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 2303280-NE-2303286NE24
Google Cloud c3 Sapphire Rapids vs. AMD Milan
Benchmarks by Michael Larabel for a future article.
,,"c3-highcpu-8 SPR","c2-standard-8 CLX","n2-standard-8 CLX","n2-highcpu-8 CLX","t2d-standard-8 AMD","c2d-highcpu-8 AMD"
Processor,,Intel Xeon Platinum 8481C (4 Cores / 8 Threads),Intel Xeon (4 Cores / 8 Threads),Intel Xeon (4 Cores / 8 Threads),Intel Xeon (4 Cores / 8 Threads),AMD EPYC 7B13 (8 Cores),AMD EPYC 7B13 (4 Cores / 8 Threads)
Motherboard,,Google Compute Engine c3-highcpu-8,Google Compute Engine c2-standard-8,Google Compute Engine n2-standard-8,Google Compute Engine n2-highcpu-8,Google Compute Engine t2d-standard-8,Google Compute Engine c2d-highcpu-8
Chipset,,Intel 440FX 82441FX PMC,Intel 440FX 82441FX PMC,Intel 440FX 82441FX PMC,Intel 440FX 82441FX PMC,Intel 440FX 82441FX PMC,Intel 440FX 82441FX PMC
Memory,,16GB,32GB,32GB,8GB,32GB,16GB
Disk,,322GB nvme_card-pd,322GB PersistentDisk,322GB PersistentDisk,322GB PersistentDisk,322GB PersistentDisk,322GB PersistentDisk
Network,,Google Compute Engine Virtual,Red Hat Virtio device,Red Hat Virtio device,Red Hat Virtio device,Red Hat Virtio device,Red Hat Virtio device
OS,,Ubuntu 22.10,Ubuntu 22.10,Ubuntu 22.10,Ubuntu 22.10,Ubuntu 22.10,Ubuntu 22.10
Kernel,,5.19.0-1015-gcp (x86_64),5.19.0-1015-gcp (x86_64),5.19.0-1015-gcp (x86_64),5.19.0-1015-gcp (x86_64),5.19.0-1015-gcp (x86_64),5.19.0-1015-gcp (x86_64)
Vulkan,,1.3.224,1.3.224,1.3.224,1.3.224,1.3.224,1.3.224
Compiler,,GCC 12.2.0,GCC 12.2.0,GCC 12.2.0,GCC 12.2.0,GCC 12.2.0,GCC 12.2.0
File-System,,ext4,ext4,ext4,ext4,ext4,ext4
System Layer,,KVM,KVM,KVM,KVM,KVM,KVM
,,"c3-highcpu-8 SPR","c2-standard-8 CLX","n2-standard-8 CLX","n2-highcpu-8 CLX","t2d-standard-8 AMD","c2d-highcpu-8 AMD"
"oneDNN - Harness: Convolution Batch Shapes Auto - Data Type: bf16bf16bf16 - Engine: CPU (ms)",LIB,4.17707,34.1893,38.8717,38.9676,,
"oneDNN - Harness: Matrix Multiply Batch Shapes Transformer - Data Type: bf16bf16bf16 - Engine: CPU (ms)",LIB,0.968986,7.43260,8.50678,8.44515,,
"OpenSSL - Algorithm: SHA256 (byte/s)",HIB,4283873987,1318193530,1178513873,1177333613,6876127730,5824179883
"oneDNN - Harness: Deconvolution Batch shapes_1d - Data Type: bf16bf16bf16 - Engine: CPU (ms)",LIB,1.47145,52.9421,60.5925,60.5549,,
"OpenSSL - Algorithm: AES-256-GCM (byte/s)",HIB,48008361573,16945000630,15129238003,15133854923,31447472720,16968938653
"OpenSSL - Algorithm: AES-128-GCM (byte/s)",HIB,57594077823,23237312603,20765256453,20753550177,33948315373,18522423023
"OpenRadioss - Model: Rubber O-Ring Seal Installation (sec)",LIB,367.00,523.45,591.71,584.09,208.81,364.33
"OpenRadioss - Model: Bumper Beam (sec)",LIB,303.38,390.61,436.27,433.87,176.83,286.02
"OpenSSL - Algorithm: SHA512 (byte/s)",HIB,1568572920,1465815227,1308154027,1306223720,3158654817,1863352067
"OSPRay Studio - Camera: 3 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path Tracer (ms)",LIB,25819,37892,61337,61150,30299,37227
"OpenRadioss - Model: Cell Phone Drop Test (sec)",LIB,219.73,291.49,322.22,320.36,135.99,213.88
"Neural Magic DeepSparse - Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-Stream (items/sec)",HIB,3.7873,2.9308,2.6587,2.6268,6.1611,3.4194
"Neural Magic DeepSparse - Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-Stream (items/sec)",HIB,3.7693,2.9352,2.6597,2.6570,6.1956,3.3909
"miniBUDE - Implementation: OpenMP - Input Deck: BM1 (GFInst/s)",HIB,188.651,152.798,133.951,133.950,304.053,186.080
"miniBUDE - Implementation: OpenMP - Input Deck: BM1 (Billion Interactions/s)",HIB,7.546,6.112,5.358,5.358,12.162,7.443
"BRL-CAD - VGR Performance Metric (VGR Performance Metric)",HIB,71072,50314,44563,44556,99168,67437
"PostgreSQL - Scaling Factor: 100 - Clients: 1000 - Mode: Read Only - Average Latency (ms)",LIB,3.405,5.895,6.450,6.862,3.118,4.096
