Microsoft Azure HBv4 HPC Comparison Benchmarks
Benchmarks for a future article on Phoronix looking at HBv4 Genoa-X Linux performance..


HBv4: 

	Processor: 2 x AMD EPYC 9V33X 96-Core (176 Cores), Motherboard: Microsoft Virtual Machine (Hyper-V UEFI v4.1 BIOS), Memory: 1 GB + 59 GB + 116 GB + 176 GB + 176 GB + 176 GB, Disk: 2 x 1920GB Microsoft NVMe Direct Disk + 32GB Virtual Disk + 515GB Virtual Disk, Graphics: hyperv_fb

	OS: AlmaLinux 8.8, Kernel: 4.18.0-425.3.1.el8.x86_64 (x86_64), Compiler: GCC 8.5.0 20210514 + CUDA 12.1, File-System: nfs, Screen Resolution: 1024x768, System Layer: microsoft

HBv3: 

	Processor: 2 x AMD EPYC 7V73X 64-Core (120 Cores), Motherboard: Microsoft Virtual Machine (Hyper-V UEFI v4.1 BIOS), Memory: 1 GB + 59 GB + 54 GB + 114 GB + 114 GB + 114 GB, Disk: 2 x 960GB Microsoft NVMe Direct Disk + 32GB Virtual Disk + 515GB Virtual Disk, Graphics: hyperv_fb

	OS: AlmaLinux 8.7, Kernel: 4.18.0-425.3.1.el8.x86_64 (x86_64), Compiler: GCC 8.5.0 20210514 + CUDA 12.1, File-System: nfs, Screen Resolution: 1024x768, System Layer: microsoft

HBv2: 

	Processor: 2 x AMD EPYC 7V12 64-Core (120 Cores), Motherboard: Microsoft Virtual Machine (Hyper-V UEFI v4.1 BIOS), Memory: 1 GB + 59 GB + 54 GB + 114 GB + 114 GB + 114 GB, Disk: 960GB Microsoft NVMe Direct Disk + 32GB Virtual Disk + 515GB Virtual Disk, Graphics: hyperv_fb

	OS: AlmaLinux 8.7, Kernel: 4.18.0-425.3.1.el8.x86_64 (x86_64), Compiler: GCC 8.5.0 20210514 + CUDA 12.1, File-System: nfs, Screen Resolution: 1024x768, System Layer: microsoft

HC: 

	Processor: 2 x Intel Xeon Platinum 8168 (44 Cores), Motherboard: Microsoft Virtual Machine (Hyper-V UEFI v4.1 BIOS), Memory: 1 GB + 60928 MB + 118272 MB + 176 GB, Disk: 32GB Virtual Disk + 752GB Virtual Disk, Graphics: hyperv_fb

	OS: AlmaLinux 8.7, Kernel: 4.18.0-425.3.1.el8.x86_64 (x86_64), Compiler: GCC 8.5.0 20210514 + CUDA 12.1, File-System: nfs, Screen Resolution: 1024x768, System Layer: microsoft


High Performance Conjugate Gradient 3.1
X Y Z: 104 104 104 - RT: 60
GFLOP/s > Higher Is Better
HBv4 . 89.38 |=================================================================
HBv3 . 39.61 |=============================
HBv2 . 37.04 |===========================
HC ... 26.00 |===================


High Performance Conjugate Gradient 3.1
X Y Z: 144 144 144 - RT: 60
GFLOP/s > Higher Is Better
HBv4 . 88.52 |=================================================================
HBv3 . 38.97 |=============================
HBv2 . 36.09 |===========================
HC ... 25.87 |===================


High Performance Conjugate Gradient 3.1
X Y Z: 160 160 160 - RT: 60
GFLOP/s > Higher Is Better
HBv4 . 87.90 |=================================================================
HBv3 . 39.11 |=============================
HBv2 . 36.02 |===========================
HC ... 25.56 |===================


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: FFTW - Precision: float - X Y Z: 256
GFLOP/s > Higher Is Better
HBv4 . 256.35 |================================================================
HBv3 . 103.51 |==========================
HBv2 . 91.54  |=======================
HC ... 58.36  |===============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: FFTW - Precision: float - X Y Z: 512
GFLOP/s > Higher Is Better
HBv4 . 355.86 |================================================================
HBv3 . 135.69 |========================
HBv2 . 95.88  |=================
HC ... 62.98  |===========


