appraw-7402b

2 x AMD EPYC 7402 24-Core testing on CentOS Linux 8 via the Phoronix Test Suite.

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Result
Identifier
Performance Per
Dollar
Date
Run
  Test
  Duration
2 x AMD EPYC 7402 24-Core
December 11 2020
  2 Hours, 15 Minutes
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2 x AMD EPYC 7402 24-Core

Processor: 2 x AMD EPYC 7402 24-Core (48 Cores / 96 Threads), Motherboard: Dell 0GK70M (1.5.5 BIOS), Memory: 8 x 64 GB DDR4-3200MT/s 36ASF8G72PZ-3G2B2, Disk: 480GB PERC H345 Front

OS: CentOS Linux 8, Kernel: 5.9.12-1.el8.elrepo.x86_64 (x86_64), Compiler: GCC 8.3.1 20191121, File-System: xfs

Compiler Notes: --build=x86_64-redhat-linux --disable-libmpx --disable-libunwind-exceptions --enable-__cxa_atexit --enable-bootstrap --enable-cet --enable-checking=release --enable-gnu-indirect-function --enable-gnu-unique-object --enable-initfini-array --enable-languages=c,c++,fortran,lto --enable-multilib --enable-offload-targets=nvptx-none --enable-plugin --enable-shared --enable-threads=posix --mandir=/usr/share/man --with-arch_32=x86-64 --with-gcc-major-version-only --with-isl --with-linker-hash-style=gnu --with-tune=generic --without-cuda-driver
Processor Notes: CPU Microcode: 0x8301038
Java Notes: OpenJDK Runtime Environment (build 1.8.0_272-b10)
Python Notes: Python 3.6.8
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Full AMD retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

appraw-7402bOpenBenchmarking.orgPhoronix Test Suite2 x AMD EPYC 7402 24-Core (48 Cores / 96 Threads)Dell 0GK70M (1.5.5 BIOS)8 x 64 GB DDR4-3200MT/s 36ASF8G72PZ-3G2B2480GB PERC H345 FrontCentOS Linux 85.9.12-1.el8.elrepo.x86_64 (x86_64)GCC 8.3.1 20191121xfsProcessorMotherboardMemoryDiskOSKernelCompilerFile-SystemAppraw-7402b BenchmarksSystem Logs- --build=x86_64-redhat-linux --disable-libmpx --disable-libunwind-exceptions --enable-__cxa_atexit --enable-bootstrap --enable-cet --enable-checking=release --enable-gnu-indirect-function --enable-gnu-unique-object --enable-initfini-array --enable-languages=c,c++,fortran,lto --enable-multilib --enable-offload-targets=nvptx-none --enable-plugin --enable-shared --enable-threads=posix --mandir=/usr/share/man --with-arch_32=x86-64 --with-gcc-major-version-only --with-isl --with-linker-hash-style=gnu --with-tune=generic --without-cuda-driver - CPU Microcode: 0x8301038- OpenJDK Runtime Environment (build 1.8.0_272-b10)- Python 3.6.8- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Full AMD retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

