

Detected function call instructions.

Details

Calling (and then returning from) a function prevents many compiler optimizations (like vectorization), breaks control flow (which reduces pipeline performance) and executes extra instructions to save/restore the registers used inside it, which is very expensive (dozens of cycles). Consider to inline small functions.

omp_get_num_threads@plt: 1 occurrences►
- /home/eoseret/qaas_runs_GNR/173-927-0874/intel/AMG/build/AMG/AMG/seq_mv/csr_matvec.c:158
omp_get_thread_num@plt: 1 occurrences►
- /home/eoseret/qaas_runs_GNR/173-927-0874/intel/AMG/build/AMG/AMG/seq_mv/csr_matvec.c:158

Complex instructions

Detected COMPLEX INSTRUCTIONS.

Details

These instructions generate more than one micro-operation and only one of them can be decoded during a cycle and the extra micro-operations increase pressure on execution units.

IDIV: 1 occurrences►
- /home/eoseret/qaas_runs_GNR/173-927-0874/intel/AMG/build/AMG/AMG/seq_mv/csr_matvec.c:160

Conversion instructions

Detected expensive conversion instructions.

Details

CQTO: 1 occurrences►
- /home/eoseret/qaas_runs_GNR/173-927-0874/intel/AMG/build/AMG/AMG/seq_mv/csr_matvec.c:160

Workaround

Avoid mixing data with different types. In particular, check if the type of constants is the same as array elements.

Type of elements and instruction set

7 SSE or AVX instructions are processing arithmetic or math operations on double precision FP elements in scalar mode (one at a time).

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

The binary function is composed of 7 FP arithmetical operations:

7: multiply

The binary function is loading 96 bytes (12 double precision FP elements). The binary function is storing 56 bytes (7 double precision FP elements).

Arithmetic intensity

Arithmetic intensity is 0.05 FP operations per loaded or stored byte.

General properties

nb instructions	72
nb uops	78
loop length	273
used x86 registers	10
used mmx registers	0
used xmm registers	8
used ymm registers	0
used zmm registers	0
nb stack references	0

Front-end

MACRO FUSION NOT POSSIBLE FIT IN UOP CACHE

micro-operation queue	14.17 cycles
front end	14.17 cycles

Back-end

	P0	P1	P2	P3	P4	P5	P6	P7	P8	P9	P10	P11
uops	8.50	8.50	5.33	5.33	6.00	7.40	7.40	6.00	6.00	6.00	7.20	5.33
cycles	8.50	8.50	5.33	5.33	6.00	7.40	7.40	6.00	6.00	6.00	7.20	5.33

Execution ports to units layout:

P0 (256 bits): VPU, BRU, ALU, DIV/SQRT
P1 (256 bits): ALU, VPU
P2 (512 bits): load
P3 (512 bits): load
P4 (512 bits): store data
P5 (512 bits): ALU, VPU
P6: ALU, BRU
P7: store address
P8: store address
P9 (512 bits): store data
P10: ALU
P11 (512 bits): load

Cycles executing div or sqrt instructions

10.00

Cycles summary

Front-end	14.17
Dispatch	8.50
DIV/SQRT	10.00
Overall L1	14.17

Vectorization ratios

INT

all	0%
load	NA (no load vectorizable/vectorized instructions)
store	NA (no store vectorizable/vectorized instructions)
mul	0%
add-sub	0%
fma	NA (no fma vectorizable/vectorized instructions)
other	0%

all	0%
load	0%
store	0%
mul	0%
add-sub	NA (no add-sub vectorizable/vectorized instructions)
fma	NA (no fma vectorizable/vectorized instructions)
div/sqrt	NA (no div/sqrt vectorizable/vectorized instructions)
other	NA (no other vectorizable/vectorized instructions)

INT+FP

all	0%
load	0%
store	0%
mul	0%
add-sub	0%
fma	NA (no fma vectorizable/vectorized instructions)
div/sqrt	0%
other	0%

