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July 12, 2023 16:39
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logs for python dev.py bench --compare main
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| 💻 ninja -C /home/user/tmp/scipy/build -j2 | |
| ninja: Entering directory `/home/user/tmp/scipy/build' | |
| [1/70] Generating scipy/special/_dummy_cython_special.pxd with a custom command | |
| [2/67] Generating scipy/generate-version with a custom command | |
| fatal: bad revision '^v1.10.0' | |
| [3/67] Generating scipy/linalg/_dummy_cython_blas.pxd with a custom command | |
| [4/31] Generating scipy/stats/_dummy_stats_gen_pyx with a custom command | |
| Build OK | |
| 💻 meson install -C build --only-changed | |
| · Creating environments | |
| · Discovering benchmarks | |
| ·· Uninstalling from mamba-py3.10-Cython-meson-python-numpy-pybind11-pytest-pythran | |
| ·· Installing 525eed45 <positional_target> into mamba-py3.10-Cython-meson-python-numpy-pybind11-pytest-pythran | |
| · Running 598 total benchmarks (2 commits * 1 environments * 299 benchmarks) | |
| [ 0.00%] · For scipy commit da584a37 <main> (round 1/2): | |
| [ 0.00%] ·· Building for mamba-py3.10-Cython-meson-python-numpy-pybind11-pytest-pythran | |
| [ 0.00%] ·· Benchmarking mamba-py3.10-Cython-meson-python-numpy-pybind11-pytest-pythran | |
| [ 0.08%] ··· Running (blas_lapack.GetBlasLapackFuncs.time_find_best_blas_type--)........ | |
| [ 0.75%] ··· Running (cluster_hierarchy_disjoint_set.Bench.time_find_already_found--).................. | |
| [ 2.26%] ··· Running (fft_basic.Fft.time_ifft--).... | |
| [ 2.59%] ··· Running (fft_basic.FftThreading.time_fftn--).. | |
| [ 2.76%] ··· Running (fft_basic.FftnBackends.time_fft--)....... | |
| [ 3.34%] ··· Running (fft_basic.RealTransforms1D.time_dst--)... | |
| [ 3.60%] ··· Running (fftpack_pseudo_diffs.Bench.time_diff--).................. | |
| [ 5.10%] ··· Running (interpolate.Interpolate1d.time_interpolate--)...... | |
| [ 5.69%] ··· Running (interpolate.RegularGridInterpolator.time_rgi--).. | |
| [ 5.85%] ··· Running (interpolate.RegularGridInterpolatorSubclass.time_rgi--).. | |
| [ 6.02%] ··· Running (interpolate.UnivariateSpline.time_univariate_spline--)... | |
| [ 6.44%] ··· Running (linalg.Bench.time_det--).......... | |
| [ 7.27%] ··· Running (linalg.Norm.time_1_norm--).................. | |
| [ 8.78%] ··· Running (linalg_solve_toeplitz.SolveToeplitz.time_solve_toeplitz--)... | |
| [ 9.20%] ··· Running (ndimage_interpolation.NdimageInterpolation.time_geometric_transform_mapping--). | |
| [ 9.28%] ··· Running (ndimage_interpolation.NdimageInterpolation.time_map_coordinates--). | |
| [ 9.36%] ··· Running (ndimage_interpolation.NdimageInterpolation.time_rotate--). | |
| [ 9.45%] ··· Running (ndimage_interpolation.NdimageInterpolation.time_shift--). | |
| [ 9.53%] ··· Running (ndimage_interpolation.NdimageInterpolation.time_zoom--). | |
| [ 9.87%] ··· Running (optimize_lap.LinearAssignment.time_evaluation--)...... | |
| [10.70%] ··· Running (optimize_milp.MilpMagicSquare.time_magic_square--). | |
| [10.79%] ··· Running (optimize_milp.MilpMiplibBenchmarks.time_milp--). | |
| [10.87%] ··· Running (optimize_qap.QuadraticAssignment.time_evaluation--). | |
| [11.04%] ··· Running (optimize_zeros.Newton.time_newton--)................ | |
| [12.37%] ··· Running (signal.Convolve2D.time_correlate2d--). | |
| [12.46%] ··· Running (signal.FFTConvolve.time_convolve2d--)......... | |
| [13.21%] ··· Running (signal.Resample.time_real--)......... | |
| [14.05%] ··· Running (sparse.BlockDiagDenseConstruction.time_block_diag--)..... | |
| [14.46%] ··· Running (sparse.Densify.time_toarray--)...... | |
| [15.05%] ··· Running (sparse.Matvecs.time_matvecs--)...... | |
| [15.55%] ··· Running (sparse_csgraph.Laplacian.time_laplacian--)...... | |
| [16.05%] ··· Running (sparse_linalg_expm.ExpmMultiply.time_expm_multiply--).... | |
| [16.39%] ··· Running (sparse_linalg_solve.Bench.time_solve--)... | |
| [16.64%] ··· Running (sparse_matrix_power.BenchMatrixPower.time_matrix_power--).... | |
| [16.97%] ··· Running (spatial.CNeighbors.time_count_neighbors_shallow--)..... | |
| [17.39%] ··· Running (spatial.Neighbors.time_sparse_distance_matrix--).. | |
| [17.56%] ··· Running (spatial.QueryUnbalanced.time_query--).... | |
| [17.89%] ··· Running (spatial.RadiusUnbalanced.time_query_ball_point--)............ | |
| [18.90%] ··· Running (spatial.Xdist.time_pdist--)... | |
| [19.15%] ··· Running (special.Airy.time_ai_zeros--).................. | |
| [20.65%] ··· Running (stats.ContinuousFitAnalyticalMLEOverride.time_fit--)......... | |
| [21.40%] ··· Running (stats.GaussianKDE.time_gaussian_kde_evaluate--)................. | |
| [22.91%] ··· Running (stats.RankSums.time_ranksums--)....... | |
| [23.91%] ··· Running (stats_sampling.NumericalInverseHermite.time_hinv_setup--).. | |
| [24.08%] ··· Running (stats_sampling.NumericalInversePolynomial.time_pinv_setup--)..... | |
| [24.58%] ··· Setting up sparse:351 ok | |
| [24.58%] ··· Running (sparse.NullSlice.time_10000_rows--).... | |
| [24.92%] ··· Running (sparse.NullSlice.time_getcol--).. | |
| [25.00%] · For scipy commit 525eed45 <positional_target> (round 1/2): | |
| [25.00%] ·· Building for mamba-py3.10-Cython-meson-python-numpy-pybind11-pytest-pythran | |
| [25.00%] ·· Benchmarking mamba-py3.10-Cython-meson-python-numpy-pybind11-pytest-pythran | |
| [25.08%] ··· Running (blas_lapack.GetBlasLapackFuncs.time_find_best_blas_type--)........ | |
| [25.75%] ··· Running (cluster_hierarchy_disjoint_set.Bench.time_find_already_found--).................. | |
| [27.26%] ··· Running (fft_basic.Fft.time_ifft--).... | |
| [27.59%] ··· Running (fft_basic.FftThreading.time_fftn--).. | |
| [27.76%] ··· Running (fft_basic.FftnBackends.time_fft--)....... | |
| [28.34%] ··· Running (fft_basic.RealTransforms1D.time_dst--)... | |
| [28.60%] ··· Running (fftpack_pseudo_diffs.Bench.time_diff--)................. | |
| [30.02%] ··· Running (interpolate.Interpolate.time_interpolate--)...... | |
| [30.60%] ··· Running (interpolate.Rbf.time_rbf_2d--)... | |
| [30.85%] ··· Running (interpolate.RegularGridInterpolatorSubclass.time_rgi--).. | |
| [31.02%] ··· Running (interpolate.UnivariateSpline.time_univariate_spline--)... | |
| [31.44%] ··· Running (linalg.Bench.time_det--).......... | |
| [32.27%] ··· Running (linalg.Norm.time_1_norm--).................. | |
| [33.78%] ··· Running (linalg_solve_toeplitz.SolveToeplitz.time_solve_toeplitz--)... | |
| [34.20%] ··· Running (ndimage_interpolation.NdimageInterpolation.time_geometric_transform_mapping--). | |
| [34.28%] ··· Running (ndimage_interpolation.NdimageInterpolation.time_map_coordinates--). | |
| [34.36%] ··· Running (ndimage_interpolation.NdimageInterpolation.time_rotate--). | |
| [34.45%] ··· Running (ndimage_interpolation.NdimageInterpolation.time_shift--). | |
| [34.53%] ··· Running (ndimage_interpolation.NdimageInterpolation.time_zoom--). | |
| [34.87%] ··· Running (optimize_lap.LinearAssignment.time_evaluation--)...... | |
| [35.70%] ··· Running (optimize_milp.MilpMagicSquare.time_magic_square--). | |
| [35.79%] ··· Running (optimize_milp.MilpMiplibBenchmarks.time_milp--). | |
| [35.87%] ··· Running (optimize_qap.QuadraticAssignment.time_evaluation--). | |
| [36.04%] ··· Running (optimize_zeros.Newton.time_newton--)................ | |
| [37.37%] ··· Running (signal.Convolve2D.time_correlate2d--). | |
| [37.46%] ··· Running (signal.FFTConvolve.time_convolve2d--)......... | |
| [38.21%] ··· Running (signal.Resample.time_real--)......... | |
| [39.05%] ··· Running (sparse.BlockDiagDenseConstruction.time_block_diag--)..... | |
| [39.46%] ··· Running (sparse.Densify.time_toarray--)...... | |
| [40.05%] ··· Running (sparse.Matvecs.time_matvecs--)...... | |
| [40.55%] ··· Running (sparse_csgraph.Laplacian.time_laplacian--)...... | |
| [41.05%] ··· Running (sparse_linalg_expm.ExpmMultiply.time_expm_multiply--).... | |
| [41.39%] ··· Running (sparse_linalg_solve.Bench.time_solve--)... | |
| [41.64%] ··· Running (sparse_matrix_power.BenchMatrixPower.time_matrix_power--).... | |
| [41.97%] ··· Running (spatial.CNeighbors.time_count_neighbors_shallow--)..... | |
| [42.39%] ··· Running (spatial.Neighbors.time_sparse_distance_matrix--).. | |
| [42.56%] ··· Running (spatial.QueryUnbalanced.time_query--).... | |
| [42.89%] ··· Running (spatial.RadiusUnbalanced.time_query_ball_point--)............ | |
| [43.90%] ··· Running (spatial.Xdist.time_pdist--)... | |
| [44.15%] ··· Running (special.Airy.time_ai_zeros--).................. | |
| [45.65%] ··· Running (stats.ContinuousFitAnalyticalMLEOverride.time_fit--)......... | |
| [46.40%] ··· Running (stats.GaussianKDE.time_gaussian_kde_evaluate--)................. | |
| [47.91%] ··· Running (stats.RankSums.time_ranksums--)....... | |
| [48.91%] ··· Running (stats_sampling.NumericalInverseHermite.time_hinv_setup--). | |
| [49.00%] ··· Running (stats_sampling.NumericalInversePolynomial.time_pinv_rvs--)...... | |
| [49.58%] ··· Setting up sparse:351 ok | |
| [49.58%] ··· Running (sparse.NullSlice.time_10000_rows--).... | |
| [49.92%] ··· Running (sparse.NullSlice.time_getcol--).. | |
| [50.00%] · For scipy commit 525eed45 <positional_target> (round 2/2): | |
| [50.00%] ·· Benchmarking mamba-py3.10-Cython-meson-python-numpy-pybind11-pytest-pythran | |
| [50.08%] ··· ....GetBlasLapackFuncs.time_find_best_blas_type ok | |
| [50.08%] ··· ======== ======== ============ ============ ====== ============= | |
| dtype1 dtype2 dtype1_ord dtype2_ord size | |
| -------- -------- ------------ ------------ ------ ------------- | |
| b d C C 10 1.80±0μs | |
| b d C C 100 1.78±0.01μs | |
| b d C C 1000 1.82±0.01μs | |
| b d C F 10 1.80±0.02μs | |
| b d C F 100 1.79±0.01μs | |
| b d C F 1000 1.81±0.01μs | |
| b d F C 10 1.79±0.02μs | |
| b d F C 100 1.80±0.01μs | |
| b d F C 1000 1.82±0.01μs | |
| b d F F 10 1.81±0.01μs | |
| b d F F 100 1.82±0.4μs | |
| b d F F 1000 1.81±0.02μs | |
| b F C C 10 1.82±0.02μs | |
| b F C C 100 1.83±0.02μs | |
| b F C C 1000 1.83±0.02μs | |
| b F C F 10 1.87±0.1μs | |
| b F C F 100 1.83±0.01μs | |
| b F C F 1000 1.84±0.02μs | |
| b F F C 10 1.84±0μs | |
| b F F C 100 1.81±0.03μs | |
| b F F C 1000 1.85±0μs | |
| b F F F 10 1.84±0.01μs | |
| b F F F 100 1.82±0.02μs | |
| b F F F 1000 1.84±0.01μs | |
| b ? C C 10 1.80±0.02μs | |
| b ? C C 100 1.80±0.01μs | |
| b ? C C 1000 1.81±0.02μs | |
| b ? C F 10 1.79±0.02μs | |
| b ? C F 100 1.81±0μs | |
| b ? C F 1000 1.78±0.03μs | |
| b ? F C 10 1.79±0.02μs | |
| b ? F C 100 1.77±0.01μs | |
| b ? F C 1000 1.78±0.01μs | |
| b ? F F 10 1.77±0.03μs | |
| b ? F F 100 1.78±0μs | |
| b ? F F 1000 1.79±0.01μs | |
| G d C C 10 1.79±0.01μs | |
| G d C C 100 1.79±0.01μs | |
| G d C C 1000 1.80±0.01μs | |
| G d C F 10 1.78±0μs | |
| G d C F 100 1.78±0.01μs | |
| G d C F 1000 1.80±0.01μs | |
| G d F C 10 1.79±0.01μs | |
| G d F C 100 1.79±0.01μs | |
| G d F C 1000 1.79±0.01μs | |
| G d F F 10 1.77±0.02μs | |
| G d F F 100 1.79±0.01μs | |
| G d F F 1000 1.78±0.01μs | |
| G F C C 10 1.80±0.01μs | |
| G F C C 100 1.81±0.02μs | |
| G F C C 1000 1.80±0μs | |
| G F C F 10 1.80±0μs | |
| G F C F 100 1.79±0.01μs | |
| G F C F 1000 1.80±0.01μs | |
| G F F C 10 1.80±0.01μs | |
| G F F C 100 1.80±0μs | |
| G F F C 1000 1.81±0μs | |
| G F F F 10 1.80±0.01μs | |
| G F F F 100 1.79±0μs | |
| G F F F 1000 1.81±0.01μs | |
| G ? C C 10 1.82±0.01μs | |
| G ? C C 100 1.80±0.01μs | |
| G ? C C 1000 1.80±0.02μs | |
| G ? C F 10 1.79±0.02μs | |
| G ? C F 100 1.78±0.01μs | |
| G ? C F 1000 1.81±0.02μs | |
| G ? F C 10 1.80±0.01μs | |
| G ? F C 100 1.80±0.01μs | |
| G ? F C 1000 1.79±0.02μs | |
| G ? F F 10 1.81±0.01μs | |
| G ? F F 100 1.82±0.1μs | |
| G ? F F 1000 1.83±0.02μs | |
| d d C C 10 1.79±0.01μs | |
| d d C C 100 1.77±0.01μs | |
| d d C C 1000 1.79±0.02μs | |
| d d C F 10 1.78±0.3μs | |
| d d C F 100 1.77±0μs | |
| d d C F 1000 1.80±0.02μs | |
| d d F C 10 1.78±0.02μs | |
| d d F C 100 1.78±0.01μs | |
| d d F C 1000 1.80±0.02μs | |
| d d F F 10 1.78±0.02μs | |
| d d F F 100 1.78±0.02μs | |
| d d F F 1000 1.78±0.01μs | |
| d F C C 10 1.84±0.01μs | |
| d F C C 100 1.83±0.01μs | |
| d F C C 1000 1.84±0.01μs | |
| d F C F 10 1.84±0.01μs | |
| d F C F 100 1.84±0μs | |
| d F C F 1000 1.84±0μs | |
| d F F C 10 1.86±0.01μs | |
| d F F C 100 1.84±0μs | |
| d F F C 1000 1.84±0.01μs | |
| d F F F 10 1.85±0μs | |
| d F F F 100 1.84±0.01μs | |
| d F F F 1000 1.84±0.01μs | |
| d ? C C 10 1.79±0.01μs | |
| d ? C C 100 1.80±0.02μs | |
| d ? C C 1000 1.82±0.01μs | |
| d ? C F 10 1.80±0.01μs | |
| d ? C F 100 1.80±0μs | |
| d ? C F 1000 1.81±0.01μs | |
| d ? F C 10 1.81±0.01μs | |
| d ? F C 100 1.81±0.01μs | |
| d ? F C 1000 1.80±0μs | |
| d ? F F 10 1.81±0μs | |
| d ? F F 100 1.80±0μs | |
| d ? F F 1000 1.79±0.01μs | |
| ======== ======== ============ ============ ====== ============= | |
| [50.17%] ··· cluster.HierarchyLinkage.time_linkage ok | |
| [50.17%] ··· ========== ============ | |
| method | |
| ---------- ------------ | |
| single 23.8±0.2ms | |
| complete 74.6±1ms | |
| average 89.6±0.2ms | |
| weighted 88.4±1ms | |
| centroid 81.5±1ms | |
| median 75.2±2ms | |
| ward 79.2±0.8ms | |
| ========== ============ | |
| [50.25%] ··· cluster.KMeans.time_kmeans ok | |
| [50.25%] ··· ==== ============ | |
| k | |
| ---- ------------ | |
| 2 9.05±0.5ms | |
| 10 25.9±1ms | |
| 50 41.3±0.7ms | |
| ==== ============ | |
| [50.33%] ··· cluster.KMeans2.time_kmeans2 ok | |
| [50.33%] ··· ==== ============= ============= ============= | |
| -- init | |
| ---- ----------------------------------------- | |
| k random points ++ | |
| ==== ============= ============= ============= | |
| 2 823±20μs 666±10μs 696±1μs | |
| 10 1.28±0.03ms 1.10±0ms 1.54±0.02ms | |
| 50 2.74±0.04ms 2.42±0.01ms 8.22±0.03ms | |
| ==== ============= ============= ============= | |
| [50.42%] ··· cluster.VQ.time_vq ok | |
| [50.42%] ··· ==== ============= ============= ============= | |
| -- dtype | |
| ---- ----------------------------------------- | |
| k float32 float64 float128 | |
| ==== ============= ============= ============= | |
| 2 137±0.4μs 167±2μs 440±1μs | |
| 10 373±2μs 411±2μs 1.01±0.01ms | |
| 50 1.03±0.01ms 1.14±0.01ms 3.19±0.03ms | |
| ==== ============= ============= ============= | |
| [50.50%] ··· ...er_hierarchy_disjoint_set.Bench.time_absence ok | |
| [50.50%] ··· ======= ========== | |
| n | |
| ------- ---------- | |
| 100 489±10ns | |
| 1000 492±10ns | |
| 10000 505±7ns | |
| ======= ========== | |
| [50.59%] ··· ...r_hierarchy_disjoint_set.Bench.time_contains ok | |
| [50.59%] ··· ======= ========== | |
| n | |
| ------- ---------- | |
| 100 941±1ns | |
| 1000 950±10ns | |
| 10000 970±20ns | |
| ======= ========== | |
| [50.67%] ··· cluster_hierarchy_disjoint_set.Bench.time_find ok | |
| [50.67%] ··· ======= ============= | |
| n | |
| ------- ------------- | |
| 100 117±0.5μs | |
| 1000 1.19±0ms | |
| 10000 14.1±0.06ms | |
| ======= ============= | |
| [50.75%] ··· ...y_disjoint_set.Bench.time_find_already_found ok | |
| [50.75%] ··· ======= ============ | |
| n | |
| ------- ------------ | |
| 100 117±0.4μs | |
| 1000 1.18±0ms | |
| 10000 12.5±0.1ms | |
| ======= ============ | |
| [50.84%] ··· cluster_hierarchy_disjoint_set.Bench.time_merge ok | |
| [50.84%] ··· ======= ============= | |
| n | |
| ------- ------------- | |
| 100 230±2μs | |
| 1000 2.54±0.02ms | |
| 10000 36.7±0.3ms | |
| ======= ============= | |
| [50.92%] ··· ...disjoint_set.Bench.time_merge_already_merged ok | |
| [50.92%] ··· ======= ============= | |
| n | |
| ------- ------------- | |
| 100 226±2μs | |
| 1000 2.40±0.03ms | |
| 10000 26.2±0.5ms | |
| ======= ============= | |
| [51.00%] ··· cython_special.CythonSpecial.time_airy_D ok | |
| [51.00%] ··· ======== ========== ====== ======== ============= | |
| name argument N api | |
| -------- ---------- ------ -------- ------------- | |
| airy_D (1,) 10 python 22.7±0.1μs | |
| airy_D (1,) 10 numpy 3.29±0.01μs | |
| airy_D (1,) 10 cython 3.56±0μs | |
| airy_D (1,) 100 python 225±2μs | |
| airy_D (1,) 100 numpy 15.7±0.04μs | |
| airy_D (1,) 100 cython 32.1±0.08μs | |
| airy_D (1,) 1000 python 2.24±0.01ms | |
| airy_D (1,) 1000 numpy 141±0.3μs | |
| airy_D (1,) 1000 cython 317±0.8μs | |
| ======== ========== ====== ======== ============= | |
| [51.09%] ··· cython_special.CythonSpecial.time_airy_d ok | |
| [51.09%] ··· ======== ========== ====== ======== ============= | |
| name argument N api | |
| -------- ---------- ------ -------- ------------- | |
| airy_d (1,) 10 python 20.7±0.2μs | |
| airy_d (1,) 10 numpy 3.30±0.02μs | |
| airy_d (1,) 10 cython 1.77±0.01μs | |
| airy_d (1,) 100 python 202±2μs | |
| airy_d (1,) 100 numpy 15.8±0.04μs | |
| airy_d (1,) 100 cython 14.1±0.05μs | |
| airy_d (1,) 1000 python 2.01±0.01ms | |
| airy_d (1,) 1000 numpy 141±0.2μs | |
| airy_d (1,) 1000 cython 137±0.2μs | |
| ======== ========== ====== ======== ============= | |
| [51.17%] ··· cython_special.CythonSpecial.time_beta_dd ok | |
| [51.17%] ··· ========= ============== ====== ======== ============= | |
| name argument N api | |
| --------- -------------- ------ -------- ------------- | |
| beta_dd (0.25, 0.75) 10 python 11.1±0.3μs | |
| beta_dd (0.25, 0.75) 10 numpy 1.09±0.03μs | |
| beta_dd (0.25, 0.75) 10 cython 720±3ns | |
| beta_dd (0.25, 0.75) 100 python 106±3μs | |
| beta_dd (0.25, 0.75) 100 numpy 4.52±0.02μs | |
| beta_dd (0.25, 0.75) 100 cython 4.05±0μs | |
| beta_dd (0.25, 0.75) 1000 python 1.05±0.03ms | |
| beta_dd (0.25, 0.75) 1000 numpy 37.8±0.2μs | |
| beta_dd (0.25, 0.75) 1000 cython 37.3±0.2μs | |
| ========= ============== ====== ======== ============= | |
| [51.25%] ··· cython_special.CythonSpecial.time_erf_D ok | |
| [51.25%] ··· ======= =========== ====== ======== ============= | |
| name argument N api | |
| ------- ----------- ------ -------- ------------- | |
| erf_D ((1+1j),) 10 python 11.1±0.5μs | |
| erf_D ((1+1j),) 10 numpy 2.81±0.01μs | |
| erf_D ((1+1j),) 10 cython 2.42±0.01μs | |
| erf_D ((1+1j),) 100 python 108±5μs | |
| erf_D ((1+1j),) 100 numpy 21.3±0.1μs | |
| erf_D ((1+1j),) 100 cython 20.8±0.08μs | |
| erf_D ((1+1j),) 1000 python 1.06±0.05ms | |
| erf_D ((1+1j),) 1000 numpy 205±0.07μs | |
| erf_D ((1+1j),) 1000 cython 204±0.8μs | |
| ======= =========== ====== ======== ============= | |
| [51.34%] ··· cython_special.CythonSpecial.time_erf_d ok | |
| [51.34%] ··· ======= ========== ====== ======== ============= | |
| name argument N api | |
| ------- ---------- ------ -------- ------------- | |
| erf_d (1,) 10 python 7.76±0.08μs | |
| erf_d (1,) 10 numpy 703±10ns | |
| erf_d (1,) 10 cython 403±0.2ns | |
| erf_d (1,) 100 python 73.6±1μs | |
| erf_d (1,) 100 numpy 1.18±0μs | |
| erf_d (1,) 100 cython 899±4ns | |
| erf_d (1,) 1000 python 732±10μs | |
| erf_d (1,) 1000 numpy 6.08±0.08μs | |
| erf_d (1,) 1000 cython 5.83±1μs | |
| ======= ========== ====== ======== ============= | |
| [51.42%] ··· cython_special.CythonSpecial.time_exprel_d ok | |
| [51.42%] ··· ========== ========== ====== ======== ============= | |
| name argument N api | |
| ---------- ---------- ------ -------- ------------- | |
| exprel_d (1e-06,) 10 python 7.66±0.2μs | |
| exprel_d (1e-06,) 10 numpy 739±3ns | |
| exprel_d (1e-06,) 10 cython 389±1ns | |
| exprel_d (1e-06,) 100 python 73.1±2μs | |
| exprel_d (1e-06,) 100 numpy 1.39±0μs | |
| exprel_d (1e-06,) 100 cython 841±80ns | |
| exprel_d (1e-06,) 1000 python 726±20μs | |
| exprel_d (1e-06,) 1000 numpy 8.28±0.1μs | |
| exprel_d (1e-06,) 1000 cython 5.36±0.04μs | |
| ========== ========== ====== ======== ============= | |
| [51.51%] ··· cython_special.CythonSpecial.time_gamma_D ok | |
| [51.51%] ··· ========= =============== ====== ======== ============= | |
| name argument N api | |
| --------- --------------- ------ -------- ------------- | |
| gamma_D ((100+100j),) 10 python 10.7±0.1μs | |
| gamma_D ((100+100j),) 10 numpy 2.99±0.02μs | |
| gamma_D ((100+100j),) 10 cython 2.57±0μs | |
| gamma_D ((100+100j),) 100 python 103±0.6μs | |
| gamma_D ((100+100j),) 100 numpy 23.3±0.07μs | |
| gamma_D ((100+100j),) 100 cython 22.2±0.02μs | |
| gamma_D ((100+100j),) 1000 python 1.02±0ms | |
| gamma_D ((100+100j),) 1000 numpy 226±0.2μs | |
| gamma_D ((100+100j),) 1000 cython 219±0.4μs | |
| ========= =============== ====== ======== ============= | |
| [51.59%] ··· cython_special.CythonSpecial.time_gamma_d ok | |
| [51.59%] ··· ========= ========== ====== ======== ============= | |
| name argument N api | |
| --------- ---------- ------ -------- ------------- | |
| gamma_d (100,) 10 python 8.70±0.2μs | |
| gamma_d (100,) 10 numpy 1.47±0μs | |
| gamma_d (100,) 10 cython 1.15±0μs | |
| gamma_d (100,) 100 python 83.1±0.5μs | |
| gamma_d (100,) 100 numpy 8.63±0.02μs | |
| gamma_d (100,) 100 cython 8.34±0.03μs | |
| gamma_d (100,) 1000 python 824±9μs | |
| gamma_d (100,) 1000 numpy 81.3±0.9μs | |
| gamma_d (100,) 1000 cython 79.8±0.3μs | |
