INSPECT

Intra Node Stencil Performance Evaluation Collection

Stencil Properties

dimension 3D
radius 2
weighting heterogeneous
kind star
coefficients constant
datatype double
machine IvyBridgeEP_E5-2660v2
FLOP per LUP 25

might be okay...

Julian Hornich says:

Ivy Bridge and Sandy Bridge have problems with splitloads and small stencils containing a central point. This issue was raised to Intel, but no solution was offered. As of Haswell, the problem is resolved. Including `#pragma vector aligned` reduced the problem, but does not solve it completly. Removing the central point solves this issue.


Benchmark raw data shown on this page can be found in the according folder of the git repository.

If you have feedback, issues or found errors on this page, please submit an issue on the github page.

Kernel Source Code

double a[M][N][P];
double b[M][N][P];
double c0;
double c1;
double c2;
double c3;
double c4;
double c5;
double c6;
double c7;
double c8;
double c9;
double c10;
double c11;
double c12;

for(long k=2; k < M-2; ++k){
for(long j=2; j < N-2; ++j){
for(long i=2; i < P-2; ++i){
b[k][j][i] = c0 * a[k][j][i]
+ c1 * a[k][j][i-1] + c2 * a[k][j][i+1]
+ c3 * a[k-1][j][i] + c4 * a[k+1][j][i]
+ c5 * a[k][j-1][i] + c6 * a[k][j+1][i]
+ c7 * a[k][j][i-2] + c8 * a[k][j][i+2]
+ c9 * a[k-2][j][i] + c10 * a[k+2][j][i]
+ c11 * a[k][j-2][i] + c12 * a[k][j+2][i]
;
}
}
}

Layer Conditions

1D Layer Condition:

  • L1: unconditionally fulfilled
  • L2: unconditionally fulfilled
  • L3: unconditionally fulfilled

2D Layer Condition:

  • L1: P <= 2048/5
  • L2: P <= 16384/5
  • L3: P <= 327680

3D Layer Condition:

  • L1: 32*N*P + 16*P*(N - 2) + 32*P <= 32768
  • L2: 32*N*P + 16*P*(N - 2) + 32*P <= 262144
  • L3: 32*N*P + 16*P*(N - 2) + 32*P <= 26214400

Have a look at the kernel source code for dimension naming.

How to test this stencil

Generate this stencil with:

stempel gen -D 3 -r 2 -t "double" -C constant -k star -e --store stencil.c

and generate the compilable benchmark code with:

stempel bench stencil.c -m IvyBridgeEP_E5-2660v2.yml --store

Compiler flags

icc -O3 -xAVX -fno-alias -qopenmp -qopenmp -DLIKWID_PERFMON -I/apps/likwid/4.3.4/include -L/apps/likwid/4.3.4/lib -I/headers/dummy.c stencil_compilable.c -o stencil -llikwid

Single Core Grid Scaling

ECM Prediction vs. Performance

Comparison of the measured stencil performance (in cycles per cache line), roofline prediction and the (stacked) contributions of the ECM Performance Model predicted by kerncraft using Layer Conditions to model the cache behavior. The calculated layer conditions shown above correspond to the jumps in the ECM prediction in this plot.

Data Transfers between Caches

Data transfers between the different cache levels and main memory. The shown data for each level contains evicted and loaded data. The measured data is represented by points and the predicted transfer rates by kerncraft by lines.

Multi Core Thread Scaling

How to replicate this data

Single Core Measurements

Using the generated stencil and kerncraft, all single core performance data shown on this page can be reproduced by:

Layer Condition Data

kerncraft -p ECM -p RooflineIACA -p Benchmark -p LC -P LC -m IvyBridgeEP_E5-2660v2.yml stencil.c -D N $GRID_SIZE -D M $GRID_SIZE -D P $GRID_SIZE -vvv --cores 1 --compiler icc

Cache Simulator Data

kerncraft -p ECM -p RooflineIACA -p Benchmark -p LC -P CS -m IvyBridgeEP_E5-2660v2.yml stencil.c -D N $GRID_SIZE -D M $GRID_SIZE -D P $GRID_SIZE -vvv --cores 1 --compiler icc

Thread Scaling Measurements

The generated benchmark code can be used to reproduce the thread scaling data shown on this page by:

kerncraft -p ECM -p RooflineIACA -p Benchmark -P LC -m IvyBridgeEP_E5-2660v2.yml stencil.c -D N $GRID_SIZE -D M $GRID_SIZE -D P $GRID_SIZE -vvv --cores $CORES --compiler icc