"PostgreSQL - Scaling Factor: 100 - Clients: 1000 - Mode: Read Only (TPS)",HIB,293725,169643,155196,145790,320827,244198
"uvg266 - Video Input: Bosphorus 4K - Video Preset: Super Fast (FPS)",HIB,7.48,6.03,5.28,5.17,11.36,8.14
"uvg266 - Video Input: Bosphorus 4K - Video Preset: Very Fast (FPS)",HIB,6.99,5.69,4.97,4.93,10.68,7.90
"uvg266 - Video Input: Bosphorus 1080p - Video Preset: Super Fast (FPS)",HIB,34.50,27.72,24.15,24.15,52.25,37.79
"uvg266 - Video Input: Bosphorus 1080p - Video Preset: Very Fast (FPS)",HIB,32.39,26.30,22.81,22.87,49.19,36.45
"uvg266 - Video Input: Bosphorus 4K - Video Preset: Ultra Fast (FPS)",HIB,9.12,7.45,6.51,6.41,13.67,9.82
"PostgreSQL - Scaling Factor: 100 - Clients: 800 - Mode: Read Only - Average Latency (ms)",LIB,2.565,4.616,5.055,5.274,2.475,3.206
"PostgreSQL - Scaling Factor: 100 - Clients: 800 - Mode: Read Only (TPS)",HIB,311942,173317,158267,152093,323353,249490
"SPECFEM3D - Model: Homogeneous Halfspace (sec)",LIB,179.545901627,190.794140810,213.892383575,215.274502309,102.336558318,163.999040336
"OpenRadioss - Model: Bird Strike on Windshield (sec)",LIB,595.14,724.80,811.76,800.02,386.35,621.88
"GROMACS - Implementation: MPI CPU - Input: water_GMX50_bare (Ns/Day)",HIB,0.777,0.579,0.528,0.529,1.098,0.690
"OpenCV - Test: Object Detection (ms)",LIB,38999,58056,64284,66269,32014,37666
"uvg266 - Video Input: Bosphorus 1080p - Video Preset: Ultra Fast (FPS)",HIB,42.24,34.47,30.05,29.97,61.85,45.53
"SPECFEM3D - Model: Tomographic Model (sec)",LIB,143.937022875,150.915292633,166.377622705,167.348051891,81.806465318,128.165738351
"Neural Magic DeepSparse - Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Asynchronous Multi-Stream (items/sec)",HIB,16.2194,13.9932,12.7443,12.8809,26.0592,14.3549
"Memcached - Set To Get Ratio: 1:100 (Ops/sec)",HIB,1030937.28,702291.93,624980.66,604363.37,1224550.68,835405.06
"OpenSSL - Algorithm: RSA4096 (sign/s)",HIB,2062.7,1156.6,1028.6,1028.8,1765.0,1025.7
"SPECFEM3D - Model: Mount St. Helens (sec)",LIB,139.524469614,145.379328519,162.425332308,160.296159080,81.185672352,125.623694120
"oneDNN - Harness: IP Shapes 1D - Data Type: bf16bf16bf16 - Engine: CPU (ms)",LIB,1.50004,19.5287,22.0252,22.0356,,
"oneDNN - Harness: Deconvolution Batch shapes_3d - Data Type: bf16bf16bf16 - Engine: CPU (ms)",LIB,3.54944,35.9164,40.6542,40.7787,,
"Neural Magic DeepSparse - Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream (items/sec)",HIB,33.1064,29.1783,25.9736,25.6937,51.3541,28.4895
"Zstd Compression - Compression Level: 19 - Decompression Speed (MB/s)",HIB,905.2,701.1,649.5,640.8,1129.0,1253.6
"Memcached - Set To Get Ratio: 1:10 (Ops/sec)",HIB,1044947.13,715723.53,641713.60,614742.62,1200527.42,842830.77
"OpenFOAM - Input: drivaerFastback, Small Mesh Size - Execution Time (sec)",LIB,422.67836,560.60744,574.23602,563.86556,294.3444,403.83354
"OpenFOAM - Input: drivaerFastback, Small Mesh Size - Mesh Time (sec)",LIB,62.044277,85.518264,95.062233,91.505362,48.749592,63.91618
"SPECFEM3D - Model: Water-layered Halfspace (sec)",LIB,321.625251668,347.812814070,380.129762523,374.194312999,197.520490133,287.423691806
"Timed FFmpeg Compilation - Time To Compile (sec)",LIB,120.438,139.039,154.899,154.903,80.649,119.640
"Xcompact3d Incompact3d - Input: input.i3d 129 Cells Per Direction (sec)",LIB,32.3943163,37.7575671,40.5390091,40.0328242,21.5001178,26.5214876
"Neural Magic DeepSparse - Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Stream (ms/batch)",LIB,30.7952,33.2924,36.3447,36.6426,57.9885,52.4150
"Intel Open Image Denoise - Run: RTLightmap.hdr.4096x4096 (Images / Sec)",HIB,0.12,0.11,0.10,0.09,0.15,0.08
"Intel Open Image Denoise - Run: RT.hdr_alb_nrm.3840x2160 (Images / Sec)",HIB,0.24,0.22,0.20,0.20,0.30,0.16
"SPECFEM3D - Model: Layered Halfspace (sec)",LIB,372.089480857,374.756877204,415.183075434,416.413137338,223.109853428,324.852582801
"TensorFlow - Device: CPU - Batch Size: 64 - Model: ResNet-50 (images/sec)",HIB,15.69,14.79,13.74,13.70,10.48,8.46
