AMD EPYC 7763 1P spec_rstack_overflow

Benchmarks by Michael Larabel for a future article looking at AMD Inception impact.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2308112-NE-EPYC7763124
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August 10 2023
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AMD EPYC 7763 1P spec_rstack_overflowOpenBenchmarking.orgPhoronix Test SuiteAMD EPYC 7763 64-Core @ 2.45GHz (64 Cores / 128 Threads)AMD DAYTONA_X (RYM1009B BIOS)AMD Starship/Matisse256GB800GB INTEL SSDPF21Q800GBASPEEDVE2282 x Mellanox MT27710Ubuntu 22.046.5.0-rc5-phx-tues (x86_64)GNOME Shell 42.5X Server 1.21.1.31.3.224GCC 11.3.0 + LLVM 14.0.0ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsMonitorNetworkOSKernelDesktopDisplay ServerVulkanCompilerFile-SystemScreen ResolutionAMD EPYC 7763 1P Spec_rstack_overflow BenchmarksSystem Logs- Transparent Huge Pages: madvise- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-serialization=2 --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-11-xKiWfi/gcc-11-11.3.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-11-xKiWfi/gcc-11-11.3.0/debian/tmp-gcn/usr --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-build-config=bootstrap-lto-lean --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v - NONE / errors=remount-ro,relatime,rw / Block Size: 4096- safe RET no microcode: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa001173 - off: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa001173 - safe RET: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa0011d1 - IBPB: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa0011d1 - OpenJDK Runtime Environment (build 11.0.20+8-post-Ubuntu-1ubuntu122.04)- Python 3.10.6- safe RET no microcode: gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_rstack_overflow: Mitigation of safe RET no microcode + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected - off: gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_rstack_overflow: Vulnerable no microcode + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected - safe RET: gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_rstack_overflow: Mitigation of safe RET + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected - IBPB: gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_rstack_overflow: Mitigation of IBPB + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

MariaDB

This is a MariaDB MySQL database server benchmark making use of mysqlslap. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgQueries Per Second, More Is BetterMariaDB 11.0.1Clients: 4096IBPBsafe REToffsafe RET no microcode130260390520650SE +/- 0.71, N = 3SE +/- 3.51, N = 3SE +/- 5.48, N = 3SE +/- 2.96, N = 32744185904121. (CXX) g++ options: -pie -fPIC -fstack-protector -O3 -lnuma -lpcre2-8 -lcrypt -lz -lm -lssl -lcrypto -lpthread -ldl

PostgreSQL

This is a benchmark of PostgreSQL using the integrated pgbench for facilitating the database benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL 15Scaling Factor: 100 - Clients: 800 - Mode: Read OnlyIBPBsafe REToffsafe RET no microcode700K1400K2100K2800K3500KSE +/- 2988.66, N = 3SE +/- 34286.68, N = 3SE +/- 1705.16, N = 3SE +/- 29158.10, N = 317338272768445312871927072801. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL 15Scaling Factor: 100 - Clients: 800 - Mode: Read Only - Average LatencyIBPBsafe REToffsafe RET no microcode0.10370.20740.31110.41480.5185SE +/- 0.001, N = 3SE +/- 0.004, N = 3SE +/- 0.000, N = 3SE +/- 0.003, N = 30.4610.2890.2560.2961. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

RocksDB

This is a benchmark of Meta/Facebook's RocksDB as an embeddable persistent key-value store for fast storage based on Google's LevelDB. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 8.0Test: Update RandomIBPBsafe REToffsafe RET no microcode100K200K300K400K500KSE +/- 110.81, N = 3SE +/- 185.49, N = 3SE +/- 893.82, N = 3SE +/- 426.73, N = 33222314269474622874281121. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

SQLite

This is a simple benchmark of SQLite. At present this test profile just measures the time to perform a pre-defined number of insertions on an indexed database with a variable number of concurrent repetitions -- up to the maximum number of CPU threads available. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterSQLite 3.41.2Threads / Copies: 16IBPBsafe REToffsafe RET no microcode246810SE +/- 0.007, N = 3SE +/- 0.052, N = 3SE +/- 0.020, N = 3SE +/- 0.024, N = 37.9348.8006.2738.8341. (CC) gcc options: -O2 -lz -lm

RocksDB

This is a benchmark of Meta/Facebook's RocksDB as an embeddable persistent key-value store for fast storage based on Google's LevelDB. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 8.0Test: Read Random Write RandomIBPBsafe REToffsafe RET no microcode600K1200K1800K2400K3000KSE +/- 7875.65, N = 3SE +/- 21895.20, N = 3SE +/- 35283.44, N = 4SE +/- 18652.89, N = 321300062839085295168428727651. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

SQLite

This is a simple benchmark of SQLite. At present this test profile just measures the time to perform a pre-defined number of insertions on an indexed database with a variable number of concurrent repetitions -- up to the maximum number of CPU threads available. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterSQLite 3.41.2Threads / Copies: 8IBPBsafe REToffsafe RET no microcode1.12642.25283.37924.50565.632SE +/- 0.010, N = 3SE +/- 0.036, N = 3SE +/- 0.013, N = 3SE +/- 0.016, N = 34.7935.0063.7554.8501. (CC) gcc options: -O2 -lz -lm

DaCapo Benchmark

This test runs the DaCapo Benchmarks written in Java and intended to test system/CPU performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 9.12-MR1Java Test: TradebeansIBPBsafe REToffsafe RET no microcode11002200330044005500SE +/- 56.17, N = 4SE +/- 28.11, N = 4SE +/- 42.66, N = 4SE +/- 44.47, N = 45305414339934096

OpenRadioss

OpenRadioss is an open-source AGPL-licensed finite element solver for dynamic event analysis OpenRadioss is based on Altair Radioss and open-sourced in 2022. This open-source finite element solver is benchmarked with various example models available from https://www.openradioss.org/models/. This test is currently using a reference OpenRadioss binary build offered via GitHub. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenRadioss 2022.10.13Model: Bumper BeamIBPBsafe REToffsafe RET no microcode306090120150SE +/- 0.23, N = 3SE +/- 0.03, N = 3SE +/- 0.33, N = 3SE +/- 0.08, N = 3113.6893.9087.7293.68

MariaDB

This is a MariaDB MySQL database server benchmark making use of mysqlslap. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgQueries Per Second, More Is BetterMariaDB 11.0.1Clients: 8192IBPBsafe REToffsafe RET no microcode80160240320400SE +/- 0.62, N = 3SE +/- 1.18, N = 3SE +/- 3.35, N = 3SE +/- 0.73, N = 32763013553011. (CXX) g++ options: -pie -fPIC -fstack-protector -O3 -lnuma -lpcre2-8 -lcrypt -lz -lm -lssl -lcrypto -lpthread -ldl

Timed Linux Kernel Compilation

This test times how long it takes to build the Linux kernel in a default configuration (defconfig) for the architecture being tested or alternatively an allmodconfig for building all possible kernel modules for the build. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Linux Kernel Compilation 6.1Build: defconfigIBPBsafe REToffsafe RET no microcode918273645SE +/- 0.37, N = 7SE +/- 0.37, N = 6SE +/- 0.34, N = 5SE +/- 0.35, N = 640.0937.2431.1937.62