The roofline prediction can be obtained with kerncraft and the generated stencil:

kerncraft -p RooflineIACA -P LC -m IvyBridgeEP_E5-2660v2.yml stencil.c -D N $GRID_SIZE -D M $GRID_SIZE -D P $GRID_SIZE -vvv --cores ${threads} --compiler icc

Spatial Blocking Measurements

Generate benchmark code from the stencil with blocking and compile it as shown before:

stempel bench stencil.c -m IvyBridgeEP_E5-2660v2.yml -b 2 --store
OMP_NUM_THREADS=1 likwid-pin -C S0:0 ./stencil $GRID_SIZE $GRID_SIZE $GRID_SIZE $BLOCKING_M $BLOCKING_N $BLOCKING_P

IACA Output

Throughput Analysis Report
--------------------------
Block Throughput: 17.67 Cycles       Throughput Bottleneck: Dependency chains (possibly between iterations)

Port Binding In Cycles Per Iteration:
-------------------------------------------------------------------------
|  Port  |  0   -  DV  |  1   |  2   -  D   |  3   -  D   |  4   |  5   |
-------------------------------------------------------------------------
| Cycles | 13.0   0.0  | 12.0 | 11.0   13.0 | 11.0   13.0 | 2.0  | 9.0  |
-------------------------------------------------------------------------

N - port number or number of cycles resource conflict caused delay, DV - Divider pipe (on port 0)
D - Data fetch pipe (on ports 2 and 3), CP - on a critical path
F - Macro Fusion with the previous instruction occurred
* - instruction micro-ops not bound to a port
^ - Micro Fusion happened
# - ESP Tracking sync uop was issued
@ - SSE instruction followed an AVX256/AVX512 instruction, dozens of cycles penalty is expected
X - instruction not supported, was not accounted in Analysis