| ========= ========== ====== ======== ============= | |
| [51.67%] ··· cython_special.CythonSpecial.time_jv_dD ok | |
| [51.67%] ··· ======= ============= ====== ======== ============= | |
| name argument N api | |
| ------- ------------- ------ -------- ------------- | |
| jv_dD (1, (1+1j)) 10 python 18.6±0.4μs | |
| jv_dD (1, (1+1j)) 10 numpy 7.54±0.01μs | |
| jv_dD (1, (1+1j)) 10 cython 7.10±0.01μs | |
| jv_dD (1, (1+1j)) 100 python 181±6μs | |
| jv_dD (1, (1+1j)) 100 numpy 67.9±0.3μs | |
| jv_dD (1, (1+1j)) 100 cython 67.1±0.1μs | |
| jv_dD (1, (1+1j)) 1000 python 1.81±0.06ms | |
| jv_dD (1, (1+1j)) 1000 numpy 669±1μs | |
| jv_dD (1, (1+1j)) 1000 cython 666±0.9μs | |
| ======= ============= ====== ======== ============= | |
| [51.76%] ··· cython_special.CythonSpecial.time_jv_dd ok | |
| [51.76%] ··· ======= ========== ====== ======== ============= | |
| name argument N api | |
| ------- ---------- ------ -------- ------------- | |
| jv_dd (1, 1) 10 python 20.8±0.2μs | |
| jv_dd (1, 1) 10 numpy 10.9±0.02μs | |
| jv_dd (1, 1) 10 cython 10.4±0.01μs | |
| jv_dd (1, 1) 100 python 202±2μs | |
| jv_dd (1, 1) 100 numpy 101±0.1μs | |
| jv_dd (1, 1) 100 cython 101±0.2μs | |
| jv_dd (1, 1) 1000 python 2.01±0.02ms | |
| jv_dd (1, 1) 1000 numpy 1.01±0ms | |
| jv_dd (1, 1) 1000 cython 1.00±0ms | |
| ======= ========== ====== ======== ============= | |
| [51.84%] ··· cython_special.CythonSpecial.time_loggamma_D ok | |
| [51.84%] ··· ============ ========== ====== ======== ============= | |
| name argument N api | |
| ------------ ---------- ------ -------- ------------- | |
| loggamma_D (20,) 10 python 9.51±0.04μs | |
| loggamma_D (20,) 10 numpy 943±3ns | |
| loggamma_D (20,) 10 cython 1.61±0μs | |
| loggamma_D (20,) 100 python 90.8±0.8μs | |
| loggamma_D (20,) 100 numpy 3.31±0.01μs | |
| loggamma_D (20,) 100 cython 12.8±0.03μs | |
| loggamma_D (20,) 1000 python 907±10μs | |
| loggamma_D (20,) 1000 numpy 27.0±0.1μs | |
| loggamma_D (20,) 1000 cython 124±0.4μs | |
| ============ ========== ====== ======== ============= | |
| [51.92%] ··· cython_special.CythonSpecial.time_logit_d ok | |
| [51.92%] ··· ========= ========== ====== ======== ============= | |
| name argument N api | |
| --------- ---------- ------ -------- ------------- | |
| logit_d (0.5,) 10 python 7.64±0.2μs | |
| logit_d (0.5,) 10 numpy 719±6ns | |
| logit_d (0.5,) 10 cython 408±0.4ns | |
| logit_d (0.5,) 100 python 73.7±3μs | |
| logit_d (0.5,) 100 numpy 1.38±0.03μs | |
| logit_d (0.5,) 100 cython 1.04±0.01μs | |
| logit_d (0.5,) 1000 python 733±30μs | |
| logit_d (0.5,) 1000 numpy 7.64±0.02μs | |
| logit_d (0.5,) 1000 cython 7.28±0.05μs | |
| ========= ========== ====== ======== ============= | |
| [52.01%] ··· cython_special.CythonSpecial.time_psi_D ok | |
| [52.01%] ··· ======= ========== ====== ======== ============= | |
| name argument N api | |
| ------- ---------- ------ -------- ------------- | |
| psi_D (1,) 10 python 208±20μs | |
| psi_D (1,) 10 numpy 756±8ns | |
| psi_D (1,) 10 cython 185±0.3μs | |
| psi_D (1,) 100 python 1.93±0ms | |
| psi_D (1,) 100 numpy 1.64±0μs | |
| psi_D (1,) 100 cython 1.85±0ms | |
| psi_D (1,) 1000 python 19.3±0.01ms | |
| psi_D (1,) 1000 numpy 10.4±0.02μs | |
| psi_D (1,) 1000 cython 18.4±0ms | |
| ======= ========== ====== ======== ============= | |
| [52.09%] ··· cython_special.CythonSpecial.time_psi_d ok | |
| [52.09%] ··· ======= ========== ====== ======== ============= | |
| name argument N api | |
| ------- ---------- ------ -------- ------------- | |
| psi_d (1,) 10 python 7.72±0.2μs | |
| psi_d (1,) 10 numpy 758±8ns | |
| psi_d (1,) 10 cython 451±0.2ns | |
| psi_d (1,) 100 python 73.3±1μs | |
| psi_d (1,) 100 numpy 1.64±0μs | |
| psi_d (1,) 100 cython 1.26±0μs | |
| psi_d (1,) 1000 python 736±30μs | |
| psi_d (1,) 1000 numpy 10.5±0.02μs | |
| psi_d (1,) 1000 cython 9.43±0.02μs | |
| ======= ========== ====== ======== ============= | |
| [52.17%] ··· fft_basic.Fft.time_fft ok | |
| [52.17%] ··· ====== ======= =============== ============= ============= | |
| -- module | |
| -------------- ------------------------------------------- | |
| size type scipy.fftpack scipy.fft numpy.fft | |
| ====== ======= =============== ============= ============= | |
| 100 real 5.48±0.02μs 6.26±0.08μs 3.19±0.06μs | |
| 100 cmplx 5.11±0.03μs 5.92±0.1μs 3.10±0.04μs | |
| 256 real 6.54±0.08μs 7.36±0.02μs 4.18±0.08μs | |
| 256 cmplx 6.19±0.02μs 7.01±0.05μs 4.19±0.02μs | |
| 313 real 17.2±0.2μs 18.2±0.2μs 22.9±0.2μs | |
| 313 cmplx 15.9±0.1μs 16.5±0.2μs 22.9±0.2μs | |
| 512 real 8.90±0.09μs 9.72±0.09μs 6.60±0.01μs | |
| 512 cmplx 8.18±0.05μs 9.03±0.05μs 6.60±0.05μs | |
| 1000 real 13.9±0.06μs 14.7±0.05μs 12.4±0.09μs | |
| 1000 cmplx 12.8±0.04μs 13.6±0.03μs 12.4±0.1μs | |
| 1024 real 13.2±0.1μs 13.9±0.05μs 11.3±0.05μs | |
| 1024 cmplx 12.4±0.03μs 13.3±0.05μs 11.6±0.2μs | |
| 2048 real 22.7±3μs 23.6±0.07μs 22.1±0.2μs | |
| 2048 cmplx 23.7±0.08μs 24.7±2μs 22.5±0.5μs | |
| 4096 real 43.6±0.4μs 45.5±0.2μs 44.2±0.5μs | |
| 4096 cmplx 47.6±0.2μs 48.4±0.6μs 45.1±0.8μs | |
| 8192 real 90.7±0.8μs 91.1±0.1μs 95.9±0.9μs | |
| 8192 cmplx 112±2μs 111±0.7μs 102±4μs | |
| ====== ======= =============== ============= ============= | |
| [52.26%] ··· fft_basic.Fft.time_ifft ok | |
| [52.26%] ··· ====== ======= =============== ============= ============= | |
| -- module | |
| -------------- ------------------------------------------- | |
| size type scipy.fftpack scipy.fft numpy.fft | |
| ====== ======= =============== ============= ============= | |
| 100 real 5.44±0.03μs 6.26±0.07μs 3.29±0.05μs | |
| 100 cmplx 5.11±0.03μs 5.83±0.1μs 3.16±0.06μs | |
| 256 real 6.56±0.01μs 7.37±0.03μs 4.28±0.01μs | |
| 256 cmplx 6.14±0.05μs 6.95±0.1μs 4.24±0.02μs | |
| 313 real 17.3±0.05μs 17.9±0.04μs 23.1±0.03μs | |
| 313 cmplx 15.8±0.1μs 16.5±0.1μs 23.0±0.03μs | |
| 512 real 8.79±0.05μs 9.60±0.1μs 6.54±0.2μs | |
| 512 cmplx 8.04±0.01μs 8.86±0.04μs 6.47±0.08μs | |
| 1000 real 13.7±0.02μs 14.6±0.2μs 12.1±0.04μs | |
| 1000 cmplx 13.7±0.04μs 14.5±0.04μs 12.1±0.1μs | |
| 1024 real 13.0±0.04μs 13.8±0.07μs 10.9±0.05μs | |
| 1024 cmplx 13.4±0.07μs 14.2±0.06μs 11.3±0.2μs | |
| 2048 real 22.6±0.06μs 23.4±0.04μs 22.4±0.06μs | |
| 2048 cmplx 24.9±0.2μs 26.3±0.09μs 23.8±2μs | |
| 4096 real 44.5±0.2μs 45.5±0.3μs 44.4±0.3μs | |
| 4096 cmplx 51.5±2μs 51.1±0.1μs 47.7±1μs | |
| 8192 real 91.2±0.9μs 91.5±0.2μs 93.6±0.3μs | |
| 8192 cmplx 113±0.8μs 110±0.6μs 101±4μs | |
| ====== ======= =============== ============= ============= | |
| [52.34%] ··· fft_basic.FftBackends.time_fft ok | |
| [52.34%] ··· ====== ======= =========== ============= | |
| size type backend | |
| ------ ------- ----------- ------------- | |
| 100 real pocketfft 6.15±0.09μs | |
| 100 real pyfftw n/a | |
| 100 real numpy 4.31±0.09μs | |
| 100 real direct 5.26±0.05μs | |
| 100 cmplx pocketfft 5.92±0.07μs | |
| 100 cmplx pyfftw n/a | |
| 100 cmplx numpy 4.25±0.2μs | |
| 100 cmplx direct 4.91±0.02μs | |
| 256 real pocketfft 7.25±0.07μs | |
| 256 real pyfftw n/a | |
| 256 real numpy 5.35±0.1μs | |
| 256 real direct 6.30±0.06μs | |
| 256 cmplx pocketfft 6.98±0.03μs | |
| 256 cmplx pyfftw n/a | |
| 256 cmplx numpy 5.34±0.2μs | |
| 256 cmplx direct 6.01±0.04μs | |
| 313 real pocketfft 17.9±0.09μs | |
| 313 real pyfftw n/a | |
| 313 real numpy 24.2±0.05μs | |
| 313 real direct 16.9±0.08μs | |
| 313 cmplx pocketfft 16.8±0.05μs | |
| 313 cmplx pyfftw n/a | |
| 313 cmplx numpy 23.9±0.3μs | |
| 313 cmplx direct 15.8±0.06μs | |
| 512 real pocketfft 9.60±0.05μs | |
| 512 real pyfftw n/a | |
| 512 real numpy 7.66±0.2μs | |
| 512 real direct 8.70±0.02μs | |
| 512 cmplx pocketfft 8.92±0.05μs | |
| 512 cmplx pyfftw n/a | |
| 512 cmplx numpy 7.69±0.09μs | |
| 512 cmplx direct 8.08±0.06μs | |
| 1000 real pocketfft 14.7±0.1μs | |
| 1000 real pyfftw n/a | |
| 1000 real numpy 13.6±0.1μs | |
| 1000 real direct 13.7±0.08μs | |
| 1000 cmplx pocketfft 13.4±0.04μs | |
| 1000 cmplx pyfftw n/a | |
| 1000 cmplx numpy 13.4±0.2μs | |
| 1000 cmplx direct 12.4±0.1μs | |
| 1024 real pocketfft 14.0±0.2μs | |
| 1024 real pyfftw n/a | |
| 1024 real numpy 12.5±0.3μs | |
| 1024 real direct 13.1±0.02μs | |
| 1024 cmplx pocketfft 13.3±0.06μs | |
| 1024 cmplx pyfftw n/a | |
| 1024 cmplx numpy 12.8±0.3μs | |
| 1024 cmplx direct 12.2±0.08μs | |
| 2048 real pocketfft 23.2±0.04μs | |
| 2048 real pyfftw n/a | |
| 2048 real numpy 23.1±0.2μs | |
| 2048 real direct 22.3±0.09μs | |
| 2048 cmplx pocketfft 24.8±0.8μs | |
| 2048 cmplx pyfftw n/a | |
| 2048 cmplx numpy 23.5±0.5μs | |
| 2048 cmplx direct 23.6±0.4μs | |
| 4096 real pocketfft 44.6±0.2μs | |
| 4096 real pyfftw n/a | |
| 4096 real numpy 45.8±0.4μs | |
| 4096 real direct 43.4±0.1μs | |
| 4096 cmplx pocketfft 48.5±4μs | |
| 4096 cmplx pyfftw n/a | |
| 4096 cmplx numpy 46.3±0.6μs | |
| 4096 cmplx direct 48.2±1μs | |
| 8192 real pocketfft 93.3±0.4μs | |
| 8192 real pyfftw n/a | |
| 8192 real numpy 98.4±1μs | |
| 8192 real direct 92.5±0.2μs | |
| 8192 cmplx pocketfft 114±3μs | |
| 8192 cmplx pyfftw n/a | |
| 8192 cmplx numpy 101±4μs | |
| 8192 cmplx direct 114±2μs | |
| ====== ======= =========== ============= | |
| [52.42%] ··· fft_basic.FftBackends.time_ifft ok | |
| [52.42%] ··· ====== ======= =========== ============= | |
| size type backend | |
| ------ ------- ----------- ------------- | |
| 100 real pocketfft 6.14±0.03μs | |
| 100 real pyfftw n/a | |
| 100 real numpy 4.35±0.1μs | |
| 100 real direct 5.14±0.02μs | |
| 100 cmplx pocketfft 5.86±0.03μs | |
| 100 cmplx pyfftw n/a | |
| 100 cmplx numpy 4.26±0.2μs | |
| 100 cmplx direct 4.93±0.02μs | |
| 256 real pocketfft 7.36±0.02μs | |
| 256 real pyfftw n/a | |
| 256 real numpy 5.40±0.2μs | |
| 256 real direct 6.36±0.07μs | |
| 256 cmplx pocketfft 6.92±0.06μs | |
| 256 cmplx pyfftw n/a | |
| 256 cmplx numpy 5.39±0.2μs | |
| 256 cmplx direct 6.03±0.04μs | |
| 313 real pocketfft 18.0±0.2μs | |
| 313 real pyfftw n/a | |
| 313 real numpy 24.5±0.1μs | |
| 313 real direct 16.9±0.03μs | |
| 313 cmplx pocketfft 16.5±0.2μs | |
| 313 cmplx pyfftw n/a | |
| 313 cmplx numpy 24.4±0.09μs | |
| 313 cmplx direct 15.6±0.08μs | |
| 512 real pocketfft 9.63±0.04μs | |
| 512 real pyfftw n/a | |
| 512 real numpy 7.59±0.09μs | |
| 512 real direct 8.75±0.06μs | |
| 512 cmplx pocketfft 8.87±0.06μs | |
| 512 cmplx pyfftw n/a | |
| 512 cmplx numpy 7.57±0.2μs | |
| 512 cmplx direct 7.89±0.1μs | |
| 1000 real pocketfft 14.7±0.09μs | |
| 1000 real pyfftw n/a | |
| 1000 real numpy 13.1±0.1μs | |
| 1000 real direct 13.8±0.04μs | |
| 1000 cmplx pocketfft 14.5±0.04μs | |
| 1000 cmplx pyfftw n/a | |
| 1000 cmplx numpy 13.2±0.05μs | |
| 1000 cmplx direct 13.7±0.1μs | |
| 1024 real pocketfft 13.8±0.04μs | |
| 1024 real pyfftw n/a | |
| 1024 real numpy 12.2±0.1μs | |
| 1024 real direct 13.0±0.06μs | |
| 1024 cmplx pocketfft 14.1±0.1μs | |
| 1024 cmplx pyfftw n/a | |
| 1024 cmplx numpy 12.4±0.5μs | |
| 1024 cmplx direct 13.2±0.03μs | |
| 2048 real pocketfft 23.5±0.2μs | |
| 2048 real pyfftw n/a | |
| 2048 real numpy 23.5±0.1μs | |
| 2048 real direct 22.7±0.05μs | |
| 2048 cmplx pocketfft 25.8±0.1μs | |
| 2048 cmplx pyfftw n/a | |
| 2048 cmplx numpy 23.7±0.5μs | |
| 2048 cmplx direct 25.3±0.3μs | |
| 4096 real pocketfft 45.4±0.1μs | |
| 4096 real pyfftw n/a | |
| 4096 real numpy 45.3±0.2μs | |
| 4096 real direct 44.7±0.3μs | |
| 4096 cmplx pocketfft 52.4±1μs | |
| 4096 cmplx pyfftw n/a | |
| 4096 cmplx numpy 46.3±2μs | |
| 4096 cmplx direct 50.6±0.6μs | |
| 8192 real pocketfft 91.3±0.1μs | |
| 8192 real pyfftw n/a | |
| 8192 real numpy 96.2±7μs | |
| 8192 real direct 92.4±0.2μs | |
| 8192 cmplx pocketfft 112±2μs | |
| 8192 cmplx pyfftw n/a | |
| 8192 cmplx numpy 98.8±3μs | |
| 8192 cmplx direct 111±10μs | |
| ====== ======= =========== ============= | |
| [52.51%] ··· fft_basic.FftThreading.time_fft ok | |
| [52.51%] ··· ========== ================ ============ ============= | |
| -- method | |
| --------------------------- -------------------------- | |
| size num_transforms workers threading | |
| ========== ================ ============ ============= | |
| 100x100 1 106±10μs 151±0.8μs | |
| 100x100 8 705±30μs 840±6μs | |
| 100x100 32 3.46±0.3ms 2.87±0.04ms | |
| 100x100 100 10.9±0.4ms 9.38±0.3ms | |
| 1000x100 1 429±50μs 735±30μs | |
| 1000x100 8 3.41±0.2ms 3.37±0.1ms | |
| 1000x100 32 15.1±0.5ms 21.3±1ms | |
| 1000x100 100 54.5±1ms 65.1±4ms | |
| 256x256 1 326±9μs 488±8μs | |
| 256x256 8 2.22±0.3ms 2.08±0.06ms | |
| 256x256 32 11.8±0.2ms 13.7±1ms | |
| 256x256 100 36.5±1ms 42.7±3ms | |
| 512x512 1 894±30μs 1.81±0.04ms | |
| 512x512 8 8.55±0.2ms 8.50±0.4ms | |
| 512x512 32 35.1±0.3ms 44.2±0.8ms | |
| 512x512 100 115±2ms 145±4ms | |
| ========== ================ ============ ============= | |
| [52.59%] ··· fft_basic.FftThreading.time_fftn ok | |
| [52.59%] ··· ========== ================ ============= ============= | |
| -- method | |
| --------------------------- --------------------------- | |
| size num_transforms workers threading | |
| ========== ================ ============= ============= | |
| 100x100 1 198±20μs 219±10μs | |
| 100x100 8 1.88±0.2ms 965±10μs | |
| 100x100 32 6.97±0.4ms 3.41±0.05ms | |
| 100x100 100 22.4±1ms 12.7±0.2ms | |
| 1000x100 1 1.13±0.04ms 1.53±0.05ms | |
| 1000x100 8 8.05±0.5ms 7.45±0.4ms | |
| 1000x100 32 35.5±0.9ms 35.1±0.7ms | |
| 1000x100 100 117±6ms 105±3ms | |
| 256x256 1 721±10μs 946±30μs | |
| 256x256 8 5.79±0.3ms 3.77±0.06ms | |
| 256x256 32 26.4±1ms 25.2±2ms | |
| 256x256 100 81.3±5ms 70.3±2ms | |
| 512x512 1 2.03±0.08ms 4.02±0.09ms | |
| 512x512 8 20.3±0.6ms 20.1±0.2ms | |
| 512x512 32 82.3±2ms 87.2±0.7ms | |
| 512x512 100 255±4ms 278±5ms | |
| ========== ================ ============= ============= | |
| [52.68%] ··· fft_basic.Fftn.time_fftn ok | |
| [52.68%] ··· ========== ======= =============== ============= | |
| size type module | |
| ---------- ------- --------------- ------------- | |
| 100x100 real scipy.fftpack 102±1μs | |
| 100x100 real scipy.fft 100±1μs | |
| 100x100 real numpy.fft 135±1μs | |
| 100x100 cmplx scipy.fftpack 113±0.2μs | |
| 100x100 cmplx scipy.fft 115±0.2μs | |
| 100x100 cmplx numpy.fft 140±1μs | |
| 313x100 real scipy.fftpack 621±3μs | |
| 313x100 real scipy.fft 625±7μs | |
| 313x100 real numpy.fft 1.28±0ms | |
| 313x100 cmplx scipy.fftpack 979±5μs | |
| 313x100 cmplx scipy.fft 1.01±0.02ms | |
| 313x100 cmplx numpy.fft 1.29±0.01ms | |
| 1000x100 real scipy.fftpack 1.10±0.02ms | |
| 1000x100 real scipy.fft 1.11±0ms | |
| 1000x100 real numpy.fft 2.57±0.4ms | |
| 1000x100 cmplx scipy.fftpack 1.31±0.03ms | |
| 1000x100 cmplx scipy.fft 1.29±0.02ms | |
| 1000x100 cmplx numpy.fft 2.80±0.6ms | |
| 256x256 real scipy.fftpack 673±9μs | |
| 256x256 real scipy.fft 663±3μs | |
| 256x256 real numpy.fft 935±300μs | |
| 256x256 cmplx scipy.fftpack 830±20μs | |
| 256x256 cmplx scipy.fft 820±20μs | |
| 256x256 cmplx numpy.fft 1.66±0.4ms | |
| 512x512 real scipy.fftpack 2.96±0.06ms | |
| 512x512 real scipy.fft 2.86±0.01ms | |
| 512x512 real numpy.fft 5.74±0.6ms | |
| 512x512 cmplx scipy.fftpack 3.62±0.1ms | |
| 512x512 cmplx scipy.fft 3.51±0.08ms | |
| 512x512 cmplx numpy.fft 6.16±0.8ms | |
| ========== ======= =============== ============= | |
| [52.76%] ··· fft_basic.FftnBackends.time_fft ok | |
| [52.76%] ··· ========== ======= =========== ============= | |
| size type backend | |
| ---------- ------- ----------- ------------- | |
| 100x100 real pocketfft 102±1μs | |
| 100x100 real pyfftw n/a | |
| 100x100 real numpy 137±2μs | |
| 100x100 real direct 101±0.9μs | |
| 100x100 cmplx pocketfft 117±2μs | |
| 100x100 cmplx pyfftw n/a | |
| 100x100 cmplx numpy 139±0.9μs | |
| 100x100 cmplx direct 116±2μs | |
| 313x100 real pocketfft 628±4μs | |
| 313x100 real pyfftw n/a | |
| 313x100 real numpy 1.28±0.01ms | |
| 313x100 real direct 621±4μs | |
| 313x100 cmplx pocketfft 1.02±0.1ms | |
| 313x100 cmplx pyfftw n/a | |
| 313x100 cmplx numpy 1.30±0.01ms | |
| 313x100 cmplx direct 994±7μs | |
| 1000x100 real pocketfft 1.11±0.03ms | |
| 1000x100 real pyfftw n/a | |
| 1000x100 real numpy 2.58±0.4ms | |
| 1000x100 real direct 1.11±0.01ms | |
| 1000x100 cmplx pocketfft 1.34±0.03ms | |
| 1000x100 cmplx pyfftw n/a | |
| 1000x100 cmplx numpy 1.67±0ms | |
| 1000x100 cmplx direct 1.37±0ms | |
| 256x256 real pocketfft 677±10μs | |
| 256x256 real pyfftw n/a | |
| 256x256 real numpy 969±300μs | |
| 256x256 real direct 687±4μs | |
| 256x256 cmplx pocketfft 854±30μs | |
| 256x256 cmplx pyfftw n/a | |
| 256x256 cmplx numpy 905±5μs | |
| 256x256 cmplx direct 861±4μs | |
| 512x512 real pocketfft 2.94±0.05ms | |
| 512x512 real pyfftw n/a | |
| 512x512 real numpy 5.68±0.5ms | |
| 512x512 real direct 2.93±0.02ms | |
| 512x512 cmplx pocketfft 3.78±0.06ms | |
| 512x512 cmplx pyfftw n/a | |
| 512x512 cmplx numpy 4.55±0.09ms | |
| 512x512 cmplx direct 3.79±0.08ms | |
| ========== ======= =========== ============= | |
| [52.84%] ··· fft_basic.FftnBackends.time_ifft ok | |
| [52.84%] ··· ========== ======= =========== ============= | |
| size type backend | |
| ---------- ------- ----------- ------------- | |
| 100x100 real pocketfft 104±1μs | |
| 100x100 real pyfftw n/a | |
| 100x100 real numpy 139±0.4μs | |
| 100x100 real direct 102±2μs | |
| 100x100 cmplx pocketfft 117±0.4μs | |
| 100x100 cmplx pyfftw n/a | |
| 100x100 cmplx numpy 139±1μs | |
| 100x100 cmplx direct 118±2μs | |
| 313x100 real pocketfft 640±10μs | |
| 313x100 real pyfftw n/a | |
| 313x100 real numpy 1.33±0.01ms | |
| 313x100 real direct 636±10μs | |
| 313x100 cmplx pocketfft 991±7μs | |
| 313x100 cmplx pyfftw n/a | |
| 313x100 cmplx numpy 1.32±0ms | |
| 313x100 cmplx direct 1.00±0.02ms | |
| 1000x100 real pocketfft 1.07±0.01ms | |
| 1000x100 real pyfftw n/a | |
| 1000x100 real numpy 2.56±0.4ms | |
| 1000x100 real direct 1.09±0.02ms | |
| 1000x100 cmplx pocketfft 1.39±0.03ms | |
| 1000x100 cmplx pyfftw n/a | |
| 1000x100 cmplx numpy 1.72±0.04ms | |
| 1000x100 cmplx direct 1.38±0.03ms | |
| 256x256 real pocketfft 682±6μs | |
| 256x256 real pyfftw n/a | |
| 256x256 real numpy 1.01±0.3ms | |
| 256x256 real direct 669±2μs | |
| 256x256 cmplx pocketfft 881±3μs | |
| 256x256 cmplx pyfftw n/a | |
| 256x256 cmplx numpy 938±4μs | |
| 256x256 cmplx direct 834±3μs | |
| 512x512 real pocketfft 2.85±0.01ms | |
| 512x512 real pyfftw n/a | |
| 512x512 real numpy 5.56±0.5ms | |
| 512x512 real direct 2.84±0.02ms | |
| 512x512 cmplx pocketfft 3.90±0.04ms | |
| 512x512 cmplx pyfftw n/a | |
| 512x512 cmplx numpy 4.52±0.06ms | |
| 512x512 cmplx direct 3.81±0.03ms | |
| ========== ======= =========== ============= | |
| [52.93%] ··· fft_basic.NextFastLen.time_next_fast_len ok | |
| [52.93%] ··· ========= ========== | |
| size | |
| --------- ---------- | |
| 12 290±6ns | |
| 13 320±8ns | |
| 1021 548±5ns | |
| 1024 306±5ns | |
| 16381 937±40ns | |
| 16384 311±4ns | |
| 262139 1.64±0μs | |
| 262144 310±5ns | |
| 999983 2.16±0μs | |
| 1048576 313±5ns | |
| ========= ========== | |
| [53.01%] ··· fft_basic.NextFastLen.time_next_fast_len_cached ok | |
| [53.01%] ··· ========= ========= | |
| size | |
| --------- --------- | |
| 12 244±2ns | |
| 13 244±3ns | |
| 1021 244±3ns | |
| 1024 245±3ns | |
| 16381 245±3ns | |
| 16384 245±4ns | |
| 262139 244±2ns | |
| 262144 247±4ns | |
| 999983 244±3ns | |
| 1048576 249±3ns | |
| ========= ========= | |
| [53.09%] ··· fft_basic.RFft.time_irfft ok | |
| [53.09%] ··· ====== =============== ============= ============= | |
| -- module | |
| ------ ------------------------------------------- | |
| size scipy.fftpack scipy.fft numpy.fft | |
| ====== =============== ============= ============= | |
| 100 4.70±0.05μs 6.01±0.1μs 4.21±0.03μs | |
| 256 5.55±0.1μs 7.10±0.04μs 5.10±0.03μs | |
| 313 16.3±0.2μs 8.09±0.09μs 6.22±0.03μs | |
| 512 6.78±0.06μs 8.59±0.1μs 6.84±0.02μs | |
| 1000 9.87±0.05μs 12.0±0.1μs 10.9±0.05μs | |
| 1024 9.32±0.05μs 11.2±0.2μs 10.1±0.1μs | |
| 2048 15.4±0.1μs 18.4±0.2μs 17.5±0.06μs | |
| 4096 32.0±0.2μs 35.2±0.3μs 35.8±0.9μs | |
| 8192 65.4±0.1μs 71.6±0.8μs 74.8±3μs | |
| ====== =============== ============= ============= | |
| [53.18%] ··· fft_basic.RFft.time_rfft ok | |
| [53.18%] ··· ====== =============== ============= ============= | |
| -- module | |
| ------ ------------------------------------------- | |
| size scipy.fftpack scipy.fft numpy.fft | |
| ====== =============== ============= ============= | |
| 100 4.69±0.1μs 5.97±0.02μs 2.50±0.03μs | |
| 256 5.47±0.1μs 6.89±0.05μs 3.26±0.02μs | |
| 313 15.7±0.04μs 17.2±0.1μs 22.8±0.2μs | |
| 512 6.77±0.03μs 8.37±0.05μs 4.93±0.02μs | |
| 1000 9.92±0.04μs 11.8±0.1μs 8.78±0.1μs | |
| 1024 9.20±0.04μs 11.0±1μs 7.78±0.07μs | |
| 2048 14.8±0.1μs 17.1±0.1μs 14.0±0.03μs | |
| 4096 28.0±0.1μs 31.6±0.3μs 28.3±0.2μs | |
| 8192 58.5±0.4μs 65.7±0.6μs 62.8±0.2μs | |
| ====== =============== ============= ============= | |
| [53.26%] ··· fft_basic.RealTransforms1D.time_dct ok | |
| [53.26%] ··· ====== ====== =============== ============= | |
| -- module | |
| ------------- ----------------------------- | |
