Desktop 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.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2405015-VPA1-DESKTOP46
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CPU Massive 2 Tests
HPC - High Performance Computing 4 Tests
Machine Learning 3 Tests
Programmer / Developer System Benchmarks 2 Tests
Python 5 Tests
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  Test
  Duration
mantic
February 23
  15 Hours, 54 Minutes
mantic-no-omit-framepointer
February 24
  19 Hours, 11 Minutes
noble
April 30
  14 Hours, 21 Minutes
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  16 Hours, 28 Minutes

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Desktop machine learning Suite 1.0.0 System Test suite extracted from Desktop machine learning. pts/numpy-1.2.1 pts/pybench-1.1.3 Total For Average Test Times pts/pyhpc-3.0.0 --device cpu -b numpy -s 16384 benchmarks/equation_of_state/ Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b numpy -s 16384 benchmarks/isoneutral_mixing/ Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b numpy -s 65536 benchmarks/equation_of_state/ Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b numpy -s 65536 benchmarks/isoneutral_mixing/ Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b numpy -s 16384 benchmarks/equation_of_state/ Device: GPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b numpy -s 16384 benchmarks/isoneutral_mixing/ Device: GPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b numpy -s 65536 benchmarks/equation_of_state/ Device: GPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b numpy -s 65536 benchmarks/isoneutral_mixing/ Device: GPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b numpy -s 262144 benchmarks/equation_of_state/ Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b numpy -s 262144 benchmarks/isoneutral_mixing/ Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b numpy -s 262144 benchmarks/equation_of_state/ Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b numpy -s 262144 benchmarks/isoneutral_mixing/ Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b numpy -s 1048576 benchmarks/equation_of_state/ Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b numpy -s 1048576 benchmarks/isoneutral_mixing/ Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b numpy -s 4194304 benchmarks/equation_of_state/ Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b numpy -s 4194304 benchmarks/isoneutral_mixing/ Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b numpy -s 1048576 benchmarks/equation_of_state/ Device: GPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b numpy -s 1048576 benchmarks/isoneutral_mixing/ Device: GPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b numpy -s 4194304 benchmarks/equation_of_state/ Device: GPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b numpy -s 4194304 benchmarks/isoneutral_mixing/ Device: GPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b jax -s 16384 benchmarks/equation_of_state/ Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b jax -s 16384 benchmarks/isoneutral_mixing/ Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b jax -s 65536 benchmarks/equation_of_state/ Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b jax -s 65536 benchmarks/isoneutral_mixing/ Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b jax -s 16384 benchmarks/equation_of_state/ Device: GPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b jax -s 16384 benchmarks/isoneutral_mixing/ Device: GPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b jax -s 65536 benchmarks/equation_of_state/ Device: GPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b jax -s 65536 benchmarks/isoneutral_mixing/ Device: GPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b jax -s 262144 benchmarks/equation_of_state/ Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b jax -s 262144 benchmarks/isoneutral_mixing/ Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b jax -s 262144 benchmarks/equation_of_state/ Device: GPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b jax -s 262144 benchmarks/isoneutral_mixing/ Device: GPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b