| Num Of |              Ports pressure in cycles               |    |
|  Uops  |  0  - DV  |  1  |  2  -  D  |  3  -  D  |  4  |  5  |    |
---------------------------------------------------------------------
|   2    | 1.0       |     | 1.0   2.0 |           |     |     |    | vmulpd ymm15, ymm13, ymmword ptr [r12+r8*8+0x10]
|   2    | 1.0       |     |           | 1.0   2.0 |     |     |    | vmulpd ymm14, ymm12, ymmword ptr [r12+r8*8+0x8]
|   1    |           | 1.0 |           |           |     |     |    | vaddpd ymm15, ymm15, ymm14
|   2    | 1.0       |     | 1.0   2.0 |           |     |     |    | vmulpd ymm14, ymm11, ymmword ptr [r12+r8*8+0x18]
|   1    |           | 1.0 |           |           |     |     |    | vaddpd ymm14, ymm15, ymm14
|   1    |           |     |           | 1.0   1.0 |     |     |    | vmovupd xmm15, xmmword ptr [r11+r8*8+0x10]
|   2    |           |     | 1.0   1.0 |           |     | 1.0 |    | vinsertf128 ymm15, ymm15, xmmword ptr [r11+r8*8+0x20], 0x1
|   1    | 1.0       |     |           |           |     |     |    | vmulpd ymm15, ymm10, ymm15
|   1    |           | 1.0 |           |           |     |     |    | vaddpd ymm15, ymm14, ymm15
|   1    |           |     |           | 1.0   1.0 |     |     |    | vmovupd xmm14, xmmword ptr [r13+r8*8+0x10]
|   2    |           |     | 1.0   1.0 |           |     | 1.0 |    | vinsertf128 ymm14, ymm14, xmmword ptr [r13+r8*8+0x20], 0x1
|   1    | 1.0       |     |           |           |     |     |    | vmulpd ymm14, ymm9, ymm14
|   1    |           | 1.0 |           |           |     |     |    | vaddpd ymm14, ymm15, ymm14
|   1    |           |     |           | 1.0   1.0 |     |     |    | vmovupd xmm15, xmmword ptr [r10+r8*8+0x10]
|   2    |           |     | 1.0   1.0 |           |     | 1.0 |    | vinsertf128 ymm15, ymm15, xmmword ptr [r10+r8*8+0x20], 0x1
|   1    | 1.0       |     |           |           |     |     |    | vmulpd ymm15, ymm8, ymm15
|   1    |           | 1.0 |           |           |     |     |    | vaddpd ymm15, ymm14, ymm15
|   1    |           |     |           | 1.0   1.0 |     |     |    | vmovupd xmm14, xmmword ptr [r9+r8*8+0x10]
|   2    |           |     | 1.0   1.0 |           |     | 1.0 |    | vinsertf128 ymm14, ymm14, xmmword ptr [r9+r8*8+0x20], 0x1
|   1    | 1.0       |     |           |           |     |     |    | vmulpd ymm14, ymm7, ymm14
|   1    |           | 1.0 |           |           |     |     |    | vaddpd ymm15, ymm15, ymm14
|   2    | 1.0       |     |           | 1.0   2.0 |     |     |    | vmulpd ymm14, ymm6, ymmword ptr [r12+r8*8]
|   1    |           | 1.0 |           |           |     |     |    | vaddpd ymm14, ymm15, ymm14
|   1    |           |     | 1.0   1.0 |           |     |     |    | vmovupd xmm15, xmmword ptr [r12+r8*8+0x20]
|   2    |           |     |           | 1.0   1.0 |     | 1.0 |    | vinsertf128 ymm15, ymm15, xmmword ptr [r12+r8*8+0x30], 0x1
|   1    | 1.0       |     |           |           |     |     |    | vmulpd ymm15, ymm5, ymm15
|   1    |           | 1.0 |           |           |     |     |    | vaddpd ymm15, ymm14, ymm15
|   1    |           |     | 1.0   1.0 |           |     |     |    | vmovupd xmm14, xmmword ptr [r14+r8*8+0x10]
|   2    |           |     |           | 1.0   1.0 |     | 1.0 |    | vinsertf128 ymm14, ymm14, xmmword ptr [r14+r8*8+0x20], 0x1
|   1    | 1.0       |     |           |           |     |     |    | vmulpd ymm14, ymm4, ymm14
|   1    |           | 1.0 |           |           |     |     |    | vaddpd ymm14, ymm15, ymm14
|   1    |           |     | 1.0   1.0 |           |     |     |    | vmovupd xmm15, xmmword ptr [rsi+r8*8+0x10]
|   2    |           |     |           | 1.0   1.0 |     | 1.0 |    | vinsertf128 ymm15, ymm15, xmmword ptr [rsi+r8*8+0x20], 0x1
|   1    | 1.0       |     |           |           |     |     |    | vmulpd ymm15, ymm3, ymm15
|   1    |           | 1.0 |           |           |     |     |    | vaddpd ymm14, ymm14, ymm15
|   2    | 1.0       |     | 1.0   2.0 |           |     |     |    | vmulpd ymm15, ymm2, ymmword ptr [rdi+r8*8+0x10]
|   1    |           | 1.0 |           |           |     |     |    | vaddpd ymm14, ymm14, ymm15
|   2    | 1.0       |     |           | 1.0   2.0 |     |     |    | vmulpd ymm15, ymm0, ymmword ptr [r15+r8*8+0x10]
|   1    |           | 1.0 |           |           |     |     |    | vaddpd ymm14, ymm14, ymm15
|   2    |           |     | 1.0       |           | 1.0 |     |    | vextractf128 xmmword ptr [rdx+r8*8+0x20], ymm14, 0x1
|   2    |           |     |           | 1.0       | 1.0 |     |    | vmovupd xmmword ptr [rdx+r8*8+0x10], xmm14
|   1    |           |     |           |           |     | 1.0 |    | add r8, 0x4
|   1    |           |     |           |           |     | 1.0 |    | cmp r8, rax
|   0F   |           |     |           |           |     |     |    | jb 0xfffffffffffffef9
Total Num Of Uops: 58


Detected pointer increment: 32

System Information

################################################################################
# Hostname
################################################################################
e0403

################################################################################
# Operating System
################################################################################
CentOS Linux release 7.6.1810 (Core)
Derived from Red Hat Enterprise Linux 7.6 (Source)
NAME="CentOS Linux"
VERSION="7 (Core)"
ID="centos"
ID_LIKE="rhel fedora"
VERSION_ID="7"
PRETTY_NAME="CentOS Linux 7 (Core)"
ANSI_COLOR="0;31"
CPE_NAME="cpe:/o:centos:centos:7"
HOME_URL="https://www.centos.org/"
BUG_REPORT_URL="https://bugs.centos.org/"

CENTOS_MANTISBT_PROJECT="CentOS-7"
CENTOS_MANTISBT_PROJECT_VERSION="7"
REDHAT_SUPPORT_PRODUCT="centos"
REDHAT_SUPPORT_PRODUCT_VERSION="7"

CentOS Linux release 7.6.1810 (Core)
CentOS Linux release 7.6.1810 (Core)
cpe:/o:centos:centos:7