Vector efficiency ratios

INT

all	11%
load	NA (no load vectorizable/vectorized instructions)
store	NA (no store vectorizable/vectorized instructions)
mul	12%
add-sub	12%
fma	NA (no fma vectorizable/vectorized instructions)
other	11%

all	12%
load	12%
store	12%
mul	12%
add-sub	NA (no add-sub vectorizable/vectorized instructions)
fma	NA (no fma vectorizable/vectorized instructions)
div/sqrt	NA (no div/sqrt vectorizable/vectorized instructions)
other	NA (no other vectorizable/vectorized instructions)

INT+FP

all	11%
load	12%
store	12%
mul	12%
add-sub	12%
fma	NA (no fma vectorizable/vectorized instructions)
div/sqrt	12%
other	11%

Cycles and memory resources usage

Assuming all data fit into the L1 cache, each call to the function takes 14.17 cycles. At this rate:

3% of peak load performance is reached (6.78 out of 192.00 bytes loaded per cycle (GB/s @ 1GHz))
3% of peak store performance is reached (3.95 out of 128.00 bytes stored per cycle (GB/s @ 1GHz))

Front-end bottlenecks

Performance is limited by instruction throughput (loading/decoding program instructions to execution core) (front-end is a bottleneck).

ASM code

In the binary file, the address of the function is: 543620

Instruction	Nb FU	P0	P1	P2	P3	P4	P5	P6	P7	P8	P9	P10	P11	Latency	Recip. throughput	Vectorization
PUSH %RBP	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	5-12	0.50	N/A
MOV %RSP,%RBP	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	scal (12.5%)
PUSH %R12	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	5-12	0.50	N/A
MOV %RDI,%R12	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
PUSH %RBX	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	5-12	0.50	N/A
CALL 4110b0 <omp_get_num_threads@plt>	2	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	0	1	N/A
MOVSXD %EAX,%RBX	1	0	0.33	0	0	0	0.33	0	0	0	0	0.33	0	1	0.33	scal (6.3%)
CALL 4111f0 <omp_get_thread_num@plt>	2	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	0	1	N/A
MOVSXD %EAX,%RCX	1	0	0.33	0	0	0	0.33	0	0	0	0	0.33	0	1	0.33	scal (6.3%)
MOV 0x18(%R12),%RAX	1	0	0	0.33	0.33	0	0	0	0	0	0	0	0.33	1	0.33	N/A
IMUL (%R12),%RAX	1	0	1	0.33	0.33	0	0	0	0	0	0	0	0.33	3	1	N/A
CQTO	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	1	0.50	scal (12.5%)
IDIV %RBX	5	0	3	0	0	0	0	0	0	0	0	0	0	11-16	10	scal (12.5%)
CMP %RDX,%RCX	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JL 543788 <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0x168>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
IMUL %RAX,%RCX	1	0	1	0	0	0	0	0	0	0	0	0	0	3	1	scal (12.5%)
ADD %RCX,%RDX	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	N/A
ADD %RDX,%RAX	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	N/A
CMP %RAX,%RDX	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JGE 54377f <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0x15f>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
MOV %RAX,%RDI	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	scal (12.5%)
SUB %RDX,%RDI	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
VMOVSD 0x20(%R12),%XMM0	1	0	0	0.33	0.33	0	0	0	0	0	0	0	0.33	1	0.33	scal (12.5%)
MOV 0x10(%R12),%R8	1	0	0	0.33	0.33	0	0	0	0	0	0	0	0.33	1	0.33	N/A
MOV 0x8(%R12),%RSI	1	0	0	0.33	0.33	0	0	0	0	0	0	0	0.33	1	0.33	N/A
AND $0x7,%EDI	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1-2	0.20	scal (6.3%)
JE 543710 <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0xf0>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
CMP $0x1,%RDI	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JE 5436fd <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0xdd>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