| size type scipy.fftpack scipy.fft | |
| ====== ====== =============== ============= | |
| 75 I 5.64±0.09μs 6.42±0.01μs | |
| 75 II 5.11±0.1μs 5.88±0.02μs | |
| 75 III 5.12±0.09μs 5.85±0.01μs | |
| 75 IV 5.25±0.05μs 6.04±0.01μs | |
| 100 I 5.83±0.09μs 6.64±0.02μs | |
| 100 II 5.19±0.09μs 5.95±0.07μs | |
| 100 III 5.20±0.07μs 5.93±0.08μs | |
| 100 IV 5.13±0.08μs 5.95±0.03μs | |
| 135 I 6.62±0.04μs 7.46±0.04μs | |
| 135 II 5.62±0.03μs 6.53±0.02μs | |
| 135 III 5.67±0.05μs 6.40±0.06μs | |
| 135 IV 5.89±0.09μs 6.66±0.03μs | |
| 256 I 7.62±0.08μs 8.39±0.09μs | |
| 256 II 6.10±0.09μs 6.94±0.09μs | |
| 256 III 6.10±0.07μs 6.89±0.1μs | |
| 256 IV 6.26±0.06μs 7.16±0.05μs | |
| 313 I 29.8±0.4μs 30.2±0.09μs | |
| 313 II 17.0±0.3μs 18.2±0.6μs | |
| 313 III 16.7±0.06μs 17.7±0.3μs | |
| 313 IV 17.1±0.06μs 17.9±0.09μs | |
| 512 I 10.1±0.05μs 11.0±0.1μs | |
| 512 II 7.66±0.04μs 8.55±0.06μs | |
| 512 III 8.02±0.3μs 8.53±0.09μs | |
| 512 IV 7.68±0.04μs 8.41±0.07μs | |
| 675 I 14.0±3μs 14.4±0.1μs | |
| 675 II 9.22±0.03μs 10.1±0.2μs | |
| 675 III 9.46±0.07μs 10.2±0.09μs | |
| 675 IV 10.3±0.09μs 11.0±0.06μs | |
| 1024 I 16.2±0.1μs 16.8±0.07μs | |
| 1024 II 10.7±0.03μs 11.6±0.1μs | |
| 1024 III 10.7±0.03μs 11.4±0.2μs | |
| 1024 IV 10.6±0.08μs 11.4±0.1μs | |
| 2025 I 36.6±0.2μs 37.3±0.1μs | |
| 2025 II 19.3±0.3μs 19.7±0.2μs | |
| 2025 III 19.4±0.05μs 20.2±0.1μs | |
| 2025 IV 21.6±0.09μs 22.4±0.1μs | |
| 2048 I 30.8±0.2μs 31.9±0.2μs | |
| 2048 II 17.3±0.08μs 18.1±0.07μs | |
| 2048 III 17.3±0.09μs 18.0±0.1μs | |
| 2048 IV 16.8±0.1μs 17.8±0.09μs | |
| ====== ====== =============== ============= | |
| [53.34%] ··· fft_basic.RealTransforms1D.time_dst ok | |
| [53.34%] ··· ====== ====== =============== ============= | |
| -- module | |
| ------------- ----------------------------- | |
| size type scipy.fftpack scipy.fft | |
| ====== ====== =============== ============= | |
| 75 I 5.49±0.06μs 6.32±0.03μs | |
| 75 II 5.09±0.1μs 5.95±0.03μs | |
| 75 III 5.10±0.04μs 5.87±0.05μs | |
| 75 IV 5.29±0.02μs 6.08±0.08μs | |
| 100 I 5.73±0.03μs 6.52±0.02μs | |
| 100 II 5.22±0.09μs 6.03±0.01μs | |
| 100 III 5.21±0.03μs 6.01±0.02μs | |
| 100 IV 5.26±0.06μs 6.03±0.04μs | |
| 135 I 6.62±0.08μs 7.41±0.02μs | |
| 135 II 5.70±0.06μs 6.59±0.01μs | |
| 135 III 5.76±0.06μs 6.58±0.02μs | |
| 135 IV 6.09±0.1μs 6.84±0.04μs | |
| 256 I 7.47±0.1μs 8.27±0.04μs | |
| 256 II 6.32±0.2μs 7.40±1μs | |
| 256 III 6.31±0.07μs 7.15±0.09μs | |
| 256 IV 6.56±0.1μs 7.35±0.06μs | |
| 313 I 29.9±0.1μs 30.3±0.3μs | |
| 313 II 17.2±0.1μs 17.8±0.3μs | |
| 313 III 16.7±0.02μs 17.7±0.03μs | |
| 313 IV 17.4±0.1μs 18.0±0.1μs | |
| 512 I 10.0±0.08μs 10.8±0.06μs | |
| 512 II 7.98±0.03μs 8.88±0.04μs | |
| 512 III 8.08±0.09μs 8.85±0.05μs | |
| 512 IV 7.98±0.03μs 8.79±0.06μs | |
| 675 I 13.3±0.1μs 14.2±0.04μs | |
| 675 II 9.63±0.2μs 10.6±0.08μs | |
| 675 III 9.89±0.1μs 10.6±0.07μs | |
| 675 IV 10.7±0.05μs 11.5±0.06μs | |
| 1024 I 15.9±0.1μs 16.9±0.2μs | |
| 1024 II 11.4±0.02μs 12.1±0.04μs | |
| 1024 III 11.1±0.2μs 12.5±0.6μs | |
| 1024 IV 11.2±0.07μs 11.8±0.03μs | |
| 2025 I 36.0±0.06μs 37.0±0.06μs | |
| 2025 II 20.0±0.2μs 20.9±0.1μs | |
| 2025 III 20.4±0.07μs 21.4±0.1μs | |
| 2025 IV 22.7±0.2μs 23.2±0.1μs | |
| 2048 I 30.0±0.4μs 30.8±0.2μs | |
| 2048 II 18.8±0.07μs 19.7±0.09μs | |
| 2048 III 18.5±0.08μs 19.2±0.06μs | |
| 2048 IV 17.9±0.06μs 18.8±0.07μs | |
| ====== ====== =============== ============= | |
| [53.43%] ··· fft_basic.RealTransformsND.time_dctn ok | |
| [53.43%] ··· ========== ====== =============== ============= | |
| -- module | |
| ----------------- ----------------------------- | |
| size type scipy.fftpack scipy.fft | |
| ========== ====== =============== ============= | |
| 75x75 I 86.5±1μs 87.4±1μs | |
| 75x75 II 56.0±0.7μs 58.2±0.5μs | |
| 75x75 III 57.0±0.4μs 59.6±7μs | |
| 75x75 IV 70.1±1μs 70.7±0.6μs | |
| 100x100 I 141±1μs 144±3μs | |
| 100x100 II 89.9±2μs 91.1±2μs | |
| 100x100 III 89.9±2μs 90.5±1μs | |
| 100x100 IV 98.0±3μs 98.7±3μs | |
| 135x135 I 270±1μs 271±0.5μs | |
| 135x135 II 157±2μs 158±2μs | |
| 135x135 III 159±2μs 160±2μs | |
| 135x135 IV 188±4μs 190±4μs | |
| 313x363 I 8.34±0.05ms 8.37±0.07ms | |
| 313x363 II 3.90±0.07ms 3.90±0.04ms | |
| 313x363 III 3.91±0.04ms 3.92±0.08ms | |
| 313x363 IV 4.07±0.02ms 4.07±0.08ms | |
| 1000x100 I 1.62±0.01ms 1.66±0.04ms | |
| 1000x100 II 948±30μs 949±30μs | |
| 1000x100 III 938±30μs 945±30μs | |
| 1000x100 IV 963±10μs 973±10μs | |
| 256x256 I 901±6μs 915±30μs | |
| 256x256 II 567±2μs 572±3μs | |
| 256x256 III 557±9μs 557±4μs | |
| 256x256 IV 595±3μs 593±2μs | |
| ========== ====== =============== ============= | |
| [53.51%] ··· fft_basic.RealTransformsND.time_dstn ok | |
| [53.51%] ··· ========== ====== =============== ============= | |
| -- module | |
| ----------------- ----------------------------- | |
| size type scipy.fftpack scipy.fft | |
| ========== ====== =============== ============= | |
| 75x75 I 83.5±1μs 84.4±1μs | |
| 75x75 II 60.5±1μs 63.0±0.6μs | |
| 75x75 III 60.2±1μs 62.1±0.7μs | |
| 75x75 IV 74.0±1μs 74.4±0.8μs | |
| 100x100 I 142±0.5μs 142±2μs | |
| 100x100 II 98.2±2μs 102±2μs | |
| 100x100 III 95.7±2μs 97.0±1μs | |
| 100x100 IV 104±3μs 107±4μs | |
| 135x135 I 268±5μs 269±4μs | |
| 135x135 II 172±2μs 178±2μs | |
| 135x135 III 171±2μs 172±3μs | |
| 135x135 IV 207±3μs 208±4μs | |
| 313x363 I 8.24±0.07ms 8.27±0.02ms | |
| 313x363 II 3.93±0.03ms 4.06±0.05ms | |
| 313x363 III 3.97±0.09ms 3.97±0.08ms | |
| 313x363 IV 4.05±0.03ms 4.16±0.03ms | |
| 1000x100 I 1.60±0.03ms 1.61±0.03ms | |
| 1000x100 II 1.06±0.01ms 1.02±0.01ms | |
| 1000x100 III 1.03±0.01ms 1.01±0.02ms | |
| 1000x100 IV 1.04±0.02ms 1.03±0.02ms | |
| 256x256 I 929±20μs 920±20μs | |
| 256x256 II 638±9μs 643±20μs | |
| 256x256 III 633±5μs 607±6μs | |
| 256x256 IV 663±20μs 635±5μs | |
| ========== ====== =============== ============= | |
| [53.60%] ··· fftpack_pseudo_diffs.Bench.time_diff ok | |
| [53.60%] ··· ====== ============= ============ | |
| -- type | |
| ------ -------------------------- | |
| size fft direct | |
| ====== ============= ============ | |
| 100 8.43±0.04μs 29.4±0.2μs | |
| 256 9.96±0.05μs 34.9±0.2μs | |
| 512 12.6±0.1μs 44.3±0.1μs | |
| 1000 18.5±0.08μs 63.6±0.1μs | |
| 1024 17.4±0.1μs 64.4±0.5μs | |
| 2048 28.5±0.3μs 105±1μs | |
| 4096 57.1±0.8μs 195±3μs | |
| 8192 122±1μs 371±1μs | |
| ====== ============= ============ | |
| [53.68%] ··· fftpack_pseudo_diffs.Bench.time_hilbert ok | |
| [53.68%] ··· ====== ============= ============= | |
| -- type | |
| ------ --------------------------- | |
| size fft direct | |
| ====== ============= ============= | |
| 100 8.20±0.04μs 22.2±0.1μs | |
| 256 9.75±0.03μs 25.5±0.1μs | |
| 512 12.3±0.06μs 32.1±0.03μs | |
| 1000 18.6±0.09μs 45.9±0.09μs | |
| 1024 20.6±0.9μs 44.7±0.4μs | |
| 2048 28.2±0.3μs 70.8±0.3μs | |
| 4096 57.5±0.9μs 130±0.6μs | |
| 8192 120±1μs 266±4μs | |
| ====== ============= ============= | |
| [53.76%] ··· fftpack_pseudo_diffs.Bench.time_shift ok | |
| [53.76%] ··· ====== ============= ============ | |
| -- type | |
| ------ -------------------------- | |
| size fft direct | |
| ====== ============= ============ | |
| 100 8.09±0.03μs 30.5±0.2μs | |
| 256 9.72±0.04μs 42.6±0.8μs | |
| 512 12.5±0.08μs 62.9±0.8μs | |
| 1000 18.7±0.08μs 103±2μs | |
| 1024 17.5±0.08μs 103±1μs | |
| 2048 29.4±0.3μs 186±3μs | |
| 4096 59.3±0.8μs 354±4μs | |
| 8192 125±1μs 692±2μs | |
| ====== ============= ============ | |
| [53.85%] ··· fftpack_pseudo_diffs.Bench.time_tilbert ok | |
| [53.85%] ··· ====== ============= ============ | |
| -- type | |
| ------ -------------------------- | |
| size fft direct | |
| ====== ============= ============ | |
| 100 8.24±0.04μs 29.6±0.5μs | |
| 256 9.86±0.05μs 34.7±0.1μs | |
| 512 12.4±0.07μs 42.9±0.2μs | |
| 1000 18.6±0.05μs 57.6±0.2μs | |
| 1024 17.2±0.2μs 58.6±0.7μs | |
| 2048 28.3±0.4μs 91.3±1μs | |
| 4096 57.9±1μs 167±2μs | |
| 8192 122±0.6μs 325±9μs | |
| ====== ============= ============ | |
| [53.93%] ··· integrate.Quad.time_quad_cffi failed | |
| [54.01%] ··· integrate.Quad.time_quad_ctypes 8.07±0.06μs | |
| [54.10%] ··· integrate.Quad.time_quad_cython 2.74±0.01μs | |
| [54.18%] ··· integrate.Quad.time_quad_python 5.31±0.05μs | |
| [54.26%] ··· integrate.SolveBVP.time_flow 24.3±0.4ms | |
| [54.35%] ··· integrate.SolveBVP.time_gas 8.42±0.09ms | |
| [54.43%] ··· integrate.SolveBVP.time_peak 16.7±0.3ms | |
| [54.52%] ··· interpolate.BenchPPoly.time_evaluation 7.15±0.05μs | |
| [54.60%] ··· ...te.BivariateSpline.time_lsq_bivariate_spline ok | |
| [54.60%] ··· =========== ============= | |
| n_samples | |
| ----------- ------------- | |
| 10 1.24±0.01ms | |
| 20 5.40±0.02ms | |
| 30 12.4±0.04ms | |
| =========== ============= | |
| [54.68%] ··· ...BivariateSpline.time_smooth_bivariate_spline ok | |
| [54.68%] ··· =========== ============= | |
| n_samples | |
| ----------- ------------- | |
| 10 283±1μs | |
| 20 1.16±0ms | |
| 30 2.61±0.02ms | |
| =========== ============= | |
| [54.77%] ··· ...ocherInterpolatorSubclass.time_clough_tocher failed | |
| [54.77%] ··· ================ =========== ========= ======= ========== ======== | |
| max_coord_size n_samples flipped tol max_iter | |
| ---------------- ----------- --------- ------- ---------- -------- | |
| 10 10 1 0.001 1 failed | |
| 10 10 1 0.001 10 failed | |
| 10 10 1 0.001 100 failed | |
| 10 10 1 0.001 400 failed | |
| 10 10 1 1e-06 1 failed | |
| 10 10 1 1e-06 10 failed | |
| 10 10 1 1e-06 100 failed | |
| 10 10 1 1e-06 400 failed | |
| 10 10 1 1e-08 1 failed | |
| 10 10 1 1e-08 10 failed | |
| 10 10 1 1e-08 100 failed | |
| 10 10 1 1e-08 400 failed | |
| 10 10 -1 0.001 1 failed | |
| 10 10 -1 0.001 10 failed | |
| 10 10 -1 0.001 100 failed | |
| 10 10 -1 0.001 400 failed | |
| 10 10 -1 1e-06 1 failed | |
| 10 10 -1 1e-06 10 failed | |
| 10 10 -1 1e-06 100 failed | |
| 10 10 -1 1e-06 400 failed | |
| 10 10 -1 1e-08 1 failed | |
| 10 10 -1 1e-08 10 failed | |
| 10 10 -1 1e-08 100 failed | |
| 10 10 -1 1e-08 400 failed | |
| 10 100 1 0.001 1 failed | |
| 10 100 1 0.001 10 failed | |
| 10 100 1 0.001 100 failed | |
| 10 100 1 0.001 400 failed | |
| 10 100 1 1e-06 1 failed | |
| 10 100 1 1e-06 10 failed | |
| 10 100 1 1e-06 100 failed | |
| 10 100 1 1e-06 400 failed | |
| 10 100 1 1e-08 1 failed | |
| 10 100 1 1e-08 10 failed | |
| 10 100 1 1e-08 100 failed | |
| 10 100 1 1e-08 400 failed | |
| 10 100 -1 0.001 1 failed | |
| 10 100 -1 0.001 10 failed | |
| 10 100 -1 0.001 100 failed | |
| 10 100 -1 0.001 400 failed | |
| 10 100 -1 1e-06 1 failed | |
| 10 100 -1 1e-06 10 failed | |
| 10 100 -1 1e-06 100 failed | |
| 10 100 -1 1e-06 400 failed | |
| 10 100 -1 1e-08 1 failed | |
| 10 100 -1 1e-08 10 failed | |
| 10 100 -1 1e-08 100 failed | |
| 10 100 -1 1e-08 400 failed | |
| 10 1000 1 0.001 1 failed | |
| 10 1000 1 0.001 10 failed | |
| 10 1000 1 0.001 100 failed | |
| 10 1000 1 0.001 400 failed | |
| 10 1000 1 1e-06 1 failed | |
| 10 1000 1 1e-06 10 failed | |
| 10 1000 1 1e-06 100 failed | |
| 10 1000 1 1e-06 400 failed | |
| 10 1000 1 1e-08 1 failed | |
| 10 1000 1 1e-08 10 failed | |
| 10 1000 1 1e-08 100 failed | |
| 10 1000 1 1e-08 400 failed | |
| 10 1000 -1 0.001 1 failed | |
| 10 1000 -1 0.001 10 failed | |
| 10 1000 -1 0.001 100 failed | |
| 10 1000 -1 0.001 400 failed | |
| 10 1000 -1 1e-06 1 failed | |
| 10 1000 -1 1e-06 10 failed | |
| 10 1000 -1 1e-06 100 failed | |
| 10 1000 -1 1e-06 400 failed | |
| 10 1000 -1 1e-08 1 failed | |
| 10 1000 -1 1e-08 10 failed | |
| 10 1000 -1 1e-08 100 failed | |
| 10 1000 -1 1e-08 400 failed | |
| 10 10000 1 0.001 1 failed | |
| 10 10000 1 0.001 10 failed | |
| 10 10000 1 0.001 100 failed | |
| 10 10000 1 0.001 400 failed | |
| 10 10000 1 1e-06 1 failed | |
| 10 10000 1 1e-06 10 failed | |
| 10 10000 1 1e-06 100 failed | |
| 10 10000 1 1e-06 400 failed | |
| 10 10000 1 1e-08 1 failed | |
| 10 10000 1 1e-08 10 failed | |
| 10 10000 1 1e-08 100 failed | |
| 10 10000 1 1e-08 400 failed | |
| 10 10000 -1 0.001 1 failed | |
| 10 10000 -1 0.001 10 failed | |
| 10 10000 -1 0.001 100 failed | |
| 10 10000 -1 0.001 400 failed | |
| 10 10000 -1 1e-06 1 failed | |
| 10 10000 -1 1e-06 10 failed | |
| 10 10000 -1 1e-06 100 failed | |
| 10 10000 -1 1e-06 400 failed | |
| 10 10000 -1 1e-08 1 failed | |
| 10 10000 -1 1e-08 10 failed | |
| 10 10000 -1 1e-08 100 failed | |
| 10 10000 -1 1e-08 400 failed | |
| 40 10 1 0.001 1 failed | |
| 40 10 1 0.001 10 failed | |
| 40 10 1 0.001 100 failed | |
| 40 10 1 0.001 400 failed | |
| 40 10 1 1e-06 1 failed | |
| 40 10 1 1e-06 10 failed | |
| 40 10 1 1e-06 100 failed | |
| 40 10 1 1e-06 400 failed | |
| 40 10 1 1e-08 1 failed | |
| 40 10 1 1e-08 10 failed | |
| 40 10 1 1e-08 100 failed | |
| 40 10 1 1e-08 400 failed | |
| 40 10 -1 0.001 1 failed | |
| 40 10 -1 0.001 10 failed | |
| 40 10 -1 0.001 100 failed | |
| 40 10 -1 0.001 400 failed | |
| 40 10 -1 1e-06 1 failed | |
| 40 10 -1 1e-06 10 failed | |
| 40 10 -1 1e-06 100 failed | |
| 40 10 -1 1e-06 400 failed | |
| 40 10 -1 1e-08 1 failed | |
| 40 10 -1 1e-08 10 failed | |
| 40 10 -1 1e-08 100 failed | |
| 40 10 -1 1e-08 400 failed | |
| 40 100 1 0.001 1 failed | |
| 40 100 1 0.001 10 failed | |
| 40 100 1 0.001 100 failed | |
| 40 100 1 0.001 400 failed | |
| 40 100 1 1e-06 1 failed | |
| 40 100 1 1e-06 10 failed | |
| 40 100 1 1e-06 100 failed | |
| 40 100 1 1e-06 400 failed | |
| 40 100 1 1e-08 1 failed | |
| 40 100 1 1e-08 10 failed | |
| 40 100 1 1e-08 100 failed | |
| 40 100 1 1e-08 400 failed | |
| 40 100 -1 0.001 1 failed | |
| 40 100 -1 0.001 10 failed | |
| 40 100 -1 0.001 100 failed | |
| 40 100 -1 0.001 400 failed | |
| 40 100 -1 1e-06 1 failed | |
| 40 100 -1 1e-06 10 failed | |
| 40 100 -1 1e-06 100 failed | |
| 40 100 -1 1e-06 400 failed | |
| 40 100 -1 1e-08 1 failed | |
| 40 100 -1 1e-08 10 failed | |
| 40 100 -1 1e-08 100 failed | |
| 40 100 -1 1e-08 400 failed | |
| 40 1000 1 0.001 1 failed | |
| 40 1000 1 0.001 10 failed | |
| 40 1000 1 0.001 100 failed | |
| 40 1000 1 0.001 400 failed | |
| 40 1000 1 1e-06 1 failed | |
| 40 1000 1 1e-06 10 failed | |
| 40 1000 1 1e-06 100 failed | |
| 40 1000 1 1e-06 400 failed | |
| 40 1000 1 1e-08 1 failed | |
| 40 1000 1 1e-08 10 failed | |
| 40 1000 1 1e-08 100 failed | |
| 40 1000 1 1e-08 400 failed | |
| 40 1000 -1 0.001 1 failed | |
| 40 1000 -1 0.001 10 failed | |
| 40 1000 -1 0.001 100 failed | |
| 40 1000 -1 0.001 400 failed | |
| 40 1000 -1 1e-06 1 failed | |
| 40 1000 -1 1e-06 10 failed | |
| 40 1000 -1 1e-06 100 failed | |
| 40 1000 -1 1e-06 400 failed | |
| 40 1000 -1 1e-08 1 failed | |
| 40 1000 -1 1e-08 10 failed | |
| 40 1000 -1 1e-08 100 failed | |
| 40 1000 -1 1e-08 400 failed | |
| 40 10000 1 0.001 1 failed | |
| 40 10000 1 0.001 10 failed | |
| 40 10000 1 0.001 100 failed | |
| 40 10000 1 0.001 400 failed | |
| 40 10000 1 1e-06 1 failed | |
| 40 10000 1 1e-06 10 failed | |
| 40 10000 1 1e-06 100 failed | |
| 40 10000 1 1e-06 400 failed | |
| 40 10000 1 1e-08 1 failed | |
| 40 10000 1 1e-08 10 failed | |
| 40 10000 1 1e-08 100 failed | |
| 40 10000 1 1e-08 400 failed | |
| 40 10000 -1 0.001 1 failed | |
| 40 10000 -1 0.001 10 failed | |
| 40 10000 -1 0.001 100 failed | |
| 40 10000 -1 0.001 400 failed | |
| 40 10000 -1 1e-06 1 failed | |
| 40 10000 -1 1e-06 10 failed | |
| 40 10000 -1 1e-06 100 failed | |
| 40 10000 -1 1e-06 400 failed | |
| 40 10000 -1 1e-08 1 failed | |
| 40 10000 -1 1e-08 10 failed | |
| 40 10000 -1 1e-08 100 failed | |
| 40 10000 -1 1e-08 400 failed | |
| 200 10 1 0.001 1 failed | |
| 200 10 1 0.001 10 failed | |
| 200 10 1 0.001 100 failed | |
| 200 10 1 0.001 400 failed | |
| 200 10 1 1e-06 1 failed | |
| 200 10 1 1e-06 10 failed | |
| 200 10 1 1e-06 100 failed | |
| 200 10 1 1e-06 400 failed | |
| 200 10 1 1e-08 1 failed | |
| 200 10 1 1e-08 10 failed | |
| 200 10 1 1e-08 100 failed | |
| 200 10 1 1e-08 400 failed | |
| 200 10 -1 0.001 1 failed | |
| 200 10 -1 0.001 10 failed | |
| 200 10 -1 0.001 100 failed | |
| 200 10 -1 0.001 400 failed | |
| 200 10 -1 1e-06 1 failed | |
| 200 10 -1 1e-06 10 failed | |
| 200 10 -1 1e-06 100 failed | |
| 200 10 -1 1e-06 400 failed | |
| 200 10 -1 1e-08 1 failed | |
| 200 10 -1 1e-08 10 failed | |
| 200 10 -1 1e-08 100 failed | |
| 200 10 -1 1e-08 400 failed | |
| 200 100 1 0.001 1 failed | |
| 200 100 1 0.001 10 failed | |
| 200 100 1 0.001 100 failed | |
| 200 100 1 0.001 400 failed | |
| 200 100 1 1e-06 1 failed | |
| 200 100 1 1e-06 10 failed | |
| 200 100 1 1e-06 100 failed | |
| 200 100 1 1e-06 400 failed | |
| 200 100 1 1e-08 1 failed | |
| 200 100 1 1e-08 10 failed | |
| 200 100 1 1e-08 100 failed | |
| 200 100 1 1e-08 400 failed | |
| 200 100 -1 0.001 1 failed | |
| 200 100 -1 0.001 10 failed | |
| 200 100 -1 0.001 100 failed | |
| 200 100 -1 0.001 400 failed | |
| 200 100 -1 1e-06 1 failed | |
| 200 100 -1 1e-06 10 failed | |
| 200 100 -1 1e-06 100 failed | |
| 200 100 -1 1e-06 400 failed | |
| 200 100 -1 1e-08 1 failed | |
| 200 100 -1 1e-08 10 failed | |
| 200 100 -1 1e-08 100 failed | |
| 200 100 -1 1e-08 400 failed | |
| 200 1000 1 0.001 1 failed | |
| 200 1000 1 0.001 10 failed | |
| 200 1000 1 0.001 100 failed | |
| 200 1000 1 0.001 400 failed | |
| 200 1000 1 1e-06 1 failed | |
| 200 1000 1 1e-06 10 failed | |
| 200 1000 1 1e-06 100 failed | |
| 200 1000 1 1e-06 400 failed | |
| 200 1000 1 1e-08 1 failed | |
| 200 1000 1 1e-08 10 failed | |
| 200 1000 1 1e-08 100 failed | |
| 200 1000 1 1e-08 400 failed | |
| 200 1000 -1 0.001 1 failed | |
| 200 1000 -1 0.001 10 failed | |
| 200 1000 -1 0.001 100 failed | |
| 200 1000 -1 0.001 400 failed | |
| 200 1000 -1 1e-06 1 failed | |
| 200 1000 -1 1e-06 10 failed | |
| 200 1000 -1 1e-06 100 failed | |
| 200 1000 -1 1e-06 400 failed | |
| 200 1000 -1 1e-08 1 failed | |
| 200 1000 -1 1e-08 10 failed | |
| 200 1000 -1 1e-08 100 failed | |
| 200 1000 -1 1e-08 400 failed | |
| 200 10000 1 0.001 1 failed | |
| 200 10000 1 0.001 10 failed | |
| 200 10000 1 0.001 100 failed | |
| 200 10000 1 0.001 400 failed | |
| 200 10000 1 1e-06 1 failed | |
| 200 10000 1 1e-06 10 failed | |
| 200 10000 1 1e-06 100 failed | |
| 200 10000 1 1e-06 400 failed | |
| 200 10000 1 1e-08 1 failed | |
| 200 10000 1 1e-08 10 failed | |
| 200 10000 1 1e-08 100 failed | |
| 200 10000 1 1e-08 400 failed | |
| 200 10000 -1 0.001 1 failed | |
| 200 10000 -1 0.001 10 failed | |
| 200 10000 -1 0.001 100 failed | |
| 200 10000 -1 0.001 400 failed | |
| 200 10000 -1 1e-06 1 failed | |
| 200 10000 -1 1e-06 10 failed | |
| 200 10000 -1 1e-06 100 failed | |
| 200 10000 -1 1e-06 400 failed | |
| 200 10000 -1 1e-08 1 failed | |
| 200 10000 -1 1e-08 10 failed | |
| 200 10000 -1 1e-08 100 failed | |
| 200 10000 -1 1e-08 400 failed | |
| ================ =========== ========= ======= ========== ======== | |
| [54.85%] ··· ...bclass.time_clough_tocher_setup_interpolator failed | |
| [54.85%] ··· ================ =========== ========= ======= ========== ======== | |
| max_coord_size n_samples flipped tol max_iter | |
| ---------------- ----------- --------- ------- ---------- -------- | |
| 10 10 1 0.001 1 failed | |
| 10 10 1 0.001 10 failed | |
| 10 10 1 0.001 100 failed | |
| 10 10 1 0.001 400 failed | |
| 10 10 1 1e-06 1 failed | |
| 10 10 1 1e-06 10 failed | |
| 10 10 1 1e-06 100 failed | |
| 10 10 1 1e-06 400 failed | |
| 10 10 1 1e-08 1 failed | |
| 10 10 1 1e-08 10 failed | |
| 10 10 1 1e-08 100 failed | |
| 10 10 1 1e-08 400 failed | |
| 10 10 -1 0.001 1 failed | |
| 10 10 -1 0.001 10 failed | |
| 10 10 -1 0.001 100 failed | |
| 10 10 -1 0.001 400 failed | |
| 10 10 -1 1e-06 1 failed | |
| 10 10 -1 1e-06 10 failed | |
| 10 10 -1 1e-06 100 failed | |
| 10 10 -1 1e-06 400 failed | |
| 10 10 -1 1e-08 1 failed | |
| 10 10 -1 1e-08 10 failed | |
| 10 10 -1 1e-08 100 failed | |
| 10 10 -1 1e-08 400 failed | |
| 10 100 1 0.001 1 failed | |
| 10 100 1 0.001 10 failed | |
| 10 100 1 0.001 100 failed | |
| 10 100 1 0.001 400 failed | |
| 10 100 1 1e-06 1 failed | |
| 10 100 1 1e-06 10 failed | |
| 10 100 1 1e-06 100 failed | |
| 10 100 1 1e-06 400 failed | |
| 10 100 1 1e-08 1 failed | |
| 10 100 1 1e-08 10 failed | |
| 10 100 1 1e-08 100 failed | |
| 10 100 1 1e-08 400 failed | |
| 10 100 -1 0.001 1 failed | |
| 10 100 -1 0.001 10 failed | |
| 10 100 -1 0.001 100 failed | |
| 10 100 -1 0.001 400 failed | |
| 10 100 -1 1e-06 1 failed | |
| 10 100 -1 1e-06 10 failed | |
| 10 100 -1 1e-06 100 failed | |
| 10 100 -1 1e-06 400 failed | |
| 10 100 -1 1e-08 1 failed | |
| 10 100 -1 1e-08 10 failed | |
| 10 100 -1 1e-08 100 failed | |
| 10 100 -1 1e-08 400 failed | |
| 10 1000 1 0.001 1 failed | |
| 10 1000 1 0.001 10 failed | |
| 10 1000 1 0.001 100 failed | |
| 10 1000 1 0.001 400 failed | |
| 10 1000 1 1e-06 1 failed | |
| 10 1000 1 1e-06 10 failed | |
| 10 1000 1 1e-06 100 failed | |
| 10 1000 1 1e-06 400 failed | |
| 10 1000 1 1e-08 1 failed | |
| 10 1000 1 1e-08 10 failed | |
| 10 1000 1 1e-08 100 failed | |
| 10 1000 1 1e-08 400 failed | |
| 10 1000 -1 0.001 1 failed | |
| 10 1000 -1 0.001 10 failed | |
| 10 1000 -1 0.001 100 failed | |