Apache Spark

This is a benchmark of Apache Spark with its PySpark interface. Apache Spark is an open-source unified analytics engine for large-scale data processing and dealing with big data. This test profile benchmars the Apache Spark in a single-system configuration using spark-submit. The test makes use of DIYBigData's pyspark-benchmark (https://github.com/DIYBigData/pyspark-benchmark/) for generating of test data and various Apache Spark operations. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeIBPBsafe REToffsafe RET no microcode0.54231.08461.62692.16922.7115SE +/- 0.04, N = 3SE +/- 0.06, N = 3SE +/- 0.02, N = 15SE +/- 0.05, N = 32.412.141.882.22

OpenRadioss

OpenRadioss is an open-source AGPL-licensed finite element solver for dynamic event analysis OpenRadioss is based on Altair Radioss and open-sourced in 2022. This open-source finite element solver is benchmarked with various example models available from https://www.openradioss.org/models/. This test is currently using a reference OpenRadioss binary build offered via GitHub. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenRadioss 2022.10.13Model: Rubber O-Ring Seal InstallationIBPBsafe REToffsafe RET no microcode20406080100SE +/- 0.34, N = 3SE +/- 0.24, N = 3SE +/- 0.23, N = 3SE +/- 0.17, N = 399.0484.4877.4685.04

Apache Spark

This is a benchmark of Apache Spark with its PySpark interface. Apache Spark is an open-source unified analytics engine for large-scale data processing and dealing with big data. This test profile benchmars the Apache Spark in a single-system configuration using spark-submit. The test makes use of DIYBigData's pyspark-benchmark (https://github.com/DIYBigData/pyspark-benchmark/) for generating of test data and various Apache Spark operations. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeIBPBsafe REToffsafe RET no microcode0.3690.7381.1071.4761.845SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 15SE +/- 0.02, N = 31.641.411.301.39

nginx

This is a benchmark of the lightweight Nginx HTTP(S) web-server. This Nginx web server benchmark test profile makes use of the wrk program for facilitating the HTTP requests over a fixed period time with a configurable number of concurrent clients/connections. HTTPS with a self-signed OpenSSL certificate is used by this test for local benchmarking. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgRequests Per Second, More Is Betternginx 1.23.2Connections: 500IBPBsafe REToffsafe RET no microcode40K80K120K160K200KSE +/- 262.73, N = 3SE +/- 251.96, N = 3SE +/- 284.72, N = 3SE +/- 284.55, N = 3137051.69142619.84169583.15144020.031. (CC) gcc options: -lluajit-5.1 -lm -lssl -lcrypto -lpthread -ldl -std=c99 -O2

OpenBenchmarking.orgRequests Per Second, More Is Betternginx 1.23.2Connections: 1000IBPBsafe REToffsafe RET no microcode40K80K120K160K200KSE +/- 242.54, N = 3SE +/- 314.03, N = 3SE +/- 362.13, N = 3SE +/- 352.89, N = 3135431.46143271.26166499.89140555.981. (CC) gcc options: -lluajit-5.1 -lm -lssl -lcrypto -lpthread -ldl -std=c99 -O2

PostgreSQL

This is a benchmark of PostgreSQL using the integrated pgbench for facilitating the database benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL 15Scaling Factor: 100 - Clients: 800 - Mode: Read WriteIBPBsafe REToffsafe RET no microcode13K26K39K52K65KSE +/- 133.40, N = 3SE +/- 207.71, N = 3SE +/- 418.78, N = 3SE +/- 66.28, N = 3504635483761604551751. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL 15Scaling Factor: 100 - Clients: 800 - Mode: Read Write - Average LatencyIBPBsafe REToffsafe RET no microcode48121620SE +/- 0.04, N = 3SE +/- 0.06, N = 3SE +/- 0.09, N = 3SE +/- 0.02, N = 315.8514.5912.9914.501. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

Timed Linux Kernel Compilation

This test times how long it takes to build the Linux kernel in a default configuration (defconfig) for the architecture being tested or alternatively an allmodconfig for building all possible kernel modules for the build. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Linux Kernel Compilation 6.1Build: allmodconfigIBPBsafe REToffsafe RET no microcode80160240320400SE +/- 0.72, N = 3SE +/- 0.79, N = 3SE +/- 0.49, N = 3SE +/- 0.90, N = 3352.18338.16289.06344.24

OpenRadioss

OpenRadioss is an open-source AGPL-licensed finite element solver for dynamic event analysis OpenRadioss is based on Altair Radioss and open-sourced in 2022. This open-source finite element solver is benchmarked with various example models available from https://www.openradioss.org/models/. This test is currently using a reference OpenRadioss binary build offered via GitHub. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenRadioss 2022.10.13Model: Cell Phone Drop TestIBPBsafe REToffsafe RET no microcode918273645SE +/- 0.14, N = 3SE +/- 0.03, N = 3SE +/- 0.11, N = 3SE +/- 0.26, N = 340.1136.4033.1036.37

Timed Node.js Compilation

This test profile times how long it takes to build/compile Node.js itself from source. Node.js is a JavaScript run-time built from the Chrome V8 JavaScript engine while itself is written in C/C++. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Node.js Compilation 19.8.1Time To CompileIBPBsafe REToffsafe RET no microcode4080120160200SE +/- 0.16, N = 3SE +/- 0.05, N = 3SE +/- 0.14, N = 3SE +/- 0.12, N = 3195.49173.06164.27172.75

Apache IoTDB

OpenBenchmarking.orgAverage Latency, Fewer Is BetterApache IoTDB 1.1.2Device Count: 500 - Batch Size Per Write: 1 - Sensor Count: 200IBPBsafe REToffsafe RET no microcode48121620SE +/- 0.13, N = 3SE +/- 0.19, N = 3SE +/- 0.07, N = 3SE +/- 0.14, N = 311.9313.3614.0513.61MAX: 855.56MAX: 881.3MAX: 858.17MAX: 854.4

Numpy Benchmark

This is a test to obtain the general Numpy performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgScore, More Is BetterNumpy BenchmarkIBPBsafe REToffsafe RET no microcode100200300400500SE +/- 1.11, N = 3SE +/- 0.84, N = 3SE +/- 1.76, N = 3SE +/- 2.01, N = 3389.92422.58457.23418.95

Apache Spark

This is a benchmark of Apache Spark with its PySpark interface. Apache Spark is an open-source unified analytics engine for large-scale data processing and dealing with big data. This test profile benchmars the Apache Spark in a single-system configuration using spark-submit. The test makes use of DIYBigData's pyspark-benchmark (https://github.com/DIYBigData/pyspark-benchmark/) for generating of test data and various Apache Spark operations. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeIBPBsafe REToffsafe RET no microcode1.29152.5833.87455.1666.4575SE +/- 0.06, N = 3SE +/- 0.07, N = 3SE +/- 0.04, N = 15SE +/- 0.08, N = 35.745.154.915.17