"OpenSSL - Algorithm: ChaCha20-Poly1305 (byte/s)",HIB,15970781140,10919151843,9576513353,9567474300,17592600077,11759326457
"Zstd Compression - Compression Level: 19, Long Mode - Decompression Speed (MB/s)",HIB,907.2,713.8,660.3,650.0,1075.8,1183.8
"Neural Magic DeepSparse - Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Stream (items/sec)",HIB,64.8747,59.9914,54.9590,54.5159,68.8551,38.1242
"Neural Magic DeepSparse - Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-Stream (items/sec)",HIB,6.5372,6.1893,5.7491,5.6481,8.1654,4.5842
"John The Ripper - Test: Blowfish (Real C/S)",HIB,6930,6684,5968,5959,10611,7619
"John The Ripper - Test: bcrypt (Real C/S)",HIB,6932,6687,5970,5962,10585,7620
"nekRS - Input: TurboPipe Periodic (FLOP/s)",HIB,30667900000,25100766667,22963566667,,40756366667,27115200000
"Timed Linux Kernel Compilation - Build: defconfig (sec)",LIB,244.800,289.662,322.381,327.755,184.683,259.335
"nginx - Connections: 500 (Reqs/sec)",HIB,34672.65,21957.17,20146.10,19806.60,35127.26,24265.31
"Neural Magic DeepSparse - Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Asynchronous Multi-Stream (items/sec)",HIB,19.1677,15.9179,15.3621,15.1135,23.8083,13.5466
"nginx - Connections: 1000 (Reqs/sec)",HIB,32118.58,21446.27,19683.60,19418.08,34079.62,23758.47
"John The Ripper - Test: MD5 (Real C/S)",HIB,765713,683546,599637,598971,738210,436585
"TensorFlow - Device: CPU - Batch Size: 32 - Model: ResNet-50 (images/sec)",HIB,14.93,14.11,12.95,12.99,10.61,8.55
"Google Draco - Model: Church Facade (ms)",LIB,7573,11462,12332,12882,8754,7442
"7-Zip Compression - Test: Compression Rating (MIPS)",HIB,35306,30989,28062,28093,48449,39203
"nginx - Connections: 4000 (Reqs/sec)",HIB,32814.75,21594.94,19947.56,19477.31,33592.77,23747.52
"OSPRay Studio - Camera: 1 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path Tracer (ms)",LIB,20952,30911,35884,35193,25306,31370
"Embree - Binary: Pathtracer ISPC - Model: Crown (FPS)",HIB,5.8475,3.9340,3.4584,3.4714,5.4928,4.9231
"CockroachDB - Workload: KV, 95% Reads - Concurrency: 128 (ops/s)",HIB,24960.1,16184.2,14976.8,14884.7,22148.8,20571.8
"nginx - Connections: 200 (Reqs/sec)",HIB,35602.10,24695.91,22570.18,21431.42,35225.04,24677.03
"LeelaChessZero - Backend: BLAS (Nodes/s)",HIB,1272,909,810,770,1202,856
"LeelaChessZero - Backend: Eigen (Nodes/s)",HIB,1221,902,808,801,1039,743
"TensorFlow - Device: CPU - Batch Size: 16 - Model: ResNet-50 (images/sec)",HIB,14.20,13.33,12.18,12.18,10.74,8.66
"NAMD - ATPase Simulation - 327,506 Atoms (days/ns)",LIB,3.35779,4.44534,5.06706,5.05544,3.10822,4.45765
"oneDNN - Harness: Recurrent Neural Network Training - Data Type: bf16bf16bf16 - Engine: CPU (ms)",LIB,4660.70,5767.70,6078.81,6112.65,4004.68,6503.63
"nginx - Connections: 100 (Reqs/sec)",HIB,36310.35,25148.28,22830.19,22444.40,35257.77,25019.86
"oneDNN - Harness: IP Shapes 3D - Data Type: bf16bf16bf16 - Engine: CPU (ms)",LIB,5.34218,8.02416,8.51864,8.62637,,
"Embree - Binary: Pathtracer ISPC - Model: Asian Dragon (FPS)",HIB,7.3642,5.1542,4.5768,4.5994,6.4173,5.8350
"Neural Magic DeepSparse - Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Asynchronous Multi-Stream (ms/batch)",LIB,104.3102,125.4746,130.0183,132.2178,167.6700,147.4795
"Neural Magic DeepSparse - Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-Stream (ms/batch)",LIB,305.8991,323.0828,347.8299,354.0487,489.0758,436.2508
"oneDNN - Harness: Recurrent Neural Network Inference - Data Type: bf16bf16bf16 - Engine: CPU (ms)",LIB,2337.31,2998.03,3172.34,3157.38,2107.39,3335.70
"OpenVKL - Benchmark: vklBenchmark ISPC (Items / Sec)",HIB,98,70,63,81,75,62
"OpenCV - Test: Image Processing (ms)",LIB,128163,147234,178704,172842,114410,117618
"MariaDB - Clients: 4096 (Queries/sec)",HIB,317,237,207,214,280,292
"CockroachDB - Workload: KV, 50% Reads - Concurrency: 128 (ops/s)",HIB,19321.6,13684.5,12699.1,12635.1,19110.4,17168.4
