test-python-results AMD Ryzen 7 5700U testing with a LENOVO LNVNB161216 (GJCN20WW BIOS) and amdgpudrmfb on Ubuntu 20.04 via the Phoronix Test Suite. Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471: Processor: AMD Ryzen 7 5700U @ 1.80GHz (8 Cores / 16 Threads), Motherboard: LENOVO LNVNB161216 (GJCN20WW BIOS), Chipset: AMD Renoir Root Complex, Memory: 16GB, Disk: 256GB HFM256GDJTNG-8310A, Graphics: amdgpudrmfb (1900/400MHz), Audio: AMD Device 1637, Network: Realtek RTL8822CE 802.11ac PCIe OS: Ubuntu 20.04, Kernel: 5.11.0-40-generic (x86_64), Desktop: GNOME Shell 3.36.9, Display Server: X Server 1.20.11, Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 1920x1080 Numpy Benchmark Score > Higher Is Better Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471 . 290.96 |========= Cython Benchmark 0.29.21 Test: N-Queens Seconds < Lower Is Better Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471 . 22.81 |========== PyBench 2018-02-16 Total For Average Test Times Milliseconds < Lower Is Better Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471 . 899 |============ PyPerformance 1.0.0 Benchmark: go Milliseconds < Lower Is Better Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471 . 241 |============ PyPerformance 1.0.0 Benchmark: 2to3 Milliseconds < Lower Is Better Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471 . 399 |============ PyPerformance 1.0.0 Benchmark: chaos Milliseconds < Lower Is Better Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471 . 103 |============ PyPerformance 1.0.0 Benchmark: float Milliseconds < Lower Is Better Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471 . 116 |============ PyPerformance 1.0.0 Benchmark: nbody Milliseconds < Lower Is Better Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471 . 109 |============ PyPerformance 1.0.0 Benchmark: pathlib Milliseconds < Lower Is Better Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471 . 18.9 |=========== PyPerformance 1.0.0 Benchmark: raytrace Milliseconds < Lower Is Better Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471 . 435 |============ PyPerformance 1.0.0 Benchmark: json_loads Milliseconds < Lower Is Better Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471 . 22.8 |=========== PyPerformance 1.0.0 Benchmark: crypto_pyaes Milliseconds < Lower Is Better Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471 . 101 |============ PyPerformance 1.0.0 Benchmark: regex_compile Milliseconds < Lower Is Better Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471 . 173 |============ PyPerformance 1.0.0 Benchmark: python_startup Milliseconds < Lower Is Better Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471 . 12.8 |=========== PyPerformance 1.0.0 Benchmark: django_template Milliseconds < Lower Is Better Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471 . 44.5 |=========== PyPerformance 1.0.0 Benchmark: pickle_pure_python Milliseconds < Lower Is Better Convertible-x86_64-Ubuntu-20.04-pts-python-morph-1637256471 . 420 |============ Numenta Anomaly Benchmark 1.1 Detector: EXPoSE Seconds < Lower Is Better Numenta Anomaly Benchmark 1.1 Detector: Relative Entropy Seconds < Lower Is Better Numenta Anomaly Benchmark 1.1 Detector: Windowed Gaussian Seconds < Lower Is Better Numenta Anomaly Benchmark 1.1 Detector: Earthgecko Skyline Seconds < Lower Is Better Numenta Anomaly Benchmark 1.1 Detector: Bayesian Changepoint Seconds < Lower Is Better Mlpack Benchmark Benchmark: scikit_ica Seconds < Lower Is Better Mlpack Benchmark Benchmark: scikit_qda Seconds < Lower Is Better Mlpack Benchmark Benchmark: scikit_svm Seconds < Lower Is Better Mlpack Benchmark Benchmark: scikit_linearridgeregression Seconds < Lower Is Better 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: 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: 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 PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 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 PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 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 PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 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: 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: 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: 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: 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: 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 Scikit-Learn 0.22.1 Seconds < Lower Is Better