oneDNN 3.0 Intel Sapphire Rapids AMX

2 x Intel Xeon Platinum 8490H oneDNN Intel AMX Sapphire Rapids benchmarks by Michael Larabel for a future article.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2301158-NE-ONEDNN30I77
Jump To Table - Results

View

Do Not Show Noisy Results
Do Not Show Results With Incomplete Data
Do Not Show Results With Little Change/Spread
List Notable Results
Show Result Confidence Charts

Statistics

Show Overall Harmonic Mean(s)
Show Overall Geometric Mean
Show Wins / Losses Counts (Pie Chart)
Normalize Results
Remove Outliers Before Calculating Averages

Graph Settings

Force Line Graphs Where Applicable
Convert To Scalar Where Applicable
Prefer Vertical Bar Graphs
No Box Plots
On Line Graphs With Missing Data, Connect The Line Gaps

Multi-Way Comparison

Condense Multi-Option Tests Into Single Result Graphs
Condense Test Profiles With Multiple Version Results Into Single Result Graphs

Table

Show Detailed System Result Table

Run Management

Highlight
Result
Hide
Result
Result
Identifier
Performance Per
Dollar
Date
Run
  Test
  Duration
AVX512_CORE_AMX
January 15 2023
  12 Minutes
AVX512_CORE_FP16
January 15 2023
  23 Minutes
AVX512_CORE_BF16
January 15 2023
  27 Minutes
AVX512_CORE_VNNI
January 15 2023
  27 Minutes
AVX512_CORE
January 15 2023
  29 Minutes
Invert Hiding All Results Option
  23 Minutes

Only show results where is faster than
Only show results matching title/arguments (delimit multiple options with a comma):
Do not show results matching title/arguments (delimit multiple options with a comma):


oneDNN 3.0 Intel Sapphire Rapids AMXOpenBenchmarking.orgPhoronix Test Suite2 x Intel Xeon Platinum 8490H @ 3.50GHz (120 Cores / 240 Threads)Quanta Cloud S6Q-MB-MPS (3A10.uh BIOS)Intel Device 1bce16 x 64 GB 4800MT/s Samsung M321R8GA0BB0-CQKEG2 x 1920GB SAMSUNG MZWLJ1T9HBJR-00007 + 3841GB Micron_9300_MTFDHAL3T8TDP + 960GB INTEL SSDSC2KG96ASPEEDVGA HDMI4 x Intel E810-C for QSFP + 2 x Intel X710 for 10GBASE-TUbuntu 22.046.1.4-060104-generic (x86_64)GNOME Shell 42.2X Server 1.21.1.31.2.204GCC 11.3.0 + Clang 14.0.0-1ubuntu1ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsMonitorNetworkOSKernelDesktopDisplay ServerVulkanCompilerFile-SystemScreen ResolutionOneDNN 3.0 Intel Sapphire Rapids AMX 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 - Scaling Governor: intel_pstate performance (EPP: performance) - CPU Microcode: 0x2b0000c0- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling PBRSB-eIBRS: SW sequence + srbds: Not affected + tsx_async_abort: Not affected

AVX512_CORE_AMXAVX512_CORE_FP16AVX512_CORE_BF16AVX512_CORE_VNNIAVX512_CORELogarithmic Result OverviewPhoronix Test SuiteoneDNNoneDNNoneDNNoneDNNoneDNNM.M.B.S.T - bf16bf16bf16 - CPUD.B.s - bf16bf16bf16 - CPUD.B.s - bf16bf16bf16 - CPUIP Shapes 1D - bf16bf16bf16 - CPUR.N.N.I - bf16bf16bf16 - CPU

oneDNN 3.0 Intel Sapphire Rapids AMXonednn: Recurrent Neural Network Inference - bf16bf16bf16 - CPUonednn: IP Shapes 1D - bf16bf16bf16 - CPUonednn: Matrix Multiply Batch Shapes Transformer - bf16bf16bf16 - CPUonednn: Deconvolution Batch shapes_1d - bf16bf16bf16 - CPUonednn: Deconvolution Batch shapes_3d - bf16bf16bf16 - CPUAVX512_CORE_AMXAVX512_CORE_FP16AVX512_CORE_BF16AVX512_CORE_VNNIAVX512_CORE850.3465.737170.3299610.5806460.445779875.2846.483660.3837852.170731.04511864.4596.588410.3866362.171091.04836862.4216.8243316.57513.067212.37892856.8966.6481616.45893.056122.38361OpenBenchmarking.org

oneDNN

This is a test of the Intel oneDNN as an Intel-optimized library for Deep Neural Networks and making use of its built-in benchdnn functionality. The result is the total perf time reported. Intel oneDNN was formerly known as DNNL (Deep Neural Network Library) and MKL-DNN before being rebranded as part of the Intel oneAPI toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.0Harness: Recurrent Neural Network Inference - Data Type: bf16bf16bf16 - Engine: CPUAVX512_CORE_AMXAVX512_CORE_FP16AVX512_CORE_BF16AVX512_CORE_VNNIAVX512_CORE2004006008001000SE +/- 9.48, N = 4SE +/- 12.20, N = 12SE +/- 10.05, N = 15SE +/- 13.04, N = 15SE +/- 10.59, N = 15850.35875.28864.46862.42856.90MIN: 797.61MIN: 777.12MIN: 758.74MIN: 767.35MIN: 741.531. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -pie -ldl -lpthread