Timed LLVM Compilation

This test times how long it takes to compile/build the LLVM compiler stack. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed LLVM Compilation 16.0Build System: NinjaIBPBsafe REToffsafe RET no microcode4080120160200SE +/- 0.20, N = 3SE +/- 0.15, N = 3SE +/- 0.11, N = 3SE +/- 0.11, N = 3204.08181.53176.37182.17

Apache IoTDB

OpenBenchmarking.orgAverage Latency, Fewer Is BetterApache IoTDB 1.1.2Device Count: 500 - Batch Size Per Write: 1 - Sensor Count: 500IBPBsafe REToffsafe RET no microcode714212835SE +/- 0.35, N = 3SE +/- 0.22, N = 3SE +/- 0.29, N = 3SE +/- 0.49, N = 331.1127.7331.4931.93MAX: 908.02MAX: 938.92MAX: 939.96MAX: 930.97

7-Zip Compression

This is a test of 7-Zip compression/decompression with its integrated benchmark feature. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMIPS, More Is Better7-Zip Compression 22.01Test: Compression RatingIBPBsafe REToffsafe RET no microcode80K160K240K320K400KSE +/- 248.93, N = 3SE +/- 435.27, N = 3SE +/- 1018.75, N = 3SE +/- 25.38, N = 33717993355953843743348121. (CXX) g++ options: -lpthread -ldl -O2 -fPIC

Apache IoTDB

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 500 - Batch Size Per Write: 1 - Sensor Count: 200IBPBsafe REToffsafe RET no microcode300K600K900K1200K1500KSE +/- 3166.01, N = 3SE +/- 4253.29, N = 3SE +/- 1566.77, N = 3SE +/- 6553.14, N = 31344749.201211172.131176385.351202637.36

TensorFlow

This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries if desired for complementary metrics. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 64 - Model: ResNet-50IBPBsafe REToffsafe RET no microcode48121620SE +/- 0.04, N = 3SE +/- 0.03, N = 3SE +/- 0.06, N = 3SE +/- 0.02, N = 317.4515.6517.7815.56

CockroachDB

CockroachDB is a cloud-native, distributed SQL database for data intensive applications. This test profile uses a server-less CockroachDB configuration to test various Coackroach workloads on the local host with a single node. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgops/s, More Is BetterCockroachDB 22.2Workload: KV, 95% Reads - Concurrency: 128IBPBsafe REToffsafe RET no microcode30K60K90K120K150KSE +/- 408.63, N = 3SE +/- 1387.70, N = 15SE +/- 931.05, N = 3SE +/- 1043.12, N = 13119163.8132046.0135187.2131487.0

Apache IoTDB

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 500 - Batch Size Per Write: 1 - Sensor Count: 500IBPBsafe REToffsafe RET no microcode300K600K900K1200K1500KSE +/- 6687.04, N = 3SE +/- 5073.96, N = 3SE +/- 4294.81, N = 3SE +/- 13029.07, N = 31441637.631583717.621415756.331408658.83

Timed Godot Game Engine Compilation

This test times how long it takes to compile the Godot Game Engine. Godot is a popular, open-source, cross-platform 2D/3D game engine and is built using the SCons build system and targeting the X11 platform. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Godot Game Engine Compilation 4.0Time To CompileIBPBsafe REToffsafe RET no microcode306090120150SE +/- 0.08, N = 3SE +/- 0.24, N = 3SE +/- 0.19, N = 3SE +/- 0.33, N = 3135.96125.06121.95125.66

OpenRadioss

OpenRadioss is an open-source AGPL-licensed finite element solver for dynamic event analysis OpenRadioss is based on Altair Radioss and open-sourced in 2022. This open-source finite element solver is benchmarked with various example models available from https://www.openradioss.org/models/. This test is currently using a reference OpenRadioss binary build offered via GitHub. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenRadioss 2022.10.13Model: Bird Strike on WindshieldIBPBsafe REToffsafe RET no microcode4080120160200SE +/- 0.89, N = 3SE +/- 0.73, N = 3SE +/- 0.07, N = 3SE +/- 0.67, N = 3160.70152.27144.83152.91

ClickHouse

ClickHouse is an open-source, high performance OLAP data management system. This test profile uses ClickHouse's standard benchmark recommendations per https://clickhouse.com/docs/en/operations/performance-test/ / https://github.com/ClickHouse/ClickBench/tree/main/clickhouse with the 100 million rows web analytics dataset. The reported value is the query processing time using the geometric mean of all separate queries performed as an aggregate. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgQueries Per Minute, Geo Mean, More Is BetterClickHouse 22.12.3.5100M Rows Hits Dataset, Third RunIBPBsafe REToffsafe RET no microcode80160240320400SE +/- 2.22, N = 3SE +/- 1.85, N = 3SE +/- 2.21, N = 3SE +/- 3.27, N = 5349.50337.45362.64329.19MIN: 31.56 / MAX: 5000MIN: 31.46 / MAX: 4000MIN: 31.5 / MAX: 4285.71MIN: 31.32 / MAX: 2857.14

OpenBenchmarking.orgQueries Per Minute, Geo Mean, More Is BetterClickHouse 22.12.3.5100M Rows Hits Dataset, First Run / Cold CacheIBPBsafe REToffsafe RET no microcode80160240320400SE +/- 2.84, N = 3SE +/- 2.94, N = 3SE +/- 0.68, N = 3SE +/- 3.38, N = 5336.69318.12349.43323.42MIN: 31.5 / MAX: 4000MIN: 30.57 / MAX: 3333.33MIN: 31.06 / MAX: 4285.71MIN: 30.82 / MAX: 5000

Apache Spark

This is a benchmark of Apache Spark with its PySpark interface. Apache Spark is an open-source unified analytics engine for large-scale data processing and dealing with big data. This test profile benchmars the Apache Spark in a single-system configuration using spark-submit. The test makes use of DIYBigData's pyspark-benchmark (https://github.com/DIYBigData/pyspark-benchmark/) for generating of test data and various Apache Spark operations. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark TimeIBPBsafe REToffsafe RET no microcode0.83481.66962.50443.33924.174SE +/- 0.05, N = 3SE +/- 0.04, N = 3SE +/- 0.03, N = 15SE +/- 0.04, N = 33.713.473.393.42

CockroachDB

CockroachDB is a cloud-native, distributed SQL database for data intensive applications. This test profile uses a server-less CockroachDB configuration to test various Coackroach workloads on the local host with a single node. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgops/s, More Is BetterCockroachDB 22.2Workload: KV, 50% Reads - Concurrency: 128IBPBsafe REToffsafe RET no microcode20K40K60K80K100KSE +/- 341.24, N = 3SE +/- 948.29, N = 15SE +/- 275.86, N = 3SE +/- 719.41, N = 1595416.099601.6103635.0100851.4

Apache Cassandra

This is a benchmark of the Apache Cassandra NoSQL database management system making use of cassandra-stress. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.1.3Test: WritesIBPBsafe REToffsafe RET no microcode50K100K150K200K250KSE +/- 242.75, N = 3SE +/- 479.91, N = 3SE +/- 413.74, N = 3SE +/- 950.59, N = 3220814236241238741233069