CMP $0x2,%RDI	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JE 5436ef <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0xcf>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
CMP $0x3,%RDI	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JE 5436e1 <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0xc1>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
CMP $0x4,%RDI	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JE 5436d3 <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0xb3>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
CMP $0x5,%RDI	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JE 5436c5 <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0xa5>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
CMP $0x6,%RDI	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JE 5436b7 <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0x97>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
VMULSD (%RSI,%RDX,8),%XMM0,%XMM1	1	0.50	0.50	0.33	0.33	0	0	0	0	0	0	0	0.33	4	0.50	scal (12.5%)
VMOVSD %XMM1,(%R8,%RDX,8)	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	1	0.50	scal (12.5%)
INC %RDX	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
VMULSD (%RSI,%RDX,8),%XMM0,%XMM2	1	0.50	0.50	0.33	0.33	0	0	0	0	0	0	0	0.33	4	0.50	scal (12.5%)
VMOVSD %XMM2,(%R8,%RDX,8)	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	1	0.50	scal (12.5%)
INC %RDX	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
VMULSD (%RSI,%RDX,8),%XMM0,%XMM3	1	0.50	0.50	0.33	0.33	0	0	0	0	0	0	0	0.33	4	0.50	scal (12.5%)
VMOVSD %XMM3,(%R8,%RDX,8)	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	1	0.50	scal (12.5%)
INC %RDX	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
VMULSD (%RSI,%RDX,8),%XMM0,%XMM4	1	0.50	0.50	0.33	0.33	0	0	0	0	0	0	0	0.33	4	0.50	scal (12.5%)
VMOVSD %XMM4,(%R8,%RDX,8)	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	1	0.50	scal (12.5%)
INC %RDX	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
VMULSD (%RSI,%RDX,8),%XMM0,%XMM5	1	0.50	0.50	0.33	0.33	0	0	0	0	0	0	0	0.33	4	0.50	scal (12.5%)
VMOVSD %XMM5,(%R8,%RDX,8)	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	1	0.50	scal (12.5%)
INC %RDX	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
VMULSD (%RSI,%RDX,8),%XMM0,%XMM6	1	0.50	0.50	0.33	0.33	0	0	0	0	0	0	0	0.33	4	0.50	scal (12.5%)
VMOVSD %XMM6,(%R8,%RDX,8)	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	1	0.50	scal (12.5%)
INC %RDX	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
VMULSD (%RSI,%RDX,8),%XMM0,%XMM7	1	0.50	0.50	0.33	0.33	0	0	0	0	0	0	0	0.33	4	0.50	scal (12.5%)
VMOVSD %XMM7,(%R8,%RDX,8)	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	1	0.50	scal (12.5%)
INC %RDX	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
CMP %RDX,%RAX	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JE 54377f <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0x15f>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
POP %RBX	1	0	0	0.33	0.33	0	0	0	0	0	0	0	0.33	1-6	0.33	N/A
POP %R12	1	0	0	0.33	0.33	0	0	0	0	0	0	0	0.33	1-6	0.33	N/A
POP %RBP	1	0	0	0.33	0.33	0	0	0	0	0	0	0	0.33	1-6	0.33	N/A
RET	1	0.50	0	0.33	0.33	0	0	0.50	0	0	0	0	0.33	0	2.13	N/A
NOPL (%RAX)	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0.17	N/A
INC %RAX	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
XOR %EDX,%EDX	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0.17	N/A
JMP 543652 <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0x32>	1	0	0	0	0	0	0	0	0	0	0	0	0	0	2.08	N/A
NOPW %CS:(%RAX,%RAX,1)	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0.17	N/A
NOPL (%RAX)	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0.17	N/A

