Tau T2A 8 16 32 vCPU Scaling Benchmarks by Michael Larabel for a future article Tau T2A: 16 vCPUs: Processor: ARMv8 Neoverse-N1 (16 Cores), Motherboard: KVM Google Compute Engine, Memory: 64GB, Disk: 215GB nvme_card-pd, Network: Google Compute Engine Virtual OS: Ubuntu 22.04, Kernel: 5.15.0-1013-gcp (aarch64), Compiler: GCC 12.0.1 20220319, File-System: ext4, System Layer: KVM Tau T2A: 8 vCPUs: Processor: ARMv8 Neoverse-N1 (8 Cores), Motherboard: KVM Google Compute Engine, Memory: 32GB, Disk: 215GB nvme_card-pd, Network: Google Compute Engine Virtual OS: Ubuntu 22.04, Kernel: 5.15.0-1013-gcp (aarch64), Compiler: GCC 12.0.1 20220319, File-System: ext4, System Layer: KVM Tau T2A: 32 vCPUs: Processor: ARMv8 Neoverse-N1 (32 Cores), Motherboard: KVM Google Compute Engine, Memory: 128GB, Disk: 215GB nvme_card-pd, Network: Google Compute Engine Virtual OS: Ubuntu 22.04, Kernel: 5.15.0-1016-gcp (aarch64), Compiler: GCC 12.0.1 20220319, File-System: ext4, System Layer: KVM Graph500 3.0 Scale: 26 bfs max_TEPS > Higher Is Better Tau T2A: 16 vCPUs . 262563000 |========================= Tau T2A: 32 vCPUs . 508372000 |================================================ Graph500 3.0 Scale: 26 bfs median_TEPS > Higher Is Better Tau T2A: 16 vCPUs . 257478000 |========================== Tau T2A: 32 vCPUs . 477377000 |================================================ Stress-NG 0.14 Test: Futex Bogo Ops/s > Higher Is Better Tau T2A: 16 vCPUs . 1198681.87 |======================================= Tau T2A: 8 vCPUs .. 937451.99 |=============================== Tau T2A: 32 vCPUs . 1437660.62 |=============================================== Stress-NG 0.14 Test: CPU Cache Bogo Ops/s > Higher Is Better Tau T2A: 16 vCPUs . 551.25 |================================================== Tau T2A: 8 vCPUs .. 436.31 |======================================= Tau T2A: 32 vCPUs . 566.91 |=================================================== Stress-NG 0.14 Test: CPU Stress Bogo Ops/s > Higher Is Better Tau T2A: 16 vCPUs . 4116.96 |========================= Tau T2A: 8 vCPUs .. 2065.53 |============= Tau T2A: 32 vCPUs . 8209.47 |================================================== Stress-NG 0.14 Test: Matrix Math Bogo Ops/s > Higher Is Better Tau T2A: 16 vCPUs . 76177.56 |======================== Tau T2A: 8 vCPUs .. 38215.95 |============ Tau T2A: 32 vCPUs . 151792.83 |================================================ Stress-NG 0.14 Test: Vector Math Bogo Ops/s > Higher Is Better Tau T2A: 16 vCPUs . 49102.30 |========================= Tau T2A: 8 vCPUs .. 24633.99 |============ Tau T2A: 32 vCPUs . 97749.08 |================================================= Stress-NG 0.14 Test: System V Message Passing Bogo Ops/s > Higher Is Better Tau T2A: 16 vCPUs . 5475267.36 |========================================== Tau T2A: 8 vCPUs .. 4507844.17 |=================================== Tau T2A: 32 vCPUs . 6128517.10 |=============================================== OpenSSL 3.0 Algorithm: SHA256 byte/s > Higher Is Better Tau T2A: 16 vCPUs . 12926411527 |======================= Tau T2A: 8 vCPUs .. 6456083507 |============ Tau T2A: 32 vCPUs . 25788919913 |============================================== Sysbench 1.0.20 Test: CPU Events Per Second > Higher Is Better Tau T2A: 16 vCPUs . 54317.42 |======================== Tau T2A: 8 vCPUs .. 27237.28 |============ Tau T2A: 32 vCPUs . 108241.61 |================================================ VP9 libvpx Encoding 1.10.0 Speed: Speed 5 - Input: Bosphorus 4K Frames Per Second > Higher Is Better Tau T2A: 16 vCPUs . 6.68 |=================================================== Tau T2A: 8 vCPUs .. 6.11 |============================================== Tau T2A: 32 vCPUs . 6.99 |===================================================== VP9 libvpx Encoding 1.10.0 Speed: Speed 0 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better Tau T2A: 16 vCPUs . 