appraw-7402bipc-benchmark: TCP Socket - 128ipc-benchmark: TCP Socket - 256ipc-benchmark: TCP Socket - 512ipc-benchmark: TCP Socket - 1024ipc-benchmark: TCP Socket - 2048ipc-benchmark: TCP Socket - 4096ipc-benchmark: Unnamed Pipe - 128ipc-benchmark: Unnamed Pipe - 256ipc-benchmark: Unnamed Pipe - 512ipc-benchmark: Unnamed Pipe - 1024ipc-benchmark: Unnamed Pipe - 2048ipc-benchmark: Unnamed Pipe - 4096ipc-benchmark: FIFO Named Pipe - 128ipc-benchmark: FIFO Named Pipe - 256ipc-benchmark: FIFO Named Pipe - 512ipc-benchmark: FIFO Named Pipe - 1024ipc-benchmark: FIFO Named Pipe - 2048ipc-benchmark: FIFO Named Pipe - 4096ipc-benchmark: Unnamed Unix Domain Socket - 128ipc-benchmark: Unnamed Unix Domain Socket - 256ipc-benchmark: Unnamed Unix Domain Socket - 512ipc-benchmark: Unnamed Unix Domain Socket - 1024ipc-benchmark: Unnamed Unix Domain Socket - 2048ipc-benchmark: Unnamed Unix Domain Socket - 4096build-linux-kernel: Time To Compilecompress-gzip: Linux Source Tree Archiving To .tar.gzgnupg: 2GB File Encryptionperl-benchmark: Pod2htmlperl-benchmark: Interpreteropenssl: RSA 4096-bit Performancememtier-benchmark: Redisredis: LPOPredis: SADDredis: LPUSHredis: GETredis: SETpyperformance: gopyperformance: 2to3pyperformance: chaospyperformance: floatpyperformance: nbodypyperformance: pathlibpyperformance: raytracepyperformance: json_loadspyperformance: crypto_pyaespyperformance: regex_compilepyperformance: python_startuppyperformance: django_templatepyperformance: pickle_pure_pythonnginx: Static Web Page Servingapache: Static Web Page Servingphpbench: PHP Benchmark Suitephp: Zend benchphp: Zend micro_benchinfluxdb: 4 - 10000 - 2,5000,1 - 10000influxdb: 64 - 10000 - 2,5000,1 - 10000influxdb: 1024 - 10000 - 2,5000,1 - 100002 x AMD EPYC 7402 24-Core306009029341702833441253481019815911384030362036239673373534300267976013443471613063400518140870833679155329353820125611508203199355518259667204111327732108317994222523.85144.36213.9830.150998490.0012442011767.71898305.451238945.101697586.871157429.081750323.281447665.8843851320717818926.296838.519031412.412287728002.3924422.454712550.5322.825988805.51286454.01303873.0OpenBenchmarking.org

IPC_benchmark

IPC_benchmark is a Linux inter-process communication benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: TCP Socket - Message Bytes: 1282 x AMD EPYC 7402 24-Core700K1400K2100K2800K3500KSE +/- 6946.81, N = 33060090

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: TCP Socket - Message Bytes: 2562 x AMD EPYC 7402 24-Core600K1200K1800K2400K3000KSE +/- 25423.56, N = 32934170

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: TCP Socket - Message Bytes: 5122 x AMD EPYC 7402 24-Core600K1200K1800K2400K3000KSE +/- 2663.65, N = 32833441

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: TCP Socket - Message Bytes: 10242 x AMD EPYC 7402 24-Core500K1000K1500K2000K2500KSE +/- 7732.08, N = 32534810

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: TCP Socket - Message Bytes: 20482 x AMD EPYC 7402 24-Core400K800K1200K1600K2000KSE +/- 5538.70, N = 31981591

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: TCP Socket - Message Bytes: 40962 x AMD EPYC 7402 24-Core300K600K900K1200K1500KSE +/- 13052.09, N = 31384030

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: Unnamed Pipe - Message Bytes: 1282 x AMD EPYC 7402 24-Core800K1600K2400K3200K4000KSE +/- 67833.26, N = 153620362

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: Unnamed Pipe - Message Bytes: 2562 x AMD EPYC 7402 24-Core800K1600K2400K3200K4000KSE +/- 51703.60, N = 33967337

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: Unnamed Pipe - Message Bytes: 5122 x AMD EPYC 7402 24-Core800K1600K2400K3200K4000KSE +/- 30941.51, N = 33534300

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: Unnamed Pipe - Message Bytes: 10242 x AMD EPYC 7402 24-Core600K1200K1800K2400K3000KSE +/- 144500.71, N = 122679760