The code analyzed by CQA in that panel excludes loops and represents 0.00% of application time for run gcc_5

Source file and lines	csr_matvec.c:158-161
Module	exec

The function is defined in /home/eoseret/qaas_runs_GNR/173-927-0874/intel/AMG/build/AMG/AMG/seq_mv/csr_matvec.c:158-161.

Warnings:
Ignoring paths for analysis

gain
potential
hint
expert

Code clean check

Detected a slowdown caused by scalar integer instructions (typically used for address computation). By removing them, you can lower the cost of an iteration from 14.17 to 6.50 cycles (2.18x speedup).

Workaround

Try to reorganize arrays of structures to structures of arrays
Consider to permute loops (see vectorization gain report)

Vectorization

Details

Workaround

Try another compiler or update/tune your current one
Make array accesses unit-stride:
- If your function streams arrays of structures (AoS), try to use structures of arrays instead (SoA): for(i) a[i].x = b[i].x; (slow, non stride 1) => for(i) a.x[i] = b.x[i]; (fast, stride 1)

Execution units bottlenecks

Found no such bottlenecks but see expert reports for more complex bottlenecks.

No data for this section

CALL instructions

Detected function call instructions.

Details

omp_get_num_threads@plt: 1 occurrences►
- /home/eoseret/qaas_runs_GNR/173-927-0874/intel/AMG/build/AMG/AMG/seq_mv/csr_matvec.c:158
omp_get_thread_num@plt: 1 occurrences►
- /home/eoseret/qaas_runs_GNR/173-927-0874/intel/AMG/build/AMG/AMG/seq_mv/csr_matvec.c:158

Complex instructions

Detected COMPLEX INSTRUCTIONS.

Details

These instructions generate more than one micro-operation and only one of them can be decoded during a cycle and the extra micro-operations increase pressure on execution units.

IDIV: 1 occurrences►
- /home/eoseret/qaas_runs_GNR/173-927-0874/intel/AMG/build/AMG/AMG/seq_mv/csr_matvec.c:160

Conversion instructions

Detected expensive conversion instructions.

Details

CQTO: 1 occurrences►
- /home/eoseret/qaas_runs_GNR/173-927-0874/intel/AMG/build/AMG/AMG/seq_mv/csr_matvec.c:160

Workaround

Avoid mixing data with different types. In particular, check if the type of constants is the same as array elements.

Type of elements and instruction set

7 SSE or AVX instructions are processing arithmetic or math operations on double precision FP elements in scalar mode (one at a time).

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

The binary function is composed of 7 FP arithmetical operations:

7: multiply

The binary function is loading 96 bytes (12 double precision FP elements). The binary function is storing 56 bytes (7 double precision FP elements).

Arithmetic intensity

Arithmetic intensity is 0.05 FP operations per loaded or stored byte.

General properties

nb instructions	72
nb uops	78
loop length	273
used x86 registers	10
used mmx registers	0
used xmm registers	8
used ymm registers	0
used zmm registers	0
nb stack references	0

Front-end

MACRO FUSION NOT POSSIBLE FIT IN UOP CACHE

micro-operation queue	14.17 cycles
front end	14.17 cycles

Back-end

	P0	P1	P2	P3	P4	P5	P6	P7	P8	P9	P10	P11
uops	8.50	8.50	5.33	5.33	6.00	7.40	7.40	6.00	6.00	6.00	7.20	5.33
cycles	8.50	8.50	5.33	5.33	6.00	7.40	7.40	6.00	6.00	6.00	7.20	5.33

Execution ports to units layout:

P0 (256 bits): VPU, BRU, ALU, DIV/SQRT
P1 (256 bits): ALU, VPU
P2 (512 bits): load
P3 (512 bits): load
P4 (512 bits): store data
P5 (512 bits): ALU, VPU
P6: ALU, BRU
P7: store address
P8: store address
P9 (512 bits): store data
P10: ALU
P11 (512 bits): load

Cycles executing div or sqrt instructions

10.00

Cycles summary

Front-end	14.17
Dispatch	8.50
DIV/SQRT	10.00
Overall L1	14.17

Vectorization ratios

INT

all	0%
load	NA (no load vectorizable/vectorized instructions)
store	NA (no store vectorizable/vectorized instructions)
mul	0%
add-sub	0%
fma	NA (no fma vectorizable/vectorized instructions)
other	0%

all	0%
load	0%
store	0%
mul	0%
add-sub	NA (no add-sub vectorizable/vectorized instructions)
fma	NA (no fma vectorizable/vectorized instructions)
div/sqrt	NA (no div/sqrt vectorizable/vectorized instructions)
other	NA (no other vectorizable/vectorized instructions)

INT+FP

all	0%
load	0%
store	0%
mul	0%
add-sub	0%
fma	NA (no fma vectorizable/vectorized instructions)
div/sqrt	0%
other	0%

Vector efficiency ratios

INT

all	11%
load	NA (no load vectorizable/vectorized instructions)
store	NA (no store vectorizable/vectorized instructions)
mul	12%
add-sub	12%
fma	NA (no fma vectorizable/vectorized instructions)
other	11%

all	12%
load	12%
store	12%
mul	12%
add-sub	NA (no add-sub vectorizable/vectorized instructions)
fma	NA (no fma vectorizable/vectorized instructions)
div/sqrt	NA (no div/sqrt vectorizable/vectorized instructions)
other	NA (no other vectorizable/vectorized instructions)