| 10 1000 -1 0.001 400 failed | |
| 10 1000 -1 1e-06 1 failed | |
| 10 1000 -1 1e-06 10 failed | |
| 10 1000 -1 1e-06 100 failed | |
| 10 1000 -1 1e-06 400 failed | |
| 10 1000 -1 1e-08 1 failed | |
| 10 1000 -1 1e-08 10 failed | |
| 10 1000 -1 1e-08 100 failed | |
| 10 1000 -1 1e-08 400 failed | |
| 10 10000 1 0.001 1 failed | |
| 10 10000 1 0.001 10 failed | |
| 10 10000 1 0.001 100 failed | |
| 10 10000 1 0.001 400 failed | |
| 10 10000 1 1e-06 1 failed | |
| 10 10000 1 1e-06 10 failed | |
| 10 10000 1 1e-06 100 failed | |
| 10 10000 1 1e-06 400 failed | |
| 10 10000 1 1e-08 1 failed | |
| 10 10000 1 1e-08 10 failed | |
| 10 10000 1 1e-08 100 failed | |
| 10 10000 1 1e-08 400 failed | |
| 10 10000 -1 0.001 1 failed | |
| 10 10000 -1 0.001 10 failed | |
| 10 10000 -1 0.001 100 failed | |
| 10 10000 -1 0.001 400 failed | |
| 10 10000 -1 1e-06 1 failed | |
| 10 10000 -1 1e-06 10 failed | |
| 10 10000 -1 1e-06 100 failed | |
| 10 10000 -1 1e-06 400 failed | |
| 10 10000 -1 1e-08 1 failed | |
| 10 10000 -1 1e-08 10 failed | |
| 10 10000 -1 1e-08 100 failed | |
| 10 10000 -1 1e-08 400 failed | |
| 40 10 1 0.001 1 failed | |
| 40 10 1 0.001 10 failed | |
| 40 10 1 0.001 100 failed | |
| 40 10 1 0.001 400 failed | |
| 40 10 1 1e-06 1 failed | |
| 40 10 1 1e-06 10 failed | |
| 40 10 1 1e-06 100 failed | |
| 40 10 1 1e-06 400 failed | |
| 40 10 1 1e-08 1 failed | |
| 40 10 1 1e-08 10 failed | |
| 40 10 1 1e-08 100 failed | |
| 40 10 1 1e-08 400 failed | |
| 40 10 -1 0.001 1 failed | |
| 40 10 -1 0.001 10 failed | |
| 40 10 -1 0.001 100 failed | |
| 40 10 -1 0.001 400 failed | |
| 40 10 -1 1e-06 1 failed | |
| 40 10 -1 1e-06 10 failed | |
| 40 10 -1 1e-06 100 failed | |
| 40 10 -1 1e-06 400 failed | |
| 40 10 -1 1e-08 1 failed | |
| 40 10 -1 1e-08 10 failed | |
| 40 10 -1 1e-08 100 failed | |
| 40 10 -1 1e-08 400 failed | |
| 40 100 1 0.001 1 failed | |
| 40 100 1 0.001 10 failed | |
| 40 100 1 0.001 100 failed | |
| 40 100 1 0.001 400 failed | |
| 40 100 1 1e-06 1 failed | |
| 40 100 1 1e-06 10 failed | |
| 40 100 1 1e-06 100 failed | |
| 40 100 1 1e-06 400 failed | |
| 40 100 1 1e-08 1 failed | |
| 40 100 1 1e-08 10 failed | |
| 40 100 1 1e-08 100 failed | |
| 40 100 1 1e-08 400 failed | |
| 40 100 -1 0.001 1 failed | |
| 40 100 -1 0.001 10 failed | |
| 40 100 -1 0.001 100 failed | |
| 40 100 -1 0.001 400 failed | |
| 40 100 -1 1e-06 1 failed | |
| 40 100 -1 1e-06 10 failed | |
| 40 100 -1 1e-06 100 failed | |
| 40 100 -1 1e-06 400 failed | |
| 40 100 -1 1e-08 1 failed | |
| 40 100 -1 1e-08 10 failed | |
| 40 100 -1 1e-08 100 failed | |
| 40 100 -1 1e-08 400 failed | |
| 40 1000 1 0.001 1 failed | |
| 40 1000 1 0.001 10 failed | |
| 40 1000 1 0.001 100 failed | |
| 40 1000 1 0.001 400 failed | |
| 40 1000 1 1e-06 1 failed | |
| 40 1000 1 1e-06 10 failed | |
| 40 1000 1 1e-06 100 failed | |
| 40 1000 1 1e-06 400 failed | |
| 40 1000 1 1e-08 1 failed | |
| 40 1000 1 1e-08 10 failed | |
| 40 1000 1 1e-08 100 failed | |
| 40 1000 1 1e-08 400 failed | |
| 40 1000 -1 0.001 1 failed | |
| 40 1000 -1 0.001 10 failed | |
| 40 1000 -1 0.001 100 failed | |
| 40 1000 -1 0.001 400 failed | |
| 40 1000 -1 1e-06 1 failed | |
| 40 1000 -1 1e-06 10 failed | |
| 40 1000 -1 1e-06 100 failed | |
| 40 1000 -1 1e-06 400 failed | |
| 40 1000 -1 1e-08 1 failed | |
| 40 1000 -1 1e-08 10 failed | |
| 40 1000 -1 1e-08 100 failed | |
| 40 1000 -1 1e-08 400 failed | |
| 40 10000 1 0.001 1 failed | |
| 40 10000 1 0.001 10 failed | |
| 40 10000 1 0.001 100 failed | |
| 40 10000 1 0.001 400 failed | |
| 40 10000 1 1e-06 1 failed | |
| 40 10000 1 1e-06 10 failed | |
| 40 10000 1 1e-06 100 failed | |
| 40 10000 1 1e-06 400 failed | |
| 40 10000 1 1e-08 1 failed | |
| 40 10000 1 1e-08 10 failed | |
| 40 10000 1 1e-08 100 failed | |
| 40 10000 1 1e-08 400 failed | |
| 40 10000 -1 0.001 1 failed | |
| 40 10000 -1 0.001 10 failed | |
| 40 10000 -1 0.001 100 failed | |
| 40 10000 -1 0.001 400 failed | |
| 40 10000 -1 1e-06 1 failed | |
| 40 10000 -1 1e-06 10 failed | |
| 40 10000 -1 1e-06 100 failed | |
| 40 10000 -1 1e-06 400 failed | |
| 40 10000 -1 1e-08 1 failed | |
| 40 10000 -1 1e-08 10 failed | |
| 40 10000 -1 1e-08 100 failed | |
| 40 10000 -1 1e-08 400 failed | |
| 200 10 1 0.001 1 failed | |
| 200 10 1 0.001 10 failed | |
| 200 10 1 0.001 100 failed | |
| 200 10 1 0.001 400 failed | |
| 200 10 1 1e-06 1 failed | |
| 200 10 1 1e-06 10 failed | |
| 200 10 1 1e-06 100 failed | |
| 200 10 1 1e-06 400 failed | |
| 200 10 1 1e-08 1 failed | |
| 200 10 1 1e-08 10 failed | |
| 200 10 1 1e-08 100 failed | |
| 200 10 1 1e-08 400 failed | |
| 200 10 -1 0.001 1 failed | |
| 200 10 -1 0.001 10 failed | |
| 200 10 -1 0.001 100 failed | |
| 200 10 -1 0.001 400 failed | |
| 200 10 -1 1e-06 1 failed | |
| 200 10 -1 1e-06 10 failed | |
| 200 10 -1 1e-06 100 failed | |
| 200 10 -1 1e-06 400 failed | |
| 200 10 -1 1e-08 1 failed | |
| 200 10 -1 1e-08 10 failed | |
| 200 10 -1 1e-08 100 failed | |
| 200 10 -1 1e-08 400 failed | |
| 200 100 1 0.001 1 failed | |
| 200 100 1 0.001 10 failed | |
| 200 100 1 0.001 100 failed | |
| 200 100 1 0.001 400 failed | |
| 200 100 1 1e-06 1 failed | |
| 200 100 1 1e-06 10 failed | |
| 200 100 1 1e-06 100 failed | |
| 200 100 1 1e-06 400 failed | |
| 200 100 1 1e-08 1 failed | |
| 200 100 1 1e-08 10 failed | |
| 200 100 1 1e-08 100 failed | |
| 200 100 1 1e-08 400 failed | |
| 200 100 -1 0.001 1 failed | |
| 200 100 -1 0.001 10 failed | |
| 200 100 -1 0.001 100 failed | |
| 200 100 -1 0.001 400 failed | |
| 200 100 -1 1e-06 1 failed | |
| 200 100 -1 1e-06 10 failed | |
| 200 100 -1 1e-06 100 failed | |
| 200 100 -1 1e-06 400 failed | |
| 200 100 -1 1e-08 1 failed | |
| 200 100 -1 1e-08 10 failed | |
| 200 100 -1 1e-08 100 failed | |
| 200 100 -1 1e-08 400 failed | |
| 200 1000 1 0.001 1 failed | |
| 200 1000 1 0.001 10 failed | |
| 200 1000 1 0.001 100 failed | |
| 200 1000 1 0.001 400 failed | |
| 200 1000 1 1e-06 1 failed | |
| 200 1000 1 1e-06 10 failed | |
| 200 1000 1 1e-06 100 failed | |
| 200 1000 1 1e-06 400 failed | |
| 200 1000 1 1e-08 1 failed | |
| 200 1000 1 1e-08 10 failed | |
| 200 1000 1 1e-08 100 failed | |
| 200 1000 1 1e-08 400 failed | |
| 200 1000 -1 0.001 1 failed | |
| 200 1000 -1 0.001 10 failed | |
| 200 1000 -1 0.001 100 failed | |
| 200 1000 -1 0.001 400 failed | |
| 200 1000 -1 1e-06 1 failed | |
| 200 1000 -1 1e-06 10 failed | |
| 200 1000 -1 1e-06 100 failed | |
| 200 1000 -1 1e-06 400 failed | |
| 200 1000 -1 1e-08 1 failed | |
| 200 1000 -1 1e-08 10 failed | |
| 200 1000 -1 1e-08 100 failed | |
| 200 1000 -1 1e-08 400 failed | |
| 200 10000 1 0.001 1 failed | |
| 200 10000 1 0.001 10 failed | |
| 200 10000 1 0.001 100 failed | |
| 200 10000 1 0.001 400 failed | |
| 200 10000 1 1e-06 1 failed | |
| 200 10000 1 1e-06 10 failed | |
| 200 10000 1 1e-06 100 failed | |
| 200 10000 1 1e-06 400 failed | |
| 200 10000 1 1e-08 1 failed | |
| 200 10000 1 1e-08 10 failed | |
| 200 10000 1 1e-08 100 failed | |
| 200 10000 1 1e-08 400 failed | |
| 200 10000 -1 0.001 1 failed | |
| 200 10000 -1 0.001 10 failed | |
| 200 10000 -1 0.001 100 failed | |
| 200 10000 -1 0.001 400 failed | |
| 200 10000 -1 1e-06 1 failed | |
| 200 10000 -1 1e-06 10 failed | |
| 200 10000 -1 1e-06 100 failed | |
| 200 10000 -1 1e-06 400 failed | |
| 200 10000 -1 1e-08 1 failed | |
| 200 10000 -1 1e-08 10 failed | |
| 200 10000 -1 1e-08 100 failed | |
| 200 10000 -1 1e-08 400 failed | |
| ================ =========== ========= ======= ========== ======== | |
| [54.93%] ··· interpolate.GridData.time_evaluation ok | |
| [54.93%] ··· ========= ============= ============= ============= | |
| -- method | |
| --------- ----------------------------------------- | |
| n_grids nearest linear cubic | |
| ========= ============= ============= ============= | |
| 10j 343±5μs 7.88±0.02ms 9.28±0.04ms | |
| 100j 5.34±0.03ms 11.6±0.6ms 16.1±0.5ms | |
| 1000j 458±10ms 343±2ms 650±2ms | |
| ========= ============= ============= ============= | |
| [55.02%] ··· interpolate.Interpolate.time_interpolate ok | |
| [55.02%] ··· =========== ============= ============ | |
| -- module | |
| ----------- -------------------------- | |
| n_samples numpy scipy | |
| =========== ============= ============ | |
| 10 2.12±0.01μs 20.1±0.3μs | |
| 50 2.36±0.01μs 20.5±0.1μs | |
| 100 2.63±0.03μs 20.7±0.3μs | |
| =========== ============= ============ | |
| [55.10%] ··· interpolate.Interpolate1d.time_interpolate ok | |
| [55.10%] ··· =========== =========== ============= | |
| n_samples method | |
| ----------- ----------- ------------- | |
| 10 linear 20.1±0.2μs | |
| 10 nearest 23.6±0.1μs | |
| 10 zero 61.5±0.2μs | |
| 10 slinear 63.3±0.2μs | |
| 10 quadratic 116±1μs | |
| 10 cubic 112±1μs | |
| 50 linear 20.6±0.4μs | |
| 50 nearest 24.5±0.09μs | |
| 50 zero 62.7±0.6μs | |
| 50 slinear 65.0±0.4μs | |
| 50 quadratic 126±1μs | |
| 50 cubic 122±1μs | |
| 100 linear 21.0±0.3μs | |
| 100 nearest 24.7±0.2μs | |
| 100 zero 62.9±0.4μs | |
| 100 slinear 64.5±0.5μs | |
| 100 quadratic 132±2μs | |
| 100 cubic 133±1μs | |
| 1000 linear 26.0±0.3μs | |
| 1000 nearest 31.3±0.2μs | |
| 1000 zero 70.9±1μs | |
| 1000 slinear 72.3±0.2μs | |
| 1000 quadratic 283±0.9μs | |
| 1000 cubic 299±2μs | |
| 10000 linear 73.0±0.7μs | |
| 10000 nearest 98.7±0.8μs | |
| 10000 zero 137±3μs | |
| 10000 slinear 136±0.9μs | |
| 10000 quadratic 1.68±0.01ms | |
| 10000 cubic 1.97±0.03ms | |
| =========== =========== ============= | |
| [55.18%] ··· interpolate.Interpolate1d.time_interpolate_eval ok | |
| [55.18%] ··· =========== =========== ============= | |
| n_samples method | |
| ----------- ----------- ------------- | |
| 10 linear 14.2±0.3μs | |
| 10 nearest 21.2±0.4μs | |
| 10 zero 23.8±0.4μs | |
| 10 slinear 24.0±0.07μs | |
| 10 quadratic 24.9±0.5μs | |
| 10 cubic 25.3±0.1μs | |
| 50 linear 15.8±0.2μs | |
| 50 nearest 23.8±0.4μs | |
| 50 zero 25.7±0.3μs | |
| 50 slinear 27.2±0.3μs | |
| 50 quadratic 30.5±0.5μs | |
| 50 cubic 34.1±0.5μs | |
| 100 linear 17.3±0.2μs | |
| 100 nearest 26.4±1μs | |
| 100 zero 28.6±0.3μs | |
| 100 slinear 31.0±0.6μs | |
| 100 quadratic 37.6±0.1μs | |
| 100 cubic 44.6±0.4μs | |
| 1000 linear 46.1±0.3μs | |
| 1000 nearest 88.7±0.2μs | |
| 1000 zero 68.9±0.6μs | |
| 1000 slinear 94.8±0.5μs | |
| 1000 quadratic 165±0.2μs | |
| 1000 cubic 234±0.5μs | |
| 10000 linear 360±1μs | |
| 10000 nearest 993±6μs | |
| 10000 zero 503±10μs | |
| 10000 slinear 829±2μs | |
| 10000 quadratic 1.52±0.01ms | |
| 10000 cubic 2.27±0ms | |
| =========== =========== ============= | |
| [55.27%] ··· interpolate.Interpolate2d.time_interpolate ok | |
| [55.27%] ··· =========== ============= ============= ============= | |
| -- method | |
| ----------- ----------------------------------------- | |
| n_samples linear cubic quintic | |
| =========== ============= ============= ============= | |
| 10 97.5±1μs 141±0.8μs 194±1μs | |
| 50 1.64±0.01ms 2.59±0.01ms 3.82±0.03ms | |
| 100 7.92±0.4ms 11.5±0.3ms 15.8±0.5ms | |
| =========== ============= ============= ============= | |
| [55.35%] ··· interpolate.Leaks.track_leaks failed | |
| [55.43%] ··· ...polate.RBFInterpolator.time_rbf_interpolator ok | |
| [55.43%] ··· =========== =========== ====================== ============= | |
| neighbors n_samples kernel | |
| ----------- ----------- ---------------------- ------------- | |
| None 10 linear 26.6±0.1μs | |
| None 10 thin_plate_spline 36.5±0.7μs | |
| None 10 cubic 32.1±0.7μs | |
| None 10 quintic 36.2±2μs | |
| None 10 multiquadric 26.6±0.2μs | |
| None 10 inverse_multiquadric 26.4±0.06μs | |
| None 10 inverse_quadratic 26.3±0.4μs | |
| None 10 gaussian 28.8±0.2μs | |
| None 100 linear 264±3μs | |
| None 100 thin_plate_spline 741±4μs | |
| None 100 cubic 282±4μs | |
| None 100 quintic 299±8μs | |
| None 100 multiquadric 284±8μs | |
| None 100 inverse_multiquadric 285±2μs | |
| None 100 inverse_quadratic 247±4μs | |
| None 100 gaussian 517±3μs | |
| None 1000 linear 36.0±2ms | |
| None 1000 thin_plate_spline 80.3±2ms | |
| None 1000 cubic 35.1±2ms | |
| None 1000 quintic 31.7±1ms | |
| None 1000 multiquadric 36.4±2ms | |
| None 1000 inverse_multiquadric 37.6±2ms | |
| None 1000 inverse_quadratic 33.9±1ms | |
| None 1000 gaussian 61.9±0.4ms | |
| 50 10 linear 300±7μs | |
| 50 10 thin_plate_spline 316±7μs | |
| 50 10 cubic 301±0.4μs | |
| 50 10 quintic 321±3μs | |
| 50 10 multiquadric 292±0.5μs | |
| 50 10 inverse_multiquadric 293±0.7μs | |
| 50 10 inverse_quadratic 299±6μs | |
| 50 10 gaussian 304±6μs | |
| 50 100 linear 6.25±0.1ms | |
| 50 100 thin_plate_spline 10.4±0.2ms | |
| 50 100 cubic 7.03±0.08ms | |
| 50 100 quintic 7.37±0.09ms | |
| 50 100 multiquadric 6.63±0.08ms | |
| 50 100 inverse_multiquadric 6.40±0.1ms | |
| 50 100 inverse_quadratic 6.15±0.1ms | |
| 50 100 gaussian 8.00±0.1ms | |
| 50 1000 linear 66.3±0.6ms | |
| 50 1000 thin_plate_spline 127±1ms | |
| 50 1000 cubic 75.8±1ms | |
| 50 1000 quintic 81.0±0.3ms | |
| 50 1000 multiquadric 71.3±0.5ms | |
| 50 1000 inverse_multiquadric 72.6±1ms | |
| 50 1000 inverse_quadratic 69.1±0.9ms | |
| 50 1000 gaussian 93.8±2ms | |
| =========== =========== ====================== ============= | |
| [55.52%] ··· interpolate.Rbf.time_rbf_1d ok | |
| [55.52%] ··· =========== ============== ============ | |
| n_samples function | |
| ----------- -------------- ------------ | |
| 10 multiquadric 97.1±0.5μs | |
| 10 inverse 106±0.7μs | |
| 10 gaussian 97.4±0.6μs | |
| 10 linear 91.9±1μs | |
| 10 cubic 98.3±0.7μs | |
| 10 quintic 95.2±2μs | |
| 10 thin_plate 97.1±0.7μs | |
| 50 multiquadric 192±10μs | |
| 50 inverse 202±3μs | |
| 50 gaussian 234±7μs | |
| 50 linear 168±1μs | |
| 50 cubic 195±2μs | |
| 50 quintic 192±5μs | |
| 50 thin_plate 233±2μs | |
| 100 multiquadric 389±3μs | |
| 100 inverse 391±10μs | |
| 100 gaussian 672±9μs | |
| 100 linear 340±10μs | |
| 100 cubic 463±4μs | |
| 100 quintic 435±20μs | |
| 100 thin_plate 637±20μs | |
| =========== ============== ============ | |
| [55.60%] ··· interpolate.Rbf.time_rbf_2d ok | |
| [55.60%] ··· =========== ============== ============= | |
| n_samples function | |
| ----------- -------------- ------------- | |
| 10 multiquadric 167±2μs | |
| 10 inverse 165±1μs | |
| 10 gaussian 172±1μs | |
| 10 linear 143±4μs | |
| 10 cubic 165±10μs | |
| 10 quintic 166±1μs | |
| 10 thin_plate 199±2μs | |
| 50 multiquadric 1.54±0.02ms | |
| 50 inverse 1.71±0ms | |
| 50 gaussian 1.52±0.01ms | |
| 50 linear 1.42±0.01ms | |
| 50 cubic 1.70±0ms | |
| 50 quintic 1.62±0.02ms | |
| 50 thin_plate 2.40±0.03ms | |
| 100 multiquadric 5.84±0.02ms | |
| 100 inverse 5.55±0.01ms | |
| 100 gaussian 8.77±0.02ms | |
| 100 linear 5.51±0.2ms | |
| 100 cubic 6.51±0.3ms | |
| 100 quintic 6.54±0.1ms | |
| 100 thin_plate 9.52±0.6ms | |
| =========== ============== ============= | |
| [55.69%] ··· interpolate.RegularGridInterpolator.time_rgi ok | |
| [55.69%] ··· ====== ================ =========== ========= ============= | |
| ndim max_coord_size n_samples flipped | |
| ------ ---------------- ----------- --------- ------------- | |
| 2 10 10 1 58.7±0.8μs | |
| 2 10 10 -1 58.2±1μs | |
| 2 10 100 1 61.2±0.2μs | |
| 2 10 100 -1 62.9±3μs | |
| 2 10 1000 1 93.9±0.4μs | |
| 2 10 1000 -1 94.4±2μs | |
| 2 10 10000 1 506±2μs | |
| 2 10 10000 -1 514±10μs | |
| 2 40 10 1 58.4±1μs | |
| 2 40 10 -1 58.4±1μs | |
| 2 40 100 1 62.9±0.8μs | |
| 2 40 100 -1 61.7±1μs | |
| 2 40 1000 1 135±3μs | |
| 2 40 1000 -1 135±3μs | |
| 2 40 10000 1 859±9μs | |
| 2 40 10000 -1 844±2μs | |
| 2 200 10 1 59.1±0.8μs | |
| 2 200 10 -1 59.4±0.7μs | |
| 2 200 100 1 64.4±1μs | |
| 2 200 100 -1 63.7±2μs | |
| 2 200 1000 1 175±2μs | |
| 2 200 1000 -1 175±1μs | |
| 2 200 10000 1 1.23±0.02ms | |
| 2 200 10000 -1 1.23±0ms | |
| 3 10 10 1 143±0.4μs | |
| 3 10 10 -1 140±0.5μs | |
| 3 10 100 1 152±1μs | |
| 3 10 100 -1 153±0.6μs | |
| 3 10 1000 1 289±2μs | |
| 3 10 1000 -1 284±6μs | |
| 3 10 10000 1 1.78±0.2ms | |
| 3 10 10000 -1 1.61±0.2ms | |
| 3 40 10 1 143±1μs | |
| 3 40 10 -1 143±2μs | |
| 3 40 100 1 159±0.7μs | |
| 3 40 100 -1 155±1μs | |
| 3 40 1000 1 345±2μs | |
| 3 40 1000 -1 345±2μs | |
| 3 40 10000 1 2.05±0.03ms | |
| 3 40 10000 -1 1.99±0.03ms | |
| 3 200 10 1 143±2μs | |
| 3 200 10 -1 145±0.8μs | |
| 3 200 100 1 164±3μs | |
| 3 200 100 -1 168±1μs | |
| 3 200 1000 1 415±2μs | |
| 3 200 1000 -1 428±10μs | |
| 3 200 10000 1 2.92±0.06ms | |
| 3 200 10000 -1 2.98±0.05ms | |
| 4 10 10 1 219±3μs | |
| 4 10 10 -1 220±2μs | |
| 4 10 100 1 244±1μs | |
| 4 10 100 -1 237±1μs | |
| 4 10 1000 1 486±20μs | |
| 4 10 1000 -1 477±4μs | |
| 4 10 10000 1 3.35±0.04ms | |
| 4 10 10000 -1 3.36±0.05ms | |
| 4 40 10 1 220±3μs | |
| 4 40 10 -1 221±3μs | |
| 4 40 100 1 246±1μs | |
| 4 40 100 -1 250±5μs | |
| 4 40 1000 1 583±2μs | |
| 4 40 1000 -1 603±5μs | |
| 4 40 10000 1 3.91±0.03ms | |
| 4 40 10000 -1 3.92±0.04ms | |
| 4 200 10 1 222±2μs | |
| 4 200 10 -1 228±0.5μs | |
| 4 200 100 1 265±3μs | |
| 4 200 100 -1 264±5μs | |
| 4 200 1000 1 751±20μs | |
| 4 200 1000 -1 743±7μs | |
| 4 200 10000 1 8.50±0.2ms | |
| 4 200 10000 -1 8.91±0.3ms | |
| ====== ================ =========== ========= ============= | |
| [55.77%] ··· ...GridInterpolator.time_rgi_setup_interpolator ok | |
| [55.77%] ··· ====== ================ =========== ========= ============= | |
| ndim max_coord_size n_samples flipped | |
| ------ ---------------- ----------- --------- ------------- | |
| 2 10 10 1 14.6±0.04μs | |
| 2 10 10 -1 28.2±0.3μs | |
| 2 10 100 1 14.4±0.01μs | |
| 2 10 100 -1 28.1±0.1μs | |
| 2 10 1000 1 14.6±0.08μs | |
| 2 10 1000 -1 28.2±0.2μs | |
| 2 10 10000 1 14.6±0.08μs | |
| 2 10 10000 -1 28.2±0.4μs | |
| 2 40 10 1 14.6±0.06μs | |
| 2 40 10 -1 28.6±2μs | |
| 2 40 100 1 14.5±0.08μs | |
| 2 40 100 -1 28.5±0.5μs | |
| 2 40 1000 1 14.6±0.1μs | |
| 2 40 1000 -1 28.1±0.3μs | |
| 2 40 10000 1 14.6±0.09μs | |
| 2 40 10000 -1 28.5±0.4μs | |
| 2 200 10 1 14.8±0.1μs | |
| 2 200 10 -1 28.9±0.2μs | |
| 2 200 100 1 14.6±0.07μs | |
| 2 200 100 -1 29.5±0.2μs | |
| 2 200 1000 1 14.6±0.09μs | |
| 2 200 1000 -1 29.3±0.3μs | |
| 2 200 10000 1 14.6±0.08μs | |
| 2 200 10000 -1 29.2±0.08μs | |
| 3 10 10 1 19.0±0.05μs | |
| 3 10 10 -1 38.1±0.4μs | |
| 3 10 100 1 19.0±0.1μs | |
| 3 10 100 -1 38.0±0.4μs | |
| 3 10 1000 1 19.0±0.1μs | |
| 3 10 1000 -1 38.5±0.5μs | |
| 3 10 10000 1 19.0±0.1μs | |
| 3 10 10000 -1 38.2±0.2μs | |
| 3 40 10 1 19.2±0.1μs | |
| 3 40 10 -1 38.6±0.1μs | |
| 3 40 100 1 19.1±0.05μs | |
| 3 40 100 -1 38.4±0.09μs | |
| 3 40 1000 1 19.1±0.1μs | |
| 3 40 1000 -1 38.8±0.4μs | |
| 3 40 10000 1 19.2±0.06μs | |
| 3 40 10000 -1 39.0±0.3μs | |
| 3 200 10 1 19.2±0.09μs | |
| 3 200 10 -1 39.2±0.08μs | |
| 3 200 100 1 19.3±0.07μs | |
| 3 200 100 -1 39.4±0.2μs | |
| 3 200 1000 1 19.2±0.1μs | |
| 3 200 1000 -1 39.4±0.3μs | |
| 3 200 10000 1 19.4±0.06μs | |
| 3 200 10000 -1 39.3±0.7μs | |
| 4 10 10 1 23.2±0.07μs | |
| 4 10 10 -1 43.0±0.7μs | |
| 4 10 100 1 23.3±0.1μs | |
| 4 10 100 -1 42.7±0.6μs | |
| 4 10 1000 1 23.2±0.09μs | |
| 4 10 1000 -1 43.3±0.3μs | |
| 4 10 10000 1 23.4±0.07μs | |
| 4 10 10000 -1 43.1±0.5μs | |
| 4 40 10 1 23.7±0.1μs | |
| 4 40 10 -1 48.1±0.5μs | |
| 4 40 100 1 24.0±0.2μs | |
| 4 40 100 -1 48.4±0.07μs | |
| 4 40 1000 1 23.9±0.09μs | |
| 4 40 1000 -1 48.1±0.2μs | |
| 4 40 10000 1 23.7±0.2μs | |
| 4 40 10000 -1 48.4±0.8μs | |
| 4 200 10 1 24.3±0.07μs | |
| 4 200 10 -1 50.0±0.5μs | |
| 4 200 100 1 24.1±0.1μs | |
| 4 200 100 -1 49.9±0.2μs | |
| 4 200 1000 1 24.0±0.2μs | |
| 4 200 1000 -1 49.9±0.09μs | |
| 4 200 10000 1 24.1±0.1μs | |
| 4 200 10000 -1 49.7±0.2μs | |
| ====== ================ =========== ========= ============= | |
| [55.85%] ··· ...ate.RegularGridInterpolatorSubclass.time_rgi ok | |
| [55.85%] ··· ====== ================ =========== ========= ============= | |
| ndim max_coord_size n_samples flipped | |
| ------ ---------------- ----------- --------- ------------- | |
| 2 10 10 1 20.5±0.1μs | |
| 2 10 10 -1 22.0±0.07μs | |
| 2 10 100 1 21.1±0.08μs | |
| 2 10 100 -1 22.5±0.07μs | |
| 2 10 1000 1 24.9±0.05μs | |
| 2 10 1000 -1 26.5±0.09μs | |
| 2 10 10000 1 57.9±0.4μs | |
| 2 10 10000 -1 60.8±5μs | |
| 2 40 10 1 20.5±0.2μs | |
| 2 40 10 -1 22.1±0.07μs | |
| 2 40 100 1 21.0±0.1μs | |
| 2 40 100 -1 22.2±0.3μs | |
| 2 40 1000 1 25.1±0.07μs | |
| 2 40 1000 -1 26.7±0.08μs | |
| 2 40 10000 1 60.7±0.3μs | |
| 2 40 10000 -1 61.0±0.7μs | |
| 2 200 10 1 20.6±0.05μs | |
| 2 200 10 -1 21.8±0.2μs | |
| 2 200 100 1 20.9±0.2μs | |
| 2 200 100 -1 22.6±0.3μs | |
| 2 200 1000 1 25.5±0.2μs | |
| 2 200 1000 -1 27.1±0.2μs | |
| 2 200 10000 1 67.3±0.6μs | |
| 2 200 10000 -1 69.7±0.4μs | |
| 3 10 10 1 88.2±0.9μs | |
| 3 10 10 -1 89.9±0.8μs | |
| 3 10 100 1 95.1±0.6μs | |
| 3 10 100 -1 96.7±0.7μs | |
| 3 10 1000 1 174±0.8μs | |
| 3 10 1000 -1 176±1μs | |
| 3 10 10000 1 965±7μs | |
| 3 10 10000 -1 981±10μs | |
| 3 40 10 1 89.4±0.3μs | |
| 3 40 10 -1 91.3±2μs | |
| 3 40 100 1 97.3±0.6μs | |
| 3 40 100 -1 98.9±2μs | |
| 3 40 1000 1 181±0.7μs | |
| 3 40 1000 -1 179±2μs | |
| 3 40 10000 1 1.01±0.02ms | |
