Microsoft Azure EPYC 7003 HBv3 Benchmarks Azure HBv3 benchmarks against other Microsoft Azure HPC instance types. Benchmarks by Michael Larabel for a future article on phoronix. Azure HBv3 - EPYC 7V13: Processor: 2 x AMD EPYC 7V13 64-Core (120 Cores), Motherboard: Microsoft Virtual Machine (Hyper-V UEFI v4.1 BIOS), Memory: 442GB, Disk: 2 x 960GB Microsoft NVMe Direct Disk + 32GB Virtual Disk + 515GB Virtual Disk, Graphics: hyperv_fb OS: CentOS Linux 8, Kernel: 4.18.0-147.8.1.el8_1.x86_64 (x86_64), Compiler: GCC 8.3.1 20190507, File-System: nfs, Screen Resolution: 1152x864, System Layer: microsoft Azure HBv2 - EPYC 7V12: Processor: 2 x AMD EPYC 7V12 64-Core (120 Cores), Motherboard: Microsoft Virtual Machine (Hyper-V UEFI v4.0 BIOS), Memory: 450GB, Disk: 960GB Microsoft NVMe Direct Disk + 32GB Virtual Disk + 515GB Virtual Disk, Graphics: hyperv_fb OS: CentOS Linux 8, Kernel: 4.18.0-147.8.1.el8_1.x86_64 (x86_64), Compiler: GCC 8.3.1 20190507, File-System: nfs, Screen Resolution: 1152x864, System Layer: microsoft Azure HBv1 - EPYC 7551: Processor: 2 x AMD EPYC 7551 32-Core (60 Cores), Motherboard: Microsoft Virtual Machine (Hyper-V UEFI v4.0 BIOS), Memory: 226GB, Disk: 32GB Virtual Disk + 752GB Virtual Disk, Graphics: hyperv_fb OS: CentOS Linux 8, Kernel: 4.18.0-147.8.1.el8_1.x86_64 (x86_64), Compiler: GCC 8.3.1 20190507, File-System: nfs, Screen Resolution: 1152x864, System Layer: microsoft Azure HC - Xeon 8168: Processor: 2 x Intel Xeon Platinum 8168 (44 Cores), Motherboard: Microsoft Virtual Machine (Hyper-V UEFI v4.0 BIOS), Memory: 348GB, Disk: 32GB Virtual Disk + 752GB Virtual Disk, Graphics: hyperv_fb OS: CentOS Linux 8, Kernel: 4.18.0-147.8.1.el8_1.x86_64 (x86_64), Compiler: GCC 8.3.1 20190507, File-System: nfs, Screen Resolution: 1152x864, System Layer: microsoft QuantLib 1.21 MFLOPS > Higher Is Better Azure HBv3 - EPYC 7V13 . 2299.3 |============================================== Azure HBv2 - EPYC 7V12 . 1725.2 |=================================== Azure HBv1 - EPYC 7551 . 1251.7 |========================= Azure HC - Xeon 8168 ... 1812.9 |==================================== High Performance Conjugate Gradient 3.1 GFLOP/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 39.06 |=============================================== Azure HBv2 - EPYC 7V12 . 37.27 |============================================= Azure HBv1 - EPYC 7551 . 30.43 |===================================== Azure HC - Xeon 8168 ... 26.04 |=============================== NAS Parallel Benchmarks 3.4 Test / Class: LU.C Total Mop/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 56682.82 |============================================ Azure HBv2 - EPYC 7V12 . 53829.34 |========================================== Azure HBv1 - EPYC 7551 . 25304.19 |==================== CloverLeaf Lagrangian-Eulerian Hydrodynamics Seconds < Lower Is Better Azure HBv3 - EPYC 7V13 . 16.66 |=============================== Azure HBv2 - EPYC 7V12 . 23.78 |============================================= Azure HBv1 - EPYC 7551 . 25.00 |=============================================== Azure HC - Xeon 8168 ... 20.19 |====================================== Rodinia 3.1 Test: OpenMP LavaMD Seconds < Lower Is Better Azure HBv3 - EPYC 7V13 . 37.80 |=================== Azure HBv2 - EPYC 7V12 . 39.20 |==================== Azure HBv1 - EPYC 7551 . 90.18 |============================================= Azure HC - Xeon 8168 ... 94.12 |=============================================== Rodinia 3.1 Test: OpenMP HotSpot3D Seconds < Lower Is Better Azure HBv3 - EPYC 7V13 . 82.49 |========================== Azure HBv2 - EPYC 7V12 . 107.98 |================================== Azure HBv1 - EPYC 7551 . 145.57 |============================================== Azure HC - Xeon 8168 ... 115.83 |===================================== NAMD 2.14 ATPase Simulation - 327,506 Atoms days/ns < Lower Is Better Azure HBv3 - EPYC 7V13 . 0.27566 |================= Azure HBv2 - EPYC 7V12 . 0.30056 |=================== Azure HBv1 - EPYC 7551 . 0.70947 |============================================= Azure HC - Xeon 8168 ... 