jax -s 1048576 benchmarks/equation_of_state/ Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b jax -s 1048576 benchmarks/isoneutral_mixing/ Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b jax -s 4194304 benchmarks/equation_of_state/ Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b jax -s 4194304 benchmarks/isoneutral_mixing/ Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b numba -s 16384 benchmarks/equation_of_state/ Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b numba -s 16384 benchmarks/isoneutral_mixing/ Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b numba -s 65536 benchmarks/equation_of_state/ Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b numba -s 65536 benchmarks/isoneutral_mixing/ Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b jax -s 1048576 benchmarks/equation_of_state/ Device: GPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b jax -s 1048576 benchmarks/isoneutral_mixing/ Device: GPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b jax -s 4194304 benchmarks/equation_of_state/ Device: GPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b jax -s 4194304 benchmarks/isoneutral_mixing/ Device: GPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b numba -s 16384 benchmarks/equation_of_state/ Device: GPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b numba -s 16384 benchmarks/isoneutral_mixing/ Device: GPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b numba -s 65536 benchmarks/equation_of_state/ Device: GPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b numba -s 65536 benchmarks/isoneutral_mixing/ Device: GPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b aesara -s 16384 benchmarks/equation_of_state/ Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b aesara -s 16384 benchmarks/isoneutral_mixing/ Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b aesara -s 65536 benchmarks/equation_of_state/ Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b aesara -s 65536 benchmarks/isoneutral_mixing/ Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b numba -s 262144 benchmarks/equation_of_state/ Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b numba -s 262144 benchmarks/isoneutral_mixing/ Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b aesara -s 16384 benchmarks/equation_of_state/ Device: GPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b aesara -s 16384 benchmarks/isoneutral_mixing/ Device: GPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b aesara -s 65536 benchmarks/equation_of_state/ Device: GPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b aesara -s 65536 benchmarks/isoneutral_mixing/ Device: GPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b numba -s 262144 benchmarks/equation_of_state/ Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b numba -s 262144 benchmarks/isoneutral_mixing/ Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b aesara -s 262144 benchmarks/equation_of_state/ Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b aesara -s 262144 benchmarks/isoneutral_mixing/ Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b numba -s 1048576 benchmarks/equation_of_state/ Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b numba -s 1048576 benchmarks/isoneutral_mixing/ Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b numba -s 4194304 benchmarks/equation_of_state/ Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b numba -s 4194304 benchmarks/isoneutral_mixing/ Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b pytorch -s 16384 benchmarks/equation_of_state/ Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b pytorch -s 16384 benchmarks/isoneutral_mixing/ Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b pytorch -s 65536 benchmarks/equation_of_state/ Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b pytorch -s 65536 benchmarks/isoneutral_mixing/ Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b aesara -s 262144 benchmarks/equation_of_state/ Device: GPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b aesara -s 262144 benchmarks/isoneutral_mixing/ Device: GPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b numba -s 1048576 benchmarks/equation_of_state/ Device: GPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b numba -s 1048576 benchmarks/isoneutral_mixing/ Device: GPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b numba -s 4194304 benchmarks/equation_of_state/ Device: GPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b numba -s 4194304 benchmarks/isoneutral_mixing/ Device: GPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b pytorch -s 16384 benchmarks/equation_of_state/ Device: GPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b pytorch -s 16384 benchmarks/isoneutral_mixing/ Device: GPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b pytorch -s 65536 benchmarks/equation_of_state/ Device: GPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b pytorch -s 65536 benchmarks/isoneutral_mixing/ Device: GPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b aesara -s 1048576 benchmarks/equation_of_state/ Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b aesara -s 1048576 benchmarks/isoneutral_mixing/ Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b aesara -s 4194304 benchmarks/equation_of_state/ Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b aesara -s 4194304 benchmarks/isoneutral_mixing/ Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b pytorch -s 262144 benchmarks/equation_of_state/ Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b pytorch -s 262144 benchmarks/isoneutral_mixing/ Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b aesara -s 1048576 benchmarks/equation_of_state/ Device: GPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b aesara -s 1048576 benchmarks/isoneutral_mixing/ Device: GPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b aesara -s 4194304 benchmarks/equation_of_state/ Device: GPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b aesara -s 4194304 benchmarks/isoneutral_mixing/ Device: GPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b pytorch -s 262144 benchmarks/equation_of_state/ Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b pytorch -s 262144 benchmarks/isoneutral_mixing/ Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b pytorch -s 1048576 benchmarks/equation_of_state/ Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b pytorch -s 1048576 benchmarks/isoneutral_mixing/ Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b pytorch -s 4194304 benchmarks/equation_of_state/ Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b pytorch -s 4194304 benchmarks/isoneutral_mixing/ Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b pytorch -s 1048576 benchmarks/equation_of_state/ Device: GPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b pytorch -s 1048576 benchmarks/isoneutral_mixing/ Device: GPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b pytorch -s 4194304 benchmarks/equation_of_state/ Device: GPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b pytorch -s 4194304 benchmarks/isoneutral_mixing/ Device: GPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b tensorflow -s 16384 benchmarks/equation_of_state/ Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b tensorflow -s 16384 benchmarks/isoneutral_mixing/ Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b tensorflow -s 65536 benchmarks/equation_of_state/ Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b tensorflow -s 65536 benchmarks/isoneutral_mixing/ Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b tensorflow -s 16384 benchmarks/equation_of_state/ Device: GPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b tensorflow -s 16384 benchmarks/isoneutral_mixing/ Device: GPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b tensorflow -s 65536 benchmarks/equation_of_state/ Device: GPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b tensorflow -s 65536 benchmarks/isoneutral_mixing/ Device: GPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b tensorflow -s 262144 benchmarks/equation_of_state/ Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b tensorflow -s 262144 benchmarks/isoneutral_mixing/ Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b tensorflow -s 262144 benchmarks/equation_of_state/ Device: GPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b