################################################################################
# Operating System (LSB)
################################################################################
/home/hpc/iwia/iwia84/INSPECT-repo/scripts/Artifact-description/machine-state.sh: line 149: lsb_release: command not found

################################################################################
# Operating System Kernel
################################################################################
Linux e0403 3.10.0-957.12.2.el7.x86_64 #1 SMP Tue May 14 21:24:32 UTC 2019 x86_64 x86_64 x86_64 GNU/Linux

################################################################################
# Logged in users
################################################################################
 10:36:24 up 1 day, 19:57,  0 users,  load average: 0.07, 0.70, 2.82
USER     TTY      FROM             LOGIN@   IDLE   JCPU   PCPU WHAT

################################################################################
# CPUset
################################################################################
Domain N:
	0,20,1,21,2,22,3,23,4,24,5,25,6,26,7,27,8,28,9,29,10,30,11,31,12,32,13,33,14,34,15,35,16,36,17,37,18,38,19,39

Domain S0:
	0,20,1,21,2,22,3,23,4,24,5,25,6,26,7,27,8,28,9,29

Domain S1:
	10,30,11,31,12,32,13,33,14,34,15,35,16,36,17,37,18,38,19,39

Domain C0:
	0,20,1,21,2,22,3,23,4,24,5,25,6,26,7,27,8,28,9,29

Domain C1:
	10,30,11,31,12,32,13,33,14,34,15,35,16,36,17,37,18,38,19,39

Domain M0:
	0,20,1,21,2,22,3,23,4,24,5,25,6,26,7,27,8,28,9,29

Domain M1:
	10,30,11,31,12,32,13,33,14,34,15,35,16,36,17,37,18,38,19,39


################################################################################
# CGroups
################################################################################
Allowed CPUs: 0-39
Allowed Memory controllers: 0-1

################################################################################
# Topology
################################################################################
--------------------------------------------------------------------------------
CPU name:	Intel(R) Xeon(R) CPU E5-2660 v2 @ 2.20GHz
CPU type:	Intel Xeon IvyBridge EN/EP/EX processor
CPU stepping:	4
********************************************************************************
Hardware Thread Topology
********************************************************************************
Sockets:		2
Cores per socket:	10
Threads per core:	2
--------------------------------------------------------------------------------
HWThread	Thread		Core		Socket		Available
0		0		0		0		*
1		0		1		0		*
2		0		2		0		*
3		0		3		0		*
4		0		4		0		*
5		0		5		0		*
6		0		6		0		*
7		0		7		0		*
8		0		8		0		*
9		0		9		0		*
10		0		10		1		*
11		0		11		1		*
12		0		12		1		*
13		0		13		1		*
14		0		14		1		*
15		0		15		1		*
16		0		16		1		*
17		0		17		1		*
18		0		18		1		*
19		0		19		1		*
20		1		0		0		*
21		1		1		0		*
22		1		2		0		*
23		1		3		0		*
24		1		4		0		*
25		1		5		0		*
26		1		6		0		*
27		1		7		0		*
28		1		8		0		*
29		1		9		0		*
30		1		10		1		*
31		1		11		1		*
32		1		12		1		*
33		1		13		1		*
34		1		14		1		*
35		1		15		1		*
36		1		16		1		*
37		1		17		1		*
38		1		18		1		*
39		1		19		1		*
--------------------------------------------------------------------------------
Socket 0:		( 0 20 1 21 2 22 3 23 4 24 5 25 6 26 7 27 8 28 9 29 )
Socket 1:		( 10 30 11 31 12 32 13 33 14 34 15 35 16 36 17 37 18 38 19 39 )
--------------------------------------------------------------------------------
********************************************************************************
Cache Topology
********************************************************************************
Level:			1
Size:			32 kB
Cache groups:		( 0 20 ) ( 1 21 ) ( 2 22 ) ( 3 23 ) ( 4 24 ) ( 5 25 ) ( 6 26 ) ( 7 27 ) ( 8 28 ) ( 9 29 ) ( 10 30 ) ( 11 31 ) ( 12 32 ) ( 13 33 ) ( 14 34 ) ( 15 35 ) ( 16 36 ) ( 17 37 ) ( 18 38 ) ( 19 39 )
--------------------------------------------------------------------------------
Level:			2
Size:			256 kB
Cache groups:		( 0 20 ) ( 1 21 ) ( 2 22 ) ( 3 23 ) ( 4 24 ) ( 5 25 ) ( 6 26 ) ( 7 27 ) ( 8 28 ) ( 9 29 ) ( 10 30 ) ( 11 31 ) ( 12 32 ) ( 13 33 ) ( 14 34 ) ( 15 35 ) ( 16 36 ) ( 17 37 ) ( 18 38 ) ( 19 39 )
--------------------------------------------------------------------------------
Level:			3
Size:			25 MB
Cache groups:		( 0 20 1 21 2 22 3 23 4 24 5 25 6 26 7 27 8 28 9 29 ) ( 10 30 11 31 12 32 13 33 14 34 15 35 16 36 17 37 18 38 19 39 )
--------------------------------------------------------------------------------
********************************************************************************
NUMA Topology
********************************************************************************
NUMA domains:		2
--------------------------------------------------------------------------------
Domain:			0
Processors:		( 0 20 1 21 2 22 3 23 4 24 5 25 6 26 7 27 8 28 9 29 )
Distances:		10 21
Free memory:		29801.4 MB
Total memory:		32734.2 MB
--------------------------------------------------------------------------------
Domain:			1
Processors:		( 10 30 11 31 12 32 13 33 14 34 15 35 16 36 17 37 18 38 19 39 )
Distances:		21 10
Free memory:		31362.9 MB
Total memory:		32768 MB
--------------------------------------------------------------------------------