"OpenSSL - Algorithm: ChaCha20 (byte/s)",HIB,22091557637,21346811813,19055130217,19065485903,26325286910,17266517790
"MariaDB - Clients: 2048 (Queries/sec)",HIB,332,248,220,220,301,305
"OpenCV - Test: Stitching (ms)",LIB,214760,250833,278493,281338,195823,187400
"Google Draco - Model: Lion (ms)",LIB,6250,7437,8355,8391,6073,5617
"OpenCV - Test: Graph API (ms)",LIB,219931,236186,267250,289162,210214,199470
"Neural Magic DeepSparse - Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-Stream (ms/batch)",LIB,528.0193,682.3748,752.1925,761.3379,645.4229,584.5598
"Neural Magic DeepSparse - Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-Stream (ms/batch)",LIB,530.6100,681.3449,751.9383,752.6763,642.9791,588.6132
"Zstd Compression - Compression Level: 19 - Compression Speed (MB/s)",HIB,10.3,9.24,8.24,8.29,10.9,11.0
"Zstd Compression - Compression Level: 19, Long Mode - Compression Speed (MB/s)",HIB,6.5,5.86,5.13,5.04,5.42,6.71
"Neural Magic DeepSparse - Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream (ms/batch)",LIB,60.3858,68.5076,76.9661,77.8099,77.7789,70.1289
"Neural Magic DeepSparse - Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Asynchronous Multi-Stream (ms/batch)",LIB,123.2931,142.8892,156.9026,155.2278,153.1562,139.2022
"Blender - Blend File: BMW27 - Compute: CPU-Only (sec)",LIB,315.24,,,,,
"OpenCV - Test: Core (ms)",LIB,87372,142770,209277,208199,90443,80771
"Geometric Mean Of All Test Results - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Geometric Mean)",HIB,54.762,41.962,37.562,37.358,62.186,47.046
"Geometric Mean Of Timed Code Compilation Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.311,1.122,1.007,1.000,1.845,1.279
"Geometric Mean Of C/C++ Compiler Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.648,1.124,1.015,1.000,1.834,1.350
"Geometric Mean Of Compression Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.318,1.114,1.008,1.000,1.480,1.544
"Geometric Mean Of CPU Massive Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.570,1.120,1.012,1.000,1.638,1.227
"Geometric Mean Of Creator Workloads Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.484,1.143,1.000,1.004,1.710,1.291
"Geometric Mean Of Cryptography Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.742,1.125,1.001,1.000,1.955,1.250
"Geometric Mean Of Database Test Suite - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.760,1.134,1.026,1.000,1.796,1.482
"Geometric Mean Of Fortran Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.175,1.102,1.000,1.004,1.964,1.334
"Geometric Mean Of Game Development Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.376,1.103,1.000,1.018,1.388,1.091
"Geometric Mean Of HPC - High Performance Computing Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.367,1.114,1.004,1.000,1.515,1.149
"Geometric Mean Of Common Kernel Benchmarks Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,2.041,1.134,1.019,1.000,2.152,1.449
"Geometric Mean Of Machine Learning Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.343,1.120,1.010,1.000,1.312,1.057
"Geometric Mean Of Molecular Dynamics Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.421,1.089,1.000,1.015,1.894,1.369
"Geometric Mean Of MPI Benchmarks Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.358,1.085,1.000,1.008,1.981,1.414
"Geometric Mean Of Multi-Core Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.466,1.133,1.003,1.000,1.700,1.316
"Geometric Mean Of NVIDIA GPU Compute Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.546,1.133,1.019,1.000,1.614,1.104
"Geometric Mean Of Intel oneAPI Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.523,1.157,1.000,1.020,1.510,1.078
"Geometric Mean Of OpenMPI Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.324,1.102,1.000,1.010,2.107,1.397