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: Unnamed Pipe - Message Bytes: 20482 x AMD EPYC 7402 24-Core300K600K900K1200K1500KSE +/- 71825.03, N = 151344347

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: Unnamed Pipe - Message Bytes: 40962 x AMD EPYC 7402 24-Core300K600K900K1200K1500KSE +/- 20946.75, N = 31613063

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: FIFO Named Pipe - Message Bytes: 1282 x AMD EPYC 7402 24-Core900K1800K2700K3600K4500KSE +/- 41820.64, N = 134005181

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: FIFO Named Pipe - Message Bytes: 2562 x AMD EPYC 7402 24-Core900K1800K2700K3600K4500KSE +/- 16397.35, N = 34087083

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: FIFO Named Pipe - Message Bytes: 5122 x AMD EPYC 7402 24-Core800K1600K2400K3200K4000KSE +/- 37110.08, N = 153679155

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: FIFO Named Pipe - Message Bytes: 10242 x AMD EPYC 7402 24-Core700K1400K2100K2800K3500KSE +/- 57178.60, N = 153293538

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: FIFO Named Pipe - Message Bytes: 20482 x AMD EPYC 7402 24-Core400K800K1200K1600K2000KSE +/- 78250.89, N = 122012561

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: FIFO Named Pipe - Message Bytes: 40962 x AMD EPYC 7402 24-Core300K600K900K1200K1500KSE +/- 25478.86, N = 31508203

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: Unnamed Unix Domain Socket - Message Bytes: 1282 x AMD EPYC 7402 24-Core400K800K1200K1600K2000KSE +/- 15063.98, N = 31993555

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: Unnamed Unix Domain Socket - Message Bytes: 2562 x AMD EPYC 7402 24-Core400K800K1200K1600K2000KSE +/- 16468.89, N = 31825966

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: Unnamed Unix Domain Socket - Message Bytes: 5122 x AMD EPYC 7402 24-Core150K300K450K600K750KSE +/- 30890.75, N = 15720411

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: Unnamed Unix Domain Socket - Message Bytes: 10242 x AMD EPYC 7402 24-Core300K600K900K1200K1500KSE +/- 77680.04, N = 121327732

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: Unnamed Unix Domain Socket - Message Bytes: 20482 x AMD EPYC 7402 24-Core200K400K600K800K1000KSE +/- 14382.42, N = 31083179

OpenBenchmarking.orgMessages Per Second, More Is BetterIPC_benchmarkType: Unnamed Unix Domain Socket - Message Bytes: 40962 x AMD EPYC 7402 24-Core200K400K600K800K1000KSE +/- 2828.39, N = 3942225

Timed Linux Kernel Compilation

This test times how long it takes to build the Linux kernel in a default configuration. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Linux Kernel Compilation 5.4Time To Compile2 x AMD EPYC 7402 24-Core612182430SE +/- 0.22, N = 923.85

Gzip Compression

This test measures the time needed to archive/compress two copies of the Linux 4.13 kernel source tree using Gzip compression. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterGzip CompressionLinux Source Tree Archiving To .tar.gz2 x AMD EPYC 7402 24-Core1020304050SE +/- 0.11, N = 344.36

GnuPG

This test times how long it takes to encrypt a file using GnuPG. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterGnuPG 1.4.222GB File Encryption2 x AMD EPYC 7402 24-Core48121620SE +/- 0.03, N = 313.981. (CC) gcc options: -O2 -MT -MD -MP -MF

Perl Benchmarks

Perl benchmark suite that can be used to compare the relative speed of different versions of perl. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterPerl BenchmarksTest: Pod2html2 x AMD EPYC 7402 24-Core0.0340.0680.1020.1360.17SE +/- 0.00040288, N = 30.15099849

OpenBenchmarking.orgSeconds, Fewer Is BetterPerl BenchmarksTest: Interpreter2 x AMD EPYC 7402 24-Core0.00030.00060.00090.00120.0015SE +/- 0.00000796, N = 30.00124420