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: r2c - Backend: FFTW - Precision: float - X Y Z: 256
GFLOP/s > Higher Is Better
HBv4 . 442.83 |================================================================
HBv3 . 198.66 |=============================
HBv2 . 203.77 |=============================
HC ... 123.63 |==================


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: r2c - Backend: FFTW - Precision: float - X Y Z: 512
GFLOP/s > Higher Is Better
HBv4 . 622.58 |================================================================
HBv3 . 254.25 |==========================
HBv2 . 191.78 |====================
HC ... 114.03 |============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: FFTW - Precision: double - X Y Z: 128
GFLOP/s > Higher Is Better
HBv4 . 80.25 |=================================================================
HBv3 . 59.38 |================================================
HBv2 . 59.42 |================================================
HC ... 59.14 |================================================


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: FFTW - Precision: double - X Y Z: 256
GFLOP/s > Higher Is Better
HBv4 . 123.39 |================================================================
HBv3 . 39.81  |=====================
HBv2 . 50.90  |==========================
HC ... 30.12  |================


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: FFTW - Precision: double - X Y Z: 512
GFLOP/s > Higher Is Better
HBv4 . 159.18 |================================================================
HBv3 . 57.33  |=======================
HBv2 . 47.61  |===================
HC ... 33.52  |=============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: Stock - Precision: float - X Y Z: 256
GFLOP/s > Higher Is Better
HBv4 . 244.34 |================================================================
HBv3 . 103.41 |===========================
HBv2 . 91.26  |========================
HC ... 59.73  |================


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: Stock - Precision: float - X Y Z: 512
GFLOP/s > Higher Is Better
HBv4 . 323.36 |================================================================
HBv3 . 123.24 |========================
HBv2 . 93.79  |===================
HC ... 57.76  |===========


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: r2c - Backend: FFTW - Precision: double - X Y Z: 256
GFLOP/s > Higher Is Better
HBv4 . 261.90 |================================================================
HBv3 . 103.25 |=========================
HBv2 . 91.92  |======================
HC ... 57.31  |==============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: r2c - Backend: FFTW - Precision: double - X Y Z: 512
GFLOP/s > Higher Is Better
HBv4 . 314.34 |================================================================
HBv3 . 121.28 |=========================
HBv2 . 91.48  |===================
HC ... 60.88  |============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: r2c - Backend: Stock - Precision: float - X Y Z: 256
GFLOP/s > Higher Is Better
HBv4 . 459.92 |================================================================
HBv3 . 214.06 |==============================
HBv2 . 205.21 |=============================
HC ... 134.76 |===================


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: r2c - Backend: Stock - Precision: float - X Y Z: 512
GFLOP/s > Higher Is Better
HBv4 . 596.23 |================================================================
HBv3 . 232.17 |=========================
HBv2 . 190.95 |====================
HC ... 110.05 |============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: Stock - Precision: double - X Y Z: 128
GFLOP/s > Higher Is Better
HBv4 . 87.66 |=================================================================
HBv3 . 50.61 |======================================
HBv2 . 51.40 |======================================
HC ... 41.73 |===============================


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: Stock - Precision: double - X Y Z: 256
GFLOP/s > Higher Is Better
HBv4 . 121.61 |================================================================
HBv3 . 38.45  |====================
HBv2 . 50.71  |===========================
HC ... 30.17  |================


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: Stock - Precision: double - X Y Z: 512
GFLOP/s > Higher Is Better
HBv4 . 154.65 |================================================================
HBv3 . 56.22  |=======================
HBv2 . 46.98  |===================
HC ... 31.57  |=============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: r2c - Backend: Stock - Precision: double - X Y Z: 256
GFLOP/s > Higher Is Better
HBv4 . 264.95 |================================================================
HBv3 . 102.70 |=========================
HBv2 . 93.31  |=======================
HC ... 60.57  |===============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: r2c - Backend: Stock - Precision: double - X Y Z: 512
GFLOP/s > Higher Is Better
HBv4 . 311.80 |================================================================
HBv3 . 117.73 |========================
HBv2 . 94.53  |===================
HC ... 59.82  |============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: FFTW - Precision: float-long - X Y Z: 256
GFLOP/s > Higher Is Better
HBv4 . 255.97 |================================================================
HBv3 . 105.09 |==========================
HBv2 . 90.79  |=======================
HC ... 58.55  |===============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: FFTW - Precision: float-long - X Y Z: 512
GFLOP/s > Higher Is Better
HBv4 . 355.51 |================================================================
HBv3 . 135.95 |========================
HBv2 . 96.49  |=================
HC ... 62.90  |===========