Apache IoTDB

OpenBenchmarking.orgAverage Latency, Fewer Is BetterApache IoTDB 1.1.2Device Count: 500 - Batch Size Per Write: 100 - Sensor Count: 200IBPBsafe REToffsafe RET no microcode918273645SE +/- 0.44, N = 3SE +/- 0.49, N = 3SE +/- 0.61, N = 3SE +/- 0.11, N = 336.5635.8236.5838.54MAX: 2253.21MAX: 3267.55MAX: 2252.73MAX: 3276.77

OpenBenchmarking.orgAverage Latency, Fewer Is BetterApache IoTDB 1.1.2Device Count: 200 - Batch Size Per Write: 100 - Sensor Count: 200IBPBsafe REToffsafe RET no microcode918273645SE +/- 0.32, N = 3SE +/- 0.52, N = 15SE +/- 0.55, N = 15SE +/- 0.62, N = 336.4737.5337.7035.10MAX: 808.57MAX: 755.16MAX: 802.64MAX: 728.37

Remhos

Remhos (REMap High-Order Solver) is a miniapp that solves the pure advection equations that are used to perform monotonic and conservative discontinuous field interpolation (remap) as part of the Eulerian phase in Arbitrary Lagrangian Eulerian (ALE) simulations. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterRemhos 1.0Test: Sample Remap ExampleIBPBsafe REToffsafe RET no microcode510152025SE +/- 0.12, N = 14SE +/- 0.19, N = 3SE +/- 0.23, N = 3SE +/- 0.17, N = 318.6617.9617.3817.791. (CXX) g++ options: -O3 -std=c++11 -lmfem -lHYPRE -lmetis -lrt -lmpi_cxx -lmpi

Apache IoTDB

OpenBenchmarking.orgAverage Latency, Fewer Is BetterApache IoTDB 1.1.2Device Count: 200 - Batch Size Per Write: 1 - Sensor Count: 500IBPBsafe REToffsafe RET no microcode816243240SE +/- 0.42, N = 4SE +/- 0.22, N = 3SE +/- 0.24, N = 3SE +/- 0.02, N = 331.7430.1432.3630.29MAX: 667.18MAX: 641.04MAX: 646.51MAX: 715.01

ClickHouse

ClickHouse is an open-source, high performance OLAP data management system. This test profile uses ClickHouse's standard benchmark recommendations per https://clickhouse.com/docs/en/operations/performance-test/ / https://github.com/ClickHouse/ClickBench/tree/main/clickhouse with the 100 million rows web analytics dataset. The reported value is the query processing time using the geometric mean of all separate queries performed as an aggregate. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgQueries Per Minute, Geo Mean, More Is BetterClickHouse 22.12.3.5100M Rows Hits Dataset, Second RunIBPBsafe REToffsafe RET no microcode80160240320400SE +/- 2.20, N = 3SE +/- 4.86, N = 3SE +/- 1.42, N = 3SE +/- 2.16, N = 5347.92337.12361.81337.01MIN: 31.85 / MAX: 3750MIN: 30.79 / MAX: 4000MIN: 31.46 / MAX: 4000MIN: 30.49 / MAX: 3529.41

Apache IoTDB

OpenBenchmarking.orgAverage Latency, Fewer Is BetterApache IoTDB 1.1.2Device Count: 200 - Batch Size Per Write: 1 - Sensor Count: 200IBPBsafe REToffsafe RET no microcode48121620SE +/- 0.19, N = 9SE +/- 0.21, N = 8SE +/- 0.19, N = 3SE +/- 0.16, N = 1214.7814.7313.8314.05MAX: 618.06MAX: 645.11MAX: 596.78MAX: 609.96

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 500 - Batch Size Per Write: 100 - Sensor Count: 200IBPBsafe REToffsafe RET no microcode11M22M33M44M55MSE +/- 616490.96, N = 3SE +/- 634314.77, N = 3SE +/- 681823.31, N = 3SE +/- 147114.88, N = 349316970.2850578426.5449501499.1347445770.18

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 200 - Batch Size Per Write: 100 - Sensor Count: 200IBPBsafe REToffsafe RET no microcode10M20M30M40M50MSE +/- 146499.20, N = 3SE +/- 543529.82, N = 15SE +/- 574678.74, N = 15SE +/- 614274.26, N = 344816394.7444027904.8943665846.2846538766.01

DaCapo Benchmark

This test runs the DaCapo Benchmarks written in Java and intended to test system/CPU performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 9.12-MR1Java Test: JythonIBPBsafe REToffsafe RET no microcode10002000300040005000SE +/- 38.12, N = 20SE +/- 49.88, N = 4SE +/- 18.07, N = 4SE +/- 47.28, N = 44446424141934191

Redis 7.0.12 + memtier_benchmark

Memtier_benchmark is a NoSQL Redis/Memcache traffic generation plus benchmarking tool developed by Redis Labs. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOps/sec, More Is BetterRedis 7.0.12 + memtier_benchmark 2.0Protocol: Redis - Clients: 50 - Set To Get Ratio: 1:5IBPBsafe REToffsafe RET no microcode500K1000K1500K2000K2500KSE +/- 21878.46, N = 3SE +/- 1778.76, N = 3SE +/- 11955.97, N = 3SE +/- 31351.12, N = 32092844.222145436.262204628.922218601.791. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

Timed MrBayes Analysis

This test performs a bayesian analysis of a set of primate genome sequences in order to estimate their phylogeny. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed MrBayes Analysis 3.2.7Primate Phylogeny AnalysisIBPBsafe REToffsafe RET no microcode306090120150SE +/- 1.03, N = 3SE +/- 1.05, N = 3SE +/- 0.85, N = 3SE +/- 0.66, N = 3144.83138.85136.69137.521. (CC) gcc options: -mmmx -msse -msse2 -msse3 -mssse3 -msse4.1 -msse4.2 -msse4a -msha -maes -mavx -mfma -mavx2 -mrdrnd -mbmi -mbmi2 -madx -mabm -O3 -std=c99 -pedantic -lm

OpenRadioss

OpenRadioss is an open-source AGPL-licensed finite element solver for dynamic event analysis OpenRadioss is based on Altair Radioss and open-sourced in 2022. This open-source finite element solver is benchmarked with various example models available from https://www.openradioss.org/models/. This test is currently using a reference OpenRadioss binary build offered via GitHub. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenRadioss 2022.10.13Model: INIVOL and Fluid Structure Interaction Drop ContainerIBPBsafe REToffsafe RET no microcode4080120160200SE +/- 0.17, N = 3SE +/- 0.50, N = 3SE +/- 0.16, N = 3SE +/- 0.39, N = 3171.75163.97162.13163.02

Apache IoTDB

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 200 - Batch Size Per Write: 1 - Sensor Count: 500IBPBsafe REToffsafe RET no microcode300K600K900K1200K1500KSE +/- 14032.06, N = 4SE +/- 9180.92, N = 3SE +/- 7578.67, N = 3SE +/- 1525.49, N = 31287324.351345598.591271946.571342031.11

