AMD Ryzen 9 3900X 12-Core testing with a MSI X570-A PRO (MS-7C37) v3.0 (H.70 BIOS) and NVIDIA GeForce RTX 3060 12GB on Ubuntu 23.10 via the Phoronix Test Suite.
Compare your own system(s) to this result file with the
Phoronix Test Suite by running the command:
phoronix-test-suite benchmark 2404285-VPA1-DESKTOP14
machine learning
AMD Ryzen 9 3900X 12-Core testing with a MSI X570-A PRO (MS-7C37) v3.0 (H.70 BIOS) and NVIDIA GeForce RTX 3060 12GB on Ubuntu 23.10 via the Phoronix Test Suite.
,,"mantic","mantic-no-omit-framepointer"
Processor,,AMD Ryzen 9 3900X 12-Core @ 3.80GHz (12 Cores / 24 Threads),AMD Ryzen 9 3900X 12-Core @ 3.80GHz (12 Cores / 24 Threads)
Motherboard,,MSI X570-A PRO (MS-7C37) v3.0 (H.70 BIOS),MSI X570-A PRO (MS-7C37) v3.0 (H.70 BIOS)
Chipset,,AMD Starship/Matisse,AMD Starship/Matisse
Memory,,2 x 16GB DDR4-3200MT/s F4-3200C16-16GVK,2 x 16GB DDR4-3200MT/s F4-3200C16-16GVK
Disk,,2000GB Seagate ST2000DM006-2DM1 + 2000GB Western Digital WD20EZAZ-00G + 500GB Samsung SSD 860 + 8002GB Seagate ST8000DM004-2CX1 + 1000GB CT1000BX500SSD1 + 512GB TS512GESD310C,2000GB Seagate ST2000DM006-2DM1 + 2000GB Western Digital WD20EZAZ-00G + 500GB Samsung SSD 860 + 8002GB Seagate ST8000DM004-2CX1 + 1000GB CT1000BX500SSD1 + 512GB TS512GESD310C
Graphics,,NVIDIA GeForce RTX 3060 12GB,NVIDIA GeForce RTX 3060
Audio,,NVIDIA GA104 HD Audio,NVIDIA GA104 HD Audio
Monitor,,DELL P2314H,DELL P2314H
Network,,Realtek RTL8111/8168/8411,Realtek RTL8111/8168/8411
OS,,Ubuntu 23.10,Ubuntu 23.10
Kernel,,6.5.0-9-generic (x86_64),6.5.0-9-generic (x86_64)
Display Server,,X Server 1.21.1.7,X Server 1.21.1.7
Display Driver,,NVIDIA,
OpenCL,,OpenCL 3.0 CUDA 12.2.146,
Compiler,,GCC 13.2.0 + CUDA 12.2,GCC 13.2.0 + CUDA 12.2
File-System,,ext4,ext4
Screen Resolution,,1920x1080,1920x1080
,,"mantic","mantic-no-omit-framepointer"
"PyTorch - Device: CPU - Batch Size: 1 - Model: ResNet-50 (batches/sec)",HIB,32.36,32.54
"PyTorch - Device: CPU - Batch Size: 1 - Model: ResNet-152 (batches/sec)",HIB,12.72,12.78
"PyTorch - Device: CPU - Batch Size: 16 - Model: ResNet-50 (batches/sec)",HIB,24.28,24.38
"PyTorch - Device: CPU - Batch Size: 32 - Model: ResNet-50 (batches/sec)",HIB,24.29,24.35
"PyTorch - Device: CPU - Batch Size: 64 - Model: ResNet-50 (batches/sec)",HIB,24.24,24.40
"PyTorch - Device: CPU - Batch Size: 16 - Model: ResNet-152 (batches/sec)",HIB,9.88,9.93
"PyTorch - Device: CPU - Batch Size: 256 - Model: ResNet-50 (batches/sec)",HIB,24.42,24.37
"PyTorch - Device: CPU - Batch Size: 32 - Model: ResNet-152 (batches/sec)",HIB,9.84,10.00
"PyTorch - Device: CPU - Batch Size: 512 - Model: ResNet-50 (batches/sec)",HIB,24.13,24.28
"PyTorch - Device: CPU - Batch Size: 64 - Model: ResNet-152 (batches/sec)",HIB,9.88,9.91
"PyTorch - Device: CPU - Batch Size: 256 - Model: ResNet-152 (batches/sec)",HIB,9.77,9.91
"PyTorch - Device: CPU - Batch Size: 512 - Model: ResNet-152 (batches/sec)",HIB,9.87,9.80
"PyTorch - Device: CPU - Batch Size: 1 - Model: Efficientnet_v2_l (batches/sec)",HIB,7.31,7.32
"PyTorch - Device: CPU - Batch Size: 16 - Model: Efficientnet_v2_l (batches/sec)",HIB,5.63,5.64
"PyTorch - Device: CPU - Batch Size: 32 - Model: Efficientnet_v2_l (batches/sec)",HIB,5.63,5.64
"PyTorch - Device: CPU - Batch Size: 64 - Model: Efficientnet_v2_l (batches/sec)",HIB,5.62,5.65
"PyTorch - Device: CPU - Batch Size: 256 - Model: Efficientnet_v2_l (batches/sec)",HIB,5.61,5.64
"PyTorch - Device: CPU - Batch Size: 512 - Model: Efficientnet_v2_l (batches/sec)",HIB,5.61,5.65
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 1 - Model: ResNet-50 (batches/sec)",HIB,210.88,211.46
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 1 - Model: ResNet-152 (batches/sec)",HIB,73.91,72.27
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 16 - Model: ResNet-50 (batches/sec)",HIB,200.30,200.17