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: r2c - Backend: FFTW - Precision: float-long - X Y Z: 256
GFLOP/s > Higher Is Better
HBv4 . 427.10 |================================================================
HBv3 . 221.86 |=================================
HBv2 . 200.04 |==============================
HC ... 122.77 |==================


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: r2c - Backend: FFTW - Precision: float-long - X Y Z: 512
GFLOP/s > Higher Is Better
HBv4 . 624.95 |================================================================
HBv3 . 257.42 |==========================
HBv2 . 191.14 |====================
HC ... 113.94 |============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: FFTW - Precision: double-long - X Y Z: 128
GFLOP/s > Higher Is Better
HBv4 . 85.01 |=================================================================
HBv3 . 56.87 |===========================================
HBv2 . 61.14 |===============================================
HC ... 58.91 |=============================================


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: FFTW - Precision: double-long - X Y Z: 256
GFLOP/s > Higher Is Better
HBv4 . 122.98 |================================================================
HBv3 . 39.37  |====================
HBv2 . 51.20  |===========================
HC ... 30.22  |================


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: FFTW - Precision: double-long - X Y Z: 512
GFLOP/s > Higher Is Better
HBv4 . 159.26 |================================================================
HBv3 . 57.23  |=======================
HBv2 . 47.37  |===================
HC ... 33.55  |=============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: Stock - Precision: float-long - X Y Z: 256
GFLOP/s > Higher Is Better
HBv4 . 247.73 |================================================================
HBv3 . 105.36 |===========================
HBv2 . 92.13  |========================
HC ... 59.55  |===============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: Stock - Precision: float-long - X Y Z: 512
GFLOP/s > Higher Is Better
HBv4 . 323.70 |================================================================
HBv3 . 124.60 |=========================
HBv2 . 93.26  |==================
HC ... 57.92  |===========


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: r2c - Backend: FFTW - Precision: double-long - X Y Z: 256
GFLOP/s > Higher Is Better
HBv4 . 273.12 |================================================================
HBv3 . 106.63 |=========================
HBv2 . 88.61  |=====================
HC ... 57.13  |=============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: r2c - Backend: FFTW - Precision: double-long - X Y Z: 512
GFLOP/s > Higher Is Better
HBv4 . 315.98 |================================================================
HBv3 . 120.96 |========================
HBv2 . 91.43  |===================
HC ... 60.82  |============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: r2c - Backend: Stock - Precision: float-long - X Y Z: 256
GFLOP/s > Higher Is Better
HBv4 . 467.72 |================================================================
HBv3 . 207.97 |============================
HBv2 . 211.42 |=============================
HC ... 131.96 |==================


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: r2c - Backend: Stock - Precision: float-long - X Y Z: 512
GFLOP/s > Higher Is Better
HBv4 . 590.93 |================================================================
HBv3 . 233.80 |=========================
HBv2 . 189.21 |====================
HC ... 110.20 |============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: Stock - Precision: double-long - X Y Z: 256
GFLOP/s > Higher Is Better
HBv4 . 123.41 |================================================================
HBv3 . 38.57  |====================
HBv2 . 50.08  |==========================
HC ... 30.27  |================


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: c2c - Backend: Stock - Precision: double-long - X Y Z: 512
GFLOP/s > Higher Is Better
HBv4 . 154.57 |================================================================
HBv3 . 56.27  |=======================
HBv2 . 46.93  |===================
HC ... 31.58  |=============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: r2c - Backend: Stock - Precision: double-long - X Y Z: 256
GFLOP/s > Higher Is Better
HBv4 . 258.72 |================================================================
HBv3 . 105.50 |==========================
HBv2 . 92.39  |=======================
HC ... 60.89  |===============