| 3 40 10000 -1 978±7μs | |
| 3 200 10 1 92.0±2μs | |
| 3 200 10 -1 93.9±2μs | |
| 3 200 100 1 97.0±2μs | |
| 3 200 100 -1 97.7±0.5μs | |
| 3 200 1000 1 196±3μs | |
| 3 200 1000 -1 199±3μs | |
| 3 200 10000 1 1.37±0.05ms | |
| 3 200 10000 -1 1.39±0.06ms | |
| 4 10 10 1 159±1μs | |
| 4 10 10 -1 160±1μs | |
| 4 10 100 1 177±1μs | |
| 4 10 100 -1 176±1μs | |
| 4 10 1000 1 363±5μs | |
| 4 10 1000 -1 360±1μs | |
| 4 10 10000 1 2.23±0ms | |
| 4 10 10000 -1 2.24±0ms | |
| 4 40 10 1 157±0.7μs | |
| 4 40 10 -1 162±0.8μs | |
| 4 40 100 1 174±1μs | |
| 4 40 100 -1 176±1μs | |
| 4 40 1000 1 376±7μs | |
| 4 40 1000 -1 371±0.9μs | |
| 4 40 10000 1 2.60±0.05ms | |
| 4 40 10000 -1 2.58±0.09ms | |
| 4 200 10 1 159±0.6μs | |
| 4 200 10 -1 163±0.8μs | |
| 4 200 100 1 177±1μs | |
| 4 200 100 -1 182±1μs | |
| 4 200 1000 1 436±6μs | |
| 4 200 1000 -1 439±5μs | |
| 4 200 10000 1 4.73±0.04ms | |
| 4 200 10000 -1 5.27±0.1ms | |
| ====== ================ =========== ========= ============= | |
| [55.94%] ··· ...rpolatorSubclass.time_rgi_setup_interpolator ok | |
| [55.94%] ··· ====== ================ =========== ========= ============= | |
| ndim max_coord_size n_samples flipped | |
| ------ ---------------- ----------- --------- ------------- | |
| 2 10 10 1 67.3±0.3μs | |
| 2 10 10 -1 85.8±0.4μs | |
| 2 10 100 1 70.1±0.5μs | |
| 2 10 100 -1 88.7±1μs | |
| 2 10 1000 1 101±0.5μs | |
| 2 10 1000 -1 125±1μs | |
| 2 10 10000 1 489±9μs | |
| 2 10 10000 -1 514±10μs | |
| 2 40 10 1 68.7±1μs | |
| 2 40 10 -1 86.8±1μs | |
| 2 40 100 1 72.7±0.5μs | |
| 2 40 100 -1 103±20μs | |
| 2 40 1000 1 144±2μs | |
| 2 40 1000 -1 169±0.9μs | |
| 2 40 10000 1 835±10μs | |
| 2 40 10000 -1 868±2μs | |
| 2 200 10 1 75.0±1μs | |
| 2 200 10 -1 94.1±2μs | |
| 2 200 100 1 78.3±0.7μs | |
| 2 200 100 -1 98.4±2μs | |
| 2 200 1000 1 191±2μs | |
| 2 200 1000 -1 211±0.5μs | |
| 2 200 10000 1 1.22±0ms | |
| 2 200 10000 -1 1.23±0.01ms | |
| 3 10 10 1 82.2±0.4μs | |
| 3 10 10 -1 106±0.4μs | |
| 3 10 100 1 86.2±1μs | |
| 3 10 100 -1 112±0.9μs | |
| 3 10 1000 1 129±2μs | |
| 3 10 1000 -1 160±1μs | |
| 3 10 10000 1 584±0.9μs | |
| 3 10 10000 -1 635±1μs | |
| 3 40 10 1 86.4±1μs | |
| 3 40 10 -1 112±0.6μs | |
| 3 40 100 1 91.5±2μs | |
| 3 40 100 -1 118±1μs | |
| 3 40 1000 1 194±3μs | |
| 3 40 1000 -1 227±0.3μs | |
| 3 40 10000 1 1.09±0ms | |
| 3 40 10000 -1 1.15±0.01ms | |
| 3 200 10 1 477±60μs | |
| 3 200 10 -1 512±60μs | |
| 3 200 100 1 544±100μs | |
| 3 200 100 -1 515±10μs | |
| 3 200 1000 1 651±20μs | |
| 3 200 1000 -1 791±100μs | |
| 3 200 10000 1 2.40±0.4ms | |
| 3 200 10000 -1 2.37±0.2ms | |
| 4 10 10 1 98.3±1μs | |
| 4 10 10 -1 123±0.8μs | |
| 4 10 100 1 101±0.1μs | |
| 4 10 100 -1 126±0.7μs | |
| 4 10 1000 1 146±0.7μs | |
| 4 10 1000 -1 176±0.4μs | |
| 4 10 10000 1 634±9μs | |
| 4 10 10000 -1 669±10μs | |
| 4 40 10 1 113±0.8μs | |
| 4 40 10 -1 144±1μs | |
| 4 40 100 1 119±0.8μs | |
| 4 40 100 -1 153±1μs | |
| 4 40 1000 1 234±1μs | |
| 4 40 1000 -1 274±3μs | |
| 4 40 10000 1 1.32±0.01ms | |
| 4 40 10000 -1 1.37±0.01ms | |
| 4 200 10 1 119±4μs | |
| 4 200 10 -1 154±3μs | |
| 4 200 100 1 128±4μs | |
| 4 200 100 -1 169±3μs | |
| 4 200 1000 1 338±4μs | |
| 4 200 1000 -1 377±6μs | |
| 4 200 10000 1 2.10±0.03ms | |
| 4 200 10000 -1 2.13±0.03ms | |
| ====== ================ =========== ========= ============= | |
| [56.02%] ··· ...late.UnivariateSpline.time_univariate_spline ok | |
| [56.02%] ··· =========== ============ ============ ============ | |
| -- degree | |
| ----------- -------------------------------------- | |
| n_samples 3 4 5 | |
| =========== ============ ============ ============ | |
| 10 22.4±0.4μs 24.3±0.2μs 26.0±0.4μs | |
| 50 51.0±0.5μs 60.0±0.5μs 69.7±0.8μs | |
| 100 86.3±0.8μs 105±1μs 124±1μs | |
| =========== ============ ============ ============ | |
| [56.10%] ··· io_matlab.MemUsage.track_loadmat failed | |
| [56.10%] ··· ====== ======== ======== | |
| -- compressed | |
| ------ ----------------- | |
| size True False | |
| ====== ======== ======== | |
| 1M failed failed | |
| 10M failed failed | |
| 100M failed failed | |
| 300M failed failed | |
| ====== ======== ======== | |
| [56.19%] ··· io_matlab.MemUsage.track_savemat failed | |
| [56.19%] ··· ====== ======== ======== | |
| -- compressed | |
| ------ ----------------- | |
| size True False | |
| ====== ======== ======== | |
| 1M failed failed | |
| 10M failed failed | |
| 100M failed failed | |
| 300M failed failed | |
| ====== ======== ======== | |
| [56.27%] ··· io_matlab.StructArr.time_loadmat ok | |
| [56.27%] ··· ========================= ============= ============ | |
| -- compression | |
| ------------------------- -------------------------- | |
| (vars, fields, structs) False True | |
| ========================= ============= ============ | |
| (10, 10, 20) 5.12±0.05ms 3.50±0.1ms | |
| (20, 20, 40) 42.6±0.5ms 28.6±0.4ms | |
| (30, 30, 50) 121±1ms 81.3±2ms | |
| ========================= ============= ============ | |
| [56.35%] ··· io_matlab.StructArr.time_savemat ok | |
| [56.35%] ··· ========================= ============ ============ | |
| -- compression | |
| ------------------------- ------------------------- | |
| (vars, fields, structs) False True | |
| ========================= ============ ============ | |
| (10, 10, 20) 37.2±0.2ms 37.9±0.3ms | |
| (20, 20, 40) 287±2ms 297±2ms | |
| (30, 30, 50) 819±4ms 833±5ms | |
| ========================= ============ ============ | |
| [56.44%] ··· linalg.Bench.time_det ok | |
| [56.44%] ··· ====== ============ ============= ============= | |
| -- module | |
| ------------------- --------------------------- | |
| size contiguous numpy scipy | |
| ====== ============ ============= ============= | |
| 20 contig 8.71±0.06μs 15.2±0.1μs | |
| 20 nocont 8.63±0.03μs 16.0±0.06μs | |
| 100 contig 88.8±0.5μs 93.7±0.3μs | |
| 100 nocont 89.3±0.4μs 101±1μs | |
| 500 contig n/a 3.57±0.03ms | |
| 500 nocont n/a 3.71±0.1ms | |
| 1000 contig n/a 20.4±0.5ms | |
| 1000 nocont n/a 21.1±0.8ms | |
| ====== ============ ============= ============= | |
| [56.52%] ··· linalg.Bench.time_eigvals ok | |
| [56.52%] ··· ====== ============ ============= ============= | |
| -- module | |
| ------------------- --------------------------- | |
| size contiguous numpy scipy | |
| ====== ============ ============= ============= | |
| 20 contig 88.3±2μs 99.4±1μs | |
| 20 nocont 91.0±0.7μs 103±2μs | |
| 100 contig 3.78±0.1ms 3.83±0.08ms | |
| 100 nocont 3.86±0.04ms 3.84±0.05ms | |
| 500 contig n/a 130±4ms | |
| 500 nocont n/a 131±2ms | |
| 1000 contig n/a 658±20ms | |
| 1000 nocont n/a 689±10ms | |
| ====== ============ ============= ============= | |
| [56.61%] ··· linalg.Bench.time_inv ok | |
| [56.61%] ··· ====== ============ ============ ============ | |
| -- module | |
| ------------------- ------------------------- | |
| size contiguous numpy scipy | |
| ====== ============ ============ ============ | |
| 20 contig 16.2±0.8μs 19.3±0.2μs | |
| 20 nocont 16.0±0.1μs 20.3±0.1μs | |
| 100 contig 332±4μs 248±10μs | |
| 100 nocont 364±4μs 251±9μs | |
| 500 contig n/a 10.3±0.4ms | |
| 500 nocont n/a 10.7±0.6ms | |
| 1000 contig n/a 56.3±0.9ms | |
| 1000 nocont n/a 57.3±1ms | |
| ====== ============ ============ ============ | |
| [56.69%] ··· linalg.Bench.time_solve ok | |
| [56.69%] ··· ====== ============ ============= ============ | |
| -- module | |
| ------------------- -------------------------- | |
| size contiguous numpy scipy | |
| ====== ============ ============= ============ | |
| 20 contig 9.85±0.1μs 32.2±0.6μs | |
| 20 nocont 9.78±0.08μs 33.9±0.5μs | |
| 100 contig 92.6±2μs 175±1μs | |
| 100 nocont 93.4±1μs 176±4μs | |
| 500 contig n/a 5.61±0.3ms | |
| 500 nocont n/a 5.51±0.3ms | |
| 1000 contig n/a 29.5±0.5ms | |
| 1000 nocont n/a 28.4±0.6ms | |
| ====== ============ ============= ============ | |
| [56.77%] ··· linalg.Bench.time_solve_triangular ok | |
| [56.77%] ··· ====== ============ =========== ============= | |
| -- module | |
| ------------------- ------------------------- | |
| size contiguous numpy scipy | |
| ====== ============ =========== ============= | |
| 20 contig 167±0.5ns 12.5±0.1μs | |
| 20 nocont 164±0.5ns 14.1±0.03μs | |
| 100 contig 168±0.9ns 17.7±0.1μs | |
| 100 nocont 169±2ns 24.6±0.1μs | |
| 500 contig n/a 175±4μs | |
| 500 nocont n/a 363±7μs | |
| 1000 contig n/a 649±20μs | |
| 1000 nocont n/a 1.49±0.09ms | |
| ====== ============ =========== ============= | |
| [56.86%] ··· linalg.Bench.time_svd ok | |
| [56.86%] ··· ====== ============ ============= ============= | |
| -- module | |
| ------------------- --------------------------- | |
| size contiguous numpy scipy | |
| ====== ============ ============= ============= | |
| 20 contig 91.7±4μs 99.3±4μs | |
| 20 nocont 92.9±3μs 102±2μs | |
| 100 contig 1.52±0.03ms 1.50±0.03ms | |
| 100 nocont 1.50±0.01ms 1.52±0ms | |
| 500 contig n/a 67.9±0.7ms | |
| 500 nocont n/a 68.3±1ms | |
| ====== ============ ============= ============= | |
| [56.94%] ··· linalg.GetFuncs.time_get_blas_funcs 376±5ns | |
| [57.02%] ··· linalg.GetFuncs.time_get_blas_funcs_2 898±4ns | |
| [57.11%] ··· linalg.GetFuncs.time_small_cholesky 6.30±0.2μs | |
| [57.19%] ··· linalg.Lstsq.time_lstsq ok | |
| [57.19%] ··· ================== ====== ======== ============= | |
| dtype size driver | |
| ------------------ ------ -------- ------------- | |
| numpy.float64 10 gelss 20.5±0.3μs | |
| numpy.float64 10 gelsy 18.0±0.1μs | |
| numpy.float64 10 gelsd 22.8±0.2μs | |
| numpy.float64 10 numpy 27.1±0.5μs | |
| numpy.float64 100 gelss 777±7μs | |
| numpy.float64 100 gelsy 211±3μs | |
| numpy.float64 100 gelsd 605±5μs | |
| numpy.float64 100 numpy 611±2μs | |
| numpy.float64 1000 gelss 541±30ms | |
| numpy.float64 1000 gelsy 73.1±0.6ms | |
| numpy.float64 1000 gelsd 159±0.7ms | |
| numpy.float64 1000 numpy n/a | |
| numpy.complex128 10 gelss 24.8±0.1μs | |
| numpy.complex128 10 gelsy 21.9±0.2μs | |
| numpy.complex128 10 gelsd 28.6±0.5μs | |
| numpy.complex128 10 numpy 32.2±0.4μs | |
| numpy.complex128 100 gelss 1.84±0.02ms | |
| numpy.complex128 100 gelsy 524±10μs | |
| numpy.complex128 100 gelsd 1.06±0.01ms | |
| numpy.complex128 100 numpy 1.07±0.01ms | |
| numpy.complex128 1000 gelss 1.33±0.1s | |
| numpy.complex128 1000 gelsy 179±1ms | |
| numpy.complex128 1000 gelsd 349±1ms | |
| numpy.complex128 1000 numpy n/a | |
| ================== ====== ======== ============= | |
| [57.27%] ··· linalg.Norm.time_1_norm ok | |
| [57.27%] ··· ============== ============ ============= ============= | |
| -- module | |
| --------------------------- --------------------------- | |
| shape contiguous numpy scipy | |
| ============== ============ ============= ============= | |
| (20, 20) contig 6.46±0.1μs 5.43±0.2μs | |
| (20, 20) nocont 6.93±0.07μs 11.7±0.2μs | |
| (100, 100) contig 12.4±0.2μs 16.0±0.2μs | |
| (100, 100) nocont 13.7±0.1μs 22.7±0.2μs | |
| (1000, 1000) contig 1.14±0.06ms 1.22±0.03ms | |
| (1000, 1000) nocont 1.12±0.06ms 1.78±0.2ms | |
| (20, 1000) contig 15.7±0.4μs 28.0±0.2μs | |
| (20, 1000) nocont 18.2±0.2μs 30.9±0.5μs | |
| (1000, 20) contig 35.8±0.1μs 25.0±0.3μs | |
| (1000, 20) nocont 38.6±0.1μs 51.2±0.5μs | |
| ============== ============ ============= ============= | |
| [57.36%] ··· linalg.Norm.time_frobenius_norm ok | |
| [57.36%] ··· ============== ============ ============= ============= | |
| -- module | |
| --------------------------- --------------------------- | |
| shape contiguous numpy scipy | |
| ============== ============ ============= ============= | |
| (20, 20) contig 2.65±0.3μs 6.64±0.07μs | |
| (20, 20) nocont 3.60±0.07μs 8.35±0.09μs | |
| (100, 100) contig 4.50±0.02μs 11.3±0.02μs | |
| (100, 100) nocont 9.66±0.5μs 18.1±0.1μs | |
| (1000, 1000) contig 330±2μs 763±10μs | |
| (1000, 1000) nocont 1.11±0.07ms 1.76±0.2ms | |
| (20, 1000) contig 6.33±0.04μs 15.6±0.02μs | |
| (20, 1000) nocont 15.7±0.02μs 28.0±0.1μs | |
| (1000, 20) contig 6.36±0.02μs 15.5±0.09μs | |
| (1000, 20) nocont 15.7±0.02μs 27.9±0.1μs | |
| ============== ============ ============= ============= | |
| [57.44%] ··· linalg.Norm.time_inf_norm ok | |
| [57.44%] ··· ============== ============ ============= ============= | |
| -- module | |
| --------------------------- --------------------------- | |
| shape contiguous numpy scipy | |
| ============== ============ ============= ============= | |
| (20, 20) contig 6.45±0.1μs 5.56±0.2μs | |
| (20, 20) nocont 6.91±0.1μs 11.9±0.2μs | |
| (100, 100) contig 13.2±0.1μs 19.4±0.09μs | |
| (100, 100) nocont 14.5±0.07μs 23.7±0.08μs | |
| (1000, 1000) contig 1.16±0.01ms 1.87±0.02ms | |
| (1000, 1000) nocont 1.17±0.05ms 1.86±0.07ms | |
| (20, 1000) contig 17.4±0.07μs 37.6±0.09μs | |
| (20, 1000) nocont 19.8±0.04μs 32.8±0.2μs | |
| (1000, 20) contig 32.5±0.2μs 27.1±0.2μs | |
| (1000, 20) nocont 35.4±0.3μs 47.4±0.1μs | |
| ============== ============ ============= ============= | |
| [57.53%] ··· linalg.SpecialMatrices.time_block_diag_big ok | |
| [57.53%] ··· ====== ============ | |
| size | |
| ------ ------------ | |
| 4 16.9±0.2μs | |
| 128 22.8±0.5μs | |
| ====== ============ | |
| [57.61%] ··· linalg.SpecialMatrices.time_block_diag_small ok | |
| [57.61%] ··· ====== ============ | |
| size | |
| ------ ------------ | |
| 4 16.8±0.2μs | |
| 128 218±2μs | |
| ====== ============ | |
| [57.69%] ··· linalg.SpecialMatrices.time_circulant ok | |
| [57.69%] ··· ====== ============= | |
| size | |
| ------ ------------- | |
| 4 7.84±0.01μs | |
| 128 12.2±0.08μs | |
| ====== ============= | |
| [57.78%] ··· linalg.SpecialMatrices.time_companion ok | |
| [57.78%] ··· ====== ============= | |
| size | |
| ------ ------------- | |
| 4 8.28±0.02μs | |
| 128 28.0±0.2μs | |
| ====== ============= | |
| [57.86%] ··· linalg.SpecialMatrices.time_dft ok | |
| [57.86%] ··· ====== ============= | |
| size | |
| ------ ------------- | |
| 4 9.69±0.04μs | |
| 128 1.46±0.01ms | |
| ====== ============= | |
| [57.94%] ··· linalg.SpecialMatrices.time_hadamard ok | |
| [57.94%] ··· ====== ============ | |
| size | |
| ------ ------------ | |
| 4 19.0±0.3μs | |
| 128 79.7±0.5μs | |
| ====== ============ | |
| [58.03%] ··· linalg.SpecialMatrices.time_hankel ok | |
| [58.03%] ··· ====== ============= | |
| size | |
| ------ ------------- | |
| 4 9.45±0.1μs | |
| 128 13.7±0.08μs | |
| ====== ============= | |
| [58.11%] ··· linalg.SpecialMatrices.time_helmert ok | |
| [58.11%] ··· ====== ============ | |
| size | |
| ------ ------------ | |
| 4 21.3±3μs | |
| 128 89.7±0.2μs | |
| ====== ============ | |
| [58.19%] ··· linalg.SpecialMatrices.time_hilbert ok | |
| [58.19%] ··· ====== ============ | |
| size | |
| ------ ------------ | |
| 4 13.3±0.1μs | |
| 128 18.3±0.1μs | |
| ====== ============ | |
| [58.28%] ··· linalg.SpecialMatrices.time_invhilbert ok | |
| [58.28%] ··· ====== =========== | |
| size | |
| ------ ----------- | |
| 4 152±0.8μs | |
| 128 131±0.6ms | |
| ====== =========== | |
| [58.36%] ··· linalg.SpecialMatrices.time_invpascal ok | |
| [58.36%] ··· ====== ============ | |
| size | |
| ------ ------------ | |
| 4 39.3±0.2μs | |
| 128 2.07±0s | |
| ====== ============ | |
| [58.44%] ··· linalg.SpecialMatrices.time_leslie ok | |
| [58.44%] ··· ====== ============= | |
| size | |
| ------ ------------- | |
| 4 6.30±0.01μs | |
| 128 25.3±0.3μs | |
| ====== ============= | |
| [58.53%] ··· linalg.SpecialMatrices.time_pascal ok | |
| [58.53%] ··· ====== ============ | |
| size | |
| ------ ------------ | |
| 4 12.2±0.1μs | |
| 128 119±1ms | |
| ====== ============ | |
| [58.61%] ··· linalg.SpecialMatrices.time_toeplitz ok | |
| [58.61%] ··· ====== ============ | |
| size | |
| ------ ------------ | |
| 4 8.11±0.1μs | |
| 128 12.6±0.1μs | |
| ====== ============ | |
| [58.70%] ··· linalg_logm.Logm.time_logm ok | |
| [58.70%] ··· ============ ===== ============ ============= ============= | |
| -- structure | |
| ------------------ ---------------------------------------- | |
| dtype n gen her pos | |
| ============ ===== ============ ============= ============= | |
| float64 64 11.8±0.5ms 5.97±0.01ms 6.25±0.09ms | |
| float64 256 180±7ms 131±1ms 74.2±0.6ms | |
| complex128 64 14.5±0.5ms 10.2±0.2ms 10.0±0.08ms | |
| complex128 256 250±5ms 192±4ms 182±2ms | |
| ============ ===== ============ ============= ============= | |
| [58.78%] ··· ...e_toeplitz.SolveToeplitz.time_solve_toeplitz ok | |
| [58.78%] ··· ============ ====== ============= ============ | |
| -- solver | |
| ------------------- -------------------------- | |
| dtype n toeplitz generic | |
| ============ ====== ============= ============ | |
| float64 100 51.7±0.2μs 199±1μs | |
| float64 300 248±0.3μs 1.77±0ms | |
| float64 1000 2.49±0.01ms 28.9±1ms | |
| complex128 100 80.9±0.5μs 436±9μs | |
| complex128 300 484±5μs 4.38±0.1ms | |
| complex128 1000 5.01±0.04ms 74.2±1ms | |
| ============ ====== ============= ============ | |
| [58.86%] ··· linalg_sqrtm.Sqrtm.time_sqrtm ok | |
| [58.86%] ··· ============ ===== ============= ============= ============ | |
| -- blocksize | |
| ------------------ ---------------------------------------- | |
| dtype n 32 64 256 | |
| ============ ===== ============= ============= ============ | |
| float64 64 4.22±0.06ms 4.13±0.05ms n/a | |
| float64 256 65.3±0.9ms 65.2±1ms 64.4±0.7ms | |
| complex128 64 7.42±0.05ms 7.32±0.1ms n/a | |
| complex128 256 256±4ms 245±2ms 259±2ms | |
| ============ ===== ============= ============= ============ | |
| [58.95%] ··· ...polation.NdimageInterpolation.peakmem_rotate ok | |
| [58.95%] ··· ================= ======= ======== ========== | |
| -- mode | |
| ------------------------- ------------------- | |
| shape order mirror constant | |
| ================= ======= ======== ========== | |
| (64, 64) 0 71.9M 71.9M | |
| (64, 64) 1 71.9M 71.9M | |
| (64, 64) 3 71.9M 71.9M | |
| (64, 64) 5 71.9M 71.9M | |
| (512, 512) 0 77.2M 77.2M | |
| (512, 512) 1 77.2M 77.2M | |
| (512, 512) 3 79.7M 79.7M | |
| (512, 512) 5 79.7M 79.7M | |
| (2048, 2048) 0 156M 156M | |
| (2048, 2048) 1 156M 156M | |
| (2048, 2048) 3 190M 190M | |
| (2048, 2048) 5 190M 190M | |
| (16, 16, 16) 0 71.9M 71.8M | |
| (16, 16, 16) 1 71.9M 71.9M | |
| (16, 16, 16) 3 71.9M 71.8M | |
| (16, 16, 16) 5 71.9M 71.9M | |
| (128, 128, 128) 0 114M 114M | |
| (128, 128, 128) 1 114M 114M | |
| (128, 128, 128) 3 114M 114M | |
| (128, 128, 128) 5 114M 114M | |
| ================= ======= ======== ========== | |
| [59.03%] ··· ...rpolation.NdimageInterpolation.peakmem_shift ok | |
| [59.03%] ··· ================= ======= ======== ========== | |
| -- mode | |
| ------------------------- ------------------- | |
| shape order mirror constant | |
| ================= ======= ======== ========== | |
| (64, 64) 0 70.7M 70.7M | |
| (64, 64) 1 71.1M 71.1M | |
| (64, 64) 3 71.3M 71.3M | |
| (64, 64) 5 71.3M 71.3M | |
| (512, 512) 0 75.2M 75.2M | |
| (512, 512) 1 75.1M 75.1M | |
| (512, 512) 3 77.7M 77.5M | |
| (512, 512) 5 77.6M 77.6M | |
| (2048, 2048) 0 138M 138M | |
| (2048, 2048) 1 138M 138M | |
| (2048, 2048) 3 172M 172M | |
| (2048, 2048) 5 172M 172M | |
| (16, 16, 16) 0 71.1M 71M | |
| (16, 16, 16) 1 71.1M 71M | |
| (16, 16, 16) 3 71.3M 71.3M | |
| (16, 16, 16) 5 71.3M 71.3M | |
| (128, 128, 128) 0 104M 104M | |
| (128, 128, 128) 1 104M 104M | |
| (128, 128, 128) 3 122M 122M | |
| (128, 128, 128) 5 122M 122M | |
| ================= ======= ======== ========== | |
| [59.11%] ··· ...n.NdimageInterpolation.time_affine_transform ok | |
| [59.11%] ··· ================= ======= ============= ============= | |
| -- mode | |
| ------------------------- --------------------------- | |
| shape order mirror constant | |
| ================= ======= ============= ============= | |
| (64, 64) 0 221±40μs 177±0.2μs | |
| (64, 64) 1 262±0.5μs 233±0.2μs | |
| (64, 64) 3 657±0.6μs 575±5μs | |
| (64, 64) 5 1.28±0ms 1.09±0ms | |
| (512, 512) 0 11.1±0.07ms 10.4±0.01ms | |
| (512, 512) 1 15.6±0.1ms 14.1±0.3ms | |
| (512, 512) 3 41.6±0.3ms 37.0±0.2ms | |
| (512, 512) 5 79.5±0.4ms 70.7±0.4ms | |
| (2048, 2048) 0 194±0.08ms 183±0.1ms | |
| (2048, 2048) 1 266±0.7ms 240±0.2ms | |
| (2048, 2048) 3 731±8ms 662±10ms | |
| (2048, 2048) 5 1.33±0.01s 1.18±0s | |
| (16, 16, 16) 0 260±3μs 229±0.5μs | |
| (16, 16, 16) 1 434±4μs 341±0.3μs | |
| (16, 16, 16) 3 2.08±0ms 1.51±0ms | |
| (16, 16, 16) 5 6.85±0.05ms 4.80±0.03ms | |
| (128, 128, 128) 0 125±1ms 115±0.2ms | |
| (128, 128, 128) 1 207±0.6ms 182±1ms | |
| (128, 128, 128) 3 944±4ms 809±2ms | |
| (128, 128, 128) 5 2.70±0.01s 2.27±0.01s | |
| ================= ======= ============= ============= | |
| [59.20%] ··· ...terpolation.time_geometric_transform_mapping ok | |
| [59.20%] ··· ================= ======= ============= ============= | |
| -- mode | |
| ------------------------- --------------------------- | |
| shape order mirror constant | |
| ================= ======= ============= ============= | |
| (64, 64) 0 1.52±0ms 1.53±0.01ms | |
| (64, 64) 1 1.60±0.01ms 1.59±0.01ms | |
| (64, 64) 3 2.00±0.01ms 1.97±0.01ms | |