4.84 |=================================================== Tau T2A: 8 vCPUs .. 4.65 |================================================= Tau T2A: 32 vCPUs . 4.99 |===================================================== VP9 libvpx Encoding 1.10.0 Speed: Speed 5 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better Tau T2A: 16 vCPUs . 11.78 |=================================================== Tau T2A: 8 vCPUs .. 11.27 |================================================ Tau T2A: 32 vCPUs . 12.11 |==================================================== High Performance Conjugate Gradient 3.1 GFLOP/s > Higher Is Better Tau T2A: 16 vCPUs . 17.10 |======================================== Tau T2A: 8 vCPUs .. 11.10 |========================== Tau T2A: 32 vCPUs . 22.09 |==================================================== ASKAP 1.0 Test: Hogbom Clean OpenMP Iterations Per Second > Higher Is Better Tau T2A: 16 vCPUs . 645.16 |================================= Tau T2A: 8 vCPUs .. 371.30 |=================== Tau T2A: 32 vCPUs . 996.70 |=================================================== Coremark 1.0 CoreMark Size 666 - Iterations Per Second Iterations/Sec > Higher Is Better Tau T2A: 16 vCPUs . 351562.54 |======================== Tau T2A: 8 vCPUs .. 175037.77 |============ Tau T2A: 32 vCPUs . 700917.94 |================================================ SPECjbb 2015 SPECjbb2015-Composite max-jOPS jOPS > Higher Is Better Tau T2A: 16 vCPUs . 18092 |=========================== Tau T2A: 8 vCPUs .. 9158 |============== Tau T2A: 32 vCPUs . 35075 |==================================================== SPECjbb 2015 SPECjbb2015-Composite critical-jOPS jOPS > Higher Is Better Tau T2A: 16 vCPUs . 9207 |===================== Tau T2A: 8 vCPUs .. 3921 |========= Tau T2A: 32 vCPUs . 22955 |==================================================== Aircrack-ng 1.7 k/s > Higher Is Better Tau T2A: 16 vCPUs . 16697.92 |======================== Tau T2A: 8 vCPUs .. 8308.58 |============ Tau T2A: 32 vCPUs . 33647.55 |================================================= ASKAP 1.0 Test: tConvolve MT - Gridding Million Grid Points Per Second > Higher Is Better Tau T2A: 16 vCPUs . 3789.01 |=========================================== Tau T2A: 8 vCPUs .. 2360.63 |========================== Tau T2A: 32 vCPUs . 4456.55 |================================================== ASKAP 1.0 Test: tConvolve MT - Degridding Million Grid Points Per Second > Higher Is Better Tau T2A: 16 vCPUs . 4083.16 |===================================== Tau T2A: 8 vCPUs .. 2196.74 |==================== Tau T2A: 32 vCPUs . 5522.07 |================================================== ASKAP 1.0 Test: tConvolve OpenMP - Gridding Million Grid Points Per Second > Higher Is Better Tau T2A: 16 vCPUs . 3631.81 |========================= Tau T2A: 8 vCPUs .. 2296.10 |================ Tau T2A: 32 vCPUs . 7262.74 |================================================== ASKAP 1.0 Test: tConvolve OpenMP - Degridding Million Grid Points Per Second > Higher Is Better Tau T2A: 16 vCPUs . 5023.70 |=========================== Tau T2A: 8 vCPUs .. 2421.43 |============= Tau T2A: 32 vCPUs . 9181.24 |================================================== ASKAP 1.0 Test: tConvolve MPI - Degridding Mpix/sec > Higher Is Better Tau T2A: 16 vCPUs . 2585.31 |================================= Tau T2A: 8 vCPUs .. 1325.06 |================= Tau T2A: 32 vCPUs . 3962.08 |================================================== ASKAP 1.0 Test: tConvolve MPI - Gridding Mpix/sec > Higher Is Better Tau T2A: 16 vCPUs . 3343.25 |=========================================== Tau T2A: 8 vCPUs .. 1977.89 |========================= Tau T2A: 32 vCPUs . 3899.28 |================================================== GROMACS 2022.1 Implementation: MPI CPU - Input: water_GMX50_bare Ns Per Day > Higher Is Better Tau T2A: 16 vCPUs . 