0.52569 |================================= Pennant 1.0.1 Test: sedovbig Hydro Cycle Time - Seconds < Lower Is Better Azure HBv3 - EPYC 7V13 . 5.833419 |=========== Azure HBv2 - EPYC 7V12 . 6.026449 |=========== Azure HBv1 - EPYC 7551 . 15.528990 |============================ Azure HC - Xeon 8168 ... 23.871260 |=========================================== Pennant 1.0.1 Test: leblancbig Hydro Cycle Time - Seconds < Lower Is Better Azure HBv3 - EPYC 7V13 . 3.337201 |============== Azure HBv2 - EPYC 7V12 . 3.486503 |============== Azure HBv1 - EPYC 7551 . 10.337640 |========================================== Azure HC - Xeon 8168 ... 10.529200 |=========================================== Xcompact3d Incompact3d 2021-03-11 Input: X3D-benchmarking input.i3d Seconds < Lower Is Better Azure HBv3 - EPYC 7V13 . 287.60 |========================== Azure HBv2 - EPYC 7V12 . 318.91 |============================= Azure HBv1 - EPYC 7551 . 455.81 |========================================= Azure HC - Xeon 8168 ... 507.30 |============================================== Timed MAFFT Alignment 7.471 Multiple Sequence Alignment - LSU RNA Seconds < Lower Is Better Azure HBv3 - EPYC 7V13 . 14.33 |=============================== Azure HBv2 - EPYC 7V12 . 16.06 |================================== Azure HBv1 - EPYC 7551 . 22.07 |=============================================== Azure HC - Xeon 8168 ... 15.63 |================================= LULESH 2.0.3 z/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 41636.60 |============================================ Azure HBv2 - EPYC 7V12 . 34803.54 |===================================== Azure HBv1 - EPYC 7551 . 19011.46 |==================== Azure HC - Xeon 8168 ... 20846.59 |====================== GNU GMP GMPbench 6.2.1 Total Time GMPbench Score > Higher Is Better Azure HBv3 - EPYC 7V13 . 4893.4 |============================================== Azure HBv2 - EPYC 7V12 . 4155.5 |======================================= Azure HBv1 - EPYC 7551 . 3021.3 |============================ Azure HC - Xeon 8168 ... 4196.5 |======================================= Zstd Compression 1.4.9 Compression Level: 8 - Compression Speed MB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 3184.2 |============================================== Azure HBv2 - EPYC 7V12 . 2653.1 |====================================== Azure HBv1 - EPYC 7551 . 920.1 |============= Azure HC - Xeon 8168 ... 1188.2 |================= Zstd Compression 1.4.9 Compression Level: 19 - Compression Speed MB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 78.2 |================================================ Azure HBv2 - EPYC 7V12 . 69.5 |=========================================== Azure HBv1 - EPYC 7551 . 48.5 |============================== Azure HC - Xeon 8168 ... 76.3 |=============================================== Zstd Compression 1.4.9 Compression Level: 19 - Decompression Speed MB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 3717.5 |============================================== Azure HBv2 - EPYC 7V12 . 2631.0 |================================= Azure HBv1 - EPYC 7551 . 2005.4 |========================= Azure HC - Xeon 8168 ... 1903.9 |======================== Zstd Compression 1.4.9 Compression Level: 8, Long Mode - Compression Speed MB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 771.9 |=============================================== Azure HBv2 - EPYC 7V12 . 588.0 |==================================== Azure HBv1 - EPYC 7551 . 468.8 |============================= Azure HC - Xeon 8168 ... 649.3 |======================================== Zstd Compression 1.4.9 Compression Level: 8, Long Mode - Decompression Speed MB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 4256.8 |============================================== Azure HBv2 - EPYC 7V12 . 3037.5 |================================= Azure HBv1 - EPYC 7551 . 2339.6 |========================= Azure HC - Xeon 8168 ... 2350.2 |========================= Zstd Compression 1.4.9 Compression Level: 19, Long Mode - Decompression Speed MB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 3727.5 |============================================== Azure HBv2 - EPYC 7V12 . 