HeFFTe - Highly Efficient FFT for Exascale 2.3
Test: r2c - Backend: Stock - Precision: double-long - X Y Z: 512
GFLOP/s > Higher Is Better
HBv4 . 311.27 |================================================================
HBv3 . 118.24 |========================
HBv2 . 95.20  |====================
HC ... 59.90  |============


ACES DGEMM 1.0
Sustained Floating-Point Rate
GFLOP/s > Higher Is Better
HBv4 . 53.175691 |=============================================================
HBv3 . 25.104876 |=============================
HBv2 . 5.899903  |=======
HC ... 14.340830 |================


libxsmm 2-1.17-3645
M N K: 128
GFLOPS/s > Higher Is Better
HBv4 . 6585.6 |================================================================
HBv3 . 2284.6 |======================
HBv2 . 1519.5 |===============
HC ... 1328.4 |=============


libxsmm 2-1.17-3645
M N K: 256
GFLOPS/s > Higher Is Better
HBv4 . 6983.2 |================================================================
HBv3 . 2032.1 |===================
HBv2 . 1444.2 |=============
HC ... 898.8  |========


libxsmm 2-1.17-3645
M N K: 32
GFLOPS/s > Higher Is Better
HBv4 . 5006.8 |================================================================
HBv3 . 1506.3 |===================
HBv2 . 195.1  |==
HC ... 379.9  |=====


libxsmm 2-1.17-3645
M N K: 64
GFLOPS/s > Higher Is Better
HBv4 . 5719.0 |================================================================
HBv3 . 2435.6 |===========================
HBv2 . 411.7  |=====
HC ... 731.6  |========


Intel Open Image Denoise 2.0
Run: RT.hdr_alb_nrm.3840x2160 - Device: CPU-Only
Images / Sec > Higher Is Better
HBv4 . 3.08 |==================================================================
HBv3 . 1.68 |====================================
HBv2 . 2.08 |=============================================
HC ... 1.82 |=======================================


Intel Open Image Denoise 2.0
Run: RT.ldr_alb_nrm.3840x2160 - Device: CPU-Only
Images / Sec > Higher Is Better
HBv4 . 3.13 |==================================================================
HBv3 . 1.69 |====================================
HBv2 . 2.03 |===========================================
HC ... 1.84 |=======================================


Intel Open Image Denoise 2.0
Run: RTLightmap.hdr.4096x4096 - Device: CPU-Only
Images / Sec > Higher Is Better
HBv4 . 1.29 |==================================================================
HBv3 . 0.79 |========================================
HBv2 . 1.04 |=====================================================
HC ... 0.88 |=============================================


OSPRay 2.12
Benchmark: particle_volume/ao/real_time
Items Per Second > Higher Is Better
HBv4 . 36.61210 |==============================================================
HBv3 . 24.45860 |=========================================
HBv2 . 22.33360 |======================================
HC ... 8.97547  |===============


OSPRay 2.12
Benchmark: particle_volume/scivis/real_time
Items Per Second > Higher Is Better
HBv4 . 36.56710 |==============================================================
HBv3 . 24.17360 |=========================================
HBv2 . 22.15330 |======================================
HC ... 8.97020  |===============


OSPRay 2.12
Benchmark: particle_volume/pathtracer/real_time
Items Per Second > Higher Is Better
HBv4 . 208.34 |================================================================
HBv3 . 168.24 |====================================================
HBv2 . 157.13 |================================================
HC ... 86.57  |===========================


OSPRay 2.12
Benchmark: gravity_spheres_volume/dim_512/ao/real_time
Items Per Second > Higher Is Better
HBv4 . 38.07640 |==============================================================
HBv3 . 11.74850 |===================
HBv2 . 8.67327  |==============
HC ... 9.49421  |===============


OSPRay 2.12
Benchmark: gravity_spheres_volume/dim_512/scivis/real_time
Items Per Second > Higher Is Better
HBv4 . 37.09180 |==============================================================
HBv3 . 11.18450 |===================
HBv2 . 8.12356  |==============
HC ... 8.98723  |===============