0.880 |=========================== Tau T2A: 8 vCPUs .. 0.450 |============== Tau T2A: 32 vCPUs . 1.718 |==================================================== LAMMPS Molecular Dynamics Simulator 23Jun2022 Model: 20k Atoms ns/day > Higher Is Better Tau T2A: 16 vCPUs . 8.499 |========================== Tau T2A: 8 vCPUs .. 4.662 |============== Tau T2A: 32 vCPUs . 16.550 |=================================================== LAMMPS Molecular Dynamics Simulator 23Jun2022 Model: Rhodopsin Protein ns/day > Higher Is Better Tau T2A: 16 vCPUs . 8.861 |=========================== Tau T2A: 8 vCPUs .. 4.812 |=============== Tau T2A: 32 vCPUs . 16.596 |=================================================== Apache Cassandra 4.0 Test: Writes Op/s > Higher Is Better Tau T2A: 16 vCPUs . 39296 |======================= Tau T2A: 8 vCPUs .. 17862 |=========== Tau T2A: 32 vCPUs . 87819 |==================================================== Facebook RocksDB 7.0.1 Test: Random Read Op/s > Higher Is Better Tau T2A: 16 vCPUs . 62048967 |======================== Tau T2A: 8 vCPUs .. 31055689 |============ Tau T2A: 32 vCPUs . 124704201 |================================================ Facebook RocksDB 7.0.1 Test: Read While Writing Op/s > Higher Is Better Tau T2A: 16 vCPUs . 1264826 |======================== Tau T2A: 8 vCPUs .. 594702 |=========== Tau T2A: 32 vCPUs . 2610992 |================================================== Facebook RocksDB 7.0.1 Test: Read Random Write Random Op/s > Higher Is Better Tau T2A: 16 vCPUs . 884700 |================================= Tau T2A: 8 vCPUs .. 548353 |===================== Tau T2A: 32 vCPUs . 1321827 |================================================== OpenSSL 3.0 Algorithm: RSA4096 sign/s > Higher Is Better Tau T2A: 16 vCPUs . 786.7 |========================== Tau T2A: 8 vCPUs .. 393.7 |============= Tau T2A: 32 vCPUs . 1570.2 |=================================================== Graph500 3.0 Scale: 26 sssp max_TEPS > Higher Is Better Tau T2A: 16 vCPUs . 95265500 |=========================== Tau T2A: 32 vCPUs . 169542000 |================================================ Graph500 3.0 Scale: 26 sssp median_TEPS > Higher Is Better Tau T2A: 16 vCPUs . 70750200 |=========================== Tau T2A: 32 vCPUs . 124702000 |================================================ NAS Parallel Benchmarks 3.4 Test / Class: BT.C Total Mop/s > Higher Is Better Tau T2A: 16 vCPUs . 49125.93 |=================================== Tau T2A: 8 vCPUs .. 14368.29 |========== Tau T2A: 32 vCPUs . 69530.64 |================================================= NAS Parallel Benchmarks 3.4 Test / Class: CG.C Total Mop/s > Higher Is Better Tau T2A: 16 vCPUs . 12171.95 |============================ Tau T2A: 8 vCPUs .. 6855.81 |================ Tau T2A: 32 vCPUs . 21433.92 |================================================= NAS Parallel Benchmarks 3.4 Test / Class: EP.D Total Mop/s > Higher Is Better Tau T2A: 16 vCPUs . 1634.99 |========================= Tau T2A: 8 vCPUs .. 820.94 |============= Tau T2A: 32 vCPUs . 3265.68 |================================================== NAS Parallel Benchmarks 3.4 Test / Class: FT.C Total Mop/s > Higher Is Better Tau T2A: 16 vCPUs . 32644.85 |=============================== Tau T2A: 8 vCPUs .. 18574.23 |================= Tau T2A: 32 vCPUs . 52309.81 |================================================= NAS Parallel Benchmarks 3.4 Test / Class: IS.D Total Mop/s > Higher Is Better Tau T2A: 16 vCPUs . 1498.45 |========================================= Tau T2A: 8 vCPUs .. 1104.26 |============================== Tau T2A: 32 vCPUs . 1822.77 |================================================== NAS Parallel Benchmarks 3.4 Test / Class: LU.C Total Mop/s > Higher Is Better Tau T2A: 16 vCPUs . 