"Geometric Mean Of Programmer / Developer System Benchmarks Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.326,1.119,1.010,1.000,1.553,1.475
"Geometric Mean Of Python Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.349,1.174,1.077,1.070,1.267,1.000
"Geometric Mean Of Renderers Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,2.000,1.500,1.000,1.000,2.000,1.500
"Geometric Mean Of Scientific Computing Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.421,1.089,1.000,1.015,1.894,1.369
"Geometric Mean Of Server Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.825,1.127,1.018,1.000,1.875,1.365
"Geometric Mean Of Server CPU Tests - Result Composite - Google Cloud c3 Sapphire Rapids vs. AMD Milan (Relative Performance)",HIB,1.536,1.116,1.001,1.000,1.699,1.286
"oneDNN - Performance / Cost - Harness: Convolution Batch Shapes Auto - Data Type: bf16bf16bf16 - Engine: CPU (ms x Dollar)",LIB,0.004,0.034,0.039,,,
"oneDNN - Performance / Cost - Harness: Matrix Multiply Batch Shapes Transformer - Data Type: bf16bf16bf16 - Engine: CPU (ms x Dollar)",LIB,0.001,0.007,0.009,0.008,,
"OpenSSL - Performance / Cost - Algorithm: SHA256 (byte/s/Dollar)",HIB,251992587470.588,62771120476.191,62027045947.368,84095258071.429,404478101764.706,388278658866.667
"oneDNN - Performance / Cost - Harness: Deconvolution Batch shapes_1d - Data Type: bf16bf16bf16 - Engine: CPU (ms x Dollar)",LIB,0.003,0.106,0.121,0.121,,
"OpenSSL - Performance / Cost - Algorithm: AES-256-GCM (byte/s/Dollar)",HIB,2824021269000.000,806904791904.762,796275684368.421,1080989637357.143,1849851336470.588,1131262576866.667
"OpenSSL - Performance / Cost - Algorithm: AES-128-GCM (byte/s/Dollar)",HIB,3387886930764.706,1106538695380.952,1092908234368.421,1482396441214.286,1996959727823.529,1234828201533.333
"OpenRadioss - Performance / Cost - Model: Rubber O-Ring Seal Installation (sec x Dollar)",LIB,12.845,31.930,38.461,27.452,4.176,11.294
"OpenRadioss - Performance / Cost - Model: Bumper Beam (sec x Dollar)",LIB,8.798,17.577,20.505,15.185,3.006,6.864
"OpenSSL - Performance / Cost - Algorithm: SHA512 (byte/s/Dollar)",HIB,92268995294.118,69800725095.238,68850211947.368,93301694285.714,185803224529.412,124223471133.333
"OSPRay Studio - Performance / Cost - Camera: 3 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path Tracer (ms x Dollar)",LIB,309.828,606.272,490.696,366.900,393.887,372.270
"OpenRadioss - Performance / Cost - Model: Cell Phone Drop Test (sec x Dollar)",LIB,4.834,10.202,11.600,8.329,1.768,3.850
"Neural Magic DeepSparse - Performance / Cost - Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-Stream (items/sec/Dollar)",HIB,757.460,418.686,443.117,525.360,1232.220,854.850
"Neural Magic DeepSparse - Performance / Cost - Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-Stream (items/sec/Dollar)",HIB,753.860,489.200,443.283,531.400,1239.120,847.725
"miniBUDE - Performance / Cost - Implementation: OpenMP - Input Deck: BM1 (GFInst/s/Dollar)",HIB,18865.100,10186.533,8371.938,11162.500,50675.500,20675.556
"miniBUDE - Performance / Cost - Implementation: OpenMP - Input Deck: BM1 (Billion Interactions/s/Dollar)",HIB,754.600,407.467,334.875,446.500,2027.000,827.000
"BRL-CAD - Performance / Cost - VGR Performance Metric (VGR Performance Metric/Dollar)",HIB,1076848.485,541010.753,512218.391,655235.294,1166682.353,923794.521
"PostgreSQL - Performance / Cost - Scaling Factor: 100 - Clients: 1000 - Mode: Read Only - Average Latency (ms x Dollar)",LIB,0.048,0.100,0.103,0.082,0.041,0.049
"PostgreSQL - Performance / Cost - Scaling Factor: 100 - Clients: 1000 - Mode: Read Only (TPS/Dollar)",HIB,20980357.143,9979000.000,9699750.000,12149166.667,24679000.000,20349833.333
"uvg266 - Performance / Cost - Video Input: Bosphorus 4K - Video Preset: Super Fast (FPS/Dollar)",HIB,935.000,502.500,440.000,574.444,2272.000,1356.667
"uvg266 - Performance / Cost - Video Input: Bosphorus 4K - Video Preset: Very Fast (FPS/Dollar)",HIB,873.750,474.167,382.308,493.000,2136.000,1316.667