OpenFOAM

OpenFOAM is the leading free, open-source software for computational fluid dynamics (CFD). This test profile currently uses the drivaerFastback test case for analyzing automotive aerodynamics or alternatively the older motorBike input. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenFOAM 10Input: drivaerFastback, Medium Mesh Size - Mesh TimeIBPBsafe REToffsafe RET no microcode306090120150148.25144.02140.62145.061. (CXX) g++ options: -std=c++14 -m64 -O3 -ftemplate-depth-100 -fPIC -fuse-ld=bfd -Xlinker --add-needed --no-as-needed -lfoamToVTK -ldynamicMesh -llagrangian -lgenericPatchFields -lfileFormats -lOpenFOAM -ldl -lm

Apache IoTDB

OpenBenchmarking.orgAverage Latency, Fewer Is BetterApache IoTDB 1.1.2Device Count: 200 - Batch Size Per Write: 100 - Sensor Count: 500IBPBsafe REToffsafe RET no microcode306090120150SE +/- 1.16, N = 8SE +/- 0.86, N = 15SE +/- 0.95, N = 10SE +/- 1.63, N = 5120.53120.06117.97123.61MAX: 4401.37MAX: 4495.21MAX: 4652.25MAX: 4533.33

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 200 - Batch Size Per Write: 100 - Sensor Count: 500IBPBsafe REToffsafe RET no microcode8M16M24M32M40MSE +/- 327739.29, N = 8SE +/- 288707.73, N = 15SE +/- 302926.36, N = 10SE +/- 394126.89, N = 538572529.5638833415.9739463981.4237720117.40

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 200 - Batch Size Per Write: 1 - Sensor Count: 200IBPBsafe REToffsafe RET no microcode200K400K600K800K1000KSE +/- 7583.18, N = 9SE +/- 7998.38, N = 8SE +/- 8467.91, N = 3SE +/- 6730.71, N = 12921701.44918691.45960525.66947741.34

OpenBenchmarking.orgAverage Latency, Fewer Is BetterApache IoTDB 1.1.2Device Count: 500 - Batch Size Per Write: 100 - Sensor Count: 500IBPBsafe REToffsafe RET no microcode20406080100SE +/- 0.42, N = 3SE +/- 1.29, N = 3SE +/- 2.14, N = 3SE +/- 0.81, N = 480.7882.2478.9279.19MAX: 2592.69MAX: 3625.32MAX: 1729.94MAX: 5165.86

ACES DGEMM

This is a multi-threaded DGEMM benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOP/s, More Is BetterACES DGEMM 1.0Sustained Floating-Point RateIBPBsafe REToffsafe RET no microcode612182430SE +/- 0.09, N = 3SE +/- 0.26, N = 5SE +/- 0.21, N = 8SE +/- 0.34, N = 324.2523.7024.2024.701. (CC) gcc options: -O3 -march=native -fopenmp

Redis 7.0.12 + memtier_benchmark

Memtier_benchmark is a NoSQL Redis/Memcache traffic generation plus benchmarking tool developed by Redis Labs. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOps/sec, More Is BetterRedis 7.0.12 + memtier_benchmark 2.0Protocol: Redis - Clients: 100 - Set To Get Ratio: 1:5IBPBsafe REToffsafe RET no microcode500K1000K1500K2000K2500KSE +/- 942.73, N = 3SE +/- 4916.89, N = 3SE +/- 14704.83, N = 3SE +/- 17712.54, N = 32126493.292145052.142197287.302167181.091. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

OpenVINO

This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Person Detection FP16 - Device: CPUIBPBsafe REToffsafe RET no microcode246810SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 37.467.607.687.581. (CXX) g++ options: -isystem -fsigned-char -ffunction-sections -fdata-sections -msse4.1 -msse4.2 -O3 -fno-strict-overflow -fwrapv -fPIC -fvisibility=hidden -Os -std=c++11 -MD -MT -MF

OSPRay

Intel OSPRay is a portable ray-tracing engine for high-performance, high-fidelity scientific visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 2.12Benchmark: particle_volume/pathtracer/real_timeIBPBsafe REToffsafe RET no microcode306090120150SE +/- 0.43, N = 3SE +/- 0.07, N = 3SE +/- 0.21, N = 3SE +/- 1.83, N = 3153.44156.42157.83155.17

SPECFEM3D

simulates acoustic (fluid), elastic (solid), coupled acoustic/elastic, poroelastic or seismic wave propagation in any type of conforming mesh of hexahedra. This test profile currently relies on CPU-based execution for SPECFEM3D and using a variety of their built-in examples/models for benchmarking. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterSPECFEM3D 4.0Model: Water-layered HalfspaceIBPBsafe REToffsafe RET no microcode714212835SE +/- 0.19, N = 3SE +/- 0.35, N = 3SE +/- 0.15, N = 3SE +/- 0.25, N = 330.0529.5929.7730.431. (F9X) gfortran options: -O2 -fopenmp -std=f2003 -fimplicit-none -fmax-errors=10 -pedantic -pedantic-errors -O3 -finline-functions -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

Apache IoTDB

OpenBenchmarking.orgpoint/sec, More Is BetterApache IoTDB 1.1.2Device Count: 500 - Batch Size Per Write: 100 - Sensor Count: 500IBPBsafe REToffsafe RET no microcode13M26M39M52M65MSE +/- 269354.94, N = 3SE +/- 721225.08, N = 3SE +/- 817020.04, N = 3SE +/- 648692.91, N = 457529201.4257099408.1558682618.1858073516.79

OpenVINO

This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Person Detection FP16 - Device: CPUIBPBsafe REToffsafe RET no microcode9001800270036004500SE +/- 10.56, N = 3SE +/- 10.77, N = 3SE +/- 14.65, N = 3SE +/- 6.87, N = 34204.344114.584092.914124.74MIN: 2302.89 / MAX: 4817.72MIN: 2087 / MAX: 5053.62MIN: 3409.52 / MAX: 4641.43MIN: 2129.26 / MAX: 5016.361. (CXX) g++ options: -isystem -fsigned-char -ffunction-sections -fdata-sections -msse4.1 -msse4.2 -O3 -fno-strict-overflow -fwrapv -fPIC -fvisibility=hidden -Os -std=c++11 -MD -MT -MF

Redis 7.0.12 + memtier_benchmark

Memtier_benchmark is a NoSQL Redis/Memcache traffic generation plus benchmarking tool developed by Redis Labs. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOps/sec, More Is BetterRedis 7.0.12 + memtier_benchmark 2.0Protocol: Redis - Clients: 100 - Set To Get Ratio: 1:10IBPBsafe REToffsafe RET no microcode500K1000K1500K2000K2500KSE +/- 12623.44, N = 3SE +/- 792.70, N = 3SE +/- 30210.22, N = 3SE +/- 16754.20, N = 102148876.032157815.692195705.512154339.261. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