################################################################################
# NUMA Topology
################################################################################
available: 2 nodes (0-1)
node 0 cpus: 0 1 2 3 4 5 6 7 8 9 20 21 22 23 24 25 26 27 28 29
node 0 size: 32734 MB
node 0 free: 29811 MB
node 1 cpus: 10 11 12 13 14 15 16 17 18 19 30 31 32 33 34 35 36 37 38 39
node 1 size: 32768 MB
node 1 free: 31362 MB
node distances:
node   0   1
  0:  10  21
  1:  21  10

################################################################################
# Frequencies
################################################################################
Cannot read frequency data from cpufreq module


################################################################################
# Prefetchers
################################################################################
likwid-features not available

################################################################################
# Load
################################################################################
0.07 0.70 2.82 1/536 15558

################################################################################
# Performance energy bias
################################################################################
Performance energy bias: 7 (0=highest performance, 15 = lowest energy)

################################################################################
# NUMA balancing
################################################################################
Enabled: 1

################################################################################
# General memory info
################################################################################
MemTotal:       65936896 kB
MemFree:        62646908 kB
MemAvailable:   62425620 kB
Buffers:               0 kB
Cached:          1878612 kB
SwapCached:            0 kB
Active:            37384 kB
Inactive:        1856184 kB
Active(anon):      33964 kB
Inactive(anon):  1817260 kB
Active(file):       3420 kB
Inactive(file):    38924 kB
Unevictable:       49780 kB
Mlocked:           53876 kB
SwapTotal:             0 kB
SwapFree:              0 kB
Dirty:                 4 kB
Writeback:             0 kB
AnonPages:         65380 kB
Mapped:            46636 kB
Shmem:           1836268 kB
Slab:             239548 kB
SReclaimable:      58552 kB
SUnreclaim:       180996 kB
KernelStack:        9280 kB
PageTables:         4296 kB
NFS_Unstable:          0 kB
Bounce:                0 kB
WritebackTmp:          0 kB
CommitLimit:    32968448 kB
Committed_AS:    2021528 kB
VmallocTotal:   34359738367 kB
VmallocUsed:      783248 kB
VmallocChunk:   34324873212 kB
HardwareCorrupted:     0 kB
AnonHugePages:     24576 kB
CmaTotal:              0 kB
CmaFree:               0 kB
HugePages_Total:       0
HugePages_Free:        0
HugePages_Rsvd:        0
HugePages_Surp:        0
Hugepagesize:       2048 kB
DirectMap4k:      283252 kB
DirectMap2M:    10168320 kB
DirectMap1G:    58720256 kB

################################################################################
# Transparent huge pages
################################################################################
Enabled: [always] madvise never
Use zero page: 1

################################################################################
# Hardware power limits
################################################################################
RAPL domain package-1
- Limit0 long_term MaxPower 95000000uW Limit 95000000uW TimeWindow 9994240us
- Limit1 short_term MaxPower 150000000uW Limit 114000000uW TimeWindow 7808us
RAPL domain core
- Limit0 long_term MaxPower NAuW Limit 0uW TimeWindow 976us
RAPL domain dram
- Limit0 long_term MaxPower 39000000uW Limit 0uW TimeWindow 976us
RAPL domain package-0
- Limit0 long_term MaxPower 95000000uW Limit 95000000uW TimeWindow 9994240us
- Limit1 short_term MaxPower 150000000uW Limit 114000000uW TimeWindow 7808us
RAPL domain core
- Limit0 long_term MaxPower NAuW Limit 0uW TimeWindow 976us
RAPL domain dram
- Limit0 long_term MaxPower 39000000uW Limit 0uW TimeWindow 976us

################################################################################
# Compiler
################################################################################
icc (ICC) 19.0.2.187 20190117
Copyright (C) 1985-2019 Intel Corporation.  All rights reserved.