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 32 - Model: ResNet-50 (batches/sec)",HIB,199.46,202.68
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 64 - Model: ResNet-50 (batches/sec)",HIB,201.41,205.95
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 16 - Model: ResNet-152 (batches/sec)",HIB,73.01,72.24
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 256 - Model: ResNet-50 (batches/sec)",HIB,202.72,203.22
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 32 - Model: ResNet-152 (batches/sec)",HIB,74.15,73.36
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 512 - Model: ResNet-50 (batches/sec)",HIB,203.18,201.14
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 64 - Model: ResNet-152 (batches/sec)",HIB,71.81,73.65
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 256 - Model: ResNet-152 (batches/sec)",HIB,71.74,72.91
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 512 - Model: ResNet-152 (batches/sec)",HIB,72.31,73.75
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 1 - Model: Efficientnet_v2_l (batches/sec)",HIB,39.35,37.29
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 16 - Model: Efficientnet_v2_l (batches/sec)",HIB,38.95,36.10
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 32 - Model: Efficientnet_v2_l (batches/sec)",HIB,37.71,37.16
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 64 - Model: Efficientnet_v2_l (batches/sec)",HIB,37.88,37.24
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 256 - Model: Efficientnet_v2_l (batches/sec)",HIB,37.36,36.60
"PyTorch - Device: NVIDIA CUDA GPU - Batch Size: 512 - Model: Efficientnet_v2_l (batches/sec)",HIB,37.43,37.22
"Numpy Benchmark - (Score)",HIB,426.28,428.61
"PyBench - Total For Average Test Times (Milliseconds)",LIB,774,790
"PyPerformance - Benchmark: go (Milliseconds)",LIB,129,131
"PyPerformance - Benchmark: 2to3 (Milliseconds)",LIB,221,224
"PyPerformance - Benchmark: chaos (Milliseconds)",LIB,62.8,63.6
"PyPerformance - Benchmark: float (Milliseconds)",LIB,67.4,66.9
"PyPerformance - Benchmark: nbody (Milliseconds)",LIB,76.2,77.1
"PyPerformance - Benchmark: pathlib (Milliseconds)",LIB,19.7,20.2
"PyPerformance - Benchmark: raytrace (Milliseconds)",LIB,262,274
"PyPerformance - Benchmark: json_loads (Milliseconds)",LIB,19.5,20.8
"PyPerformance - Benchmark: crypto_pyaes (Milliseconds)",LIB,65.1,66.6
"PyPerformance - Benchmark: regex_compile (Milliseconds)",LIB,116,120
"PyPerformance - Benchmark: python_startup (Milliseconds)",LIB,7.61,7.64
"PyPerformance - Benchmark: django_template (Milliseconds)",LIB,28.5,29.5
"PyPerformance - Benchmark: pickle_pure_python (Milliseconds)",LIB,259,263
"PyHPC Benchmarks - Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State (sec)",LIB,0.003,0.003
"PyHPC Benchmarks - Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing (sec)",LIB,0.009,0.008
"PyHPC Benchmarks - Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State (sec)",LIB,0.015,0.015
"PyHPC Benchmarks - Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing (sec)",LIB,0.032,0.032
"PyHPC Benchmarks - Device: GPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State (sec)",LIB,0.003,0.002
"PyHPC Benchmarks - Device: GPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing (sec)",LIB,0.009,0.008
"PyHPC Benchmarks - Device: GPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State (sec)",LIB,0.015,0.015
"PyHPC Benchmarks - Device: GPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing (sec)",LIB,0.033,0.033
"PyHPC Benchmarks - Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State (sec)",LIB,0.061,0.058
"PyHPC Benchmarks - Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing (sec)",LIB,0.131,0.132
"PyHPC Benchmarks - Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State (sec)",LIB,0.062,0.058
"PyHPC Benchmarks - Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing (sec)",LIB,0.131,0.128