tensorflow -s 262144 benchmarks/isoneutral_mixing/ Device: GPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b tensorflow -s 1048576 benchmarks/equation_of_state/ Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b tensorflow -s 1048576 benchmarks/isoneutral_mixing/ Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device cpu -b tensorflow -s 4194304 benchmarks/equation_of_state/ Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device cpu -b tensorflow -s 4194304 benchmarks/isoneutral_mixing/ Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b tensorflow -s 1048576 benchmarks/equation_of_state/ Device: GPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b tensorflow -s 1048576 benchmarks/isoneutral_mixing/ Device: GPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.0 --device gpu -b tensorflow -s 4194304 benchmarks/equation_of_state/ Device: GPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.0 --device gpu -b tensorflow -s 4194304 benchmarks/isoneutral_mixing/ Device: GPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyperformance-1.0.2 go Benchmark: go pts/pyperformance-1.0.2 2to3 Benchmark: 2to3 pts/pyperformance-1.0.2 chaos Benchmark: chaos pts/pyperformance-1.0.2 float Benchmark: float pts/pyperformance-1.0.2 nbody Benchmark: nbody pts/pyperformance-1.0.2 pathlib Benchmark: pathlib pts/pyperformance-1.0.2 raytrace Benchmark: raytrace pts/pyperformance-1.0.2 json_loads Benchmark: json_loads pts/pyperformance-1.0.2 crypto_pyaes Benchmark: crypto_pyaes pts/pyperformance-1.0.2 regex_compile Benchmark: regex_compile pts/pyperformance-1.0.2 python_startup Benchmark: python_startup pts/pyperformance-1.0.2 django_template Benchmark: django_template pts/pyperformance-1.0.2 pickle_pure_python Benchmark: pickle_pure_python pts/pytorch-1.0.1 cpu 1 resnet50 Device: CPU - Batch Size: 1 - Model: ResNet-50 pts/pytorch-1.0.1 cpu 1 resnet152 Device: CPU - Batch Size: 1 - Model: ResNet-152 pts/pytorch-1.0.1 cpu 16 resnet50 Device: CPU - Batch Size: 16 - Model: ResNet-50 pts/pytorch-1.0.1 cpu 32 resnet50 Device: CPU - Batch Size: 32 - Model: ResNet-50 pts/pytorch-1.0.1 cpu 64 resnet50 Device: CPU - Batch Size: 64 - Model: ResNet-50 pts/pytorch-1.0.1 cpu 16 resnet152 Device: CPU - Batch Size: 16 - Model: ResNet-152 pts/pytorch-1.0.1 cpu 256 resnet50 Device: CPU - Batch Size: 256 - Model: ResNet-50 pts/pytorch-1.0.1 cpu 32 resnet152 Device: CPU - Batch Size: 32 - Model: ResNet-152 pts/pytorch-1.0.1 cpu 512 resnet50 Device: CPU - Batch Size: 512 - Model: ResNet-50 pts/pytorch-1.0.1 cpu 64 resnet152 Device: CPU - Batch Size: 64 - Model: ResNet-152 pts/pytorch-1.0.1 cpu 256 resnet152 Device: CPU - Batch Size: 256 - Model: ResNet-152 pts/pytorch-1.0.1 cpu 512 resnet152 Device: CPU - Batch Size: 512 - Model: ResNet-152 pts/pytorch-1.0.1 cpu 1 efficientnet_v2_l Device: CPU - Batch Size: 1 - Model: Efficientnet_v2_l pts/pytorch-1.0.1 cpu 16 efficientnet_v2_l Device: CPU - Batch Size: 16 - Model: Efficientnet_v2_l pts/pytorch-1.0.1 cpu 32 efficientnet_v2_l Device: CPU - Batch Size: 32 - Model: Efficientnet_v2_l pts/pytorch-1.0.1 cpu 64 efficientnet_v2_l Device: CPU - Batch Size: 64 - Model: Efficientnet_v2_l pts/pytorch-1.0.1 cpu 256 efficientnet_v2_l Device: CPU - Batch Size: 256 - Model: Efficientnet_v2_l pts/pytorch-1.0.1 cpu 512 efficientnet_v2_l Device: CPU - Batch Size: 512 - Model: Efficientnet_v2_l pts/pytorch-1.0.1 cuda 1 resnet50 Device: NVIDIA CUDA GPU - Batch Size: 1 - Model: ResNet-50 pts/pytorch-1.0.1 cuda 1 resnet152 Device: NVIDIA CUDA GPU - Batch Size: 1 - Model: ResNet-152 pts/pytorch-1.0.1 cuda 16 resnet50 Device: NVIDIA CUDA GPU - Batch Size: 16 - Model: ResNet-50 pts/pytorch-1.0.1 cuda 32 resnet50 Device: NVIDIA CUDA GPU - Batch Size: 32 - Model: ResNet-50 pts/pytorch-1.0.1 cuda 64 resnet50 Device: NVIDIA CUDA GPU - Batch Size: 64 - Model: ResNet-50 pts/pytorch-1.0.1 cuda 16 resnet152 Device: NVIDIA CUDA GPU - Batch Size: 16 - Model: ResNet-152 pts/pytorch-1.0.1 cuda 256 resnet50 Device: NVIDIA CUDA GPU - Batch Size: 256 - Model: ResNet-50 pts/pytorch-1.0.1 cuda 32 resnet152 Device: NVIDIA CUDA GPU - Batch Size: 32 - Model: ResNet-152 pts/pytorch-1.0.1 cuda 512 resnet50 Device: NVIDIA