OSPRay 2.12
Benchmark: gravity_spheres_volume/dim_512/pathtracer/real_time
Items Per Second > Higher Is Better
HBv4 . 32.79 |=================================================================
HBv3 . 14.61 |=============================
HBv2 . 13.92 |============================
HC ... 10.05 |====================


Laghos 3.1
Test: Triple Point Problem
Major Kernels Total Rate > Higher Is Better
HBv4 . 228.15 |================================================================
HBv3 . 192.74 |======================================================
HBv2 . 183.82 |====================================================
HC ... 156.52 |============================================


Laghos 3.1
Test: Sedov Blast Wave, ube_922_hex.mesh
Major Kernels Total Rate > Higher Is Better
HBv4 . 402.94 |================================================================
HBv3 . 361.81 |=========================================================
HBv2 . 345.14 |=======================================================
HC ... 247.49 |=======================================


PETSc 3.19
Test: Streams
MB/s > Higher Is Better
HBv4 . 598417.70 |=============================================================
HBv3 . 284001.92 |=============================
HBv2 . 197895.47 |====================
HC ... 151286.25 |===============


7-Zip Compression 22.01
Test: Compression Rating
MIPS > Higher Is Better
HBv4 . 1032267 |===============================================================
HBv3 . 558290  |==================================
HBv2 . 489456  |==============================
HC ... 210732  |=============


7-Zip Compression 22.01
Test: Decompression Rating
MIPS > Higher Is Better
HBv4 . 727995 |================================================================
HBv3 . 397505 |===================================
HBv2 . 371044 |=================================
HC ... 148193 |=============


Liquid-DSP 1.6
Threads: 1 - Buffer Length: 256 - Filter Length: 32
samples/s > Higher Is Better
HBv4 . 35362667 |==============================================================
HBv3 . 32817333 |==========================================================
HBv2 . 33211667 |==========================================================
HC ... 31796333 |========================================================


Liquid-DSP 1.6
Threads: 32 - Buffer Length: 256 - Filter Length: 32
samples/s > Higher Is Better
HBv4 . 1113300000 |============================================================
HBv3 . 917336667  |=================================================
HBv2 . 1061433333 |=========================================================
HC ... 964423333  |====================================================


Liquid-DSP 1.6
Threads: 32 - Buffer Length: 256 - Filter Length: 57
samples/s > Higher Is Better
HBv4 . 1390540000 |============================================================
HBv3 . 1086000000 |===============================================
HBv2 . 1193400000 |===================================================
HC ... 721290909  |===============================


Liquid-DSP 1.6
Threads: 128 - Buffer Length: 256 - Filter Length: 32
samples/s > Higher Is Better
HBv4 . 4426300000 |============================================================
HBv3 . 3366733333 |==============================================
HBv2 . 3925933333 |=====================================================
HC ... 1512600000 |=====================


Liquid-DSP 1.6
Threads: 128 - Buffer Length: 256 - Filter Length: 57
samples/s > Higher Is Better
HBv4 . 5168233333 |============================================================
HBv3 . 3516300000 |=========================================
HBv2 . 4045933333 |===============================================
HC ... 1572400000 |==================


Liquid-DSP 1.6
Threads: 176 - Buffer Length: 256 - Filter Length: 32
samples/s > Higher Is Better
HBv4 . 6122233333 |============================================================
HBv3 . 3419533333 |==================================
HBv2 . 4027100000 |=======================================
HC ... 1566133333 |===============


Liquid-DSP 1.6
Threads: 176 - Buffer Length: 256 - Filter Length: 57
samples/s > Higher Is Better
HBv4 . 6758166667 |============================================================
HBv3 . 3563433333 |================================
HBv2 . 4106700000 |====================================
HC ... 1664733333 |===============


Liquid-DSP 1.6
Threads: 176 - Buffer Length: 256 - Filter Length: 512
samples/s > Higher Is Better
HBv4 . 2058233333 |============================================================
HBv3 . 735370000  |=====================
HBv2 . 825653333  |========================
HC ... 529213333  |===============


NAS Parallel Benchmarks 3.4
Test / Class: BT.C
Total Mop/s > Higher Is Better
HBv4 . 151067.81 |=============================================================
HBv3 . 62427.86  |=========================
HBv2 . 66829.18  |===========================
HC ... 28794.28  |============


