testpython amazon testing on Ubuntu 22.04 via the Phoronix Test Suite. Intel Xeon Platinum 8488C: Processor: Intel Xeon Platinum 8488C (1 Core / 2 Threads), Motherboard: Amazon EC2 m7i-flex.large (1.0 BIOS), Chipset: Intel 440FX 82441FX PMC, Memory: 1 x 8 GB DDR5-4800MT/s, Disk: 54GB Amazon Elastic Block Store, Network: Amazon Elastic OS: Ubuntu 22.04, Kernel: 5.19.0-1029-aws (x86_64), Vulkan: 1.3.238, Compiler: GCC 11.4.0, File-System: ext4, System Layer: amazon Numpy Benchmark Score > Higher Is Better Intel Xeon Platinum 8488C . 488.23 |=========================================== Cython Benchmark 0.29.21 Test: N-Queens Seconds < Lower Is Better Intel Xeon Platinum 8488C . 19.30 |============================================ PyBench 2018-02-16 Total For Average Test Times Milliseconds < Lower Is Better Intel Xeon Platinum 8488C . 697 |============================================== PyPerformance 1.0.0 Benchmark: go Milliseconds < Lower Is Better Intel Xeon Platinum 8488C . 166 |============================================== PyPerformance 1.0.0 Benchmark: 2to3 Milliseconds < Lower Is Better Intel Xeon Platinum 8488C . 248 |============================================== PyPerformance 1.0.0 Benchmark: chaos Milliseconds < Lower Is Better Intel Xeon Platinum 8488C . 68.7 |============================================= PyPerformance 1.0.0 Benchmark: float Milliseconds < Lower Is Better Intel Xeon Platinum 8488C . 69.7 |============================================= PyPerformance 1.0.0 Benchmark: nbody Milliseconds < Lower Is Better Intel Xeon Platinum 8488C . 87.3 |============================================= PyPerformance 1.0.0 Benchmark: pathlib Milliseconds < Lower Is Better Intel Xeon Platinum 8488C . 13.5 |============================================= PyPerformance 1.0.0 Benchmark: raytrace Milliseconds < Lower Is Better Intel Xeon Platinum 8488C . 313 |============================================== PyPerformance 1.0.0 Benchmark: json_loads Milliseconds < Lower Is Better Intel Xeon Platinum 8488C . 17.6 |============================================= PyPerformance 1.0.0 Benchmark: crypto_pyaes Milliseconds < Lower Is Better Intel Xeon Platinum 8488C . 75.4 |============================================= PyPerformance 1.0.0 Benchmark: regex_compile Milliseconds < Lower Is Better Intel Xeon Platinum 8488C . 122 |============================================== PyPerformance 1.0.0 Benchmark: python_startup Milliseconds < Lower Is Better Intel Xeon Platinum 8488C . 7.42 |============================================= PyPerformance 1.0.0 Benchmark: django_template Milliseconds < Lower Is Better Intel Xeon Platinum 8488C . 32.7 |============================================= PyPerformance 1.0.0 Benchmark: pickle_pure_python Milliseconds < Lower Is Better Intel Xeon Platinum 8488C . 290 |============================================== Numenta Anomaly Benchmark 1.1 Detector: KNN CAD Seconds < Lower Is Better Intel Xeon Platinum 8488C . 1157.45 |========================================== Numenta Anomaly Benchmark 1.1 Detector: Relative Entropy Seconds < Lower Is Better Intel Xeon Platinum 8488C . 82.72 |============================================ Numenta Anomaly Benchmark 1.1 Detector: Windowed Gaussian Seconds < Lower Is Better Intel Xeon Platinum 8488C . 59.28 |============================================ Numenta Anomaly Benchmark 1.1 Detector: Earthgecko Skyline Seconds < Lower Is Better Intel Xeon Platinum 8488C . 557.92 |=========================================== Numenta Anomaly Benchmark 1.1 Detector: Bayesian Changepoint Seconds < Lower Is Better Intel Xeon Platinum 8488C . 126.84 |=========================================== Numenta Anomaly Benchmark 1.1 Detector: Contextual Anomaly Detector OSE Seconds < Lower Is Better Intel Xeon Platinum 8488C . 157.95 |=========================================== Mlpack Benchmark Benchmark: scikit_ica Seconds < Lower Is Better Mlpack Benchmark Benchmark: scikit_qda Seconds < Lower Is Better Intel Xeon Platinum 8488C . 103.22 |=========================================== Mlpack Benchmark Benchmark: scikit_svm Seconds < Lower Is Better Intel Xeon Platinum 8488C . 12.84 |============================================ Mlpack Benchmark Benchmark: scikit_linearridgeregression Seconds < Lower Is Better Intel Xeon Platinum 8488C . 39.09 |============================================ PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better Intel Xeon Platinum 8488C . 0.003 |============================================ PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better Intel Xeon Platinum 8488C . 0.007 |============================================ PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better Intel Xeon Platinum 8488C . 0.015 |============================================ PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better Intel Xeon Platinum 8488C . 0.032 |============================================ PyHPC Benchmarks 3.0 Device: GPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better Intel Xeon Platinum 8488C . 0.003 |============================================ PyHPC Benchmarks 3.0 Device: GPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better Intel Xeon Platinum 8488C . 0.007 |============================================ PyHPC Benchmarks 3.0 Device: GPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better Intel Xeon Platinum 8488C . 0.015 |============================================ PyHPC Benchmarks 3.0 Device: GPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better Intel Xeon Platinum 8488C . 0.032 |============================================ PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better Intel Xeon Platinum 8488C . 0.081 |============================================ PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better Intel Xeon Platinum 8488C . 0.134 |============================================ PyHPC Benchmarks 3.0 Device: GPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better Intel Xeon Platinum 8488C . 0.081 |============================================ PyHPC Benchmarks 3.0 Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better Intel Xeon Platinum 8488C . 0.131 |============================================ PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better Intel Xeon Platinum 8488C . 0.347 |============================================ PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better Intel Xeon Platinum 8488C . 0.626 |============================================ PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better Intel Xeon Platinum 8488C . 2.082 |============================================ PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better Intel Xeon Platinum 8488C . 2.834 |============================================ PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better Intel Xeon Platinum 8488C . 0.342 |============================================ PyHPC Benchmarks 3.0 Device: GPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better Intel Xeon Platinum 8488C . 0.625 |============================================ PyHPC Benchmarks 3.0 Device: GPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better Intel Xeon Platinum 8488C . 2.024 |============================================ PyHPC Benchmarks 3.0 Device: GPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better Intel Xeon Platinum 8488C . 2.853 |============================================ PyHPC Benchmarks 3.0 Device: GPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better