55447.31 |=============================== Tau T2A: 8 vCPUs .. 32029.14 |================== Tau T2A: 32 vCPUs . 87702.30 |================================================= NAS Parallel Benchmarks 3.4 Test / Class: MG.C Total Mop/s > Higher Is Better Tau T2A: 16 vCPUs . 33309.76 |================================ Tau T2A: 8 vCPUs .. 27703.33 |=========================== Tau T2A: 32 vCPUs . 50939.05 |================================================= NAS Parallel Benchmarks 3.4 Test / Class: SP.B Total Mop/s > Higher Is Better Tau T2A: 16 vCPUs . 19552.45 |============================ Tau T2A: 8 vCPUs .. 7338.98 |========== Tau T2A: 32 vCPUs . 34381.91 |================================================= NAS Parallel Benchmarks 3.4 Test / Class: SP.C Total Mop/s > Higher Is Better Tau T2A: 16 vCPUs . 19710.90 |==================================== Tau T2A: 8 vCPUs .. 7115.28 |============= Tau T2A: 32 vCPUs . 26843.58 |================================================= PostgreSQL pgbench 14.0 Scaling Factor: 100 - Clients: 100 - Mode: Read Only TPS > Higher Is Better Tau T2A: 16 vCPUs . 157894 |======================== Tau T2A: 8 vCPUs .. 54237 |======== Tau T2A: 32 vCPUs . 329539 |=================================================== PostgreSQL pgbench 14.0 Scaling Factor: 100 - Clients: 250 - Mode: Read Only TPS > Higher Is Better Tau T2A: 16 vCPUs . 131607 |===================== Tau T2A: 8 vCPUs .. 49628 |======== Tau T2A: 32 vCPUs . 312239 |=================================================== OpenSSL 3.0 Algorithm: RSA4096 verify/s > Higher Is Better Tau T2A: 16 vCPUs . 64247.0 |========================= Tau T2A: 8 vCPUs .. 32136.8 |============ Tau T2A: 32 vCPUs . 128273.1 |================================================= TensorFlow Lite 2022-05-18 Model: SqueezeNet Microseconds < Lower Is Better Tau T2A: 16 vCPUs . 3955.89 |============================== Tau T2A: 8 vCPUs .. 6618.32 |================================================== Tau T2A: 32 vCPUs . 3853.90 |============================= TensorFlow Lite 2022-05-18 Model: Inception V4 Microseconds < Lower Is Better Tau T2A: 16 vCPUs . 46113.4 |======================== Tau T2A: 8 vCPUs .. 97646.1 |================================================== Tau T2A: 32 vCPUs . 31657.3 |================ TensorFlow Lite 2022-05-18 Model: Mobilenet Float Microseconds < Lower Is Better Tau T2A: 16 vCPUs . 2481.96 |============================ Tau T2A: 8 vCPUs .. 4395.73 |================================================== Tau T2A: 32 vCPUs . 2093.25 |======================== TensorFlow Lite 2022-05-18 Model: Inception ResNet V2 Microseconds < Lower Is Better Tau T2A: 16 vCPUs . 45445.9 |========================= Tau T2A: 8 vCPUs .. 91592.6 |================================================== Tau T2A: 32 vCPUs . 33994.9 |=================== Renaissance 0.14 Test: Apache Spark Bayes ms < Lower Is Better Tau T2A: 16 vCPUs . 1262.0 |============================= Tau T2A: 8 vCPUs .. 2249.8 |=================================================== Tau T2A: 32 vCPUs . 766.4 |================= Renaissance 0.14 Test: Savina Reactors.IO ms < Lower Is Better Tau T2A: 16 vCPUs . 15981.5 |============================== Tau T2A: 8 vCPUs .. 26456.4 |================================================== Tau T2A: 32 vCPUs . 10705.9 |==================== PostgreSQL pgbench 14.0 Scaling Factor: 100 - Clients: 100 - Mode: Read Only - Average Latency ms < Lower Is Better Tau T2A: 16 vCPUs . 0.633 |================== Tau T2A: 8 vCPUs .. 1.844 |==================================================== Tau T2A: 32 vCPUs . 0.304 |========= PostgreSQL pgbench 14.0 Scaling Factor: 100 - Clients: 250 - Mode: Read Only - Average Latency ms < Lower Is Better Tau T2A: 16 vCPUs . 1.900 |==================== Tau T2A: 8 vCPUs .. 5.045 |==================================================== Tau T2A: 32 vCPUs . 