NAS Parallel Benchmarks 3.4
Test / Class: CG.C
Total Mop/s > Higher Is Better
HBv4 . 40326.29 |==============================================================
HBv3 . 21551.48 |=================================
HBv2 . 22314.02 |==================================
HC ... 14356.20 |======================


NAS Parallel Benchmarks 3.4
Test / Class: EP.D
Total Mop/s > Higher Is Better
HBv4 . 5985.75 |===============================================================
HBv3 . 2879.08 |==============================
HBv2 . 3222.82 |==================================
HC ... 1642.03 |=================


NAS Parallel Benchmarks 3.4
Test / Class: FT.C
Total Mop/s > Higher Is Better
HBv4 . 69051.63 |==============================================================
HBv3 . 36619.29 |=================================
HBv2 . 41977.69 |======================================
HC ... 20188.89 |==================


NAS Parallel Benchmarks 3.4
Test / Class: IS.D
Total Mop/s > Higher Is Better
HBv4 . 5870.00 |===============================================================
HBv3 . 2793.55 |==============================
HBv2 . 1884.22 |====================
HC ... 1181.48 |=============


NAS Parallel Benchmarks 3.4
Test / Class: MG.C
Total Mop/s > Higher Is Better
HBv4 . 108125.86 |=============================================================
HBv3 . 46705.47  |==========================
HBv2 . 43410.71  |========================
HC ... 19508.00  |===========


NAS Parallel Benchmarks 3.4
Test / Class: SP.C
Total Mop/s > Higher Is Better
HBv4 . 68819.34 |==============================================================
HBv3 . 31024.76 |============================
HBv2 . 32495.89 |=============================
HC ... 12907.54 |============


PostgreSQL 15
Scaling Factor: 1 - Clients: 500 - Mode: Read Only
TPS > Higher Is Better
HBv4 . 3139846 |===============================================================
HBv3 . 2375005 |================================================
HBv2 . 2466249 |=================================================
HC ... 1354877 |===========================


PostgreSQL 15
Scaling Factor: 1 - Clients: 800 - Mode: Read Only
TPS > Higher Is Better
HBv4 . 3123042 |===============================================================
HBv3 . 2407602 |=================================================
HBv2 . 2439650 |=================================================
HC ... 1161800 |=======================


NAMD 2.14
ATPase Simulation - 327,506 Atoms
days/ns < Lower Is Better
HBv4 . 0.14292 |=================
HBv3 . 0.27115 |================================
HBv2 . 0.26385 |================================
HC ... 0.52650 |===============================================================


Pennant 1.0.1
Test: sedovbig
Hydro Cycle Time - Seconds < Lower Is Better
HBv4 . 3.581391  |=========
HBv3 . 6.277107  |===============
HBv2 . 5.915805  |==============
HC ... 25.019560 |=============================================================


Pennant 1.0.1
Test: leblancbig
Hydro Cycle Time - Seconds < Lower Is Better
HBv4 . 2.122074  |============
HBv3 . 3.649317  |=====================
HBv2 . 3.466885  |====================
HC ... 10.645480 |=============================================================


oneDNN 3.1
Harness: IP Shapes 1D - Data Type: f32 - Engine: CPU
ms < Lower Is Better
HBv4 . 0.752929 |=================================
HBv3 . 0.910091 |========================================
HBv2 . 1.407580 |==============================================================
HC ... 0.882446 |=======================================


oneDNN 3.1
Harness: IP Shapes 3D - Data Type: f32 - Engine: CPU
ms < Lower Is Better
HBv4 . 0.306141 |===
HBv3 . 0.624233 |======
HBv2 . 6.838250 |==============================================================
HC ... 2.079200 |===================


oneDNN 3.1
Harness: Convolution Batch Shapes Auto - Data Type: f32 - Engine: CPU
ms < Lower Is Better
HBv4 . 0.276472 |======
HBv3 . 0.556741 |===========
HBv2 . 0.573878 |===========
HC ... 3.111210 |==============================================================