CUDA GPU - Batch Size: 512 - Model: ResNet-50 pts/pytorch-1.0.1 cuda 64 resnet152 Device: NVIDIA CUDA GPU - Batch Size: 64 - Model: ResNet-152 pts/pytorch-1.0.1 cuda 256 resnet152 Device: NVIDIA CUDA GPU - Batch Size: 256 - Model: ResNet-152 pts/pytorch-1.0.1 cuda 512 resnet152 Device: NVIDIA CUDA GPU - Batch Size: 512 - Model: ResNet-152 pts/pytorch-1.0.1 cuda 1 efficientnet_v2_l Device: NVIDIA CUDA GPU - Batch Size: 1 - Model: Efficientnet_v2_l pts/pytorch-1.0.1 cuda 16 efficientnet_v2_l Device: NVIDIA CUDA GPU - Batch Size: 16 - Model: Efficientnet_v2_l pts/pytorch-1.0.1 cuda 32 efficientnet_v2_l Device: NVIDIA CUDA GPU - Batch Size: 32 - Model: Efficientnet_v2_l pts/pytorch-1.0.1 cuda 64 efficientnet_v2_l Device: NVIDIA CUDA GPU - Batch Size: 64 - Model: Efficientnet_v2_l pts/pytorch-1.0.1 cuda 256 efficientnet_v2_l Device: NVIDIA CUDA GPU - Batch Size: 256 - Model: Efficientnet_v2_l pts/pytorch-1.0.1 cuda 512 efficientnet_v2_l Device: NVIDIA CUDA GPU - Batch Size: 512 - Model: Efficientnet_v2_l pts/scikit-learn-2.0.0 glm.py Benchmark: GLM pts/scikit-learn-2.0.0 saga.py Benchmark: SAGA pts/scikit-learn-2.0.0 tree.py Benchmark: Tree pts/scikit-learn-2.0.0 lasso.py Benchmark: Lasso pts/scikit-learn-2.0.0 sparsify.py Benchmark: Sparsify pts/scikit-learn-2.0.0 plot_ward.py Benchmark: Plot Ward pts/scikit-learn-2.0.0 mnist.py Benchmark: MNIST Dataset pts/scikit-learn-2.0.0 plot_neighbors.py Benchmark: Plot Neighbors pts/scikit-learn-2.0.0 sgd_regression.py Benchmark: SGD Regression pts/scikit-learn-2.0.0 online_ocsvm.py Benchmark: SGDOneClassSVM pts/scikit-learn-2.0.0 isolation_forest.py Benchmark: Isolation Forest pts/scikit-learn-2.0.0 text_vectorizers.py Benchmark: Text Vectorizers pts/scikit-learn-2.0.0 plot_hierarchical.py Benchmark: Plot Hierarchical pts/scikit-learn-2.0.0 plot_omp_lars.py Benchmark: Plot OMP vs. LARS pts/scikit-learn-2.0.0 feature_expansions.py Benchmark: Feature Expansions pts/scikit-learn-2.0.0 lof.py Benchmark: LocalOutlierFactor pts/scikit-learn-2.0.0 tsne_mnist.py Benchmark: TSNE MNIST Dataset pts/scikit-learn-2.0.0 isotonic.py --iterations 100 --log_min_problem_size 1 --log_max_problem_size 10 --dataset logistic Benchmark: Isotonic / Logistic pts/scikit-learn-2.0.0 plot_incremental_pca.py Benchmark: Plot Incremental PCA pts/scikit-learn-2.0.0 hist_gradient_boosting.py Benchmark: Hist Gradient Boosting pts/scikit-learn-2.0.0 sample_without_replacement.py Benchmark: Sample Without Replacement pts/scikit-learn-2.0.0 covertype.py Benchmark: Covertype Dataset Benchmark pts/scikit-learn-2.0.0 hist_gradient_boosting_adult.py Benchmark: Hist Gradient Boosting Adult pts/scikit-learn-2.0.0 isotonic.py --iterations 100 --log_min_problem_size 1 --log_max_problem_size 10 --dataset perturbed_logarithm Benchmark: Isotonic / Perturbed Logarithm pts/scikit-learn-2.0.0 hist_gradient_boosting_threading.py Benchmark: Hist Gradient Boosting Threading pts/scikit-learn-2.0.0 20newsgroups.py -e logistic_regression Benchmark: 20 Newsgroups / Logistic Regression pts/scikit-learn-2.0.0 plot_polynomial_kernel_approximation.py Benchmark: Plot Polynomial Kernel Approximation pts/scikit-learn-2.0.0 hist_gradient_boosting_categorical_only.py Benchmark: Hist Gradient Boosting Categorical Only pts/scikit-learn-2.0.0 kernel_pca_solvers_time_vs_n_samples.py Benchmark: Kernel PCA Solvers / Time vs. N Samples pts/scikit-learn-2.0.0 kernel_pca_solvers_time_vs_n_components.py Benchmark: Kernel PCA Solvers / Time vs. N Components pts/scikit-learn-2.0.0 random_projections.py --n-times 100 Benchmark: Sparse Random Projections / 100 Iterations pts/scikit-learn-2.0.0 glmnet.py Benchmark: Glmnet pts/scikit-learn-2.0.0 plot_lasso_path.py Benchmark: Plot Lasso Path pts/scikit-learn-2.0.0 plot_fastkmeans.py Benchmark: Plot Fast KMeans pts/scikit-learn-2.0.0 plot_parallel_pairwise.py Benchmark: Plot Parallel Pairwise pts/scikit-learn-2.0.0 isotonic.py --iterations 100 --log_min_problem_size 1 --log_max_problem_size 10 --dataset pathological Benchmark: Isotonic / Pathological pts/scikit-learn-2.0.0 rcv1_logreg_convergence.py Benchmark: RCV1 Logreg Convergencet pts/scikit-learn-2.0.0 plot_svd.py Benchmark: Plot Singular Value Decomposition