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.0Harness: IP Shapes 1D - Data Type: bf16bf16bf16 - Engine: CPUAVX512_CORE_AMXAVX512_CORE_FP16AVX512_CORE_BF16AVX512_CORE_VNNIAVX512_CORE246810SE +/- 0.11275, N = 15SE +/- 0.27236, N = 15SE +/- 0.33773, N = 15SE +/- 0.31537, N = 15SE +/- 0.26087, N = 155.737176.483666.588416.824336.64816MIN: 3.75MIN: 3.65MIN: 3.66MIN: 4.26MIN: 3.811. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -pie -ldl -lpthread

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.0Harness: Matrix Multiply Batch Shapes Transformer - Data Type: bf16bf16bf16 - Engine: CPUAVX512_CORE_AMXAVX512_CORE_FP16AVX512_CORE_BF16AVX512_CORE_VNNIAVX512_CORE48121620SE +/- 0.002541, N = 4SE +/- 0.001848, N = 4SE +/- 0.003559, N = 4SE +/- 0.135276, N = 4SE +/- 0.370395, N = 150.3299610.3837850.38663616.57510016.458900MIN: 15.34MIN: 12.811. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -pie -ldl -lpthread

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.0Harness: Deconvolution Batch shapes_1d - Data Type: bf16bf16bf16 - Engine: CPUAVX512_CORE_AMXAVX512_CORE_FP16AVX512_CORE_BF16AVX512_CORE_VNNIAVX512_CORE0.69011.38022.07032.76043.4505SE +/- 0.006207, N = 4SE +/- 0.004682, N = 3SE +/- 0.008260, N = 3SE +/- 0.014891, N = 3SE +/- 0.025853, N = 30.5806462.1707302.1710903.0672103.056120MIN: 0.47MIN: 2.01MIN: 2MIN: 2.85MIN: 2.841. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -pie -ldl -lpthread

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.0Harness: Deconvolution Batch shapes_3d - Data Type: bf16bf16bf16 - Engine: CPUAVX512_CORE_AMXAVX512_CORE_FP16AVX512_CORE_BF16AVX512_CORE_VNNIAVX512_CORE0.53631.07261.60892.14522.6815SE +/- 0.001544, N = 9SE +/- 0.003634, N = 9SE +/- 0.005254, N = 9SE +/- 0.007894, N = 9SE +/- 0.008552, N = 90.4457791.0451101.0483602.3789202.383610MIN: 0.38MIN: 1.01MIN: 1.01MIN: 2.3MIN: 2.291. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -pie -ldl -lpthread

CPU Temperature Monitor

OpenBenchmarking.orgCelsiusCPU Temperature MonitorPhoronix Test Suite System MonitoringAVX512_CORE_AMXAVX512_CORE_FP16AVX512_CORE_BF16AVX512_CORE_VNNIAVX512_CORE1122334455Min: 29 / Avg: 48.95 / Max: 54Min: 33 / Avg: 49.66 / Max: 56Min: 28 / Avg: 49 / Max: 54Min: 29 / Avg: 47.07 / Max: 53Min: 30 / Avg: 46.72 / Max: 53

CPU Power Consumption Monitor

OpenBenchmarking.orgWattsCPU Power Consumption MonitorPhoronix Test Suite System MonitoringAVX512_CORE_AMXAVX512_CORE_FP16AVX512_CORE_BF16AVX512_CORE_VNNIAVX512_CORE130260390520650Min: 106.17 / Avg: 565.15 / Max: 756.46Min: 193.64 / Avg: 570.71 / Max: 756.46Min: 105.24 / Avg: 567.97 / Max: 756.24Min: 104.8 / Avg: 550.33 / Max: 744.38Min: 195.36 / Avg: 545.16 / Max: 744.31

CPU Peak Freq (Highest CPU Core Frequency) Monitor

OpenBenchmarking.orgMegahertzCPU Peak Freq (Highest CPU Core Frequency) MonitorPhoronix Test Suite System MonitoringAVX512_CORE_AMXAVX512_CORE_FP16AVX512_CORE_BF16AVX512_CORE_VNNIAVX512_CORE9001800270036004500Min: 1900 / Avg: 2940.37 / Max: 5340Min: 1900 / Avg: 2938.87 / Max: 5424Min: 1900 / Avg: 2941.89 / Max: 3518Min: 1900 / Avg: 2941.72 / Max: 3515Min: 1900 / Avg: 2933.61 / Max: 3515