2674.2 |================================= Azure HBv1 - EPYC 7551 . 2019.3 |========================= Azure HC - Xeon 8168 ... 1991.3 |========================= Botan 2.17.3 Test: KASUMI MiB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 87.48 |=============================================== Azure HBv2 - EPYC 7V12 . 73.18 |======================================= Azure HBv1 - EPYC 7551 . 57.95 |=============================== Azure HC - Xeon 8168 ... 76.15 |========================================= Botan 2.17.3 Test: KASUMI - Decrypt MiB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 84.06 |=============================================== Azure HBv2 - EPYC 7V12 . 71.10 |======================================== Azure HBv1 - EPYC 7551 . 55.98 |=============================== Azure HC - Xeon 8168 ... 74.29 |========================================== Botan 2.17.3 Test: AES-256 MiB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 5412.13 |============================================= Azure HBv2 - EPYC 7V12 . 3934.40 |================================= Azure HBv1 - EPYC 7551 . 3144.31 |========================== Azure HC - Xeon 8168 ... 3155.39 |========================== Botan 2.17.3 Test: AES-256 - Decrypt MiB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 5407.48 |============================================= Azure HBv2 - EPYC 7V12 . 3938.44 |================================= Azure HBv1 - EPYC 7551 . 3151.23 |========================== Azure HC - Xeon 8168 ... 3159.85 |========================== Botan 2.17.3 Test: Twofish MiB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 346.32 |============================================== Azure HBv2 - EPYC 7V12 . 280.90 |===================================== Azure HBv1 - EPYC 7551 . 217.31 |============================= Azure HC - Xeon 8168 ... 293.55 |======================================= Botan 2.17.3 Test: Twofish - Decrypt MiB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 345.78 |============================================== Azure HBv2 - EPYC 7V12 . 283.26 |====================================== Azure HBv1 - EPYC 7551 . 218.03 |============================= Azure HC - Xeon 8168 ... 294.38 |======================================= Botan 2.17.3 Test: Blowfish MiB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 424.74 |============================================== Azure HBv2 - EPYC 7V12 . 348.43 |====================================== Azure HBv1 - EPYC 7551 . 273.04 |============================== Azure HC - Xeon 8168 ... 367.94 |======================================== Botan 2.17.3 Test: Blowfish - Decrypt MiB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 425.16 |============================================== Azure HBv2 - EPYC 7V12 . 349.15 |====================================== Azure HBv1 - EPYC 7551 . 272.73 |============================== Azure HC - Xeon 8168 ... 365.55 |======================================== Botan 2.17.3 Test: CAST-256 MiB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 133.69 |============================================== Azure HBv2 - EPYC 7V12 . 113.60 |======================================= Azure HBv1 - EPYC 7551 . 88.55 |============================== Azure HC - Xeon 8168 ... 116.63 |======================================== Botan 2.17.3 Test: CAST-256 - Decrypt MiB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 133.67 |============================================== Azure HBv2 - EPYC 7V12 . 113.72 |======================================= Azure HBv1 - EPYC 7551 . 88.56 |============================== Azure HC - Xeon 8168 ... 116.57 |======================================== Botan 2.17.3 Test: ChaCha20Poly1305 MiB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 667.77 |============================================== Azure HBv2 - EPYC 7V12 . 615.80 |========================================== Azure HBv1 - EPYC 7551 . 303.24 |===================== Azure HC - Xeon 8168 ... 633.22 |============================================ Botan 2.17.3 Test: ChaCha20Poly1305 - Decrypt MiB/s > Higher Is Better Azure HBv3 - EPYC 7V13 . 658.37 |============================================== Azure HBv2 - EPYC 7V12 . 