0.803 |======== TNN 0.3 Target: CPU - Model: DenseNet ms < Lower Is Better Tau T2A: 16 vCPUs . 3358.73 |============================================ Tau T2A: 8 vCPUs .. 3842.12 |================================================== Tau T2A: 32 vCPUs . 3056.90 |======================================== TNN 0.3 Target: CPU - Model: MobileNet v2 ms < Lower Is Better Tau T2A: 16 vCPUs . 328.89 |=================================================== Tau T2A: 8 vCPUs .. 331.34 |=================================================== Tau T2A: 32 vCPUs . 322.77 |================================================== DaCapo Benchmark 9.12-MR1 Java Test: Tradesoap msec < Lower Is Better Tau T2A: 16 vCPUs . 5598 |===================================== Tau T2A: 8 vCPUs .. 8040 |===================================================== Tau T2A: 32 vCPUs . 5015 |================================= OpenFOAM 9 Input: drivaerFastback, Medium Mesh Size - Mesh Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 303.71 |==================================== Tau T2A: 8 vCPUs .. 425.95 |=================================================== Tau T2A: 32 vCPUs . 206.40 |========================= OpenFOAM 9 Input: drivaerFastback, Medium Mesh Size - Execution Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 1534.72 |================================ Tau T2A: 8 vCPUs .. 2426.16 |================================================== Tau T2A: 32 vCPUs . 994.53 |==================== libavif avifenc 0.10 Encoder Speed: 0 Seconds < Lower Is Better Tau T2A: 16 vCPUs . 328.97 |===================================== Tau T2A: 8 vCPUs .. 456.24 |=================================================== Tau T2A: 32 vCPUs . 266.34 |============================== libavif avifenc 0.10 Encoder Speed: 2 Seconds < Lower Is Better Tau T2A: 16 vCPUs . 194.77 |======================================== Tau T2A: 8 vCPUs .. 245.60 |=================================================== Tau T2A: 32 vCPUs . 169.64 |=================================== libavif avifenc 0.10 Encoder Speed: 6 Seconds < Lower Is Better Tau T2A: 16 vCPUs . 11.168 |============================ Tau T2A: 8 vCPUs .. 20.273 |=================================================== Tau T2A: 32 vCPUs . 6.682 |================= libavif avifenc 0.10 Encoder Speed: 6, Lossless Seconds < Lower Is Better Tau T2A: 16 vCPUs . 14.70 |================================= Tau T2A: 8 vCPUs .. 23.31 |==================================================== Tau T2A: 32 vCPUs . 10.34 |======================= libavif avifenc 0.10 Encoder Speed: 10, Lossless Seconds < Lower Is Better Tau T2A: 16 vCPUs . 7.658 |======================================== Tau T2A: 8 vCPUs .. 9.997 |==================================================== Tau T2A: 32 vCPUs . 6.775 |=================================== Timed FFmpeg Compilation 4.4 Time To Compile Seconds < Lower Is Better Tau T2A: 16 vCPUs . 61.98 |============================ Tau T2A: 8 vCPUs .. 113.46 |=================================================== Tau T2A: 32 vCPUs . 38.96 |================== Timed Gem5 Compilation 21.2 Time To Compile Seconds < Lower Is Better Tau T2A: 16 vCPUs . 495.54 |============================ Tau T2A: 8 vCPUs .. 917.39 |=================================================== Tau T2A: 32 vCPUs . 312.12 |================= Timed MPlayer Compilation 1.5 Time To Compile Seconds < Lower Is Better Tau T2A: 16 vCPUs . 47.62 |============================ Tau T2A: 8 vCPUs .. 88.84 |==================================================== Tau T2A: 32 vCPUs . 28.93 |================= Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 4.93 |========================================== Tau T2A: 8 vCPUs .. 6.28 |===================================================== Tau T2A: 32 vCPUs . 