################################################################################
# MPI
################################################################################
Intel(R) MPI Library for Linux* OS, Version 2019 Update 2 Build 20190123 (id: e2d820d49)
Copyright 2003-2019, Intel Corporation.

################################################################################
# dmidecode
################################################################################
dmidecode not executable, so ask your administrator to put the
dmidecode output to a file (configured /etc/dmidecode.txt)

################################################################################
# environment variables
################################################################################
MKLROOT=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl
MANPATH=/apps/python/3.5-anaconda/share/man:/apps/intel/ComposerXE2019/documentation_2019/en/debugger/gdb-ia/man/:/apps/intel/ComposerXE2019/man/common::/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/man:/apps/intel/mpi/man:/apps/likwid/4.3.4/man
MPILIB=-L/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64/lib
LESS_TERMCAP_mb=
HOSTNAME=e0403
LESS_TERMCAP_md=
PBS_VERSION=TORQUE-4.2.10
_LMFILES__modshare=/apps/modules/data/tools/python/3.5-anaconda:1:/apps/modules/data/development/intel64/19.0up02:1:/apps/modules/data/libraries/mkl/2019up02:1:/apps/modules/data/tools/likwid/4.3.4:1:/apps/modules/data/development/intelmpi/2019up02-intel:1
LESS_TERMCAP_me=
MODULEPATH_modshare=/apps/modules/data/deprecated:4:/apps/modules/data/tools:4:/apps/modules/data/libraries:4:/apps/modules/data/testing:4:/apps/modules/data/via-spack:4:/apps/modules/data/development:4:/apps/modules/data/applications:4
INTEL_LICENSE_FILE=1713@license4
MKLPATH=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin
IPPROOT=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/ipp
SHELL=/bin/bash
HISTSIZE=1000
I_MPI_FABRICS=shm:ofa
QT_XFT=true
TMPDIR=/scratch/1114575.eadm
PBS_JOBNAME=IVY_stempel_bench
LIKWID_FORCE=1
FASTTMP=/elxfs/iwia/iwia84
LIBRARY_PATH=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/ipp/lib/intel64:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/compiler/lib/intel64_lin:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/tbb/lib/intel64/gcc4.7:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/daal/lib/intel64_lin:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/tbb/lib/intel64_lin/gcc4.4:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin
LIBRARY_PATH_modshare=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/ipp/lib/intel64:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/compiler/lib/intel64_lin:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/tbb/lib/intel64/gcc4.7:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/daal/lib/intel64_lin:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/tbb/lib/intel64_lin/gcc4.4:1
PBS_ENVIRONMENT=PBS_BATCH
FPATH=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/include
LESS_TERMCAP_ue=
PBS_O_WORKDIR=/home/hpc/iwia/iwia84/INSPECT
GROUP=iwia
PBS_TASKNUM=1
USER=iwia84
LS_COLORS=
LD_LIBRARY_PATH=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/compiler/lib/intel64:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/compiler/lib/intel64_lin:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/ipp/lib/intel64:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/tbb/lib/intel64/gcc4.7:/apps/intel/ComposerXE2019/debugger_2019/libipt/intel64/lib:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/daal/lib/intel64_lin:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/tbb/lib/intel64_lin/gcc4.4:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64/libfabric/lib:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64/lib/release:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64/lib:/apps/likwid/4.3.4/lib
GDK_USE_XFT=1
PBS_O_HOME=/home/hpc/iwia/iwia84
PSTLROOT=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/pstl
MPICHHOME=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64
MKL_LIB=-Wl,--start-group /apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/libmkl_intel_lp64.a /apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/libmkl_sequential.a /apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/libmkl_core.a -Wl,--end-group -lpthread -lm
CLASSPATH_modshare=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/daal/lib/daal.jar:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64/lib/mpi.jar:1