"uvg266 - Performance / Cost - Video Input: Bosphorus 1080p - Video Preset: Super Fast (FPS/Dollar)",HIB,17250.000,9240.000,8050.000,12075.000,52250.000,37790.000
"uvg266 - Performance / Cost - Video Input: Bosphorus 1080p - Video Preset: Very Fast (FPS/Dollar)",HIB,16195.000,8766.667,7603.333,11435.000,49190.000,36450.000
"uvg266 - Performance / Cost - Video Input: Bosphorus 4K - Video Preset: Ultra Fast (FPS/Dollar)",HIB,1520.000,827.778,651.000,915.714,3417.500,1964.000
"PostgreSQL - Performance / Cost - Scaling Factor: 100 - Clients: 800 - Mode: Read Only - Average Latency (ms x Dollar)",LIB,0.036,0.078,0.081,0.063,0.032,0.038
"PostgreSQL - Performance / Cost - Scaling Factor: 100 - Clients: 800 - Mode: Read Only (TPS/Dollar)",HIB,22281571.429,10195117.647,9891687.500,12674416.667,24873307.692,20790833.333
"SPECFEM3D - Performance / Cost - Model: Homogeneous Halfspace (sec x Dollar)",LIB,3.232,4.388,5.133,3.875,1.023,2.296
"OpenRadioss - Performance / Cost - Model: Bird Strike on Windshield (sec x Dollar)",LIB,33.923,60.883,71.435,51.201,13.909,32.338
"GROMACS - Performance / Cost - Implementation: MPI CPU - Input: water_GMX50_bare (Ns/Day/Dollar)",HIB,35.318,16.543,14.667,19.593,73.200,32.857
"OpenCV - Performance / Cost - Test: Object Detection (ms x Dollar)",LIB,155.996,406.392,449.988,331.345,96.042,112.998
"uvg266 - Performance / Cost - Video Input: Bosphorus 1080p - Video Preset: Ultra Fast (FPS/Dollar)",HIB,42240.000,17235.000,15025.000,14985.000,61850.000,45530.000
"SPECFEM3D - Performance / Cost - Model: Tomographic Model (sec x Dollar)",LIB,2.015,2.716,2.995,2.343,0.654,1.410
"Neural Magic DeepSparse - Performance / Cost - Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Asynchronous Multi-Stream (items/sec/Dollar)",HIB,3243.880,2332.200,2124.050,2576.180,5211.840,3588.725
"Memcached - Performance / Cost - Set To Get Ratio: 1:100 (Ops/sec/Dollar)",HIB,171822880.000,87786491.250,89282951.429,120872674.000,204091780.000,167081012.000
"OpenSSL - Performance / Cost - Algorithm: RSA4096 (sign/s/Dollar)",HIB,343783.333,165228.571,171433.333,205760.000,294166.667,205140.000
"SPECFEM3D - Performance / Cost - Model: Mount St. Helens (sec x Dollar)",LIB,1.953,2.471,2.924,2.084,0.649,1.382
"oneDNN - Performance / Cost - Harness: IP Shapes 1D - Data Type: bf16bf16bf16 - Engine: CPU (ms x Dollar)",LIB,0.002,0.039,0.044,0.022,,
"Neural Magic DeepSparse - Performance / Cost - Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream (items/sec/Dollar)",HIB,8276.600,5835.660,5194.720,8564.567,12838.525,9496.500
"Zstd Compression - Performance / Cost - Compression Level: 19 - Decompression Speed (MB/s/Dollar)",HIB,129314.286,77900.000,72166.667,91542.857,161285.714,208933.333
"Memcached - Performance / Cost - Set To Get Ratio: 1:10 (Ops/sec/Dollar)",HIB,174157855.000,89465441.250,91673371.429,122948524.000,200087903.333,168566154.000
"OpenFOAM - Performance / Cost - Input: drivaerFastback, Small Mesh Size - Execution Time (sec x Dollar)",LIB,19.866,42.046,41.919,29.885,9.713,15.750
"OpenFOAM - Performance / Cost - Input: drivaerFastback, Small Mesh Size - Mesh Time (sec x Dollar)",LIB,2.916,6.414,6.940,4.850,1.609,2.493
"SPECFEM3D - Performance / Cost - Model: Water-layered Halfspace (sec x Dollar)",LIB,10.292,14.608,16.346,11.600,3.753,7.186
"Timed FFmpeg Compilation - Performance / Cost - Time To Compile (sec x Dollar)",LIB,1.325,2.225,2.633,1.859,0.645,1.196
"Xcompact3d Incompact3d - Performance / Cost - Input: input.i3d 129 Cells Per Direction (sec x Dollar)",LIB,0.097,0.151,0.162,0.120,0.043,0.053
"Neural Magic DeepSparse - Performance / Cost - Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Stream (ms/batch x Dollar)",LIB,0.123,0.133,0.145,0.110,0.232,0.157
"Intel Open Image Denoise - Performance / Cost - Run: RTLightmap.hdr.4096x4096 (Images / Sec/Dollar)",HIB,4.800,3.438,2.941,3.600,7.895,2.667