4.79 |======================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better Tau T2A: 16 vCPUs . 137.76 |========================= Tau T2A: 8 vCPUs .. 277.89 |=================================================== Tau T2A: 32 vCPUs . 69.77 |============= Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better Tau T2A: 16 vCPUs . 8.39 |=========================== Tau T2A: 8 vCPUs .. 15.92 |==================================================== Tau T2A: 32 vCPUs . 4.79 |================ Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 2.55 |============================== Tau T2A: 8 vCPUs .. 4.58 |===================================================== Tau T2A: 32 vCPUs . 2.01 |======================= Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 2.22 |================================== Tau T2A: 8 vCPUs .. 3.48 |===================================================== Tau T2A: 32 vCPUs . 2.13 |================================ Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 1.79 |================================= Tau T2A: 8 vCPUs .. 2.86 |===================================================== Tau T2A: 32 vCPUs . 1.68 |=============================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 5.91 |======================================= Tau T2A: 8 vCPUs .. 8.09 |===================================================== Tau T2A: 32 vCPUs . 4.96 |================================ Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better Tau T2A: 16 vCPUs . 137.17 |========================= Tau T2A: 8 vCPUs .. 278.47 |=================================================== Tau T2A: 32 vCPUs . 69.92 |============= Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better Tau T2A: 16 vCPUs . 8.29 |=========================== Tau T2A: 8 vCPUs .. 15.81 |==================================================== Tau T2A: 32 vCPUs . 4.80 |================ Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 7.43 |============================================ Tau T2A: 8 vCPUs .. 8.85 |===================================================== Tau T2A: 32 vCPUs . 6.72 |======================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 3.36 |=============================== Tau T2A: 8 vCPUs .. 5.67 |===================================================== Tau T2A: 32 vCPUs . 2.60 |======================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 3.65 |================================ Tau T2A: 8 vCPUs .. 5.98 |===================================================== Tau T2A: 32 vCPUs . 2.87 |========================= Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 2.65 |=========================== Tau T2A: 8 vCPUs .. 5.18 |===================================================== Tau T2A: 32 vCPUs . 2.12 |====================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 51.40 |============================= Tau T2A: 8 vCPUs .. 93.67 |==================================================== Tau T2A: 32 vCPUs . 46.30 |========================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better Tau T2A: 16 vCPUs . 136.85 |========================= Tau T2A: 8 vCPUs .. 278.37 |=================================================== Tau T2A: 32 vCPUs . 69.57 |============= Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better Tau T2A: 16 vCPUs . 8.40 |============================ Tau T2A: 8 vCPUs .. 15.65 |==================================================== Tau T2A: 32 vCPUs . 4.76 |================ Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 35.64 |==================================== Tau T2A: 8 vCPUs .. 50.87 |==================================================== Tau T2A: 32 vCPUs . 27.64 |============================ Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 37.22 |============================ Tau T2A: 8 vCPUs .. 68.68 |==================================================== Tau T2A: 32 vCPUs . 