OpenSSL

OpenSSL is an open-source toolkit that implements SSL (Secure Sockets Layer) and TLS (Transport Layer Security) protocols. This test measures the RSA 4096-bit performance of OpenSSL. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSigns Per Second, More Is BetterOpenSSL 1.1.1RSA 4096-bit Performance2 x AMD EPYC 7402 24-Core3K6K9K12K15KSE +/- 1.72, N = 311767.71. (CC) gcc options: -pthread -m64 -O3 -lssl -lcrypto -ldl

Memtier_benchmark

Memtier_benchmark is a NoSQL Redis/Memcache traffic generation plus benchmarking tool. This current test profile currently just stresses the Redis protocol and basic options exposed wotj a 1:1 Set/Get ratio, 30 pipeline, 100 clients per thread, and thread count equal to the number of CPU cores/threads present. Patches to extend the test are welcome as always. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOps/sec, More Is BetterMemtier_benchmark 1.2.17Protocol: Redis2 x AMD EPYC 7402 24-Core400K800K1200K1600K2000KSE +/- 37366.36, N = 121898305.451. (CXX) g++ options: -O2 -levent -lpthread -lz -lpcre

Redis

Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 5.0.3Test: LPOP2 x AMD EPYC 7402 24-Core300K600K900K1200K1500KSE +/- 27964.53, N = 151238945.10

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 5.0.3Test: SADD2 x AMD EPYC 7402 24-Core400K800K1200K1600K2000KSE +/- 50993.48, N = 151697586.87

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 5.0.3Test: LPUSH2 x AMD EPYC 7402 24-Core200K400K600K800K1000KSE +/- 3538.46, N = 31157429.08

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 5.0.3Test: GET2 x AMD EPYC 7402 24-Core400K800K1200K1600K2000KSE +/- 65213.06, N = 151750323.28

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 5.0.3Test: SET2 x AMD EPYC 7402 24-Core300K600K900K1200K1500KSE +/- 46896.38, N = 151447665.88

PyPerformance

PyPerformance is the reference Python performance benchmark suite. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: go2 x AMD EPYC 7402 24-Core90180270360450SE +/- 0.67, N = 3438

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: 2to32 x AMD EPYC 7402 24-Core110220330440550SE +/- 0.33, N = 3513

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: chaos2 x AMD EPYC 7402 24-Core50100150200250207

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: float2 x AMD EPYC 7402 24-Core4080120160200178

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: nbody2 x AMD EPYC 7402 24-Core4080120160200189

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: pathlib2 x AMD EPYC 7402 24-Core612182430SE +/- 0.03, N = 326.2

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: raytrace2 x AMD EPYC 7402 24-Core2004006008001000SE +/- 2.00, N = 3968

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: json_loads2 x AMD EPYC 7402 24-Core918273645SE +/- 0.06, N = 338.5

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: crypto_pyaes2 x AMD EPYC 7402 24-Core4080120160200190

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: regex_compile2 x AMD EPYC 7402 24-Core70140210280350SE +/- 0.67, N = 3314

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: python_startup2 x AMD EPYC 7402 24-Core3691215SE +/- 0.03, N = 312.4

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: django_template2 x AMD EPYC 7402 24-Core306090120150122

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: pickle_pure_python2 x AMD EPYC 7402 24-Core2004006008001000SE +/- 1.00, N = 3877

NGINX Benchmark

This is a test of ab, which is the Apache Benchmark program running against nginx. This test profile measures how many requests per second a given system can sustain when carrying out 2,000,000 requests with 500 requests being carried out concurrently. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgRequests Per Second, More Is BetterNGINX Benchmark 1.9.9Static Web Page Serving2 x AMD EPYC 7402 24-Core6K12K18K24K30KSE +/- 736.37, N = 1528002.391. (CC) gcc options: -lpthread -lcrypt -lcrypto -lz -O3 -march=native