"Intel Open Image Denoise - Performance / Cost - Run: RT.hdr_alb_nrm.3840x2160 (Images / Sec/Dollar)",HIB,20.000,14.667,12.500,16.667,33.333,10.667
"SPECFEM3D - Performance / Cost - Model: Layered Halfspace (sec x Dollar)",LIB,13.395,16.489,18.683,13.742,4.685,8.771
"TensorFlow - Performance / Cost - Device: CPU - Batch Size: 64 - Model: ResNet-50 (images/sec/Dollar)",HIB,364.884,264.107,245.357,326.190,163.750,120.857
"OpenSSL - Performance / Cost - Algorithm: ChaCha20-Poly1305 (byte/s/Dollar)",HIB,939457714117.647,519959611571.429,504027018578.947,683391021428.571,1034858828058.823,783955097133.333
"Zstd Compression - Performance / Cost - Compression Level: 19, Long Mode - Decompression Speed (MB/s/Dollar)",HIB,151200.000,89225.000,82537.500,108333.333,153685.714,236760.000
"Neural Magic DeepSparse - Performance / Cost - Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Stream (items/sec/Dollar)",HIB,16218.675,14997.850,13739.750,18171.967,17213.775,12708.067
"Neural Magic DeepSparse - Performance / Cost - Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-Stream (items/sec/Dollar)",HIB,1307.440,884.186,821.300,1129.620,1633.080,1146.050
"John The Ripper - Performance / Cost - Test: Blowfish (Real C/S/Dollar)",HIB,2310000.000,2228000.000,1989333.333,2979500.000,3537000.000,3809500.000
"John The Ripper - Performance / Cost - Test: bcrypt (Real C/S/Dollar)",HIB,2310666.667,2229000.000,1990000.000,2981000.000,3528333.333,3810000.000
"nekRS - Performance / Cost - Input: TurboPipe Periodic (FLOP/s/Dollar)",HIB,393178205128.205,216385919543.103,194606497177.966,,702695977017.241,352145454545.455
"Timed Linux Kernel Compilation - Performance / Cost - Build: defconfig (sec x Dollar)",LIB,5.630,9.849,11.283,8.522,3.140,5.705
"nginx - Performance / Cost - Connections: 500 (Reqs/sec/Dollar)",HIB,3852516.667,2195717.000,2014610.000,2829514.286,4390907.500,3466472.857
"Neural Magic DeepSparse - Performance / Cost - Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Asynchronous Multi-Stream (items/sec/Dollar)",HIB,4791.925,2652.983,3072.420,3778.375,4761.660,3386.650
"nginx - Performance / Cost - Connections: 1000 (Reqs/sec/Dollar)",HIB,3568731.111,2144627.000,1968360.000,2774011.429,4259952.500,3394067.143
"John The Ripper - Performance / Cost - Test: MD5 (Real C/S/Dollar)",HIB,127618833.333,97649428.571,99939500.000,119794200.000,123035000.000,87317000.000
"TensorFlow - Performance / Cost - Device: CPU - Batch Size: 32 - Model: ResNet-50 (images/sec/Dollar)",HIB,649.130,470.333,431.667,590.455,331.563,244.286
"Google Draco - Performance / Cost - Model: Church Facade (ms x Dollar)",LIB,7.573,22.924,24.664,12.882,8.754,7.442
"7-Zip Compression - Performance / Cost - Test: Compression Rating (MIPS/Dollar)",HIB,8826500.000,7747250.000,7015500.000,9364333.333,24224500.000,19601500.000
"nginx - Performance / Cost - Connections: 4000 (Reqs/sec/Dollar)",HIB,3646083.333,2159494.000,1994756.000,2782472.857,4199096.250,3392502.857
"OSPRay Studio - Performance / Cost - Camera: 1 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path Tracer (ms x Dollar)",LIB,209.520,432.754,538.260,387.123,278.366,282.330
"Embree - Performance / Cost - Binary: Pathtracer ISPC - Model: Crown (FPS/Dollar)",HIB,531.591,207.053,172.920,231.427,499.345,447.555
"CockroachDB - Performance / Cost - Workload: KV, 95% Reads - Concurrency: 128 (ops/s/Dollar)",HIB,2496010.000,1348683.333,1248066.667,1653855.556,2214880.000,2285755.556
"nginx - Performance / Cost - Connections: 200 (Reqs/sec/Dollar)",HIB,3955788.889,2469591.000,2257018.000,3061631.429,4403130.000,3525290.000
"LeelaChessZero - Performance / Cost - Backend: BLAS (Nodes/s/Dollar)",HIB,37411.765,21642.857,20769.231,26551.724,35352.941,28533.333
"LeelaChessZero - Performance / Cost - Backend: Eigen (Nodes/s/Dollar)",HIB,35911.765,21476.190,20717.949,27620.690,30558.824,24766.667