"PyHPC Benchmarks - Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State (sec)",LIB,0.263,0.262
"PyHPC Benchmarks - Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing (sec)",LIB,0.619,0.618
"PyHPC Benchmarks - Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State (sec)",LIB,1.402,1.405
"PyHPC Benchmarks - Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing (sec)",LIB,2.670,2.626
"PyHPC Benchmarks - Device: GPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State (sec)",LIB,0.263,0.260
"PyHPC Benchmarks - Device: GPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing (sec)",LIB,0.631,0.622
"PyHPC Benchmarks - Device: GPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State (sec)",LIB,1.422,1.411
"PyHPC Benchmarks - Device: GPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing (sec)",LIB,2.662,2.620
"Scikit-Learn - Benchmark: GLM (sec)",LIB,293.598,295.096
"Scikit-Learn - Benchmark: SAGA (sec)",LIB,868.018,873.822
"Scikit-Learn - Benchmark: Tree (sec)",LIB,48.338,52.969
"Scikit-Learn - Benchmark: Lasso (sec)",LIB,511.848,509.537
"Scikit-Learn - Benchmark: Sparsify (sec)",LIB,127.282,125.442
"Scikit-Learn - Benchmark: Plot Ward (sec)",LIB,57.824,57.545
"Scikit-Learn - Benchmark: MNIST Dataset (sec)",LIB,65.763,65.877
"Scikit-Learn - Benchmark: Plot Neighbors (sec)",LIB,147.752,142.451
"Scikit-Learn - Benchmark: SGD Regression (sec)",LIB,106.315,107.527
"Scikit-Learn - Benchmark: SGDOneClassSVM (sec)",LIB,379.739,382.611
"Scikit-Learn - Benchmark: Isolation Forest (sec)",LIB,289.371,336.372
"Scikit-Learn - Benchmark: Text Vectorizers (sec)",LIB,60.814,63.875
"Scikit-Learn - Benchmark: Plot Hierarchical (sec)",LIB,211.286,208.391
"Scikit-Learn - Benchmark: Plot OMP vs. LARS (sec)",LIB,91.499,92.582
"Scikit-Learn - Benchmark: Feature Expansions (sec)",LIB,131.277,133.092
"Scikit-Learn - Benchmark: LocalOutlierFactor (sec)",LIB,53.464,56.754
"Scikit-Learn - Benchmark: TSNE MNIST Dataset (sec)",LIB,236.865,236.786
"Scikit-Learn - Benchmark: Isotonic / Logistic (sec)",LIB,1470.806,1471.834
"Scikit-Learn - Benchmark: Plot Incremental PCA (sec)",LIB,31.006,31.057
"Scikit-Learn - Benchmark: Hist Gradient Boosting (sec)",LIB,109.984,111.255
"Scikit-Learn - Benchmark: Sample Without Replacement (sec)",LIB,158.262,161.460
"Scikit-Learn - Benchmark: Covertype Dataset Benchmark (sec)",LIB,376.145,370.694
"Scikit-Learn - Benchmark: Hist Gradient Boosting Adult (sec)",LIB,103.497,105.647
"Scikit-Learn - Benchmark: Isotonic / Perturbed Logarithm (sec)",LIB,1788.259,1828.300
"Scikit-Learn - Benchmark: Hist Gradient Boosting Threading (sec)",LIB,110.215,110.374
"Scikit-Learn - Benchmark: 20 Newsgroups / Logistic Regression (sec)",LIB,41.519,41.728
"Scikit-Learn - Benchmark: Plot Polynomial Kernel Approximation (sec)",LIB,150.732,150.376
"Scikit-Learn - Benchmark: Hist Gradient Boosting Categorical Only (sec)",LIB,18.579,18.865
"Scikit-Learn - Benchmark: Kernel PCA Solvers / Time vs. N Samples (sec)",LIB,72.541,72.909
"Scikit-Learn - Benchmark: Kernel PCA Solvers / Time vs. N Components (sec)",LIB,37.242,37.889
"Scikit-Learn - Benchmark: Sparse Random Projections / 100 Iterations (sec)",LIB,613.547,631.071
"PyHPC Benchmarks - Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State (sec)",LIB,,
"PyHPC Benchmarks - Device: GPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing (sec)",LIB,,
"Scikit-Learn - Benchmark: Glmnet (sec)",LIB,,
"Scikit-Learn - Benchmark: Plot Lasso Path (sec)",LIB,,
"Scikit-Learn - Benchmark: Plot Fast KMeans (sec)",LIB,,
"Scikit-Learn - Benchmark: Plot Parallel Pairwise (sec)",LIB,,
"Scikit-Learn - Benchmark: Isotonic / Pathological (sec)",LIB,,
"Scikit-Learn - Benchmark: RCV1 Logreg Convergencet (sec)",LIB,,
"Scikit-Learn - Benchmark: Plot Singular Value Decomposition (sec)",LIB,,