24.36 |================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 44.62 |============================= Tau T2A: 8 vCPUs .. 80.02 |==================================================== Tau T2A: 32 vCPUs . 30.32 |==================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 45.29 |============================= Tau T2A: 8 vCPUs .. 80.26 |==================================================== Tau T2A: 32 vCPUs . 31.98 |===================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 51.55 |============================== Tau T2A: 8 vCPUs .. 89.23 |==================================================== Tau T2A: 32 vCPUs . 39.22 |======================= Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better Tau T2A: 16 vCPUs . 137.04 |========================= Tau T2A: 8 vCPUs .. 277.83 |=================================================== Tau T2A: 32 vCPUs . 69.79 |============= Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better Tau T2A: 16 vCPUs . 8.34 |============================ Tau T2A: 8 vCPUs .. 15.71 |==================================================== Tau T2A: 32 vCPUs . 4.78 |================ Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 30.70 |=================================== Tau T2A: 8 vCPUs .. 45.61 |==================================================== Tau T2A: 32 vCPUs . 22.84 |========================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 35.45 |============================ Tau T2A: 8 vCPUs .. 66.27 |==================================================== Tau T2A: 32 vCPUs . 22.22 |================= Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 44.39 |============================== Tau T2A: 8 vCPUs .. 78.00 |==================================================== Tau T2A: 32 vCPUs . 28.66 |=================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better Tau T2A: 16 vCPUs . 42.75 |============================== Tau T2A: 8 vCPUs .. 74.71 |==================================================== Tau T2A: 32 vCPUs . 26.55 |================== ASTC Encoder 3.2 Preset: Medium Seconds < Lower Is Better Tau T2A: 16 vCPUs . 6.9449 |======================================= Tau T2A: 8 vCPUs .. 9.0505 |=================================================== Tau T2A: 32 vCPUs . 5.9825 |================================== ASTC Encoder 3.2 Preset: Thorough Seconds < Lower Is Better Tau T2A: 16 vCPUs . 14.2146 |======================== Tau T2A: 8 vCPUs .. 29.0505 |================================================== Tau T2A: 32 vCPUs . 7.1619 |============ ASTC Encoder 3.2 Preset: Exhaustive Seconds < Lower Is Better Tau T2A: 16 vCPUs . 137.62 |========================= Tau T2A: 8 vCPUs .. 276.88 |=================================================== Tau T2A: 32 vCPUs . 68.66 |============= GPAW 22.1 Input: Carbon Nanotube Seconds < Lower Is Better Tau T2A: 16 vCPUs . 208.97 |============================ Tau T2A: 8 vCPUs .. 381.20 |=================================================== Tau T2A: 32 vCPUs . 130.35 |================= Blender Blend File: BMW27 - Compute: CPU-Only Seconds < Lower Is Better Tau T2A: 16 vCPUs . 226.26 |========================== Tau T2A: 8 vCPUs .. 447.71 |=================================================== Tau T2A: 32 vCPUs . 112.47 |============= Blender Blend File: Classroom - Compute: CPU-Only Seconds < Lower Is Better Tau T2A: 16 vCPUs . 506.10 |========================= Tau T2A: 8 vCPUs .. 1016.66 |================================================== Tau T2A: 32 vCPUs . 249.89 |============ Blender Blend File: Fishy Cat - Compute: CPU-Only Seconds < Lower Is Better Tau T2A: 16 vCPUs . 426.04 |========================== Tau T2A: 8 vCPUs .. 841.18 |=================================================== Tau T2A: 32 vCPUs . 214.41 |=============