| (64, 64) 5 2.61±0.02ms 2.57±0.02ms | |
| (512, 512) 0 100±0.2ms 101±0.6ms | |
| (512, 512) 1 104±0.6ms 105±0.5ms | |
| (512, 512) 3 131±0.6ms 130±0.7ms | |
| (512, 512) 5 168±0.8ms 168±0.5ms | |
| (2048, 2048) 0 1.64±0s 1.64±0s | |
| (2048, 2048) 1 1.72±0s 1.72±0.01s | |
| (2048, 2048) 3 2.17±0.01s 2.17±0s | |
| (2048, 2048) 5 2.76±0.02s 2.77±0.01s | |
| (16, 16, 16) 0 1.88±0ms 1.86±0ms | |
| (16, 16, 16) 1 2.05±0ms 2.01±0.01ms | |
| (16, 16, 16) 3 3.92±0ms 3.52±0.02ms | |
| (16, 16, 16) 5 8.88±0.01ms 7.52±0ms | |
| (128, 128, 128) 0 967±3ms 967±2ms | |
| (128, 128, 128) 1 1.06±0.01s 1.05±0s | |
| (128, 128, 128) 3 1.82±0.01s 1.79±0s | |
| (128, 128, 128) 5 3.62±0s 3.53±0.01s | |
| ================= ======= ============= ============= | |
| [59.28%] ··· ...on.NdimageInterpolation.time_map_coordinates ok | |
| [59.28%] ··· ================= ======= ============= ============ | |
| -- mode | |
| ------------------------- -------------------------- | |
| shape order mirror constant | |
| ================= ======= ============= ============ | |
| (64, 64) 0 86.2±0.2μs 84.3±0.3μs | |
| (64, 64) 1 104±0.9μs 104±0.9μs | |
| (64, 64) 3 301±1μs 298±3μs | |
| (64, 64) 5 519±6μs 525±4μs | |
| (512, 512) 0 3.20±0.1ms 3.35±0.2ms | |
| (512, 512) 1 4.99±0.2ms 4.97±0.2ms | |
| (512, 512) 3 19.1±0.5ms 19.0±0.5ms | |
| (512, 512) 5 34.4±0.2ms 34.1±0.4ms | |
| (2048, 2048) 0 135±2ms 134±1ms | |
| (2048, 2048) 1 174±2ms 173±2ms | |
| (2048, 2048) 3 436±10ms 434±6ms | |
| (2048, 2048) 5 685±5ms 683±9ms | |
| (16, 16, 16) 0 82.7±1μs 82.8±1μs | |
| (16, 16, 16) 1 103±1μs 103±2μs | |
| (16, 16, 16) 3 557±6μs 549±0.5μs | |
| (16, 16, 16) 5 1.28±0.01ms 1.27±0ms | |
| (128, 128, 128) 0 16.4±2ms 16.2±2ms | |
| (128, 128, 128) 1 31.5±2ms 30.3±2ms | |
| (128, 128, 128) 3 220±5ms 221±5ms | |
| (128, 128, 128) 5 497±6ms 497±9ms | |
| ================= ======= ============= ============ | |
| [59.36%] ··· ...terpolation.NdimageInterpolation.time_rotate ok | |
| [59.36%] ··· ================= ======= ============= ============ | |
| -- mode | |
| ------------------------- -------------------------- | |
| shape order mirror constant | |
| ================= ======= ============= ============ | |
| (64, 64) 0 332±5μs 283±4μs | |
| (64, 64) 1 446±5μs 351±5μs | |
| (64, 64) 3 1.00±0ms 765±9μs | |
| (64, 64) 5 1.92±0.02ms 1.37±0ms | |
| (512, 512) 0 18.2±0.3ms 15.2±0.9ms | |
| (512, 512) 1 25.4±0.3ms 19.4±0.3ms | |
| (512, 512) 3 57.3±0.4ms 43.1±0.3ms | |
| (512, 512) 5 113±0.3ms 82.8±0.6ms | |
| (2048, 2048) 0 350±0.8ms 292±3ms | |
| (2048, 2048) 1 457±1ms 359±0.3ms | |
| (2048, 2048) 3 1.06±0.01s 821±7ms | |
| (2048, 2048) 5 1.91±0.01s 1.43±0.01s | |
| (16, 16, 16) 0 493±6μs 414±2μs | |
| (16, 16, 16) 1 619±6μs 490±5μs | |
| (16, 16, 16) 3 1.50±0.02ms 1.10±0ms | |
| (16, 16, 16) 5 2.69±0.01ms 1.81±0ms | |
| (128, 128, 128) 0 263±10ms 235±20ms | |
| (128, 128, 128) 1 311±4ms 286±6ms | |
| (128, 128, 128) 3 510±3ms 408±6ms | |
| (128, 128, 128) 5 959±4ms 712±3ms | |
| ================= ======= ============= ============ | |
| [59.45%] ··· ...nterpolation.NdimageInterpolation.time_shift ok | |
| [59.45%] ··· ================= ======= ============= ============ | |
| -- mode | |
| ------------------------- -------------------------- | |
| shape order mirror constant | |
| ================= ======= ============= ============ | |
| (64, 64) 0 59.6±0.04μs 61.8±0.1μs | |
| (64, 64) 1 134±0.6μs 130±0.6μs | |
| (64, 64) 3 531±0.5μs 496±0.7μs | |
| (64, 64) 5 1.15±0.01ms 1.05±0ms | |
| (512, 512) 0 3.06±0.03ms 3.40±0ms | |
| (512, 512) 1 7.51±0.2ms 7.88±0.8ms | |
| (512, 512) 3 34.4±0.4ms 34.5±0.4ms | |
| (512, 512) 5 72.6±0.6ms 72.2±0.4ms | |
| (2048, 2048) 0 65.9±0.4ms 72.4±0.6ms | |
| (2048, 2048) 1 138±0.9ms 145±0.9ms | |
| (2048, 2048) 3 610±1ms 614±5ms | |
| (2048, 2048) 5 1.21±0.01s 1.22±0.01s | |
| (16, 16, 16) 0 70.5±0.2μs 58.9±1μs | |
| (16, 16, 16) 1 287±0.3μs 164±0.1μs | |
| (16, 16, 16) 3 2.35±0.01ms 1.34±0ms | |
| (16, 16, 16) 5 7.91±0.03ms 4.21±0ms | |
| (128, 128, 128) 0 29.6±0.1ms 35.1±0.4ms | |
| (128, 128, 128) 1 133±0.6ms 126±0.6ms | |
| (128, 128, 128) 3 1.08±0.01s 1.01±0s | |
| (128, 128, 128) 5 3.40±0s 3.12±0.01s | |
| ================= ======= ============= ============ | |
| [59.53%] ··· ...interpolation.NdimageInterpolation.time_zoom ok | |
| [59.53%] ··· ================= ======= ============= ============= | |
| -- mode | |
| ------------------------- --------------------------- | |
| shape order mirror constant | |
| ================= ======= ============= ============= | |
| (64, 64) 0 107±0.3μs 116±0.4μs | |
| (64, 64) 1 233±2μs 244±2μs | |
| (64, 64) 3 839±8μs 842±10μs | |
| (64, 64) 5 1.80±0.01ms 1.80±0ms | |
| (512, 512) 0 5.14±0.2ms 5.92±0.2ms | |
| (512, 512) 1 12.8±0.4ms 13.6±0.4ms | |
| (512, 512) 3 50.1±0.1ms 51.2±0.2ms | |
| (512, 512) 5 111±0.4ms 112±1ms | |
| (2048, 2048) 0 112±0.6ms 122±0.08ms | |
| (2048, 2048) 1 231±0.2ms 243±0.4ms | |
| (2048, 2048) 3 898±7ms 905±5ms | |
| (2048, 2048) 5 1.84±0.01s 1.86±0.01s | |
| (16, 16, 16) 0 151±0.4μs 181±0.2μs | |
| (16, 16, 16) 1 634±2μs 651±1μs | |
| (16, 16, 16) 3 5.23±0.04ms 5.26±0.03ms | |
| (16, 16, 16) 5 17.7±0.02ms 17.5±0.03ms | |
| (128, 128, 128) 0 80.2±0.5ms 94.6±0.08ms | |
| (128, 128, 128) 1 303±1ms 310±0.5ms | |
| (128, 128, 128) 3 2.24±0.01s 2.25±0.01s | |
| (128, 128, 128) 5 7.20±0.01s 7.26±0.01s | |
| ================= ======= ============= ============= | |
| [59.62%] ··· optimize.BenchDFO.track_all ok | |
| [59.62%] ··· ============================== ============== ============= ======================== | |
| DFO benchmark problem number solver result type | |
| ------------------------------ -------------- ------------- ------------------------ | |
| 0 COBYLA mean_nfev 182.0 | |
| 0 COBYLA min_obj 36.00000001629636 | |
| 0 SLSQP mean_nfev 21.0 | |
| 0 SLSQP min_obj 35.99999999999999 | |
| 0 Powell mean_nfev 213.0 | |
| 0 Powell min_obj 35.99999999999998 | |
| 0 nelder-mead mean_nfev 1390.0 | |
| 0 nelder-mead min_obj 36.000000004916636 | |
| 0 L-BFGS-B mean_nfev 30.0 | |
| 0 L-BFGS-B min_obj 36.00000000029089 | |
| 0 BFGS mean_nfev 40.0 | |
| 0 BFGS min_obj 36.00000000000747 | |
| 0 trust-constr mean_nfev 30.0 | |
| 0 trust-constr min_obj 36.00000000006578 | |
| 1 COBYLA mean_nfev 239.0 | |
| 1 COBYLA min_obj 36.00000002161123 | |
| 1 SLSQP mean_nfev 21.0 | |
| 1 SLSQP min_obj 36.0 | |
| 1 Powell mean_nfev 356.0 | |
| 1 Powell min_obj 35.99999999999997 | |
| 1 nelder-mead mean_nfev 1096.0 | |
| 1 nelder-mead min_obj 36.000000016729075 | |
| 1 L-BFGS-B mean_nfev 50.0 | |
| 1 L-BFGS-B min_obj 36.00000000000116 | |
| 1 BFGS mean_nfev 70.0 | |
| 1 BFGS min_obj 36.00000000023227 | |
| 1 trust-constr mean_nfev 40.0 | |
| 1 trust-constr min_obj 36.00000000004839 | |
| 2 COBYLA mean_nfev 93.0 | |
| 2 COBYLA min_obj 8.38460155098156 | |
| 2 SLSQP mean_nfev 23.0 | |
| 2 SLSQP min_obj 8.380281690140846 | |
| 2 Powell mean_nfev 203.0 | |
| 2 Powell min_obj 8.380281690140844 | |
| 2 nelder-mead mean_nfev 276.0 | |
| 2 nelder-mead min_obj 8.380314322959702 | |
| 2 L-BFGS-B mean_nfev 32.0 | |
| 2 L-BFGS-B min_obj 8.380281690152533 | |
| 2 BFGS mean_nfev 252.0 | |
| 2 BFGS min_obj 8.380281698131483 | |
| 2 trust-constr mean_nfev 160.0 | |
| 2 trust-constr min_obj 8.380281690140935 | |
| 3 COBYLA mean_nfev 107.0 | |
| 3 COBYLA min_obj 8.400780446868142 | |
| 3 SLSQP mean_nfev 23.0 | |
| 3 SLSQP min_obj 8.380284602260867 | |
| 3 Powell mean_nfev 182.0 | |
| 3 Powell min_obj 8.380281690140844 | |
| 3 nelder-mead mean_nfev 320.0 | |
| 3 nelder-mead min_obj 8.380314069260285 | |
| 3 L-BFGS-B mean_nfev 40.0 | |
| 3 L-BFGS-B min_obj 8.380281690152607 | |
| 3 BFGS mean_nfev 388.0 | |
| 3 BFGS min_obj 8.380281690223713 | |
| 3 trust-constr mean_nfev 168.0 | |
| 3 trust-constr min_obj 8.380281690143562 | |
| 4 COBYLA mean_nfev 103.0 | |
| 4 COBYLA min_obj 9.89172925972701 | |
| 4 SLSQP mean_nfev 23.0 | |
| 4 SLSQP min_obj 9.880597014925373 | |
| 4 Powell mean_nfev 209.0 | |
| 4 Powell min_obj 9.880597014925371 | |
| 4 nelder-mead mean_nfev 267.0 | |
| 4 nelder-mead min_obj 9.880630904843933 | |
| 4 L-BFGS-B mean_nfev 112.0 | |
| 4 L-BFGS-B min_obj 9.880597014925657 | |
| 4 BFGS mean_nfev 341.0 | |
| 4 BFGS min_obj 9.880597015302904 | |
| 4 trust-constr mean_nfev 64.0 | |
| 4 trust-constr min_obj 9.8805970149304 | |
| 5 COBYLA mean_nfev 124.0 | |
| 5 COBYLA min_obj 9.880673204658704 | |
| 5 SLSQP mean_nfev 23.0 | |
| 5 SLSQP min_obj 9.880597015430164 | |
| 5 Powell mean_nfev 139.0 | |
| 5 Powell min_obj 9.880597014925371 | |
| 5 nelder-mead mean_nfev 310.0 | |
| 5 nelder-mead min_obj 9.880645653536046 | |
| 5 L-BFGS-B mean_nfev 40.0 | |
| 5 L-BFGS-B min_obj 9.880597014932858 | |
| 5 BFGS mean_nfev 356.0 | |
| 5 BFGS min_obj 9.880597014940243 | |
| 5 trust-constr mean_nfev 176.0 | |
| 5 trust-constr min_obj 9.880597014949096 | |
| 6 COBYLA mean_nfev 1000.0 | |
| 6 COBYLA min_obj 0.2761343670249867 | |
| 6 SLSQP mean_nfev 109.0 | |
| 6 SLSQP min_obj 3.534301293924672e-05 | |
| 6 Powell mean_nfev 607.0 | |
| 6 Powell min_obj 1.7404243721438573e-26 | |
| 6 nelder-mead mean_nfev 159.0 | |
| 6 nelder-mead min_obj 8.177661197416674e-10 | |
| 6 L-BFGS-B mean_nfev 126.0 | |
| 6 L-BFGS-B min_obj 3.142841451071726e-07 | |
| 6 BFGS mean_nfev 114.0 | |
| 6 BFGS min_obj 3.6543646947809584e-11 | |
| 6 trust-constr mean_nfev 177.0 | |
| 6 trust-constr min_obj 6.989640962302031e-09 | |
| 7 COBYLA mean_nfev 1000.0 | |
| 7 COBYLA min_obj 18.15444498891401 | |
| 7 SLSQP mean_nfev 295.0 | |
| 7 SLSQP min_obj 2.4772818584112955e-05 | |
| 7 Powell mean_nfev 950.0 | |
| 7 Powell min_obj 1.1093356479670479e-31 | |
| 7 nelder-mead mean_nfev 325.0 | |
| 7 nelder-mead min_obj 4.3387935016943286e-10 | |
| 7 L-BFGS-B mean_nfev 33.0 | |
| 7 L-BFGS-B min_obj 18.35859455706266 | |
| 7 BFGS mean_nfev 420.0 | |
| 7 BFGS min_obj 1.9361392250776146e-11 | |
| 7 trust-constr mean_nfev 390.0 | |
| 7 trust-constr min_obj 2.6706486098021023e-09 | |
| 8 COBYLA mean_nfev 1000.0 | |
| 8 COBYLA min_obj 0.006997362960605756 | |
| 8 SLSQP mean_nfev 112.0 | |
| 8 SLSQP min_obj 2.465216855898595e-06 | |
| 8 Powell mean_nfev 60.0 | |
| 8 Powell min_obj 0.0 | |
| 8 nelder-mead mean_nfev 142.0 | |
| 8 nelder-mead min_obj 0.0003575878654431348 | |
| 8 L-BFGS-B mean_nfev 120.0 | |
| 8 L-BFGS-B min_obj 1.2621292551661774e-08 | |
| 8 BFGS mean_nfev 136.0 | |
| 8 BFGS min_obj 3.6354865578344484e-12 | |
| 8 trust-constr mean_nfev 128.0 | |
| 8 trust-constr min_obj 4.664432914333383e-12 | |
| 9 COBYLA mean_nfev 1000.0 | |
| 9 COBYLA min_obj 1.1455955344805366 | |
| 9 SLSQP mean_nfev 114.0 | |
| 9 SLSQP min_obj 3.183864250764699e-06 | |
| 9 Powell mean_nfev 54.0 | |
| 9 Powell min_obj 0.0 | |
| 9 nelder-mead mean_nfev 110.0 | |
| 9 nelder-mead min_obj 0.0001185672468711772 | |
| 9 L-BFGS-B mean_nfev 140.0 | |
| 9 L-BFGS-B min_obj 1.0982372729514482e-05 | |
| 9 BFGS mean_nfev 160.0 | |
| 9 BFGS min_obj 4.352830823255508e-12 | |
| 9 trust-constr mean_nfev 172.0 | |
| 9 trust-constr min_obj 5.073771172466087e-11 | |
| 10 COBYLA mean_nfev 1000.0 | |
| 10 COBYLA min_obj 0.0013646026422443063 | |
| 10 SLSQP mean_nfev 99.0 | |
| 10 SLSQP min_obj 9.231453061284653e-05 | |
| 10 Powell mean_nfev 908.0 | |
| 10 Powell min_obj 1.692602785645291e-13 | |
| 10 nelder-mead mean_nfev 305.0 | |
| 10 nelder-mead min_obj 1.3905860499424258e-06 | |
| 10 L-BFGS-B mean_nfev 100.0 | |
| 10 L-BFGS-B min_obj 3.570520315776317e-05 | |
| 10 BFGS mean_nfev 165.0 | |
| 10 BFGS min_obj 3.266335996489636e-07 | |
| 10 trust-constr mean_nfev 190.0 | |
| 10 trust-constr min_obj 3.424057152599679e-07 | |
| 11 COBYLA mean_nfev 1000.0 | |
| 11 COBYLA min_obj 0.007588035155492048 | |
| 11 SLSQP mean_nfev 179.0 | |
| 11 SLSQP min_obj 3.44391715908274e-05 | |
| 11 Powell mean_nfev 1577.0 | |
| 11 Powell min_obj 3.013054708612935e-22 | |
| 11 nelder-mead mean_nfev 380.0 | |
| 11 nelder-mead min_obj 1.2207288155937388e-06 | |
| 11 L-BFGS-B mean_nfev 165.0 | |
| 11 L-BFGS-B min_obj 2.5693200792950734e-05 | |
| 11 BFGS mean_nfev 270.0 | |
| 11 BFGS min_obj 1.7148717367764208e-07 | |
| 11 trust-constr mean_nfev 355.0 | |
| 11 trust-constr min_obj 2.1976969973484535e-07 | |
| 12 COBYLA mean_nfev 1000.0 | |
| 12 COBYLA min_obj 63.35600768650094 | |
| 12 SLSQP mean_nfev 28.0 | |
| 12 SLSQP min_obj 48.9842541402506 | |
| 12 Powell mean_nfev 118.0 | |
| 12 Powell min_obj 48.98425367924135 | |
| 12 nelder-mead mean_nfev 120.0 | |
| 12 nelder-mead min_obj 48.98425367981376 | |
| 12 L-BFGS-B mean_nfev 54.0 | |
| 12 L-BFGS-B min_obj 48.98425585313102 | |
| 12 BFGS mean_nfev 27.0 | |
| 12 BFGS min_obj 48.98425367924926 | |
| 12 trust-constr mean_nfev 60.0 | |
| 12 trust-constr min_obj 48.98425367924082 | |
| 13 COBYLA mean_nfev 1000.0 | |
| 13 COBYLA min_obj 52.5180366249726 | |
| 13 SLSQP mean_nfev 47.0 | |
| 13 SLSQP min_obj 48.984285104912686 | |
| 13 Powell mean_nfev 232.0 | |
| 13 Powell min_obj 48.984253679248496 | |
| 13 nelder-mead mean_nfev 119.0 | |
| 13 nelder-mead min_obj 1.7922698821282258e-09 | |
| 13 L-BFGS-B mean_nfev 90.0 | |
| 13 L-BFGS-B min_obj 48.984313605419615 | |
| 13 BFGS mean_nfev 75.0 | |
| 13 BFGS min_obj 48.98425367924258 | |
| 13 trust-constr mean_nfev 84.0 | |
| 13 trust-constr min_obj 48.98425367944083 | |
| 14 COBYLA mean_nfev 1000.0 | |
| 14 COBYLA min_obj 0.010846968025621654 | |
| 14 SLSQP mean_nfev 36.0 | |
| 14 SLSQP min_obj 0.010926876593972496 | |
| 14 Powell mean_nfev 435.0 | |
| 14 Powell min_obj 0.008214880387696202 | |
| 14 nelder-mead mean_nfev 226.0 | |
| 14 nelder-mead min_obj 0.008214877316410097 | |
| 14 L-BFGS-B mean_nfev 36.0 | |
| 14 L-BFGS-B min_obj 0.009974372219517814 | |
| 14 BFGS mean_nfev 92.0 | |
| 14 BFGS min_obj 0.008214877322489005 | |
| 14 trust-constr mean_nfev 96.0 | |
| 14 trust-constr min_obj 0.008214931314013178 | |
| 15 COBYLA mean_nfev 1000.0 | |
| 15 COBYLA min_obj 8.3527643805625 | |
| 15 SLSQP mean_nfev 80.0 | |
| 15 SLSQP min_obj 0.010852444332488186 | |
| 15 Powell mean_nfev 212.0 | |
| 15 Powell min_obj 1.7749269756254313 | |
| 15 nelder-mead mean_nfev 346.0 | |
| 15 nelder-mead min_obj 0.008214877318251797 | |
| 15 L-BFGS-B mean_nfev 92.0 | |
| 15 L-BFGS-B min_obj 0.010443321669867311 | |
| 15 BFGS mean_nfev 136.0 | |
| 15 BFGS min_obj 0.008214877306852443 | |
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| 45 COBYLA mean_nfev 149.0 | |
| 45 COBYLA min_obj 0.02029939321770656 | |
| 45 SLSQP mean_nfev 84.0 | |
| 45 SLSQP min_obj 6.155025533183242e-07 | |
| 45 Powell mean_nfev 227.0 | |
| 45 Powell min_obj 8.963972121303897e-22 | |
| 45 nelder-mead mean_nfev 375.0 | |
| 45 nelder-mead min_obj 4.867800022675286e-05 | |
| 45 L-BFGS-B mean_nfev 42.0 | |
| 45 L-BFGS-B min_obj 2.400907841467058e-10 | |
| 45 BFGS mean_nfev 174.0 | |
| 45 BFGS min_obj 5.367397481230655e-10 | |
| 45 trust-constr mean_nfev 78.0 | |
| 45 trust-constr min_obj 2.4540905959502547e-06 | |
| 46 COBYLA mean_nfev 1000.0 | |
| 46 COBYLA min_obj 1569061653498.9844 | |
| 46 SLSQP mean_nfev 84.0 | |
| 46 SLSQP min_obj 9.923633928123542e-10 | |
| 46 Powell mean_nfev 278.0 | |
| 46 Powell min_obj 6.020893390202202e-21 | |
| 46 nelder-mead mean_nfev 465.0 | |
| 46 nelder-mead min_obj 8.181505338648942e-05 | |
| 46 L-BFGS-B mean_nfev 66.0 | |
| 46 L-BFGS-B min_obj 2.779105144085001e-10 | |
| 46 BFGS mean_nfev 252.0 | |
| 46 BFGS min_obj 5.339475117625133e-10 | |
| 46 trust-constr mean_nfev 114.0 | |
| 46 trust-constr min_obj 2.995381103861547e-06 | |
| 47 COBYLA mean_nfev 211.0 | |
| 47 COBYLA min_obj 0.03212113958098015 | |
| 47 SLSQP mean_nfev 156.0 | |
| 47 SLSQP min_obj 8.603201060456789e-10 | |
| 47 Powell mean_nfev 362.0 | |
| 47 Powell min_obj 3.577943647865909e-20 | |
| 47 nelder-mead mean_nfev 853.0 | |
| 47 nelder-mead min_obj 0.00010539806608864412 | |
| 47 L-BFGS-B mean_nfev 63.0 | |
| 47 L-BFGS-B min_obj 1.710024160842886e-09 | |
| 47 BFGS mean_nfev 396.0 | |
| 47 BFGS min_obj 8.554330004850533e-10 | |
| 47 trust-constr mean_nfev 81.0 | |
| 47 trust-constr min_obj 4.041706873315379e-06 | |
| 48 COBYLA mean_nfev 250.0 | |
| 48 COBYLA min_obj 0.013513185529999854 | |
| 48 SLSQP mean_nfev 139.0 | |
| 48 SLSQP min_obj 0.0034478249079148916 | |
| 48 Powell mean_nfev 450.0 | |
| 48 Powell min_obj 8.079172562972869e-20 | |
| 48 nelder-mead mean_nfev 1117.0 | |
| 48 nelder-mead min_obj 0.00021983838347344772 | |
| 48 L-BFGS-B mean_nfev 88.0 | |
| 48 L-BFGS-B min_obj 4.803498719738968e-10 | |
| 48 BFGS mean_nfev 594.0 | |
| 48 BFGS min_obj 1.0688741259513728e-09 | |
| 48 trust-constr mean_nfev 99.0 | |
| 48 trust-constr min_obj 4.5226625464076916e-06 | |
| 49 COBYLA mean_nfev 369.0 | |
| 49 COBYLA min_obj 0.03428531319077134 | |
| 49 SLSQP mean_nfev 304.0 | |
| 49 SLSQP min_obj 1.7053258240083387e-06 | |
| 49 Powell mean_nfev 540.0 | |
| 49 Powell min_obj 3.0220152440982454e-19 | |
| 49 nelder-mead mean_nfev 1411.0 | |
| 49 nelder-mead min_obj 0.0003092518683122102 | |
| 49 L-BFGS-B mean_nfev 104.0 | |
| 49 L-BFGS-B min_obj 6.510861366983511e-10 | |
| 49 BFGS mean_nfev 702.0 | |
| 49 BFGS min_obj 1.2848579455132863e-09 | |
| 49 trust-constr mean_nfev 208.0 | |
| 49 trust-constr min_obj 4.8793043952665655e-06 | |
| 50 COBYLA mean_nfev 1000.0 | |
| 50 COBYLA min_obj 4476074495383.304 | |
| 50 SLSQP mean_nfev 174.0 | |
| 50 SLSQP min_obj 16188.78759102377 | |
| 50 Powell mean_nfev 562.0 | |
| 50 Powell min_obj 2.8795475361292793e-19 | |
| 50 nelder-mead mean_nfev 2400.0 | |
| 50 nelder-mead min_obj 9.642384140275901 | |
| 50 L-BFGS-B mean_nfev 156.0 | |
| 50 L-BFGS-B min_obj 1.8878795501878533e-09 | |
| 50 BFGS mean_nfev 871.0 | |
| 50 BFGS min_obj 1.2846504328758613e-09 | |
| 50 trust-constr mean_nfev 273.0 | |
| 50 trust-constr min_obj 4.878639391798034e-06 | |
| 51 COBYLA mean_nfev 1000.0 | |
| 51 COBYLA min_obj 0.04789868985657566 | |
| 51 SLSQP mean_nfev 321.0 | |
| 51 SLSQP min_obj 0.003924596822050221 | |
| 51 Powell mean_nfev 4609.0 | |
| 51 Powell min_obj 1.003843875458e-24 | |
| 51 nelder-mead mean_nfev 1600.0 | |
| 51 nelder-mead min_obj 0.001974655275796391 | |
| 51 L-BFGS-B mean_nfev 162.0 | |
| 51 L-BFGS-B min_obj 0.01800224419933901 | |
| 51 BFGS mean_nfev 540.0 | |
| 51 BFGS min_obj 2.5296977794668327e-10 | |
| 51 trust-constr mean_nfev 837.0 | |
| 51 trust-constr min_obj 5.265994932718532e-08 | |
| 52 COBYLA mean_nfev 1000.0 | |
| 52 COBYLA min_obj 1329541.442361951 | |
| 52 SLSQP mean_nfev 996.0 | |
| 52 SLSQP min_obj 267.22972398525724 | |
| 52 Powell mean_nfev 5894.0 | |
| 52 Powell min_obj 12.202607390139866 | |
| 52 nelder-mead mean_nfev 1600.0 | |
| 52 nelder-mead min_obj 223.19648568816407 | |
| 52 L-BFGS-B mean_nfev 306.0 | |
| 52 L-BFGS-B min_obj 4.536640086280295 | |
| 52 BFGS mean_nfev 669.0 | |
| 52 BFGS min_obj 4.5348798664538466 | |
| 52 trust-constr mean_nfev 432.0 | |
| 52 trust-constr min_obj 4.544389714072736 | |
| ============================== ============== ============= ======================== | |
| [59.70%] ··· optimize.BenchLeastSquares.track_all ok | |
| [59.70%] ··· ====================== ============== ======================= | |
| problem result type | |
| ---------------------- -------------- ----------------------- | |
| AlphaPineneDirect average time 0.055623769760131836 | |
| AlphaPineneDirect nfev 22 | |
| AlphaPineneDirect success 1 | |
| ChebyshevQuadrature average time 0.060660576820373534 | |
| ChebyshevQuadrature nfev 41 | |
| ChebyshevQuadrature success 1 | |
| CoatingThickness average time 0.018922924995422363 | |
| CoatingThickness nfev 6 | |
| CoatingThickness success 1 | |
| EnzymeReaction average time 0.0004898548126220703 | |
| EnzymeReaction nfev 11 | |
| EnzymeReaction success 1 | |
| ExponentialFitting average time 0.0006500482559204102 | |
| ExponentialFitting nfev 18 | |
| ExponentialFitting success 1 | |
| GaussianFitting average time 0.0013709306716918946 | |
| GaussianFitting nfev 16 | |
| GaussianFitting success 1 | |
| ThermistorResistance average time 0.004524660110473633 | |
| ThermistorResistance nfev 216 | |
| ThermistorResistance success 1 | |
| ====================== ============== ======================= | |
| [59.78%] ··· optimize.BenchSmoothUnbounded.track_all ok | |
| [59.78%] ··· ====================== ============== ============= ======================= | |
| test function solver result type | |
| ---------------------- -------------- ------------- ----------------------- | |
| rosenbrock_slow COBYLA mean_nfev 1000.0 | |
| rosenbrock_slow COBYLA mean_time 0.12596769332885743 | |
| rosenbrock_slow Powell mean_nfev 887.2 | |
| rosenbrock_slow Powell mean_time 0.12236120700836181 | |
| rosenbrock_slow nelder-mead mean_nfev 310.2 | |
| rosenbrock_slow nelder-mead mean_time 0.04817349910736084 | |
| rosenbrock_slow L-BFGS-B mean_nfev 148.4 | |
| rosenbrock_slow L-BFGS-B mean_time 0.024246621131896972 | |
| rosenbrock_slow BFGS mean_nfev 176.8 | |
| rosenbrock_slow BFGS mean_time 0.03389809131622314 | |
| rosenbrock_slow CG mean_nfev n/a | |