610.86 |=========================================== Azure HBv1 - EPYC 7551 . 300.18 |===================== Azure HC - Xeon 8168 ... 626.92 |============================================ SVT-AV1 0.8 Encoder Mode: Enc Mode 0 - Input: 1080p Frames Per Second > Higher Is Better Azure HBv3 - EPYC 7V13 . 0.161 |=============================================== Azure HBv2 - EPYC 7V12 . 0.124 |==================================== Azure HBv1 - EPYC 7551 . 0.076 |====================== Azure HC - Xeon 8168 ... 0.111 |================================ SVT-AV1 0.8 Encoder Mode: Enc Mode 4 - Input: 1080p Frames Per Second > Higher Is Better Azure HBv3 - EPYC 7V13 . 12.275 |============================================== Azure HBv2 - EPYC 7V12 . 9.512 |==================================== Azure HBv1 - EPYC 7551 . 4.669 |================= Azure HC - Xeon 8168 ... 7.621 |============================= SVT-AV1 0.8 Encoder Mode: Enc Mode 8 - Input: 1080p Frames Per Second > Higher Is Better Azure HBv3 - EPYC 7V13 . 94.03 |=============================================== Azure HBv2 - EPYC 7V12 . 78.10 |======================================= Azure HBv1 - EPYC 7551 . 40.15 |==================== Azure HC - Xeon 8168 ... 57.38 |============================= SVT-HEVC 1.5.0 Tuning: 1 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better Azure HBv3 - EPYC 7V13 . 45.39 |=============================================== Azure HBv2 - EPYC 7V12 . 36.12 |===================================== Azure HBv1 - EPYC 7551 . 21.12 |====================== Azure HC - Xeon 8168 ... 23.87 |========================= SVT-HEVC 1.5.0 Tuning: 7 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better Azure HBv3 - EPYC 7V13 . 378.01 |============================================== Azure HBv2 - EPYC 7V12 . 166.90 |==================== Azure HBv1 - EPYC 7551 . 119.20 |=============== Azure HC - Xeon 8168 ... 256.28 |=============================== SVT-HEVC 1.5.0 Tuning: 10 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better Azure HBv3 - EPYC 7V13 . 548.33 |============================================== Azure HBv2 - EPYC 7V12 . 379.91 |================================ Azure HBv1 - EPYC 7551 . 141.93 |============ Azure HC - Xeon 8168 ... 480.79 |======================================== SVT-VP9 0.3 Tuning: Visual Quality Optimized - Input: Bosphorus 1080p Frames Per Second > Higher Is Better Azure HBv3 - EPYC 7V13 . 337.71 |============================================== Azure HBv2 - EPYC 7V12 . 140.59 |=================== Azure HBv1 - EPYC 7551 . 129.44 |================== Azure HC - Xeon 8168 ... 299.95 |========================================= Timed Linux Kernel Compilation 5.10.20 Time To Compile Seconds < Lower Is Better Azure HBv3 - EPYC 7V13 . 42.01 |================================== Azure HBv2 - EPYC 7V12 . 44.92 |==================================== Azure HBv1 - EPYC 7551 . 58.74 |=============================================== Azure HC - Xeon 8168 ... 55.32 |============================================ Timed LLVM Compilation 10.0 Time To Compile Seconds < Lower Is Better Azure HBv3 - EPYC 7V13 . 163.76 |=========================== Azure HBv2 - EPYC 7V12 . 174.74 |============================ Azure HBv1 - EPYC 7551 . 283.29 |============================================== Azure HC - Xeon 8168 ... 251.74 |========================================= Timed Node.js Compilation 15.11 Time To Compile Seconds < Lower Is Better Azure HBv3 - EPYC 7V13 . 111.33 |========================== Azure HBv2 - EPYC 7V12 . 118.97 |============================ Azure HBv1 - EPYC 7551 . 194.55 |============================================== Azure HC - Xeon 8168 ... 189.10 |============================================= oneDNN 2.1.2 Harness: IP Shapes 1D - Data Type: f32 - Engine: CPU ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 0.881307 |===================== Azure HBv2 - EPYC 7V12 . 1.124840 |========================== Azure HBv1 - EPYC 7551 . 1.878340 |============================================ Azure HC - Xeon 8168 ... 