oneDNN 3.1
Harness: Deconvolution Batch shapes_3d - Data Type: f32 - Engine: CPU
ms < Lower Is Better
HBv4 . 0.582806 |======================
HBv3 . 1.408620 |======================================================
HBv2 . 1.610020 |==============================================================
HC ... 1.244800 |================================================


oneDNN 3.1
Harness: Recurrent Neural Network Training - Data Type: f32 - Engine: CPU
ms < Lower Is Better
HBv4 . 535.85  |=========================
HBv3 . 860.98  |========================================
HBv2 . 1345.14 |===============================================================
HC ... 707.35  |=================================


oneDNN 3.1
Harness: Recurrent Neural Network Inference - Data Type: f32 - Engine: CPU
ms < Lower Is Better
HBv4 . 401.86 |=============================
HBv3 . 533.50 |======================================
HBv2 . 896.81 |================================================================
HC ... 450.25 |================================


oneDNN 3.1
Harness: Recurrent Neural Network Training - Data Type: bf16bf16bf16 - Engine: CPU
ms < Lower Is Better
HBv4 . 533.49  |=========================
HBv3 . 886.81  |=========================================
HBv2 . 1367.73 |===============================================================
HC ... 707.32  |=================================


oneDNN 3.1
Harness: Recurrent Neural Network Inference - Data Type: bf16bf16bf16 - Engine: CPU
ms < Lower Is Better
HBv4 . 411.23 |=============================
HBv3 . 529.97 |=====================================
HBv2 . 910.94 |================================================================
HC ... 442.47 |===============================


PostgreSQL 15
Scaling Factor: 1 - Clients: 500 - Mode: Read Only - Average Latency
ms < Lower Is Better
HBv4 . 0.159 |============================
HBv3 . 0.210 |=====================================
HBv2 . 0.203 |====================================
HC ... 0.369 |=================================================================


PostgreSQL 15
Scaling Factor: 1 - Clients: 800 - Mode: Read Only - Average Latency
ms < Lower Is Better
HBv4 . 0.256 |========================
HBv3 . 0.332 |===============================
HBv2 . 0.328 |===============================
HC ... 0.688 |=================================================================


Remhos 1.0
Test: Sample Remap Example
Seconds < Lower Is Better
HBv4 . 15.37 |====================================
HBv3 . 15.26 |====================================
HBv2 . 14.93 |===================================
HC ... 27.38 |=================================================================


Timed Linux Kernel Compilation 6.1
Build: allmodconfig
Seconds < Lower Is Better
HBv4 . 1681.26 |======================================================
HBv3 . 1889.46 |=============================================================
HBv2 . 1782.93 |==========================================================
HC ... 1950.63 |===============================================================


Timed Node.js Compilation 19.8.1
Time To Compile
Seconds < Lower Is Better
HBv4 . 150.56 |=============================
HBv3 . 185.57 |====================================
HBv2 . 194.37 |======================================
HC ... 330.61 |================================================================


Blender 3.6
Blend File: BMW27 - Compute: CPU-Only
Seconds < Lower Is Better
HBv4 . 9.97  |=============
HBv3 . 19.49 |=========================
HBv2 . 19.46 |=========================
HC ... 50.53 |=================================================================


Blender 3.6
Blend File: Classroom - Compute: CPU-Only
Seconds < Lower Is Better
HBv4 . 25.26  |============
HBv3 . 51.08  |========================
HBv2 . 50.86  |=======================
HC ... 138.81 |================================================================


Blender 3.6
Blend File: Fishy Cat - Compute: CPU-Only
Seconds < Lower Is Better
HBv4 . 13.96 |=============
HBv3 . 25.47 |=======================
HBv2 . 26.19 |=======================
HC ... 72.57 |=================================================================


Blender 3.6
Blend File: Barbershop - Compute: CPU-Only
Seconds < Lower Is Better
HBv4 . 96.77  |============
HBv3 . 189.30 |=======================
HBv2 . 210.18 |==========================
HC ... 524.86 |================================================================


Blender 3.6
Blend File: Pabellon Barcelona - Compute: CPU-Only
Seconds < Lower Is Better
HBv4 . 33.40  |============
HBv3 . 62.64  |=======================
HBv2 . 64.14  |=======================
HC ... 176.21 |================================================================