2023-05-15-1903

AMD EPYC 7313P 16-Core testing with a Supermicro H12SSW-NTR v1.02 (2.5 BIOS) and ASPEED on Rocky Linux 8.6 via the Phoronix Test Suite.

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Result
Identifier
Performance Per
Dollar
Date
Run
  Test
  Duration
8 x 32 GB DDR4-3200MT
May 15 2023
  3 Hours, 12 Minutes
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2023-05-15-1903 Suite 1.0.0 System Test suite extracted from 2023-05-15-1903. pts/ramspeed-1.4.3 ADD -b 3 Type: Add - Benchmark: Integer pts/ramspeed-1.4.3 COPY -b 3 Type: Copy - Benchmark: Integer pts/ramspeed-1.4.3 SCALE -b 3 Type: Scale - Benchmark: Integer pts/ramspeed-1.4.3 TRIAD -b 3 Type: Triad - Benchmark: Integer pts/ramspeed-1.4.3 AVERAGE -b 3 Type: Average - Benchmark: Integer pts/ramspeed-1.4.3 ADD -b 6 Type: Add - Benchmark: Floating Point pts/ramspeed-1.4.3 COPY -b 6 Type: Copy - Benchmark: Floating Point pts/ramspeed-1.4.3 SCALE -b 6 Type: Scale - Benchmark: Floating Point pts/ramspeed-1.4.3 TRIAD -b 6 Type: Triad - Benchmark: Floating Point pts/ramspeed-1.4.3 AVERAGE -b 6 Type: Average - Benchmark: Floating Point pts/stream-1.3.4 Copy Type: Copy pts/stream-1.3.4 Scale Type: Scale pts/stream-1.3.4 Triad Type: Triad pts/stream-1.3.4 Add Type: Add pts/tinymembench-1.0.2 Standard Memcpy pts/tinymembench-1.0.2 Standard Memset pts/mbw-1.0.0 -t0 1024 Test: Memory Copy - Array Size: 1024 MiB pts/mbw-1.0.0 -t2 1024 Test: Memory Copy, Fixed Block Size - Array Size: 1024 MiB pts/t-test1-1.0.1 1 Threads: 1 pts/t-test1-1.0.1 2 Threads: 2 pts/sockperf-1.0.0 throughput Test: Throughput pts/sockperf-1.0.0 ping-pong Test: Latency Ping Pong pts/sockperf-1.0.0 under-load Test: Latency Under Load pts/ethr-1.0.4 -c localhost -p tcp -t l -n 1 Server Address: localhost - Protocol: TCP - Test: Latency - Threads: 1 pts/ethr-1.0.4 -c localhost -p udp -t l -n 1 Server Address: localhost - Protocol: UDP - Test: Latency - Threads: 1 pts/ethr-1.0.4 -c localhost -p http -t l -n 1 Server Address: localhost - Protocol: HTTP - Test: Latency - Threads: 1 pts/ethr-1.0.4 -c localhost -p tcp -t b -n 1 Server Address: localhost - Protocol: TCP - Test: Bandwidth - Threads: 1 pts/ethr-1.0.4 -c localhost -p udp -t b -n 1 Server Address: localhost - Protocol: UDP - Test: Bandwidth - Threads: 1 pts/ethr-1.0.4 -c localhost -p http -t b -n 1 Server Address: localhost - Protocol: HTTP - Test: Bandwidth - Threads: 1 pts/ethr-1.0.4 -c localhost -p tcp -t c -n 1 Server Address: localhost - Protocol: TCP - Test: Connections/s - Threads: 1 pts/ethr-1.0.4 -c localhost -p udp -t c -n 1 Server Address: localhost - Protocol: UDP - Test: Connections/s - Threads: 1 pts/ethr-1.0.4 -c localhost -p http -t c -n 1 Server Address: localhost - Protocol: HTTP - Test: Connections/s - Threads: 1 pts/iperf-1.0.2 -c localhost -p 5555 -t 10 -u -b 100m -P 20 Server Address: localhost - Server Port: 5555 - Duration: 10 Seconds - Test: UDP - 100Mbit Objective - Parallel: 20 pts/iperf-1.0.2 -c localhost -p 5555 -t 10 -u -b 1000m -P 20 Server Address: localhost - Server Port: 5555 - Duration: 10 Seconds - Test: UDP - 1000Mbit Objective - Parallel: 20 pts/iperf-1.0.2 -c localhost -p 5555 -t 10 -P 20 Server Address: localhost - Server Port: 5555 - Duration: 10 Seconds - Test: TCP - Parallel: 20 pts/iperf-1.0.2 -c localhost -p 5555 -t 10 -u -P 20 Server Address: localhost - Server Port: 5555 - Duration: 10 Seconds - Test: UDP - Parallel: 20 pts/netperf-1.0.3 -H localhost -t TCP_SENDFILE -l 10 Server: localhost - Test: TCP Send File - Duration: 10 Seconds pts/netperf-1.0.3 -H localhost -t TCP_RR -l 10 Server: localhost - Test: TCP Request Response - Duration: 10 Seconds pts/netperf-1.0.3 -H localhost -t UDP_RR -l 10 Server: localhost - Test: UDP Request Response - Duration: 10 Seconds pts/netperf-1.0.3 -H localhost -t TCP_MAERTS -l 10 Server: localhost - Test: TCP Stream - Client To Server - Duration: 10 Seconds pts/netperf-1.0.3 -H localhost -t TCP_STREAM -l 10 Server: localhost - Test: TCP Stream - Server To Client - Duration: 10 Seconds pts/netperf-1.0.3 -H localhost -t UDP_STREAM -b 10G -l 10 Server: localhost - Test: UDP Stream - Server To Client - 10G - Duration: 10 Seconds pts/hpcc-1.2.8 HPL Test / Class: G-HPL pts/amg-1.1.0 pts/java-scimark2-1.1.2 TEST_COMPOSITE Computational Test: Composite pts/java-scimark2-1.1.2 TEST_MONTE Computational Test: Monte Carlo pts/java-scimark2-1.1.2 TEST_FFT Computational Test: Fast Fourier Transform pts/java-scimark2-1.1.2 TEST_SPARSE Computational Test: Sparse Matrix Multiply pts/java-scimark2-1.1.2 TEST_DENSE Computational Test: Dense LU Matrix Factorization pts/java-scimark2-1.1.2 TEST_SOR Computational Test: Jacobi Successive Over-Relaxation pts/bork-1.0.1 File Encryption Time pts/java-gradle-perf-1.1.0 TEST_REACTOR Gradle Build: Reactor pts/dacapobench-1.0.1 h2 Java Test: H2 pts/dacapobench-1.0.1 jython Java Test: Jython pts/dacapobench-1.0.1 eclipse Java Test: Eclipse pts/dacapobench-1.0.1 tradesoap Java Test: Tradesoap pts/dacapobench-1.0.1 tradebeans Java Test: Tradebeans pts/renaissance-1.3.0 dotty Test: Scala Dotty pts/renaissance-1.3.0 dec-tree Test: Random Forest pts/renaissance-1.3.0 movie-lens Test: ALS Movie Lens pts/renaissance-1.3.0 als Test: Apache Spark ALS pts/renaissance-1.3.0 naive-bayes Test: Apache Spark Bayes pts/renaissance-1.3.0 reactors Test: Savina Reactors.IO pts/renaissance-1.3.0 page-rank Test: Apache Spark PageRank pts/renaissance-1.3.0 finagle-http Test: Finagle HTTP Requests pts/renaissance-1.3.0 db-shootout Test: In-Memory Database Shootout pts/renaissance-1.3.0 akka-uct Test: Akka Unbalanced Cobwebbed Tree pts/renaissance-1.3.0 future-genetic Test: Genetic Algorithm Using Jenetics + Futures pts/cachebench-1.1.2 -r Read Cache pts/cachebench-1.1.2 -w Write Cache pts/arrayfire-1.1.0 blas_cpu Test: BLAS CPU pts/mt-dgemm-1.2.0 Sustained Floating-Point Rate pts/numpy-1.2.1 pts/cython-bench-1.1.0 NQUEENS Test: N-Queens pts/java-jmh-1.0.1 pts/pybench-1.1.3 Total For Average Test Times 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/numenta-nab-1.1.1 -d knncad Detector: KNN CAD pts/numenta-nab-1.1.1 -d relativeEntropy Detector: Relative Entropy pts/numenta-nab-1.1.1 -d windowedGaussian Detector: Windowed Gaussian pts/numenta-nab-1.1.1 -d earthgeckoSkyline Detector: Earthgecko Skyline pts/numenta-nab-1.1.1 -d bayesChangePt Detector: Bayesian Changepoint pts/numenta-nab-1.1.1 -d contextOSE Detector: Contextual Anomaly Detector OSE pts/mlpack-1.0.2 SCIKIT_ICA Benchmark: scikit_ica pts/mlpack-1.0.2 SCIKIT_QDA Benchmark: scikit_qda pts/mlpack-1.0.2 SCIKIT_SVM Benchmark: scikit_svm pts/mlpack-1.0.2 SCIKIT_LINEARRIDGEREGRESSION Benchmark: scikit_linearridgeregression 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 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 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 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 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 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 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 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 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 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 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 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 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 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/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 glmnet.py Benchmark: Glmnet 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 plot_lasso_path.py Benchmark: Plot Lasso Path pts/scikit-learn-2.0.0 isolation_forest.py Benchmark: Isolation Forest pts/scikit-learn-2.0.0 plot_fastkmeans.py Benchmark: Plot Fast KMeans 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 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 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 plot_svd.py Benchmark: Plot Singular Value Decomposition pts/scikit-learn-2.0.0 hist_gradient_boosting_higgsboson.py Benchmark: Hist Gradient Boosting Higgs Boson 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 plot_nmf.py Benchmark: Plot Non-Negative Matrix Factorization 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/sunflow-1.1.3 Global Illumination + Image Synthesis