| rosenbrock_slow CG mean_time n/a | |
| rosenbrock_slow TNC mean_nfev n/a | |
| rosenbrock_slow TNC mean_time n/a | |
| rosenbrock_slow SLSQP mean_nfev 155.1 | |
| rosenbrock_slow SLSQP mean_time 0.02734248638153076 | |
| rosenbrock_slow Newton-CG mean_nfev n/a | |
| rosenbrock_slow Newton-CG mean_time n/a | |
| rosenbrock_slow dogleg mean_nfev n/a | |
| rosenbrock_slow dogleg mean_time n/a | |
| rosenbrock_slow trust-ncg mean_nfev n/a | |
| rosenbrock_slow trust-ncg mean_time n/a | |
| rosenbrock_slow trust-exact mean_nfev n/a | |
| rosenbrock_slow trust-exact mean_time n/a | |
| rosenbrock_slow trust-krylov mean_nfev n/a | |
| rosenbrock_slow trust-krylov mean_time n/a | |
| rosenbrock_slow trust-constr mean_nfev 213.6 | |
| rosenbrock_slow trust-constr mean_time 0.11724884510040283 | |
| rosenbrock_nograd COBYLA mean_nfev 1000.0 | |
| rosenbrock_nograd COBYLA mean_time 0.013585758209228516 | |
| rosenbrock_nograd Powell mean_nfev 887.2 | |
| rosenbrock_nograd Powell mean_time 0.022429990768432616 | |
| rosenbrock_nograd nelder-mead mean_nfev 310.2 | |
| rosenbrock_nograd nelder-mead mean_time 0.009142231941223145 | |
| rosenbrock_nograd L-BFGS-B mean_nfev 148.4 | |
| rosenbrock_nograd L-BFGS-B mean_time 0.006295609474182129 | |
| rosenbrock_nograd BFGS mean_nfev 176.8 | |
| rosenbrock_nograd BFGS mean_time 0.010681772232055664 | |
| rosenbrock_nograd CG mean_nfev n/a | |
| rosenbrock_nograd CG mean_time n/a | |
| rosenbrock_nograd TNC mean_nfev n/a | |
| rosenbrock_nograd TNC mean_time n/a | |
| rosenbrock_nograd SLSQP mean_nfev 155.1 | |
| rosenbrock_nograd SLSQP mean_time 0.008886957168579101 | |
| rosenbrock_nograd Newton-CG mean_nfev n/a | |
| rosenbrock_nograd Newton-CG mean_time n/a | |
| rosenbrock_nograd dogleg mean_nfev n/a | |
| rosenbrock_nograd dogleg mean_time n/a | |
| rosenbrock_nograd trust-ncg mean_nfev n/a | |
| rosenbrock_nograd trust-ncg mean_time n/a | |
| rosenbrock_nograd trust-exact mean_nfev n/a | |
| rosenbrock_nograd trust-exact mean_time n/a | |
| rosenbrock_nograd trust-krylov mean_nfev n/a | |
| rosenbrock_nograd trust-krylov mean_time n/a | |
| rosenbrock_nograd trust-constr mean_nfev 213.6 | |
| rosenbrock_nograd trust-constr mean_time 0.08996176719665527 | |
| rosenbrock COBYLA mean_nfev 1000.0 | |
| rosenbrock COBYLA mean_time 0.013623237609863281 | |
| rosenbrock Powell mean_nfev 887.2 | |
| rosenbrock Powell mean_time 0.02283587455749512 | |
| rosenbrock nelder-mead mean_nfev 310.2 | |
| rosenbrock nelder-mead mean_time 0.009177327156066895 | |
| rosenbrock L-BFGS-B mean_nfev 92.95 | |
| rosenbrock L-BFGS-B mean_time 0.004209256172180176 | |
| rosenbrock BFGS mean_nfev 110.75 | |
| rosenbrock BFGS mean_time 0.007847952842712402 | |
| rosenbrock CG mean_nfev 101.6 | |
| rosenbrock CG mean_time 0.007764792442321778 | |
| rosenbrock TNC mean_nfev 84.3 | |
| rosenbrock TNC mean_time 0.004288482666015625 | |
| rosenbrock SLSQP mean_nfev 102.3 | |
| rosenbrock SLSQP mean_time 0.006287431716918946 | |
| rosenbrock Newton-CG mean_nfev 64.5 | |
| rosenbrock Newton-CG mean_time 0.009084057807922364 | |
| rosenbrock dogleg mean_nfev 18.4 | |
| rosenbrock dogleg mean_time 0.0028192281723022463 | |
| rosenbrock trust-ncg mean_nfev 43.5 | |
| rosenbrock trust-ncg mean_time 0.007595276832580567 | |
| rosenbrock trust-exact mean_nfev 17.5 | |
| rosenbrock trust-exact mean_time 0.004195499420166016 | |
| rosenbrock trust-krylov mean_nfev 35.7 | |
| rosenbrock trust-krylov mean_time 0.00914003849029541 | |
| rosenbrock trust-constr mean_nfev 96.7 | |
| rosenbrock trust-constr mean_time 0.06555344263712565 | |
| rosenbrock_tight COBYLA mean_nfev 1000.0 | |
| rosenbrock_tight COBYLA mean_time 0.013432550430297851 | |
| rosenbrock_tight Powell mean_nfev 1070.1 | |
| rosenbrock_tight Powell mean_time 0.02662637233734131 | |
| rosenbrock_tight nelder-mead mean_nfev 407.7 | |
| rosenbrock_tight nelder-mead mean_time 0.011825275421142579 | |
| rosenbrock_tight L-BFGS-B mean_nfev 99.8 | |
| rosenbrock_tight L-BFGS-B mean_time 0.0044933795928955075 | |
| rosenbrock_tight BFGS mean_nfev 181.7 | |
| rosenbrock_tight BFGS mean_time 0.01140214204788208 | |
| rosenbrock_tight CG mean_nfev 117.3 | |
| rosenbrock_tight CG mean_time 0.008843159675598145 | |
| rosenbrock_tight TNC mean_nfev 90.4 | |
| rosenbrock_tight TNC mean_time 0.004520988464355469 | |
| rosenbrock_tight SLSQP mean_nfev 108.15 | |
| rosenbrock_tight SLSQP mean_time 0.006646788120269776 | |
| rosenbrock_tight Newton-CG mean_nfev 71.6 | |
| rosenbrock_tight Newton-CG mean_time 0.010217094421386718 | |
| rosenbrock_tight dogleg mean_nfev 19.2 | |
| rosenbrock_tight dogleg mean_time 0.0029285192489624024 | |
| rosenbrock_tight trust-ncg mean_nfev 44.9 | |
| rosenbrock_tight trust-ncg mean_time 0.006321358680725098 | |
| rosenbrock_tight trust-exact mean_nfev 18.4 | |
| rosenbrock_tight trust-exact mean_time 0.004467272758483886 | |
| rosenbrock_tight trust-krylov mean_nfev 93.7 | |
| rosenbrock_tight trust-krylov mean_time 0.018537044525146484 | |
| rosenbrock_tight trust-constr mean_nfev 102.8 | |
| rosenbrock_tight trust-constr mean_time 0.07060046195983886 | |
| simple_quadratic COBYLA mean_nfev 54.3 | |
| simple_quadratic COBYLA mean_time 0.0005044698715209961 | |
| simple_quadratic Powell mean_nfev 47.2 | |
| simple_quadratic Powell mean_time 0.0010669469833374024 | |
| simple_quadratic nelder-mead mean_nfev 152.8 | |
| simple_quadratic nelder-mead mean_time 0.0032471656799316407 | |
| simple_quadratic L-BFGS-B mean_nfev 7.5 | |
| simple_quadratic L-BFGS-B mean_time 0.0005851507186889649 | |
| simple_quadratic BFGS mean_nfev 7.5 | |
| simple_quadratic BFGS mean_time 0.0006831526756286621 | |
| simple_quadratic CG mean_nfev 3.6 | |
| simple_quadratic CG mean_time 0.000561213493347168 | |
| simple_quadratic TNC mean_nfev 7.0 | |
| simple_quadratic TNC mean_time 0.0005535364151000976 | |
| simple_quadratic SLSQP mean_nfev 6.0 | |
| simple_quadratic SLSQP mean_time 0.0005671381950378418 | |
| simple_quadratic Newton-CG mean_nfev 2.0 | |
| simple_quadratic Newton-CG mean_time 0.000640416145324707 | |
| simple_quadratic dogleg mean_nfev 3.0 | |
| simple_quadratic dogleg mean_time 0.0006483554840087891 | |
| simple_quadratic trust-ncg mean_nfev 3.0 | |
| simple_quadratic trust-ncg mean_time 0.0006500482559204102 | |
| simple_quadratic trust-exact mean_nfev 3.0 | |
| simple_quadratic trust-exact mean_time 0.0009673357009887696 | |
| simple_quadratic trust-krylov mean_nfev 3.0 | |
| simple_quadratic trust-krylov mean_time 0.0010038137435913086 | |
| simple_quadratic trust-constr mean_nfev 6.0 | |
| simple_quadratic trust-constr mean_time 0.004533171653747559 | |
| asymmetric_quadratic COBYLA mean_nfev 67.6 | |
| asymmetric_quadratic COBYLA mean_time 0.0005539417266845703 | |
| asymmetric_quadratic Powell mean_nfev 133.2 | |
| asymmetric_quadratic Powell mean_time 0.002091073989868164 | |
| asymmetric_quadratic nelder-mead mean_nfev 162.9 | |
| asymmetric_quadratic nelder-mead mean_time 0.003437662124633789 | |
| asymmetric_quadratic L-BFGS-B mean_nfev 7.5 | |
| asymmetric_quadratic L-BFGS-B mean_time 0.0005897045135498047 | |
| asymmetric_quadratic BFGS mean_nfev 7.5 | |
| asymmetric_quadratic BFGS mean_time 0.0006537914276123046 | |
| asymmetric_quadratic CG mean_nfev 3.1 | |
| asymmetric_quadratic CG mean_time 0.0006243228912353515 | |
| asymmetric_quadratic TNC mean_nfev 12.5 | |
| asymmetric_quadratic TNC mean_time 0.0006866216659545899 | |
| asymmetric_quadratic SLSQP mean_nfev 6.0 | |
| asymmetric_quadratic SLSQP mean_time 0.0005656123161315918 | |
| asymmetric_quadratic Newton-CG mean_nfev 2.0 | |
| asymmetric_quadratic Newton-CG mean_time 0.0006828784942626953 | |
| asymmetric_quadratic dogleg mean_nfev 2.9 | |
| asymmetric_quadratic dogleg mean_time 0.0006652116775512695 | |
| asymmetric_quadratic trust-ncg mean_nfev 2.9 | |
| asymmetric_quadratic trust-ncg mean_time 0.0006230592727661133 | |
| asymmetric_quadratic trust-exact mean_nfev 2.9 | |
| asymmetric_quadratic trust-exact mean_time 0.0009976863861083985 | |
| asymmetric_quadratic trust-krylov mean_nfev 2.9 | |
| asymmetric_quadratic trust-krylov mean_time 0.0009337425231933594 | |
| asymmetric_quadratic trust-constr mean_nfev 5.966666666666667 | |
| asymmetric_quadratic trust-constr mean_time 0.004473725954691569 | |
| sin_1d COBYLA mean_nfev 24.7 | |
| sin_1d COBYLA mean_time 0.000416254997253418 | |
| sin_1d Powell mean_nfev 28.1 | |
| sin_1d Powell mean_time 0.0007953166961669922 | |
| sin_1d nelder-mead mean_nfev 36.8 | |
| sin_1d nelder-mead mean_time 0.0010661840438842773 | |
| sin_1d L-BFGS-B mean_nfev 9.45 | |
| sin_1d L-BFGS-B mean_time 0.0006931781768798828 | |
| sin_1d BFGS mean_nfev 10.2 | |
| sin_1d BFGS mean_time 0.0009200692176818848 | |
| sin_1d CG mean_nfev 5.5 | |
| sin_1d CG mean_time 0.0006335020065307617 | |
| sin_1d TNC mean_nfev 10.2 | |
| sin_1d TNC mean_time 0.0005890846252441407 | |
| sin_1d SLSQP mean_nfev 6.95 | |
| sin_1d SLSQP mean_time 0.0007575035095214843 | |
| sin_1d Newton-CG mean_nfev n/a | |
| sin_1d Newton-CG mean_time n/a | |
| sin_1d dogleg mean_nfev n/a | |
| sin_1d dogleg mean_time n/a | |
| sin_1d trust-ncg mean_nfev n/a | |
| sin_1d trust-ncg mean_time n/a | |
| sin_1d trust-exact mean_nfev n/a | |
| sin_1d trust-exact mean_time n/a | |
| sin_1d trust-krylov mean_nfev n/a | |
| sin_1d trust-krylov mean_time n/a | |
| sin_1d trust-constr mean_nfev 9.6 | |
| sin_1d trust-constr mean_time 0.009457528591156006 | |
| booth COBYLA mean_nfev 67.1 | |
| booth COBYLA mean_time 0.0005907297134399414 | |
| booth Powell mean_nfev 63.4 | |
| booth Powell mean_time 0.0014445066452026367 | |
| booth nelder-mead mean_nfev 122.9 | |
| booth nelder-mead mean_time 0.002734947204589844 | |
| booth L-BFGS-B mean_nfev 11.6 | |
| booth L-BFGS-B mean_time 0.000753331184387207 | |
| booth BFGS mean_nfev 15.4 | |
| booth BFGS mean_time 0.0012784123420715332 | |
| booth CG mean_nfev 6.4 | |
| booth CG mean_time 0.0007458686828613281 | |
| booth TNC mean_nfev 6.8 | |
| booth TNC mean_time 0.0005628824234008789 | |
| booth SLSQP mean_nfev 12.3 | |
| booth SLSQP mean_time 0.0009663939476013183 | |
| booth Newton-CG mean_nfev n/a | |
| booth Newton-CG mean_time n/a | |
| booth dogleg mean_nfev n/a | |
| booth dogleg mean_time n/a | |
| booth trust-ncg mean_nfev n/a | |
| booth trust-ncg mean_time n/a | |
| booth trust-exact mean_nfev n/a | |
| booth trust-exact mean_time n/a | |
| booth trust-krylov mean_nfev n/a | |
| booth trust-krylov mean_time n/a | |
| booth trust-constr mean_nfev 14.8 | |
| booth trust-constr mean_time 0.011572623252868652 | |
| beale COBYLA mean_nfev 457.5 | |
| beale COBYLA mean_time 0.0023057222366333007 | |
| beale Powell mean_nfev 1821.9 | |
| beale Powell mean_time 0.02902348041534424 | |
| beale nelder-mead mean_nfev 141.1 | |
| beale nelder-mead mean_time 0.0033406972885131835 | |
| beale L-BFGS-B mean_nfev 55.05 | |
| beale L-BFGS-B mean_time 0.0022444725036621094 | |
| beale BFGS mean_nfev 301.1 | |
| beale BFGS mean_time 0.01960484981536865 | |
| beale CG mean_nfev 32.9 | |
| beale CG mean_time 0.002118849754333496 | |
| beale TNC mean_nfev 24.1 | |
| beale TNC mean_time 0.000999760627746582 | |
| beale SLSQP mean_nfev 25.9 | |
| beale SLSQP mean_time 0.0015686988830566407 | |
| beale Newton-CG mean_nfev n/a | |
| beale Newton-CG mean_time n/a | |
| beale dogleg mean_nfev n/a | |
| beale dogleg mean_time n/a | |
| beale trust-ncg mean_nfev n/a | |
| beale trust-ncg mean_time n/a | |
| beale trust-exact mean_nfev n/a | |
| beale trust-exact mean_time n/a | |
| beale trust-krylov mean_nfev n/a | |
| beale trust-krylov mean_time n/a | |
| beale trust-constr mean_nfev 473.5 | |
| beale trust-constr mean_time 0.3537139296531677 | |
| LJ COBYLA mean_nfev 829.1 | |
| LJ COBYLA mean_time 0.029216480255126954 | |
| LJ Powell mean_nfev 1900.0 | |
| LJ Powell mean_time 0.08569960594177246 | |
| LJ nelder-mead mean_nfev 2281.8 | |
| LJ nelder-mead mean_time 0.12651922702789306 | |
| LJ L-BFGS-B mean_nfev 283.0 | |
| LJ L-BFGS-B mean_time 0.015039730072021484 | |
| LJ BFGS mean_nfev 712.45 | |
| LJ BFGS mean_time 0.04432910680770874 | |
| LJ CG mean_nfev 148.1 | |
| LJ CG mean_time 0.02300891876220703 | |
| LJ TNC mean_nfev 117.5 | |
| LJ TNC mean_time 0.01570925712585449 | |
| LJ SLSQP mean_nfev 206.2 | |
| LJ SLSQP mean_time 0.01318032741546631 | |
| LJ Newton-CG mean_nfev n/a | |
| LJ Newton-CG mean_time n/a | |
| LJ dogleg mean_nfev n/a | |
| LJ dogleg mean_time n/a | |
| LJ trust-ncg mean_nfev n/a | |
| LJ trust-ncg mean_time n/a | |
| LJ trust-exact mean_nfev n/a | |
| LJ trust-exact mean_time n/a | |
| LJ trust-krylov mean_nfev n/a | |
| LJ trust-krylov mean_time n/a | |
| LJ trust-constr mean_nfev 1564.95 | |
| LJ trust-constr mean_time 0.4819910764694214 | |
| ====================== ============== ============= ======================= | |
| [59.87%] ··· optimize_lap.LinearAssignment.time_evaluation ok | |
| [59.87%] ··· ============ ============= ============= | |
| shape cost_type | |
| ------------ ------------- ------------- | |
| (100, 100) uniform 336±40μs | |
| (100, 100) spatial 433±80μs | |
| (100, 100) logarithmic 375±30μs | |
| (100, 100) integer 315±20μs | |
| (100, 100) binary 142±1μs | |
| (200, 200) uniform 1.44±0.03ms | |
| (200, 200) spatial 2.32±0.2ms | |
| (200, 200) logarithmic 1.62±0.1ms | |
| (200, 200) integer 1.38±0.09ms | |
| (200, 200) binary 565±3μs | |
| (300, 300) uniform 3.66±0.03ms | |
| (300, 300) spatial 5.36±1ms | |
| (300, 300) logarithmic 3.57±0.1ms | |
| (300, 300) integer 3.49±0.05ms | |
| (300, 300) binary 1.27±0.01ms | |
| (400, 400) uniform 6.59±0.3ms | |
| (400, 400) spatial 11.6±0.4ms | |
| (400, 400) logarithmic 6.66±0.2ms | |
| (400, 400) integer 6.29±0.2ms | |
| (400, 400) binary 2.23±0ms | |
| (100, 200) uniform 213±20μs | |
| (100, 200) spatial 203±20μs | |
| (100, 200) logarithmic 216±8μs | |
| (100, 200) integer 204±10μs | |
| (100, 200) binary 271±0.4μs | |
| (200, 400) uniform 763±50μs | |
| (200, 400) spatial 772±60μs | |
| (200, 400) logarithmic 766±60μs | |
| (200, 400) integer 770±20μs | |
| (200, 400) binary 1.07±0.01ms | |
| (300, 600) uniform 1.64±0.03ms | |
| (300, 600) spatial 1.92±0.2ms | |
| (300, 600) logarithmic 1.67±0.03ms | |
| (300, 600) integer 1.71±0.05ms | |
| (300, 600) binary 2.42±0.06ms | |
| (400, 800) uniform 2.97±0.02ms | |
| (400, 800) spatial 2.90±0.2ms | |
| (400, 800) logarithmic 2.97±0.02ms | |
| (400, 800) integer 3.04±0.1ms | |
| (400, 800) binary 4.29±0.03ms | |
| (200, 100) uniform 206±10μs | |
| (200, 100) spatial 218±20μs | |
| (200, 100) logarithmic 207±4μs | |
| (200, 100) integer 219±7μs | |
| (200, 100) binary 287±0.3μs | |
| (400, 200) uniform 898±50μs | |
| (400, 200) spatial 878±30μs | |
| (400, 200) logarithmic 863±50μs | |
| (400, 200) integer 1.35±0.2ms | |
| (400, 200) binary 1.67±0.2ms | |
| (600, 300) uniform 2.05±0.04ms | |
| (600, 300) spatial 1.91±0.05ms | |
| (600, 300) logarithmic 1.89±0.01ms | |
| (600, 300) integer 2.91±0.4ms | |
| (600, 300) binary 3.76±0.5ms | |
| (800, 400) uniform 4.30±0.2ms | |
| (800, 400) spatial 4.06±0.1ms | |
| (800, 400) logarithmic 3.99±0.09ms | |
| (800, 400) integer 5.82±0.8ms | |
| (800, 400) binary 7.12±0.8ms | |
| ============ ============= ============= | |
| [59.95%] ··· optimize_linprog.KleeMinty.time_klee_minty ok | |
| [59.95%] ··· =================== ========= ========= ========= | |
| -- dimensions | |
| ------------------- ----------------------------- | |
| method 3 6 9 | |
| =================== ========= ========= ========= | |
| ('highs-ipm', {}) 808±4μs 840±2μs 817±2μs | |
| ('highs-ds', {}) 787±3μs 839±2μs 818±2μs | |
| =================== ========= ========= ========= | |
| [60.03%] ··· optimize_linprog.KleeMinty.track_klee_minty ok | |
| [60.03%] ··· =================== ===== ===== ===== | |
| -- dimensions | |
| ------------------- ----------------- | |
| method 3 6 9 | |
| =================== ===== ===== ===== | |
| ('highs-ipm', {}) 0.0 0.0 0.0 | |
| ('highs-ds', {}) 0.0 0.0 0.0 | |
| =================== ===== ===== ===== | |
| [60.12%] ··· optimize_linprog.LpGen.time_lpgen ok | |
| [60.12%] ··· =================== ==== ==== ============= | |
| method m n | |
| ------------------- ---- ---- ------------- | |
| ('highs-ipm', {}) 20 20 4.30±0ms | |
| ('highs-ipm', {}) 20 40 6.30±0.03ms | |
| ('highs-ipm', {}) 20 60 9.38±0.1ms | |
| ('highs-ipm', {}) 20 80 12.2±0.4ms | |
| ('highs-ipm', {}) 40 20 6.45±0.03ms | |
| ('highs-ipm', {}) 40 40 11.0±0.1ms | |
| ('highs-ipm', {}) 40 60 15.8±0.6ms | |
| ('highs-ipm', {}) 40 80 22.7±1ms | |
| ('highs-ipm', {}) 60 20 9.15±0.2ms | |
| ('highs-ipm', {}) 60 40 16.8±0.6ms | |
| ('highs-ipm', {}) 60 60 25.2±0.7ms | |
| ('highs-ipm', {}) 60 80 35.2±1ms | |
| ('highs-ipm', {}) 80 20 11.3±0.2ms | |
| ('highs-ipm', {}) 80 40 21.8±0.4ms | |
| ('highs-ipm', {}) 80 60 34.4±0.6ms | |
| ('highs-ipm', {}) 80 80 45.7±0.4ms | |
| ('highs-ds', {}) 20 20 1.85±0.03ms | |
| ('highs-ds', {}) 20 40 3.14±0.02ms | |
| ('highs-ds', {}) 20 60 4.84±0.09ms | |
| ('highs-ds', {}) 20 80 7.15±0.2ms | |
| ('highs-ds', {}) 40 20 2.95±0.01ms | |
| ('highs-ds', {}) 40 40 5.13±0.1ms | |
| ('highs-ds', {}) 40 60 8.59±0.5ms | |
| ('highs-ds', {}) 40 80 12.8±0.6ms | |
| ('highs-ds', {}) 60 20 4.75±0.2ms | |
| ('highs-ds', {}) 60 40 8.92±0.6ms | |
| ('highs-ds', {}) 60 60 14.2±1ms | |
| ('highs-ds', {}) 60 80 19.6±0.6ms | |
| ('highs-ds', {}) 80 20 6.72±0.4ms | |
| ('highs-ds', {}) 80 40 11.8±1ms | |
| ('highs-ds', {}) 80 60 18.9±0.7ms | |
| ('highs-ds', {}) 80 80 25.6±0.5ms | |
| =================== ==== ==== ============= | |
| [60.20%] ··· optimize_linprog.MagicSquare.time_magic_square ok | |
| [60.20%] ··· =================== ========================= ============= | |
| method (dimensions, objective) | |
| ------------------- ------------------------- ------------- | |
| ('highs-ipm', {}) (3, 1.7305505947214375) 3.48±0.03ms | |
| ('highs-ipm', {}) (4, 1.5485271031586025) 7.32±0.07ms | |
| ('highs-ipm', {}) (5, 1.807494583582637) n/a | |
| ('highs-ipm', {}) (6, 1.747266446858304) n/a | |
| ('highs-ds', {}) (3, 1.7305505947214375) 1.56±0ms | |
| ('highs-ds', {}) (4, 1.5485271031586025) 2.54±0.01ms | |
| ('highs-ds', {}) (5, 1.807494583582637) n/a | |
| ('highs-ds', {}) (6, 1.747266446858304) n/a | |
| =================== ========================= ============= | |
| [60.28%] ··· optimize_linprog.MagicSquare.track_magic_square ok | |
| [60.28%] ··· =================== ========================= ======================== | |
| method (dimensions, objective) | |
| ------------------- ------------------------- ------------------------ | |
| ('highs-ipm', {}) (3, 1.7305505947214375) 1.2830864674070583e-16 | |
| ('highs-ipm', {}) (4, 1.5485271031586025) 2.867816836684571e-16 | |
| ('highs-ipm', {}) (5, 1.807494583582637) n/a | |
| ('highs-ipm', {}) (6, 1.747266446858304) n/a | |
| ('highs-ds', {}) (3, 1.7305505947214375) 1.2830864674070583e-16 | |
| ('highs-ds', {}) (4, 1.5485271031586025) 2.867816836684571e-16 | |
| ('highs-ds', {}) (5, 1.807494583582637) n/a | |
| ('highs-ds', {}) (6, 1.747266446858304) n/a | |
| =================== ========================= ======================== | |
| [60.37%] ··· optimize_linprog.Netlib.time_netlib ok | |
| [60.37%] ··· =================== ========== ============= | |
| method problems | |
| ------------------- ---------- ------------- | |
| ('highs-ipm', {}) 25FV47 n/a | |
| ('highs-ipm', {}) 80BAU3B n/a | |
| ('highs-ipm', {}) ADLITTLE 5.76±0.06ms | |
| ('highs-ipm', {}) AFIRO 1.61±0ms | |
| ('highs-ipm', {}) AGG n/a | |
| ('highs-ipm', {}) AGG2 n/a | |
| ('highs-ipm', {}) AGG3 n/a | |
| ('highs-ipm', {}) BANDM n/a | |
| ('highs-ipm', {}) BEACONFD 4.27±0.02ms | |
| ('highs-ipm', {}) BLEND 5.04±0.02ms | |
| ('highs-ipm', {}) BNL1 n/a | |
| ('highs-ipm', {}) BNL2 n/a | |
| ('highs-ipm', {}) BORE3D n/a | |
| ('highs-ipm', {}) BRANDY n/a | |
| ('highs-ipm', {}) CAPRI n/a | |
| ('highs-ipm', {}) CYCLE n/a | |
| ('highs-ipm', {}) CZPROB n/a | |
| ('highs-ipm', {}) D2Q06C n/a | |
| ('highs-ipm', {}) D6CUBE n/a | |
| ('highs-ipm', {}) DEGEN2 n/a | |
| ('highs-ipm', {}) DEGEN3 n/a | |
| ('highs-ipm', {}) DFL001 n/a | |
| ('highs-ipm', {}) E226 n/a | |
| ('highs-ipm', {}) ETAMACRO n/a | |
| ('highs-ipm', {}) FFFFF800 n/a | |
| ('highs-ipm', {}) FINNIS n/a | |
| ('highs-ipm', {}) FIT1D n/a | |
| ('highs-ipm', {}) FIT1P n/a | |
| ('highs-ipm', {}) FIT2D n/a | |
| ('highs-ipm', {}) FIT2P n/a | |
| ('highs-ipm', {}) GANGES n/a | |
| ('highs-ipm', {}) GFRD-PNC n/a | |
| ('highs-ipm', {}) GREENBEA n/a | |
| ('highs-ipm', {}) GREENBEB n/a | |
| ('highs-ipm', {}) GROW15 n/a | |
| ('highs-ipm', {}) GROW22 n/a | |
| ('highs-ipm', {}) GROW7 20.8±0.2ms | |
| ('highs-ipm', {}) ISRAEL n/a | |
| ('highs-ipm', {}) KB2 n/a | |
| ('highs-ipm', {}) LOTFI 11.7±0.2ms | |
| ('highs-ipm', {}) MAROS n/a | |
| ('highs-ipm', {}) MAROS-R7 n/a | |
| ('highs-ipm', {}) MODSZK1 n/a | |