"TensorFlow - Performance / Cost - Device: CPU - Batch Size: 16 - Model: ResNet-50 (images/sec/Dollar)",HIB,1183.333,833.125,761.250,1015.000,671.250,509.412
"NAMD - Performance / Cost - ATPase Simulation - 327,506 Atoms (days/ns x Dollar)",LIB,0.054,0.116,0.137,0.101,0.044,0.080
"oneDNN - Performance / Cost - Harness: Recurrent Neural Network Training - Data Type: bf16bf16bf16 - Engine: CPU (ms x Dollar)",LIB,41.946,63.445,66.867,48.901,36.042,52.029
"nginx - Performance / Cost - Connections: 100 (Reqs/sec/Dollar)",HIB,4034483.333,2514828.000,2283019.000,3206342.857,4407221.250,3574265.714
"oneDNN - Performance / Cost - Harness: IP Shapes 3D - Data Type: bf16bf16bf16 - Engine: CPU (ms x Dollar)",LIB,0.005,0.008,0.009,0.009,,
"Embree - Performance / Cost - Binary: Pathtracer ISPC - Model: Asian Dragon (FPS/Dollar)",HIB,920.525,343.613,305.120,418.127,713.033,648.333
"Neural Magic DeepSparse - Performance / Cost - Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Asynchronous Multi-Stream (ms/batch x Dollar)",LIB,0.417,0.753,0.650,0.529,0.838,0.590
"Neural Magic DeepSparse - Performance / Cost - Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-Stream (ms/batch x Dollar)",LIB,1.529,2.262,2.435,1.770,2.445,1.745
"oneDNN - Performance / Cost - Harness: Recurrent Neural Network Inference - Data Type: bf16bf16bf16 - Engine: CPU (ms x Dollar)",LIB,18.698,29.980,28.551,22.102,16.859,23.350
"OpenVKL - Performance / Cost - Benchmark: vklBenchmark ISPC (Items / Sec/Dollar)",HIB,2450.000,1458.333,1369.565,3375.000,1973.684,1823.529
"OpenCV - Performance / Cost - Test: Image Processing (ms x Dollar)",LIB,1537.956,2502.978,3395.376,2419.788,1258.510,1176.180
"MariaDB - Performance / Cost - Clients: 4096 (Queries/sec/Dollar)",HIB,9906.250,4647.059,3833.333,5487.179,8000.000,9733.333
"CockroachDB - Performance / Cost - Workload: KV, 50% Reads - Concurrency: 128 (ops/s/Dollar)",HIB,1932160.000,1140375.000,1058258.333,1403900.000,1911040.000,1907600.000
"OpenSSL - Performance / Cost - Algorithm: ChaCha20 (byte/s/Dollar)",HIB,1299503390411.765,1016514848238.095,1002901590368.421,1361820421642.857,1548546288823.529,1151101186000.000
"MariaDB - Performance / Cost - Clients: 2048 (Queries/sec/Dollar)",HIB,11066.667,5166.667,4313.725,5945.946,9406.250,10892.857
"OpenCV - Performance / Cost - Test: Stitching (ms x Dollar)",LIB,4509.960,7274.157,8354.790,6189.436,3524.814,2998.400
"Google Draco - Performance / Cost - Model: Lion (ms x Dollar)",LIB,6.250,7.437,8.355,8.391,6.073,5.617
"OpenCV - Performance / Cost - Test: Graph API (ms x Dollar)",LIB,4618.551,6377.022,7750.250,6650.726,4204.280,3390.990
"Neural Magic DeepSparse - Performance / Cost - Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-Stream (ms/batch x Dollar)",LIB,2.640,4.777,4.513,3.807,3.227,2.338
"Neural Magic DeepSparse - Performance / Cost - Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-Stream (ms/batch x Dollar)",LIB,2.653,4.088,4.512,3.763,3.215,2.354
"Zstd Compression - Performance / Cost - Compression Level: 19 - Compression Speed (MB/s/Dollar)",HIB,1471.429,1026.667,915.556,1184.286,1557.143,1833.333
"Zstd Compression - Performance / Cost - Compression Level: 19, Long Mode - Compression Speed (MB/s/Dollar)",HIB,1083.333,732.500,641.250,840.000,774.286,1342.000
"Neural Magic DeepSparse - Performance / Cost - Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream (ms/batch x Dollar)",LIB,0.242,0.343,0.385,0.233,0.311,0.210
"Neural Magic DeepSparse - Performance / Cost - Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Asynchronous Multi-Stream (ms/batch x Dollar)",LIB,0.616,0.857,0.941,0.776,0.766,0.557
"Blender - Performance / Cost - Blend File: BMW27 - Compute: CPU-Only (sec x Dollar)",LIB,9.457,,,,,
"OpenCV - Performance / Cost - Test: Core (ms x Dollar)",LIB,698.976,2427.090,4813.371,3539.383,813.987,565.397