0.931073 |====================== oneDNN 2.1.2 Harness: IP Shapes 3D - Data Type: f32 - Engine: CPU ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 3.21204 |============== Azure HBv2 - EPYC 7V12 . 9.68321 |========================================== Azure HBv1 - EPYC 7551 . 10.22263 |============================================ Azure HC - Xeon 8168 ... 3.28160 |============== oneDNN 2.1.2 Harness: IP Shapes 3D - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 0.383855 |========== Azure HBv2 - EPYC 7V12 . 0.441012 |=========== Azure HBv1 - EPYC 7551 . 1.763550 |============================================ Azure HC - Xeon 8168 ... 0.474311 |============ oneDNN 2.1.2 Harness: Deconvolution Batch shapes_1d - Data Type: f32 - Engine: CPU ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 9.50445 |=================================== Azure HBv2 - EPYC 7V12 . 12.10510 |============================================ Azure HBv1 - EPYC 7551 . 7.91569 |============================= Azure HC - Xeon 8168 ... 2.67914 |========== oneDNN 2.1.2 Harness: Deconvolution Batch shapes_3d - Data Type: f32 - Engine: CPU ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 1.58182 |================== Azure HBv2 - EPYC 7V12 . 1.59557 |================== Azure HBv1 - EPYC 7551 . 3.94077 |============================================= Azure HC - Xeon 8168 ... 1.21181 |============== oneDNN 2.1.2 Harness: Deconvolution Batch shapes_1d - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 0.406686 |======= Azure HBv2 - EPYC 7V12 . 1.031942 |=================== Azure HBv1 - EPYC 7551 . 2.405610 |============================================ Azure HC - Xeon 8168 ... 0.551467 |========== oneDNN 2.1.2 Harness: Deconvolution Batch shapes_3d - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 0.455682 |======= Azure HBv2 - EPYC 7V12 . 0.732130 |============ Azure HBv1 - EPYC 7551 . 2.736210 |============================================ Azure HC - Xeon 8168 ... 0.668641 |=========== oneDNN 2.1.2 Harness: Recurrent Neural Network Training - Data Type: f32 - Engine: CPU ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 875.17 |======= Azure HBv2 - EPYC 7V12 . 1314.00 |=========== Azure HBv1 - EPYC 7551 . 5524.50 |============================================= Azure HC - Xeon 8168 ... 744.36 |====== oneDNN 2.1.2 Harness: Recurrent Neural Network Inference - Data Type: f32 - Engine: CPU ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 530.90 |======= Azure HBv2 - EPYC 7V12 . 778.31 |========== Azure HBv1 - EPYC 7551 . 3344.14 |============================================= Azure HC - Xeon 8168 ... 462.86 |====== oneDNN 2.1.2 Harness: Recurrent Neural Network Training - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 962.34 |======== Azure HBv2 - EPYC 7V12 . 1287.03 |========== Azure HBv1 - EPYC 7551 . 5539.48 |============================================= Azure HC - Xeon 8168 ... 746.46 |====== oneDNN 2.1.2 Harness: Recurrent Neural Network Inference - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 561.77 |======= Azure HBv2 - EPYC 7V12 . 791.46 |=========== Azure HBv1 - EPYC 7551 . 3373.88 |============================================= Azure HC - Xeon 8168 ... 459.58 |====== oneDNN 2.1.2 Harness: Matrix Multiply Batch Shapes Transformer - Data Type: f32 - Engine: CPU ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 0.255501 |======= Azure HBv2 - EPYC 7V12 . 0.350347 |========== Azure HBv1 - EPYC 7551 . 1.512710 |============================================ Azure HC - Xeon 8168 ... 0.352180 |========== oneDNN 2.1.2 Harness: Recurrent Neural Network Training - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 843.10 |======= Azure HBv2 - EPYC 7V12 . 1294.53 |=========== Azure HBv1 - EPYC 7551 . 5355.24 |============================================= Azure HC - Xeon 8168 ... 753.36 |====== oneDNN 2.1.2 Harness: Recurrent Neural Network Inference - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 540.19 |======= Azure HBv2 - EPYC 7V12 . 796.82 |========== Azure HBv1 - EPYC 7551 . 3423.15 |============================================= Azure HC - Xeon 8168 ... 