SPECFEM3D

simulates acoustic (fluid), elastic (solid), coupled acoustic/elastic, poroelastic or seismic wave propagation in any type of conforming mesh of hexahedra. This test profile currently relies on CPU-based execution for SPECFEM3D and using a variety of their built-in examples/models for benchmarking. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterSPECFEM3D 4.0Model: Tomographic ModelIBPBsafe REToffsafe RET no microcode48121620SE +/- 0.08, N = 3SE +/- 0.20, N = 3SE +/- 0.09, N = 3SE +/- 0.15, N = 314.2314.1914.1314.401. (F9X) gfortran options: -O2 -fopenmp -std=f2003 -fimplicit-none -fmax-errors=10 -pedantic -pedantic-errors -O3 -finline-functions -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

Embree

Intel Embree is a collection of high-performance ray-tracing kernels for execution on CPUs (and GPUs via SYCL) and supporting instruction sets such as SSE, AVX, AVX2, and AVX-512. Embree also supports making use of the Intel SPMD Program Compiler (ISPC). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 4.1Binary: Pathtracer ISPC - Model: Asian DragonIBPBsafe REToffsafe RET no microcode1428425670SE +/- 0.14, N = 3SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.09, N = 363.4764.6764.6064.39MIN: 62.67 / MAX: 65.74MIN: 64.11 / MAX: 66.01MIN: 64.05 / MAX: 66.13MIN: 63.77 / MAX: 66.16

Apache Spark

This is a benchmark of Apache Spark with its PySpark interface. Apache Spark is an open-source unified analytics engine for large-scale data processing and dealing with big data. This test profile benchmars the Apache Spark in a single-system configuration using spark-submit. The test makes use of DIYBigData's pyspark-benchmark (https://github.com/DIYBigData/pyspark-benchmark/) for generating of test data and various Apache Spark operations. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkIBPBsafe REToffsafe RET no microcode714212835SE +/- 0.20, N = 3SE +/- 0.33, N = 3SE +/- 0.12, N = 15SE +/- 0.01, N = 331.4931.4331.8432.02

OpenFOAM

OpenFOAM is the leading free, open-source software for computational fluid dynamics (CFD). This test profile currently uses the drivaerFastback test case for analyzing automotive aerodynamics or alternatively the older motorBike input. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenFOAM 10Input: drivaerFastback, Medium Mesh Size - Execution TimeIBPBsafe REToffsafe RET no microcode140280420560700645.41643.71633.52644.361. (CXX) g++ options: -std=c++14 -m64 -O3 -ftemplate-depth-100 -fPIC -fuse-ld=bfd -Xlinker --add-needed --no-as-needed -lfoamToVTK -ldynamicMesh -llagrangian -lgenericPatchFields -lfileFormats -lOpenFOAM -ldl -lm

Redis 7.0.12 + memtier_benchmark

Memtier_benchmark is a NoSQL Redis/Memcache traffic generation plus benchmarking tool developed by Redis Labs. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOps/sec, More Is BetterRedis 7.0.12 + memtier_benchmark 2.0Protocol: Redis - Clients: 50 - Set To Get Ratio: 1:10IBPBsafe REToffsafe RET no microcode500K1000K1500K2000K2500KSE +/- 13504.65, N = 3SE +/- 2448.62, N = 3SE +/- 14630.02, N = 3SE +/- 17754.58, N = 32137964.982172804.712177211.802173694.771. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

SPECFEM3D

simulates acoustic (fluid), elastic (solid), coupled acoustic/elastic, poroelastic or seismic wave propagation in any type of conforming mesh of hexahedra. This test profile currently relies on CPU-based execution for SPECFEM3D and using a variety of their built-in examples/models for benchmarking. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterSPECFEM3D 4.0Model: Mount St. HelensIBPBsafe REToffsafe RET no microcode3691215SE +/- 0.05, N = 3SE +/- 0.04, N = 3SE +/- 0.05, N = 3SE +/- 0.07, N = 311.9512.0111.8011.981. (F9X) gfortran options: -O2 -fopenmp -std=f2003 -fimplicit-none -fmax-errors=10 -pedantic -pedantic-errors -O3 -finline-functions -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

OpenBenchmarking.orgSeconds, Fewer Is BetterSPECFEM3D 4.0Model: Homogeneous HalfspaceIBPBsafe REToffsafe RET no microcode48121620SE +/- 0.11, N = 3SE +/- 0.21, N = 3SE +/- 0.07, N = 3SE +/- 0.20, N = 417.7017.6917.4217.641. (F9X) gfortran options: -O2 -fopenmp -std=f2003 -fimplicit-none -fmax-errors=10 -pedantic -pedantic-errors -O3 -finline-functions -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

Blender

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 3.6Blend File: BMW27 - Compute: CPU-OnlyIBPBsafe REToffsafe RET no microcode714212835SE +/- 0.02, N = 3SE +/- 0.05, N = 3SE +/- 0.04, N = 3SE +/- 0.06, N = 327.7327.4627.3427.58

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 3.6Blend File: Pabellon Barcelona - Compute: CPU-OnlyIBPBsafe REToffsafe RET no microcode20406080100SE +/- 0.05, N = 3SE +/- 0.04, N = 3SE +/- 0.13, N = 3SE +/- 0.02, N = 385.6384.4984.5084.69

Algebraic Multi-Grid Benchmark

AMG is a parallel algebraic multigrid solver for linear systems arising from problems on unstructured grids. The driver provided with AMG builds linear systems for various 3-dimensional problems. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFigure Of Merit, More Is BetterAlgebraic Multi-Grid Benchmark 1.2IBPBsafe REToffsafe RET no microcode200M400M600M800M1000MSE +/- 1724277.85, N = 3SE +/- 367255.40, N = 3SE +/- 839009.73, N = 3SE +/- 575791.94, N = 3100513866799910210010117990009996454001. (CC) gcc options: -lparcsr_ls -lparcsr_mv -lseq_mv -lIJ_mv -lkrylov -lHYPRE_utilities -lm -fopenmp -lmpi

NAMD

NAMD is a parallel molecular dynamics code designed for high-performance simulation of large biomolecular systems. NAMD was developed by the Theoretical and Computational Biophysics Group in the Beckman Institute for Advanced Science and Technology at the University of Illinois at Urbana-Champaign. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgdays/ns, Fewer Is BetterNAMD 2.14ATPase Simulation - 327,506 AtomsIBPBsafe REToffsafe RET no microcode0.08670.17340.26010.34680.4335SE +/- 0.00026, N = 3SE +/- 0.00028, N = 3SE +/- 0.00017, N = 3SE +/- 0.00029, N = 30.385340.380980.381300.38115

SPECFEM3D

simulates acoustic (fluid), elastic (solid), coupled acoustic/elastic, poroelastic or seismic wave propagation in any type of conforming mesh of hexahedra. This test profile currently relies on CPU-based execution for SPECFEM3D and using a variety of their built-in examples/models for benchmarking. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterSPECFEM3D 4.0Model: Layered HalfspaceIBPBsafe REToffsafe RET no microcode714212835SE +/- 0.21, N = 3SE +/- 0.18, N = 3SE +/- 0.35, N = 3SE +/- 0.23, N = 332.0131.6631.8531.831. (F9X) gfortran options: -O2 -fopenmp -std=f2003 -fimplicit-none -fmax-errors=10 -pedantic -pedantic-errors -O3 -finline-functions -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