FI_PROVIDER_PATH=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64/libfabric/lib/prov
CPATH=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/ipp/include:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/pstl/include:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/tbb/include:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/daal/include:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/include
PBS_WALLTIME=86400
FPATH_modshare=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/include:1
PBS_GPUFILE=/var/spool/torque/aux//1114575.eadmgpu
PBS_MOMPORT=15003
MKL_BASE=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl
LIKWID_INC=-I/apps/likwid/4.3.4/include
LESS_TERMCAP_us=
PBS_O_QUEUE=route
NLSPATH=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/compiler/lib/intel64/locale/%l_%t/%N:/apps/intel/ComposerXE2019/debugger_2019/gdb/intel64/share/locale/%l_%t/%N:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/locale/%l_%t/%N
MAIL=/var/spool/mail/iwia84
PBS_O_LOGNAME=iwia84
PATH=/apps/python/3.5-anaconda/bin:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/bin/intel64:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/rrze-bin-intel:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64/bin:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64/libfabric/bin:/apps/likwid/4.3.4/bin:/usr/bin:/usr/local/bin:/opt/android-sdk/platform-tools:/opt/android-sdk/tools:/usr/bin/vendor_perl:/usr/bin/core_perl:/opt/intel/bin:/home/julian/.bin:/home/julian/.local/.bin:/usr/local/sbin:/usr/sbin
I_MPI_OFA_ADAPTER_NAME=mlx4_0
PBS_O_LANG=en_US.UTF-8
LIKWID_INCDIR=/apps/likwid/4.3.4/include
WORK=/home/woody/iwia/iwia84
PBS_JOBCOOKIE=AD2A7037B589FC2B6029BD1C4E5CF1DD
TBBROOT=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/tbb
PWD=/home/hpc/iwia/iwia84/INSPECT-repo/stencils/3D_r2_heterogeneous_star_constant/IvyBridgeEP_E5-2660v2_20190523_103624
MKL_LIBDIR=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin
_LMFILES_=/apps/modules/data/tools/likwid/4.3.4:/apps/modules/data/development/intelmpi/2019up02-intel:/apps/modules/data/libraries/mkl/2019up02:/apps/modules/data/development/intel64/19.0up02:/apps/modules/data/tools/python/3.5-anaconda
EDITOR=/usr/bin/vim
PBS_NODENUM=0
LANG=C.UTF-8
MODULEPATH=/apps/modules/data/applications:/apps/modules/data/development:/apps/modules/data/libraries:/apps/modules/data/tools:/apps/modules/data/via-spack:/apps/modules/data/deprecated:/apps/modules/data/testing
MPIINCDIR=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64/include
INTEL_LICENSE_FILE_modshare=1713@license4:1
PBS_NUM_NODES=1
LOADEDMODULES=likwid/4.3.4:intelmpi/2019up02-intel:mkl/2019up02:intel64/19.0up02:python/3.5-anaconda
INTEL_F_HOME=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/compiler
GCC_COLORS=error=01;31:warning=01;35:note=01;36:caret=01;32:locus=01:quote=01
PBS_O_SHELL=/bin/bash
MKL_CDFT=-Wl,--start-group  /apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/libmkl_cdft_core.a /apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/libmkl_intel_lp64.a /apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/libmkl_intel_thread.a /apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/libmkl_core.a /apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/libmkl_blacs_intelmpi_lp64.a -Wl,--end-group -lpthread -lm -openmp
MKL_SCALAPACK=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/libmkl_scalapack_lp64.a -Wl,--start-group  /apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/libmkl_intel_lp64.a /apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/libmkl_intel_thread.a /apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/libmkl_core.a /apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/libmkl_blacs_intelmpi_lp64.a -Wl,--end-group -lpthread -lm -openmp
CPATH_modshare=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/ipp/include:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/daal/include:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/pstl/include:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/tbb/include:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/include:1
MPIROOTDIR=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64
I_MPI_HARD_FINALIZE=1
PBS_JOBID=1114575.eadm
DAALROOT=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/daal
HISTCONTROL=ignoredups
ENVIRONMENT=BATCH
INTEL_PYTHONHOME=/apps/intel/ComposerXE2019/debugger_2019/python/intel64/