INT+FP

all	11%
load	12%
store	12%
mul	12%
add-sub	12%
fma	NA (no fma vectorizable/vectorized instructions)
div/sqrt	12%
other	11%

Cycles and memory resources usage

Assuming all data fit into the L1 cache, each call to the function takes 14.17 cycles. At this rate:

3% of peak load performance is reached (6.78 out of 192.00 bytes loaded per cycle (GB/s @ 1GHz))
3% of peak store performance is reached (3.95 out of 128.00 bytes stored per cycle (GB/s @ 1GHz))

Front-end bottlenecks

Performance is limited by instruction throughput (loading/decoding program instructions to execution core) (front-end is a bottleneck).

ASM code

In the binary file, the address of the function is: 543620

Instruction	Nb FU	P0	P1	P2	P3	P4	P5	P6	P7	P8	P9	P10	P11	Latency	Recip. throughput	Vectorization
PUSH %RBP	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	5-12	0.50	N/A
MOV %RSP,%RBP	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	scal (12.5%)
PUSH %R12	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	5-12	0.50	N/A
MOV %RDI,%R12	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
PUSH %RBX	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	5-12	0.50	N/A
CALL 4110b0 <omp_get_num_threads@plt>	2	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	0	1	N/A
MOVSXD %EAX,%RBX	1	0	0.33	0	0	0	0.33	0	0	0	0	0.33	0	1	0.33	scal (6.3%)
CALL 4111f0 <omp_get_thread_num@plt>	2	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	0	1	N/A
MOVSXD %EAX,%RCX	1	0	0.33	0	0	0	0.33	0	0	0	0	0.33	0	1	0.33	scal (6.3%)
MOV 0x18(%R12),%RAX	1	0	0	0.33	0.33	0	0	0	0	0	0	0	0.33	1	0.33	N/A
IMUL (%R12),%RAX	1	0	1	0.33	0.33	0	0	0	0	0	0	0	0.33	3	1	N/A
CQTO	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	1	0.50	scal (12.5%)
IDIV %RBX	5	0	3	0	0	0	0	0	0	0	0	0	0	11-16	10	scal (12.5%)
CMP %RDX,%RCX	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JL 543788 <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0x168>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
IMUL %RAX,%RCX	1	0	1	0	0	0	0	0	0	0	0	0	0	3	1	scal (12.5%)
ADD %RCX,%RDX	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	N/A
ADD %RDX,%RAX	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	N/A
CMP %RAX,%RDX	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JGE 54377f <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0x15f>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
MOV %RAX,%RDI	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	scal (12.5%)
SUB %RDX,%RDI	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
VMOVSD 0x20(%R12),%XMM0	1	0	0	0.33	0.33	0	0	0	0	0	0	0	0.33	1	0.33	scal (12.5%)
MOV 0x10(%R12),%R8	1	0	0	0.33	0.33	0	0	0	0	0	0	0	0.33	1	0.33	N/A
MOV 0x8(%R12),%RSI	1	0	0	0.33	0.33	0	0	0	0	0	0	0	0.33	1	0.33	N/A
AND $0x7,%EDI	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1-2	0.20	scal (6.3%)
JE 543710 <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0xf0>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
CMP $0x1,%RDI	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JE 5436fd <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0xdd>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
CMP $0x2,%RDI	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JE 5436ef <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0xcf>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
CMP $0x3,%RDI	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JE 5436e1 <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0xc1>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
CMP $0x4,%RDI	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JE 5436d3 <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0xb3>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
CMP $0x5,%RDI	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JE 5436c5 <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0xa5>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