OSPRay

Intel OSPRay is a portable ray-tracing engine for high-performance, high-fidelity scientific visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 2.12Benchmark: gravity_spheres_volume/dim_512/pathtracer/real_timeIBPBsafe REToffsafe RET no microcode3691215SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.13, N = 3SE +/- 0.00, N = 313.1713.2513.1413.26

GROMACS

The GROMACS (GROningen MAchine for Chemical Simulations) molecular dynamics package testing with the water_GMX50 data. This test profile allows selecting between CPU and GPU-based GROMACS builds. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgNs Per Day, More Is BetterGROMACS 2023Implementation: MPI CPU - Input: water_GMX50_bareIBPBsafe REToffsafe RET no microcode1.28932.57863.86795.15726.4465SE +/- 0.011, N = 3SE +/- 0.010, N = 3SE +/- 0.012, N = 3SE +/- 0.006, N = 35.7075.7065.6805.7301. (CXX) g++ options: -O3

OSPRay

Intel OSPRay is a portable ray-tracing engine for high-performance, high-fidelity scientific visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 2.12Benchmark: gravity_spheres_volume/dim_512/scivis/real_timeIBPBsafe REToffsafe RET no microcode246810SE +/- 0.02088, N = 3SE +/- 0.01059, N = 3SE +/- 0.00864, N = 3SE +/- 0.01659, N = 38.265498.338138.331748.32749

OpenVINO

This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Weld Porosity Detection FP16 - Device: CPUIBPBsafe REToffsafe RET no microcode2004006008001000SE +/- 0.40, N = 3SE +/- 0.13, N = 3SE +/- 0.17, N = 3SE +/- 0.72, N = 31116.891126.141126.031126.641. (CXX) g++ options: -isystem -fsigned-char -ffunction-sections -fdata-sections -msse4.1 -msse4.2 -O3 -fno-strict-overflow -fwrapv -fPIC -fvisibility=hidden -Os -std=c++11 -MD -MT -MF

OSPRay

Intel OSPRay is a portable ray-tracing engine for high-performance, high-fidelity scientific visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 2.12Benchmark: gravity_spheres_volume/dim_512/ao/real_timeIBPBsafe REToffsafe RET no microcode3691215SE +/- 0.01872, N = 3SE +/- 0.01456, N = 3SE +/- 0.02460, N = 3SE +/- 0.02941, N = 38.892398.940498.960518.96941

OpenVINO

This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Weld Porosity Detection FP16 - Device: CPUIBPBsafe REToffsafe RET no microcode714212835SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 328.6228.3928.4028.38MIN: 14.91 / MAX: 49.84MIN: 14.64 / MAX: 50.33MIN: 14.74 / MAX: 48.66MIN: 14.89 / MAX: 51.631. (CXX) g++ options: -isystem -fsigned-char -ffunction-sections -fdata-sections -msse4.1 -msse4.2 -O3 -fno-strict-overflow -fwrapv -fPIC -fvisibility=hidden -Os -std=c++11 -MD -MT -MF

OpenVKL

OpenVKL is the Intel Open Volume Kernel Library that offers high-performance volume computation kernels and part of the Intel oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgItems / Sec, More Is BetterOpenVKL 1.3.1Benchmark: vklBenchmark ISPCIBPBsafe REToffsafe RET no microcode100200300400500SE +/- 0.67, N = 3SE +/- 0.00, N = 3SE +/- 0.58, N = 3SE +/- 0.58, N = 3450453453452MIN: 83 / MAX: 2495MIN: 84 / MAX: 2520MIN: 84 / MAX: 2528MIN: 85 / MAX: 2535

7-Zip Compression

This is a test of 7-Zip compression/decompression with its integrated benchmark feature. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMIPS, More Is Better7-Zip Compression 22.01Test: Decompression RatingIBPBsafe REToffsafe RET no microcode80K160K240K320K400KSE +/- 312.85, N = 3SE +/- 605.48, N = 3SE +/- 845.58, N = 3SE +/- 380.69, N = 33854873835153855853830391. (CXX) g++ options: -lpthread -ldl -O2 -fPIC

Neural Magic DeepSparse

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-StreamIBPBsafe REToffsafe RET no microcode246810SE +/- 0.0189, N = 3SE +/- 0.0271, N = 3SE +/- 0.0095, N = 3SE +/- 0.0167, N = 38.34118.32198.30788.3612

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-StreamIBPBsafe REToffsafe RET no microcode8001600240032004000SE +/- 7.83, N = 3SE +/- 12.28, N = 3SE +/- 4.76, N = 3SE +/- 7.72, N = 33824.843834.243840.633816.77

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Scenario: Asynchronous Multi-StreamIBPBsafe REToffsafe RET no microcode1530456075SE +/- 0.20, N = 3SE +/- 0.16, N = 3SE +/- 0.15, N = 3SE +/- 0.14, N = 365.7865.5765.5965.89

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Scenario: Asynchronous Multi-StreamIBPBsafe REToffsafe RET no microcode110220330440550SE +/- 1.48, N = 3SE +/- 1.01, N = 3SE +/- 1.15, N = 3SE +/- 0.96, N = 3485.68487.37487.25485.01

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-StreamIBPBsafe REToffsafe RET no microcode150300450600750SE +/- 1.14, N = 3SE +/- 0.96, N = 3SE +/- 1.21, N = 3SE +/- 1.47, N = 3681.40682.21678.93679.58

OSPRay

Intel OSPRay is a portable ray-tracing engine for high-performance, high-fidelity scientific visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 2.12Benchmark: particle_volume/scivis/real_timeIBPBsafe REToffsafe RET no microcode48121620SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 317.6717.7317.7517.73

OpenVINO

This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Face Detection FP16-INT8 - Device: CPUIBPBsafe REToffsafe RET no microcode714212835SE +/- 0.02, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 327.7127.8227.8327.791. (CXX) g++ options: -isystem -fsigned-char -ffunction-sections -fdata-sections -msse4.1 -msse4.2 -O3 -fno-strict-overflow -fwrapv -fPIC -fvisibility=hidden -Os -std=c++11 -MD -MT -MF

OSPRay

Intel OSPRay is a portable ray-tracing engine for high-performance, high-fidelity scientific visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 2.12Benchmark: particle_volume/ao/real_timeIBPBsafe REToffsafe RET no microcode48121620SE +/- 0.01, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 317.9717.9818.0218.03

Neural Magic DeepSparse

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-StreamIBPBsafe REToffsafe RET no microcode1122334455SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.11, N = 3SE +/- 0.08, N = 346.6146.5746.7046.72

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-StreamIBPBsafe REToffsafe RET no microcode100200300400500SE +/- 0.43, N = 3SE +/- 0.31, N = 3SE +/- 0.24, N = 3SE +/- 0.42, N = 3467.32468.22468.83468.36