SHLVL=3
HOME=/home/hpc/iwia/iwia84
MKL_INC=-I/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/include
PATH_modshare=/home/julian/.local/.bin:1:/usr/bin/vendor_perl:1:/opt/android-sdk/tools:1:/usr/bin:1:/apps/python/3.5-anaconda/bin:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64/bin:1:/usr/bin/core_perl:1:/opt/android-sdk/platform-tools:1:/usr/local/bin:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/bin/intel64:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/rrze-bin-intel:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64/libfabric/bin:1:/home/julian/.bin:1:/usr/sbin:1:/apps/likwid/4.3.4/bin:1:/opt/intel/bin:1:/usr/local/sbin:1
PBS_O_HOST=emmy2.rrze.uni-erlangen.de
LIKWID_LIB=-L/apps/likwid/4.3.4/lib
WOODYHOME=/home/woody/iwia/iwia84
HPCVAULT=/home/vault/iwia/iwia84
MANPATH_modshare=/apps/python/3.5-anaconda/share/man:1::1:/apps/intel/ComposerXE2019/documentation_2019/en/debugger/gdb-ia/man/:1:/apps/intel/ComposerXE2019/man/common:2:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/man:2:/apps/intel/mpi/man:1:/apps/likwid/4.3.4/man:1
MPIHOME=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64
PBS_VNODENUM=0
BASH_ENV=/etc/profile
MKL_INCDIR=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/include
NLSPATH_modshare=/apps/intel/ComposerXE2019/debugger_2019/gdb/intel64/share/locale/%l_%t/%N:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/locale/%l_%t/%N:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/compiler/lib/intel64/locale/%l_%t/%N:1
LESS=-R
LOGNAME=iwia84
PYTHONPATH=/home/hpc/iwia/iwia84/kerncraft/kerncraft-ivy//lib/python3.5/site-packages/
CVS_RSH=ssh
LD_LIBRARY_PATH_modshare=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/tbb/lib/intel64/gcc4.7:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64/lib:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64/lib/release:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/ipp/lib/intel64:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64/libfabric/lib:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/compiler/lib/intel64:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/daal/lib/intel64_lin:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/compiler/lib/intel64_lin:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin:1:/apps/likwid/4.3.4/lib:1:/apps/intel/ComposerXE2019/debugger_2019/libipt/intel64/lib:1:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/tbb/lib/intel64_lin/gcc4.4:1
LESS_TERMCAP_so=
PBS_QUEUE=work
CLASSPATH=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/daal/lib/daal.jar:/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64/lib/mpi.jar
MKL_SLIB_THREADED=-Wl,--start-group -lmkl_intel_lp64 -lmkl_intel_thread -lmkl_core -Wl,--end-group -lpthread -lm -openmp
MODULESHOME=/apps/modules
LESSOPEN=||/usr/bin/lesspipe.sh %s
PBS_MICFILE=/var/spool/torque/aux//1114575.eadmmic
PBS_O_SUBMIT_FILTER=/usr/local/sbin/torque_submitfilter
PBS_O_MAIL=/var/spool/mail/iwia84
MPIINC=-I/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi/intel64/include
LOADEDMODULES_modshare=intel64/19.0up02:1:python/3.5-anaconda:1:intelmpi/2019up02-intel:1:mkl/2019up02:1:likwid/4.3.4:1
INFOPATH=/apps/intel/ComposerXE2019/documentation_2019/en/debugger/gdb-ia/info/
INFOPATH_modshare=/apps/intel/ComposerXE2019/documentation_2019/en/debugger/gdb-ia/info/:1
PBS_NP=40
PBS_NUM_PPN=40
PBS_O_SERVER=eadm
INCLUDE=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/include
INTEL_C_HOME=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/compiler
MKL_LIB_THREADED=-Wl,--start-group  /apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/libmkl_intel_lp64.a /apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/libmkl_intel_thread.a /apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin/libmkl_core.a -Wl,--end-group -lpthread -lm -openmp
LIKWID_LIBDIR=/apps/likwid/4.3.4/lib
I_MPI_JOB_RESPECT_PROCESS_PLACEMENT=off
SCRATCH=/scratch
PBS_NODEFILE=/var/spool/torque/aux//1114575.eadm
LESS_TERMCAP_se=
PBS_O_PATH=/apps/git/2.2.1/bin:/usr/bin:/usr/local/bin:/opt/android-sdk/platform-tools:/opt/android-sdk/tools:/usr/bin/vendor_perl:/usr/bin/core_perl:/opt/intel/bin:/home/julian/.bin:/home/julian/.local/.bin
MKL_SHLIB=-L/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mkl/lib/intel64_lin -lmkl_intel_lp64 -lmkl_sequential -lmkl_core -lpthread -lm
I_MPI_ROOT=/apps/intel/ComposerXE2019/compilers_and_libraries_2019.2.187/linux/mpi
_=/usr/bin/env