CMP $0x6,%RDI	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JE 5436b7 <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0x97>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
VMULSD (%RSI,%RDX,8),%XMM0,%XMM1	1	0.50	0.50	0.33	0.33	0	0	0	0	0	0	0	0.33	4	0.50	scal (12.5%)
VMOVSD %XMM1,(%R8,%RDX,8)	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	1	0.50	scal (12.5%)
INC %RDX	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
VMULSD (%RSI,%RDX,8),%XMM0,%XMM2	1	0.50	0.50	0.33	0.33	0	0	0	0	0	0	0	0.33	4	0.50	scal (12.5%)
VMOVSD %XMM2,(%R8,%RDX,8)	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	1	0.50	scal (12.5%)
INC %RDX	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
VMULSD (%RSI,%RDX,8),%XMM0,%XMM3	1	0.50	0.50	0.33	0.33	0	0	0	0	0	0	0	0.33	4	0.50	scal (12.5%)
VMOVSD %XMM3,(%R8,%RDX,8)	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	1	0.50	scal (12.5%)
INC %RDX	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
VMULSD (%RSI,%RDX,8),%XMM0,%XMM4	1	0.50	0.50	0.33	0.33	0	0	0	0	0	0	0	0.33	4	0.50	scal (12.5%)
VMOVSD %XMM4,(%R8,%RDX,8)	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	1	0.50	scal (12.5%)
INC %RDX	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
VMULSD (%RSI,%RDX,8),%XMM0,%XMM5	1	0.50	0.50	0.33	0.33	0	0	0	0	0	0	0	0.33	4	0.50	scal (12.5%)
VMOVSD %XMM5,(%R8,%RDX,8)	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	1	0.50	scal (12.5%)
INC %RDX	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
VMULSD (%RSI,%RDX,8),%XMM0,%XMM6	1	0.50	0.50	0.33	0.33	0	0	0	0	0	0	0	0.33	4	0.50	scal (12.5%)
VMOVSD %XMM6,(%R8,%RDX,8)	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	1	0.50	scal (12.5%)
INC %RDX	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
VMULSD (%RSI,%RDX,8),%XMM0,%XMM7	1	0.50	0.50	0.33	0.33	0	0	0	0	0	0	0	0.33	4	0.50	scal (12.5%)
VMOVSD %XMM7,(%R8,%RDX,8)	1	0	0	0	0	0.50	0	0	0.50	0.50	0.50	0	0	1	0.50	scal (12.5%)
INC %RDX	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
CMP %RDX,%RAX	1	0.20	0.20	0	0	0	0.20	0.20	0	0	0	0.20	0	1	0.20	scal (12.5%)
JE 54377f <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0x15f>	1	0.50	0	0	0	0	0	0.50	0	0	0	0	0	0	0.50	N/A
POP %RBX	1	0	0	0.33	0.33	0	0	0	0	0	0	0	0.33	1-6	0.33	N/A
POP %R12	1	0	0	0.33	0.33	0	0	0	0	0	0	0	0.33	1-6	0.33	N/A
POP %RBP	1	0	0	0.33	0.33	0	0	0	0	0	0	0	0.33	1-6	0.33	N/A
RET	1	0.50	0	0.33	0.33	0	0	0.50	0	0	0	0	0.33	0	2.13	N/A
NOPL (%RAX)	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0.17	N/A
INC %RAX	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0.17	N/A
XOR %EDX,%EDX	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0.17	N/A
JMP 543652 <hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2+0x32>	1	0	0	0	0	0	0	0	0	0	0	0	0	0	2.08	N/A
NOPW %CS:(%RAX,%RAX,1)	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0.17	N/A
NOPL (%RAX)	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0.17	N/A

Name	Coverage (%)	Time (s)
▼hypre_CSRMatrixMatvecOutOfPlace._omp_fn.2–	0.36	0.16
○Loop 2896 - csr_matvec.c:161-161 - exec	0.36	0.14

Report Configuration

Code clean check

Workaround

Vectorization

Details

Workaround

Execution units bottlenecks

CALL instructions

Details

Complex instructions

Details

Conversion instructions

Details

Workaround

Type of elements and instruction set

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

Arithmetic intensity

General properties

Front-end

Back-end

Cycles summary

Vectorization ratios

Vector efficiency ratios

Cycles and memory resources usage

Front-end bottlenecks

ASM code

Code clean check

Workaround

Vectorization

Details

Workaround

Execution units bottlenecks

CALL instructions

Details

Complex instructions

Details

Conversion instructions

Details

Workaround

Type of elements and instruction set

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

Arithmetic intensity

General properties

Front-end

Back-end

Cycles summary

Vectorization ratios

Vector efficiency ratios

Cycles and memory resources usage

Front-end bottlenecks

ASM code