Apache Benchmark

This is a test of ab, which is the Apache benchmark program, using the system's supplied Apache web server. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgRequests Per Second, More Is BetterApache Benchmark 2.4.29Static Web Page Serving2 x AMD EPYC 7402 24-Core5K10K15K20K25KSE +/- 190.49, N = 324422.45

PHPBench

PHPBench is a benchmark suite for PHP. It performs a large number of simple tests in order to bench various aspects of the PHP interpreter. PHPBench can be used to compare hardware, operating systems, PHP versions, PHP accelerators and caches, compiler options, etc. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgScore, More Is BetterPHPBench 0.8.1PHP Benchmark Suite2 x AMD EPYC 7402 24-Core100K200K300K400K500KSE +/- 1107.25, N = 3471255

PHP Micro Benchmarks

Various small PHP micro-benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterPHP Micro BenchmarksTest: Zend bench2 x AMD EPYC 7402 24-Core0.11970.23940.35910.47880.5985SE +/- 0.003, N = 30.532

OpenBenchmarking.orgSeconds, Fewer Is BetterPHP Micro BenchmarksTest: Zend micro_bench2 x AMD EPYC 7402 24-Core0.63561.27121.90682.54243.178SE +/- 0.015, N = 32.825

InfluxDB

This is a benchmark of the InfluxDB open-source time-series database optimized for fast, high-availability storage for IoT and other use-cases. The InfluxDB test profile makes use of InfluxDB Inch for facilitating the benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgval/sec, More Is BetterInfluxDB 1.8.2Concurrent Streams: 4 - Batch Size: 10000 - Tags: 2,5000,1 - Points Per Series: 100002 x AMD EPYC 7402 24-Core200K400K600K800K1000KSE +/- 5450.88, N = 3988805.5

OpenBenchmarking.orgval/sec, More Is BetterInfluxDB 1.8.2Concurrent Streams: 64 - Batch Size: 10000 - Tags: 2,5000,1 - Points Per Series: 100002 x AMD EPYC 7402 24-Core300K600K900K1200K1500KSE +/- 1095.07, N = 31286454.0

OpenBenchmarking.orgval/sec, More Is BetterInfluxDB 1.8.2Concurrent Streams: 1024 - Batch Size: 10000 - Tags: 2,5000,1 - Points Per Series: 100002 x AMD EPYC 7402 24-Core300K600K900K1200K1500KSE +/- 720.26, N = 31303873.0

2 x AMD EPYC 7402 24-Core

Processor: 2 x AMD EPYC 7402 24-Core (48 Cores / 96 Threads), Motherboard: Dell 0GK70M (1.5.5 BIOS), Memory: 8 x 64 GB DDR4-3200MT/s 36ASF8G72PZ-3G2B2, Disk: 480GB PERC H345 Front

OS: CentOS Linux 8, Kernel: 5.9.12-1.el8.elrepo.x86_64 (x86_64), Compiler: GCC 8.3.1 20191121, File-System: xfs

Compiler Notes: --build=x86_64-redhat-linux --disable-libmpx --disable-libunwind-exceptions --enable-__cxa_atexit --enable-bootstrap --enable-cet --enable-checking=release --enable-gnu-indirect-function --enable-gnu-unique-object --enable-initfini-array --enable-languages=c,c++,fortran,lto --enable-multilib --enable-offload-targets=nvptx-none --enable-plugin --enable-shared --enable-threads=posix --mandir=/usr/share/man --with-arch_32=x86-64 --with-gcc-major-version-only --with-isl --with-linker-hash-style=gnu --with-tune=generic --without-cuda-driver
Processor Notes: CPU Microcode: 0x8301038
Java Notes: OpenJDK Runtime Environment (build 1.8.0_272-b10)
Python Notes: Python 3.6.8
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Full AMD retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 11 December 2020 17:56 by user .