OpenVINO

This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Face Detection FP16-INT8 - Device: CPUIBPBsafe REToffsafe RET no microcode2004006008001000SE +/- 0.42, N = 3SE +/- 1.09, N = 3SE +/- 0.32, N = 3SE +/- 0.27, N = 31144.981142.531141.431142.29MIN: 502.04 / MAX: 1175.93MIN: 999.01 / MAX: 1177.02MIN: 998.76 / MAX: 1165.45MIN: 985.75 / MAX: 1168.761. (CXX) g++ options: -isystem -fsigned-char -ffunction-sections -fdata-sections -msse4.1 -msse4.2 -O3 -fno-strict-overflow -fwrapv -fPIC -fvisibility=hidden -Os -std=c++11 -MD -MT -MF

Neural Magic DeepSparse

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-StreamIBPBsafe REToffsafe RET no microcode1530456075SE +/- 0.07, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.04, N = 368.3568.2368.1568.26

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-StreamIBPBsafe REToffsafe RET no microcode918273645SE +/- 0.09, N = 3SE +/- 0.08, N = 3SE +/- 0.02, N = 3SE +/- 0.07, N = 337.6837.6337.6037.70

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-StreamIBPBsafe REToffsafe RET no microcode1224364860SE +/- 0.08, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 0.04, N = 355.5055.4055.3955.37

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-StreamIBPBsafe REToffsafe RET no microcode120240360480600SE +/- 0.94, N = 3SE +/- 0.39, N = 3SE +/- 0.44, N = 3SE +/- 0.39, N = 3575.73576.82576.97577.06

Embree

Intel Embree is a collection of high-performance ray-tracing kernels for execution on CPUs (and GPUs via SYCL) and supporting instruction sets such as SSE, AVX, AVX2, and AVX-512. Embree also supports making use of the Intel SPMD Program Compiler (ISPC). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 4.1Binary: Pathtracer ISPC - Model: CrownIBPBsafe REToffsafe RET no microcode1326395265SE +/- 0.10, N = 3SE +/- 0.15, N = 3SE +/- 0.08, N = 3SE +/- 0.14, N = 357.3057.3157.4257.30MIN: 56.3 / MAX: 58.61MIN: 56.2 / MAX: 58.59MIN: 56.59 / MAX: 58.54MIN: 56.26 / MAX: 58.69

Neural Magic DeepSparse

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-StreamIBPBsafe REToffsafe RET no microcode2004006008001000SE +/- 0.53, N = 3SE +/- 0.34, N = 3SE +/- 0.50, N = 3SE +/- 0.36, N = 3840.89840.42839.72840.77

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.5Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-StreamIBPBsafe REToffsafe RET no microcode1224364860SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 353.5853.5753.6053.60

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.5Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-StreamIBPBsafe REToffsafe RET no microcode130260390520650SE +/- 0.06, N = 3SE +/- 0.11, N = 3SE +/- 0.18, N = 3SE +/- 0.26, N = 3596.79596.78596.59596.56

Apache Spark

This is a benchmark of Apache Spark with its PySpark interface. Apache Spark is an open-source unified analytics engine for large-scale data processing and dealing with big data. This test profile benchmars the Apache Spark in a single-system configuration using spark-submit. The test makes use of DIYBigData's pyspark-benchmark (https://github.com/DIYBigData/pyspark-benchmark/) for generating of test data and various Apache Spark operations. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeIBPB0.5851.171.7552.342.925SE +/- 0.08, N = 32.60

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeIBPBsafe REToffsafe RET no microcode0.53551.0711.60652.1422.6775SE +/- 0.12, N = 3SE +/- 0.04, N = 3SE +/- 0.04, N = 15SE +/- 0.04, N = 32.312.262.092.38

105 Results Shown

MariaDB
PostgreSQL:
  100 - 800 - Read Only
  100 - 800 - Read Only - Average Latency
RocksDB
SQLite
RocksDB
SQLite
DaCapo Benchmark
OpenRadioss
MariaDB
Timed Linux Kernel Compilation
Apache Spark
OpenRadioss
Apache Spark
nginx:
  500
  1000
PostgreSQL:
  100 - 800 - Read Write
  100 - 800 - Read Write - Average Latency
Timed Linux Kernel Compilation
OpenRadioss
Timed Node.js Compilation
Apache IoTDB
Numpy Benchmark
Apache Spark
Timed LLVM Compilation
Apache IoTDB
7-Zip Compression
Apache IoTDB
TensorFlow
CockroachDB
Apache IoTDB
Timed Godot Game Engine Compilation
OpenRadioss
ClickHouse:
  100M Rows Hits Dataset, Third Run
  100M Rows Hits Dataset, First Run / Cold Cache
Apache Spark
CockroachDB
Apache Cassandra
Apache IoTDB:
  500 - 100 - 200
  200 - 100 - 200
Remhos
Apache IoTDB
ClickHouse
Apache IoTDB:
  200 - 1 - 200
  500 - 100 - 200
  200 - 100 - 200
DaCapo Benchmark
Redis 7.0.12 + memtier_benchmark
Timed MrBayes Analysis
OpenRadioss
Apache IoTDB
OpenFOAM
Apache IoTDB:
  200 - 100 - 500:
    Average Latency
    point/sec
  200 - 1 - 200:
    point/sec
  500 - 100 - 500:
    Average Latency
ACES DGEMM
Redis 7.0.12 + memtier_benchmark
OpenVINO
OSPRay
SPECFEM3D
Apache IoTDB
OpenVINO
Redis 7.0.12 + memtier_benchmark
SPECFEM3D
Embree
Apache Spark
OpenFOAM
Redis 7.0.12 + memtier_benchmark
SPECFEM3D:
  Mount St. Helens
  Homogeneous Halfspace
Blender:
  BMW27 - CPU-Only
  Pabellon Barcelona - CPU-Only
Algebraic Multi-Grid Benchmark
NAMD
SPECFEM3D
OSPRay
GROMACS
OSPRay
OpenVINO
OSPRay
OpenVINO
OpenVKL
7-Zip Compression
Neural Magic DeepSparse:
  ResNet-50, Sparse INT8 - Asynchronous Multi-Stream:
    ms/batch
    items/sec
  NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Asynchronous Multi-Stream:
    ms/batch
    items/sec
  BERT-Large, NLP Question Answering - Asynchronous Multi-Stream:
    ms/batch
OSPRay
OpenVINO
OSPRay
Neural Magic DeepSparse:
  BERT-Large, NLP Question Answering - Asynchronous Multi-Stream
  ResNet-50, Baseline - Asynchronous Multi-Stream
OpenVINO
Neural Magic DeepSparse:
  ResNet-50, Baseline - Asynchronous Multi-Stream
  NLP Document Classification, oBERT base uncased on IMDB - Asynchronous Multi-Stream
  BERT-Large, NLP Question Answering, Sparse INT8 - Asynchronous Multi-Stream
  BERT-Large, NLP Question Answering, Sparse INT8 - Asynchronous Multi-Stream
Embree
Neural Magic DeepSparse:
  NLP Document Classification, oBERT base uncased on IMDB - Asynchronous Multi-Stream
  CV Segmentation, 90% Pruned YOLACT Pruned - Asynchronous Multi-Stream
  CV Segmentation, 90% Pruned YOLACT Pruned - Asynchronous Multi-Stream
Apache Spark:
  1000000 - 100 - Calculate Pi Benchmark Using Dataframe
  1000000 - 100 - Repartition Test Time