458.20 |====== oneDNN 2.1.2 Harness: Matrix Multiply Batch Shapes Transformer - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 0.445223 |================= Azure HBv2 - EPYC 7V12 . 0.524737 |==================== Azure HBv1 - EPYC 7551 . 1.154650 |============================================ Azure HC - Xeon 8168 ... 0.398005 |=============== FinanceBench 2016-07-25 Benchmark: Repo OpenMP ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 59196.55 |======================= Azure HBv2 - EPYC 7V12 . 75154.26 |============================== Azure HBv1 - EPYC 7551 . 108606.50 |=========================================== Azure HC - Xeon 8168 ... 71609.07 |============================ FinanceBench 2016-07-25 Benchmark: Bonds OpenMP ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 104884.29 |======================= Azure HBv2 - EPYC 7V12 . 133719.33 |============================= Azure HBv1 - EPYC 7551 . 195702.80 |=========================================== Azure HC - Xeon 8168 ... 130250.45 |============================= GROMACS 2020.3 Water Benchmark Ns Per Day > Higher Is Better Azure HBv3 - EPYC 7V13 . 9.041 |=============================================== Azure HBv2 - EPYC 7V12 . 8.458 |============================================ Azure HBv1 - EPYC 7551 . 3.288 |================= Azure HC - Xeon 8168 ... 4.866 |========================= TensorFlow Lite 2020-08-23 Model: SqueezeNet Microseconds < Lower Is Better Azure HBv3 - EPYC 7V13 . 66320.4 |=============================== Azure HBv2 - EPYC 7V12 . 74885.4 |=================================== Azure HBv1 - EPYC 7551 . 95206.2 |============================================= Azure HC - Xeon 8168 ... 73517.3 |=================================== Mobile Neural Network 1.1.3 Model: SqueezeNetV1.0 ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 8.224 |====================== Azure HBv2 - EPYC 7V12 . 14.136 |====================================== Azure HBv1 - EPYC 7551 . 17.194 |============================================== Azure HC - Xeon 8168 ... 8.226 |====================== Mobile Neural Network 1.1.3 Model: resnet-v2-50 ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 29.09 |====================== Azure HBv2 - EPYC 7V12 . 52.53 |======================================== Azure HBv1 - EPYC 7551 . 62.45 |=============================================== Azure HC - Xeon 8168 ... 29.01 |====================== Mobile Neural Network 1.1.3 Model: inception-v3 ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 34.71 |===================== Azure HBv2 - EPYC 7V12 . 55.36 |================================== Azure HBv1 - EPYC 7551 . 76.80 |=============================================== Azure HC - Xeon 8168 ... 35.67 |====================== TNN 0.2.3 Target: CPU - Model: SqueezeNet v1.1 ms < Lower Is Better Azure HBv3 - EPYC 7V13 . 272.61 |============================== Azure HBv2 - EPYC 7V12 . 323.62 |=================================== Azure HBv1 - EPYC 7551 . 420.05 |============================================== Azure HC - Xeon 8168 ... 398.40 |============================================ PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: CPU FPS > Higher Is Better Azure HBv3 - EPYC 7V13 . 38.39 |=========================================== Azure HBv2 - EPYC 7V12 . 25.57 |============================= Azure HBv1 - EPYC 7551 . 19.88 |====================== Azure HC - Xeon 8168 ... 41.54 |=============================================== PlaidML FP16: No - Mode: Inference - Network: VGG19 - Device: CPU FPS > Higher Is Better Azure HBv3 - EPYC 7V13 . 34.53 |=============================================== Azure HBv2 - EPYC 7V12 . 23.12 |=============================== Azure HBv1 - EPYC 7551 . 15.97 |====================== Azure HC - Xeon 8168 ... 34.66 |=============================================== PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU FPS > Higher Is Better Azure HBv3 - EPYC 7V13 . 6.27 |================================================ Azure HBv2 - EPYC 7V12 . 5.60 |=========================================== Azure HBv1 - EPYC 7551 . 4.80 |===================================== Azure HC - Xeon 8168 ... 4.91 |======================================