| ('highs-ipm', {}) PEROLD n/a | |
| ('highs-ipm', {}) PILOT n/a | |
| ('highs-ipm', {}) PILOT4 n/a | |
| ('highs-ipm', {}) PILOT87 n/a | |
| ('highs-ipm', {}) PILOT-JA n/a | |
| ('highs-ipm', {}) PILOTNOV n/a | |
| ('highs-ipm', {}) PILOT-WE n/a | |
| ('highs-ipm', {}) QAP8 n/a | |
| ('highs-ipm', {}) QAP12 n/a | |
| ('highs-ipm', {}) QAP15 n/a | |
| ('highs-ipm', {}) RECIPE n/a | |
| ('highs-ipm', {}) SC105 4.36±0.03ms | |
| ('highs-ipm', {}) SC205 n/a | |
| ('highs-ipm', {}) SC50A n/a | |
| ('highs-ipm', {}) SC50B n/a | |
| ('highs-ipm', {}) SCAGR25 n/a | |
| ('highs-ipm', {}) SCAGR7 n/a | |
| ('highs-ipm', {}) SCFXM1 n/a | |
| ('highs-ipm', {}) SCFXM2 n/a | |
| ('highs-ipm', {}) SCFXM3 n/a | |
| ('highs-ipm', {}) SCORPION n/a | |
| ('highs-ipm', {}) SCRS8 n/a | |
| ('highs-ipm', {}) SCSD1 n/a | |
| ('highs-ipm', {}) SCSD6 n/a | |
| ('highs-ipm', {}) SCSD8 n/a | |
| ('highs-ipm', {}) SCTAP1 22.4±0.4ms | |
| ('highs-ipm', {}) SCTAP2 n/a | |
| ('highs-ipm', {}) SCTAP3 n/a | |
| ('highs-ipm', {}) SHARE1B n/a | |
| ('highs-ipm', {}) SHARE2B 8.64±0.09ms | |
| ('highs-ipm', {}) SHELL n/a | |
| ('highs-ipm', {}) SHIP04L n/a | |
| ('highs-ipm', {}) SHIP04S n/a | |
| ('highs-ipm', {}) SHIP08L n/a | |
| ('highs-ipm', {}) SHIP08S n/a | |
| ('highs-ipm', {}) SHIP12L n/a | |
| ('highs-ipm', {}) SHIP12S n/a | |
| ('highs-ipm', {}) SIERRA n/a | |
| ('highs-ipm', {}) STAIR n/a | |
| ('highs-ipm', {}) STANDATA n/a | |
| ('highs-ipm', {}) STANDMPS n/a | |
| ('highs-ipm', {}) STOCFOR1 4.56±0.03ms | |
| ('highs-ipm', {}) STOCFOR2 n/a | |
| ('highs-ipm', {}) STOCFOR3 n/a | |
| ('highs-ipm', {}) TRUSS n/a | |
| ('highs-ipm', {}) TUFF n/a | |
| ('highs-ipm', {}) VTP-BASE n/a | |
| ('highs-ipm', {}) WOOD1P n/a | |
| ('highs-ipm', {}) WOODW n/a | |
| ('highs-ds', {}) 25FV47 n/a | |
| ('highs-ds', {}) 80BAU3B n/a | |
| ('highs-ds', {}) ADLITTLE 2.25±0.01ms | |
| ('highs-ds', {}) AFIRO 1.13±0ms | |
| ('highs-ds', {}) AGG n/a | |
| ('highs-ds', {}) AGG2 n/a | |
| ('highs-ds', {}) AGG3 n/a | |
| ('highs-ds', {}) BANDM n/a | |
| ('highs-ds', {}) BEACONFD 3.33±0.02ms | |
| ('highs-ds', {}) BLEND 2.32±0.01ms | |
| ('highs-ds', {}) BNL1 n/a | |
| ('highs-ds', {}) BNL2 n/a | |
| ('highs-ds', {}) BORE3D n/a | |
| ('highs-ds', {}) BRANDY n/a | |
| ('highs-ds', {}) CAPRI n/a | |
| ('highs-ds', {}) CYCLE n/a | |
| ('highs-ds', {}) CZPROB n/a | |
| ('highs-ds', {}) D2Q06C n/a | |
| ('highs-ds', {}) D6CUBE n/a | |
| ('highs-ds', {}) DEGEN2 n/a | |
| ('highs-ds', {}) DEGEN3 n/a | |
| ('highs-ds', {}) DFL001 n/a | |
| ('highs-ds', {}) E226 n/a | |
| ('highs-ds', {}) ETAMACRO n/a | |
| ('highs-ds', {}) FFFFF800 n/a | |
| ('highs-ds', {}) FINNIS n/a | |
| ('highs-ds', {}) FIT1D n/a | |
| ('highs-ds', {}) FIT1P n/a | |
| ('highs-ds', {}) FIT2D n/a | |
| ('highs-ds', {}) FIT2P n/a | |
| ('highs-ds', {}) GANGES n/a | |
| ('highs-ds', {}) GFRD-PNC n/a | |
| ('highs-ds', {}) GREENBEA n/a | |
| ('highs-ds', {}) GREENBEB n/a | |
| ('highs-ds', {}) GROW15 n/a | |
| ('highs-ds', {}) GROW22 n/a | |
| ('highs-ds', {}) GROW7 13.8±0.2ms | |
| ('highs-ds', {}) ISRAEL n/a | |
| ('highs-ds', {}) KB2 n/a | |
| ('highs-ds', {}) LOTFI 3.65±0.05ms | |
| ('highs-ds', {}) MAROS n/a | |
| ('highs-ds', {}) MAROS-R7 n/a | |
| ('highs-ds', {}) MODSZK1 n/a | |
| ('highs-ds', {}) PEROLD n/a | |
| ('highs-ds', {}) PILOT n/a | |
| ('highs-ds', {}) PILOT4 n/a | |
| ('highs-ds', {}) PILOT87 n/a | |
| ('highs-ds', {}) PILOT-JA n/a | |
| ('highs-ds', {}) PILOTNOV n/a | |
| ('highs-ds', {}) PILOT-WE n/a | |
| ('highs-ds', {}) QAP8 n/a | |
| ('highs-ds', {}) QAP12 n/a | |
| ('highs-ds', {}) QAP15 n/a | |
| ('highs-ds', {}) RECIPE n/a | |
| ('highs-ds', {}) SC105 1.86±0.01ms | |
| ('highs-ds', {}) SC205 n/a | |
| ('highs-ds', {}) SC50A n/a | |
| ('highs-ds', {}) SC50B n/a | |
| ('highs-ds', {}) SCAGR25 n/a | |
| ('highs-ds', {}) SCAGR7 n/a | |
| ('highs-ds', {}) SCFXM1 n/a | |
| ('highs-ds', {}) SCFXM2 n/a | |
| ('highs-ds', {}) SCFXM3 n/a | |
| ('highs-ds', {}) SCORPION n/a | |
| ('highs-ds', {}) SCRS8 n/a | |
| ('highs-ds', {}) SCSD1 n/a | |
| ('highs-ds', {}) SCSD6 n/a | |
| ('highs-ds', {}) SCSD8 n/a | |
| ('highs-ds', {}) SCTAP1 8.32±0.2ms | |
| ('highs-ds', {}) SCTAP2 n/a | |
| ('highs-ds', {}) SCTAP3 n/a | |
| ('highs-ds', {}) SHARE1B n/a | |
| ('highs-ds', {}) SHARE2B 2.67±0.02ms | |
| ('highs-ds', {}) SHELL n/a | |
| ('highs-ds', {}) SHIP04L n/a | |
| ('highs-ds', {}) SHIP04S n/a | |
| ('highs-ds', {}) SHIP08L n/a | |
| ('highs-ds', {}) SHIP08S n/a | |
| ('highs-ds', {}) SHIP12L n/a | |
| ('highs-ds', {}) SHIP12S n/a | |
| ('highs-ds', {}) SIERRA n/a | |
| ('highs-ds', {}) STAIR n/a | |
| ('highs-ds', {}) STANDATA n/a | |
| ('highs-ds', {}) STANDMPS n/a | |
| ('highs-ds', {}) STOCFOR1 2.21±0.01ms | |
| ('highs-ds', {}) STOCFOR2 n/a | |
| ('highs-ds', {}) STOCFOR3 n/a | |
| ('highs-ds', {}) TRUSS n/a | |
| ('highs-ds', {}) TUFF n/a | |
| ('highs-ds', {}) VTP-BASE n/a | |
| ('highs-ds', {}) WOOD1P n/a | |
| ('highs-ds', {}) WOODW n/a | |
| =================== ========== ============= | |
| [60.45%] ··· optimize_linprog.Netlib.track_netlib ok | |
| [60.45%] ··· =================== ========== ======================== | |
| method problems | |
| ------------------- ---------- ------------------------ | |
| ('highs-ipm', {}) 25FV47 n/a | |
| ('highs-ipm', {}) 80BAU3B n/a | |
| ('highs-ipm', {}) ADLITTLE 1.0556085386733726e-11 | |
| ('highs-ipm', {}) AFIRO 6.147609340775256e-12 | |
| ('highs-ipm', {}) AGG n/a | |
| ('highs-ipm', {}) AGG2 n/a | |
| ('highs-ipm', {}) AGG3 n/a | |
| ('highs-ipm', {}) BANDM n/a | |
| ('highs-ipm', {}) BEACONFD 5.953757755462018e-12 | |
| ('highs-ipm', {}) BLEND 5.575445751011107e-12 | |
| ('highs-ipm', {}) BNL1 n/a | |
| ('highs-ipm', {}) BNL2 n/a | |
| ('highs-ipm', {}) BORE3D n/a | |
| ('highs-ipm', {}) BRANDY n/a | |
| ('highs-ipm', {}) CAPRI n/a | |
| ('highs-ipm', {}) CYCLE n/a | |
| ('highs-ipm', {}) CZPROB n/a | |
| ('highs-ipm', {}) D2Q06C n/a | |
| ('highs-ipm', {}) D6CUBE n/a | |
| ('highs-ipm', {}) DEGEN2 n/a | |
| ('highs-ipm', {}) DEGEN3 n/a | |
| ('highs-ipm', {}) DFL001 n/a | |
| ('highs-ipm', {}) E226 n/a | |
| ('highs-ipm', {}) ETAMACRO n/a | |
| ('highs-ipm', {}) FFFFF800 n/a | |
| ('highs-ipm', {}) FINNIS n/a | |
| ('highs-ipm', {}) FIT1D n/a | |
| ('highs-ipm', {}) FIT1P n/a | |
| ('highs-ipm', {}) FIT2D n/a | |
| ('highs-ipm', {}) FIT2P n/a | |
| ('highs-ipm', {}) GANGES n/a | |
| ('highs-ipm', {}) GFRD-PNC n/a | |
| ('highs-ipm', {}) GREENBEA n/a | |
| ('highs-ipm', {}) GREENBEB n/a | |
| ('highs-ipm', {}) GROW15 n/a | |
| ('highs-ipm', {}) GROW22 n/a | |
| ('highs-ipm', {}) GROW7 6.03682130978716e-12 | |
| ('highs-ipm', {}) ISRAEL n/a | |
| ('highs-ipm', {}) KB2 n/a | |
| ('highs-ipm', {}) LOTFI 4.749568703498567e-12 | |
| ('highs-ipm', {}) MAROS n/a | |
| ('highs-ipm', {}) MAROS-R7 n/a | |
| ('highs-ipm', {}) MODSZK1 n/a | |
| ('highs-ipm', {}) PEROLD n/a | |
| ('highs-ipm', {}) PILOT n/a | |
| ('highs-ipm', {}) PILOT4 n/a | |
| ('highs-ipm', {}) PILOT87 n/a | |
| ('highs-ipm', {}) PILOT-JA n/a | |
| ('highs-ipm', {}) PILOTNOV n/a | |
| ('highs-ipm', {}) PILOT-WE n/a | |
| ('highs-ipm', {}) QAP8 n/a | |
| ('highs-ipm', {}) QAP12 n/a | |
| ('highs-ipm', {}) QAP15 n/a | |
| ('highs-ipm', {}) RECIPE n/a | |
| ('highs-ipm', {}) SC105 5.608301983062969e-12 | |
| ('highs-ipm', {}) SC205 n/a | |
| ('highs-ipm', {}) SC50A n/a | |
| ('highs-ipm', {}) SC50B n/a | |
| ('highs-ipm', {}) SCAGR25 n/a | |
| ('highs-ipm', {}) SCAGR7 n/a | |
| ('highs-ipm', {}) SCFXM1 n/a | |
| ('highs-ipm', {}) SCFXM2 n/a | |
| ('highs-ipm', {}) SCFXM3 n/a | |
| ('highs-ipm', {}) SCORPION n/a | |
| ('highs-ipm', {}) SCRS8 n/a | |
| ('highs-ipm', {}) SCSD1 n/a | |
| ('highs-ipm', {}) SCSD6 n/a | |
| ('highs-ipm', {}) SCSD8 n/a | |
| ('highs-ipm', {}) SCTAP1 0.0 | |
| ('highs-ipm', {}) SCTAP2 n/a | |
| ('highs-ipm', {}) SCTAP3 n/a | |
| ('highs-ipm', {}) SHARE1B n/a | |
| ('highs-ipm', {}) SHARE2B 3.418134291369657e-12 | |
| ('highs-ipm', {}) SHELL n/a | |
| ('highs-ipm', {}) SHIP04L n/a | |
| ('highs-ipm', {}) SHIP04S n/a | |
| ('highs-ipm', {}) SHIP08L n/a | |
| ('highs-ipm', {}) SHIP08S n/a | |
| ('highs-ipm', {}) SHIP12L n/a | |
| ('highs-ipm', {}) SHIP12S n/a | |
| ('highs-ipm', {}) SIERRA n/a | |
| ('highs-ipm', {}) STAIR n/a | |
| ('highs-ipm', {}) STANDATA n/a | |
| ('highs-ipm', {}) STANDMPS n/a | |
| ('highs-ipm', {}) STOCFOR1 1.0610217494357637e-11 | |
| ('highs-ipm', {}) STOCFOR2 n/a | |
| ('highs-ipm', {}) STOCFOR3 n/a | |
| ('highs-ipm', {}) TRUSS n/a | |
| ('highs-ipm', {}) TUFF n/a | |
| ('highs-ipm', {}) VTP-BASE n/a | |
| ('highs-ipm', {}) WOOD1P n/a | |
| ('highs-ipm', {}) WOODW n/a | |
| ('highs-ds', {}) 25FV47 n/a | |
| ('highs-ds', {}) 80BAU3B n/a | |
| ('highs-ds', {}) ADLITTLE 1.0555827253868593e-11 | |
| ('highs-ds', {}) AFIRO 6.147609340775256e-12 | |
| ('highs-ds', {}) AGG n/a | |
| ('highs-ds', {}) AGG2 n/a | |
| ('highs-ds', {}) AGG3 n/a | |
| ('highs-ds', {}) BANDM n/a | |
| ('highs-ds', {}) BEACONFD 5.953757755462018e-12 | |
| ('highs-ds', {}) BLEND 5.575215146285597e-12 | |
| ('highs-ds', {}) BNL1 n/a | |
| ('highs-ds', {}) BNL2 n/a | |
| ('highs-ds', {}) BORE3D n/a | |
| ('highs-ds', {}) BRANDY n/a | |
| ('highs-ds', {}) CAPRI n/a | |
| ('highs-ds', {}) CYCLE n/a | |
| ('highs-ds', {}) CZPROB n/a | |
| ('highs-ds', {}) D2Q06C n/a | |
| ('highs-ds', {}) D6CUBE n/a | |
| ('highs-ds', {}) DEGEN2 n/a | |
| ('highs-ds', {}) DEGEN3 n/a | |
| ('highs-ds', {}) DFL001 n/a | |
| ('highs-ds', {}) E226 n/a | |
| ('highs-ds', {}) ETAMACRO n/a | |
| ('highs-ds', {}) FFFFF800 n/a | |
| ('highs-ds', {}) FINNIS n/a | |
| ('highs-ds', {}) FIT1D n/a | |
| ('highs-ds', {}) FIT1P n/a | |
| ('highs-ds', {}) FIT2D n/a | |
| ('highs-ds', {}) FIT2P n/a | |
| ('highs-ds', {}) GANGES n/a | |
| ('highs-ds', {}) GFRD-PNC n/a | |
| ('highs-ds', {}) GREENBEA n/a | |
| ('highs-ds', {}) GREENBEB n/a | |
| ('highs-ds', {}) GROW15 n/a | |
| ('highs-ds', {}) GROW22 n/a | |
| ('highs-ds', {}) GROW7 6.03682130978716e-12 | |
| ('highs-ds', {}) ISRAEL n/a | |
| ('highs-ds', {}) KB2 n/a | |
| ('highs-ds', {}) LOTFI 4.749990562395728e-12 | |
| ('highs-ds', {}) MAROS n/a | |
| ('highs-ds', {}) MAROS-R7 n/a | |
| ('highs-ds', {}) MODSZK1 n/a | |
| ('highs-ds', {}) PEROLD n/a | |
| ('highs-ds', {}) PILOT n/a | |
| ('highs-ds', {}) PILOT4 n/a | |
| ('highs-ds', {}) PILOT87 n/a | |
| ('highs-ds', {}) PILOT-JA n/a | |
| ('highs-ds', {}) PILOTNOV n/a | |
| ('highs-ds', {}) PILOT-WE n/a | |
| ('highs-ds', {}) QAP8 n/a | |
| ('highs-ds', {}) QAP12 n/a | |
| ('highs-ds', {}) QAP15 n/a | |
| ('highs-ds', {}) RECIPE n/a | |
| ('highs-ds', {}) SC105 5.608301983062969e-12 | |
| ('highs-ds', {}) SC205 n/a | |
| ('highs-ds', {}) SC50A n/a | |
| ('highs-ds', {}) SC50B n/a | |
| ('highs-ds', {}) SCAGR25 n/a | |
| ('highs-ds', {}) SCAGR7 n/a | |
| ('highs-ds', {}) SCFXM1 n/a | |
| ('highs-ds', {}) SCFXM2 n/a | |
| ('highs-ds', {}) SCFXM3 n/a | |
| ('highs-ds', {}) SCORPION n/a | |
| ('highs-ds', {}) SCRS8 n/a | |
| ('highs-ds', {}) SCSD1 n/a | |
| ('highs-ds', {}) SCSD6 n/a | |
| ('highs-ds', {}) SCSD8 n/a | |
| ('highs-ds', {}) SCTAP1 0.0 | |
| ('highs-ds', {}) SCTAP2 n/a | |
| ('highs-ds', {}) SCTAP3 n/a | |
| ('highs-ds', {}) SHARE1B n/a | |
| ('highs-ds', {}) SHARE2B 3.418134291369657e-12 | |
| ('highs-ds', {}) SHELL n/a | |
| ('highs-ds', {}) SHIP04L n/a | |
| ('highs-ds', {}) SHIP04S n/a | |
| ('highs-ds', {}) SHIP08L n/a | |
| ('highs-ds', {}) SHIP08S n/a | |
| ('highs-ds', {}) SHIP12L n/a | |
| ('highs-ds', {}) SHIP12S n/a | |
| ('highs-ds', {}) SIERRA n/a | |
| ('highs-ds', {}) STAIR n/a | |
| ('highs-ds', {}) STANDATA n/a | |
| ('highs-ds', {}) STANDMPS n/a | |
| ('highs-ds', {}) STOCFOR1 1.0610217494357637e-11 | |
| ('highs-ds', {}) STOCFOR2 n/a | |
| ('highs-ds', {}) STOCFOR3 n/a | |
| ('highs-ds', {}) TRUSS n/a | |
| ('highs-ds', {}) TUFF n/a | |
| ('highs-ds', {}) VTP-BASE n/a | |
| ('highs-ds', {}) WOOD1P n/a | |
| ('highs-ds', {}) WOODW n/a | |
| =================== ========== ======================== | |
| [60.54%] ··· ...rog.Netlib_infeasible.time_netlib_infeasible ok | |
| [60.54%] ··· =================== ========== ============= | |
| method problems | |
| ------------------- ---------- ------------- | |
| ('highs-ipm', {}) bgdbg1 2.20±0.01ms | |
| ('highs-ipm', {}) bgetam n/a | |
| ('highs-ipm', {}) bgindy n/a | |
| ('highs-ipm', {}) bgprtr 2.11±0.01ms | |
| ('highs-ipm', {}) box1 2.50±0.03ms | |
| ('highs-ipm', {}) ceria3d n/a | |
| ('highs-ipm', {}) chemcom 15.4±0.2ms | |
| ('highs-ipm', {}) cplex1 n/a | |
| ('highs-ipm', {}) cplex2 42.7±0.5ms | |
| ('highs-ipm', {}) ex72a 2.23±0.03ms | |
| ('highs-ipm', {}) ex73a 2.07±0.01ms | |
| ('highs-ipm', {}) forest6 2.56±0.02ms | |
| ('highs-ipm', {}) galenet 553±10μs | |
| ('highs-ipm', {}) gosh n/a | |
| ('highs-ipm', {}) gran n/a | |
| ('highs-ipm', {}) itest2 566±2μs | |
| ('highs-ipm', {}) itest6 562±3μs | |
| ('highs-ipm', {}) klein1 9.15±0.2ms | |
| ('highs-ipm', {}) klein2 n/a | |
| ('highs-ipm', {}) klein3 n/a | |
| ('highs-ipm', {}) mondou2 n/a | |
| ('highs-ipm', {}) pang n/a | |
| ('highs-ipm', {}) pilot4i n/a | |
| ('highs-ipm', {}) qual n/a | |
| ('highs-ipm', {}) reactor n/a | |
| ('highs-ipm', {}) refinery 17.9±0.3ms | |
| ('highs-ipm', {}) vol1 n/a | |
| ('highs-ipm', {}) woodinfe 639±10μs | |
| ('highs-ds', {}) bgdbg1 2.15±0.01ms | |
| ('highs-ds', {}) bgetam n/a | |
| ('highs-ds', {}) bgindy n/a | |
| ('highs-ds', {}) bgprtr 954±20μs | |
| ('highs-ds', {}) box1 1.74±0.02ms | |
| ('highs-ds', {}) ceria3d n/a | |
| ('highs-ds', {}) chemcom 4.39±0.08ms | |
| ('highs-ds', {}) cplex1 n/a | |
| ('highs-ds', {}) cplex2 7.25±0.02ms | |
| ('highs-ds', {}) ex72a 1.44±0.01ms | |
| ('highs-ds', {}) ex73a 1.42±0.01ms | |
| ('highs-ds', {}) forest6 1.18±0.01ms | |
| ('highs-ds', {}) galenet 544±3μs | |
| ('highs-ds', {}) gosh n/a | |
| ('highs-ds', {}) gran n/a | |
| ('highs-ds', {}) itest2 575±10μs | |
| ('highs-ds', {}) itest6 573±8μs | |
| ('highs-ds', {}) klein1 2.80±0.01ms | |
| ('highs-ds', {}) klein2 n/a | |
| ('highs-ds', {}) klein3 n/a | |
| ('highs-ds', {}) mondou2 n/a | |
| ('highs-ds', {}) pang n/a | |
| ('highs-ds', {}) pilot4i n/a | |
| ('highs-ds', {}) qual n/a | |
| ('highs-ds', {}) reactor n/a | |
| ('highs-ds', {}) refinery 7.42±0.5ms | |
| ('highs-ds', {}) vol1 n/a | |
| ('highs-ds', {}) woodinfe 636±10μs | |
| =================== ========== ============= | |
| [60.62%] ··· ...og.Netlib_infeasible.track_netlib_infeasible ok | |
| [60.62%] ··· =================== ========== ===== | |
| method problems | |
| ------------------- ---------- ----- | |
| ('highs-ipm', {}) bgdbg1 2 | |
| ('highs-ipm', {}) bgetam n/a | |
| ('highs-ipm', {}) bgindy n/a | |
| ('highs-ipm', {}) bgprtr 2 | |
| ('highs-ipm', {}) box1 4 | |
| ('highs-ipm', {}) ceria3d n/a | |
| ('highs-ipm', {}) chemcom 2 | |
| ('highs-ipm', {}) cplex1 n/a | |
| ('highs-ipm', {}) cplex2 2 | |
| ('highs-ipm', {}) ex72a 4 | |
| ('highs-ipm', {}) ex73a 4 | |
| ('highs-ipm', {}) forest6 4 | |
| ('highs-ipm', {}) galenet 2 | |
| ('highs-ipm', {}) gosh n/a | |
| ('highs-ipm', {}) gran n/a | |
| ('highs-ipm', {}) itest2 2 | |
| ('highs-ipm', {}) itest6 2 | |
| ('highs-ipm', {}) klein1 2 | |
| ('highs-ipm', {}) klein2 n/a | |
| ('highs-ipm', {}) klein3 n/a | |
| ('highs-ipm', {}) mondou2 n/a | |
| ('highs-ipm', {}) pang n/a | |
| ('highs-ipm', {}) pilot4i n/a | |
| ('highs-ipm', {}) qual n/a | |
| ('highs-ipm', {}) reactor n/a | |
| ('highs-ipm', {}) refinery 2 | |
| ('highs-ipm', {}) vol1 n/a | |
| ('highs-ipm', {}) woodinfe 2 | |
| ('highs-ds', {}) bgdbg1 2 | |
| ('highs-ds', {}) bgetam n/a | |
| ('highs-ds', {}) bgindy n/a | |
| ('highs-ds', {}) bgprtr 2 | |
| ('highs-ds', {}) box1 2 | |
| ('highs-ds', {}) ceria3d n/a | |
| ('highs-ds', {}) chemcom 2 | |
| ('highs-ds', {}) cplex1 n/a | |
| ('highs-ds', {}) cplex2 2 | |
| ('highs-ds', {}) ex72a 2 | |
| ('highs-ds', {}) ex73a 2 | |
| ('highs-ds', {}) forest6 2 | |
| ('highs-ds', {}) galenet 2 | |
| ('highs-ds', {}) gosh n/a | |
| ('highs-ds', {}) gran n/a | |
| ('highs-ds', {}) itest2 2 | |
| ('highs-ds', {}) itest6 2 | |
| ('highs-ds', {}) klein1 2 | |
| ('highs-ds', {}) klein2 n/a | |
| ('highs-ds', {}) klein3 n/a | |
| ('highs-ds', {}) mondou2 n/a | |
| ('highs-ds', {}) pang n/a | |
| ('highs-ds', {}) pilot4i n/a | |
| ('highs-ds', {}) qual n/a | |
| ('highs-ds', {}) reactor n/a | |
| ('highs-ds', {}) refinery 2 | |
| ('highs-ds', {}) vol1 n/a | |
| ('highs-ds', {}) woodinfe 2 | |
| =================== ========== ===== | |
| [60.70%] ··· optimize_milp.MilpMagicSquare.time_magic_square 1/4 failed | |
| [60.70%] ··· ====== ============ | |
| size | |
| ------ ------------ | |
| 3 16.7±0.4ms | |
| 4 1.24±0.02s | |
| 5 9.11±0.07s | |
| 6 failed | |
| ====== ============ | |
| [60.79%] ··· optimize_milp.MilpMiplibBenchmarks.time_milp failed | |
| [60.79%] ··· ============= ======== | |
| problem | |
| ------------- -------- | |
| piperout-27 failed | |
| ============= ======== | |
| [60.87%] ··· ...mize_qap.QuadraticAssignment.time_evaluation 10/244 failed | |
| [60.87%] ··· ======== ============= ============= | |
| Method QAP Problem | |
| -------- ------------- ------------- | |
| faq bur26a 3.26±0.02ms | |
| faq bur26b 2.87±0.03ms | |
| faq bur26c 2.05±0.01ms | |
| faq bur26d 3.44±0.01ms | |
| faq bur26e 2.73±0.03ms | |
| faq bur26f 1.94±0.02ms | |
| faq bur26g 1.79±0.03ms | |
| faq bur26h 2.48±0.02ms | |
| faq chr12a 2.02±0.02ms | |
| faq chr12b 1.84±0.04ms | |
| faq chr12c 1.32±0.02ms | |
| faq chr15a 2.47±0.02ms | |
| faq chr15b 815±4μs | |
| faq chr15c 1.67±0.1ms | |
| faq chr18a 1.29±0.04ms | |
| faq chr18b 2.56±0.01ms | |
| faq chr20a 2.58±0.03ms | |
| faq chr20b 2.75±0.02ms | |
| faq chr20c 1.27±0.02ms | |
| faq chr22a 2.97±0.01ms | |
| faq chr22b 2.67±0.03ms | |
| faq chr25a 2.36±0.02ms | |
| faq els19 3.09±0.02ms | |
| faq esc16a 932±10μs | |
| faq esc16b 238±2μs | |
| faq esc16c 2.63±0.02ms | |
| faq esc16d 236±2μs | |
| faq esc16e 1.69±0.02ms | |
| faq esc16g 660±4μs | |
| faq esc16h 236±1μs | |
| faq esc16i 1.53±0.01ms | |
| faq esc16j 1.23±0.01ms | |
| faq esc32e 1.34±0.02ms | |
| faq esc32g 1.55±0ms | |
| faq esc128 17.2±0.2ms | |
| faq had12 2.54±0.02ms | |
| faq had14 2.56±0.01ms | |
| faq had16 2.83±0.01ms | |
| faq had18 3.01±0.01ms | |
| faq had20 3.27±0.03ms | |
| faq kra30a 4.87±0.07ms | |
| faq kra30b 4.36±0.04ms | |
| faq kra32 4.21±0.05ms | |
| faq lipa20a 3.33±0.04ms | |
| faq lipa20b 902±10μs | |
| faq lipa30a 5.12±0.1ms | |
| faq lipa30b 1.65±0.01ms | |
| faq lipa40a 7.80±0.08ms | |
| faq lipa40b 982±10μs | |
| faq lipa50a 11.6±0.01ms | |
| faq lipa50b 1.60±0.03ms | |
| faq lipa60a 16.9±0.06ms | |
| faq lipa60b 2.43±0.03ms | |
| faq lipa70a 24.3±0.4ms | |
| faq lipa70b 3.57±0.06ms | |
| faq lipa80a 1.50±0ms | |
| faq lipa90a 1.91±0.02ms | |
| faq lipa90b 4.48±0.06ms | |
| faq nug12 2.25±0.03ms | |
| faq nug14 2.51±0.01ms | |
| faq nug16a 2.66±0.02ms | |
| faq nug16b 1.81±0.01ms | |
| faq nug17 2.92±0.03ms | |
| faq nug18 2.04±0.01ms | |
| faq nug20 3.18±0.05ms | |
| faq nug21 2.60±0.1ms | |
| faq nug22 2.85±0.04ms | |
| faq nug24 2.58±0.02ms | |
| faq nug25 3.92±0.02ms | |
| faq nug27 4.21±0.07ms | |
| faq nug28 4.31±0.05ms | |
| faq nug30 4.76±0.03ms | |
| faq rou12 2.45±0.01ms | |
| faq rou15 2.09±0.03ms | |
| faq rou20 2.58±0.02ms | |
| faq scr12 1.79±0.05ms | |
| faq scr15 1.86±0.01ms | |
| faq scr20 2.50±0.01ms | |
| faq sko42 7.85±0.02ms | |
| faq sko49 10.7±0.1ms | |
| faq sko56 13.7±0.05ms | |
| faq sko64 18.2±0.07ms | |
| faq sko72 23.3±0.1ms | |
| faq sko81 33.5±1ms | |
| faq sko90 41.7±0.4ms | |
| faq sko100a 54.9±0.3ms | |
| faq sko100b 55.0±0.3ms | |
| faq sko100c 53.3±0.3ms | |
| faq sko100d 54.2±0.4ms | |
| faq sko100e 54.8±0.7ms | |
| faq sko100f 53.9±0.5ms | |
| faq ste36b 5.45±0.02ms | |
| faq ste36c 5.99±0.02ms | |
| faq tai12a 1.18±0.01ms | |
| faq tai12b 1.46±0.01ms | |
| faq tai15a 2.74±0.03ms | |
| faq tai15b 2.70±0.02ms | |
| faq tai17a 2.78±0.02ms | |
| faq tai20a 3.06±0.01ms | |
| faq tai20b 3.20±0.01ms | |
| faq tai25a 3.72±0.04ms | |
| faq tai25b 3.82±0.06ms | |
| faq tai30a 4.64±0.04ms | |
| faq tai30b 2.21±0.02ms | |
| faq tai35a 5.54±0.02ms | |
| faq tai40a 5.93±0.05ms | |
| faq tai40b 7.56±0.02ms | |
| faq tai50a 9.03±0.3ms | |
| faq tai50b 10.4±0.05ms | |
| faq tai60a 12.9±0.2ms | |
| faq tai60b 15.5±0.2ms | |
| faq tai64c 483±4μs | |
| faq tai80a 22.5±0.06ms | |
| faq tai100a 39.1±0.5ms | |
| faq tai100b 54.4±0.5ms | |
| faq tai150b 150±0.3ms | |
| faq tai256c 8.96±0.2ms | |
| faq tho30 4.86±0.01ms | |
| faq tho40 7.56±0.03ms | |
| faq tho150 146±1ms | |
| faq wil50 11.0±0.1ms | |
| faq wil100 56.9±1ms | |
| 2opt bur26a 72.0±4ms | |
| 2opt bur26b 82.0±10ms | |
| 2opt bur26c 70.5±4ms | |
| 2opt bur26d 92.4±8ms | |
| 2opt bur26e 74.5±3ms | |
| 2opt bur26f 94.8±7ms | |
| 2opt bur26g 66.8±2ms | |
| 2opt bur26h 79.4±6ms | |
| 2opt chr12a 4.94±0.4ms | |
| 2opt chr12b 6.18±0.6ms | |
| 2opt chr12c 4.84±0.4ms | |
| 2opt chr15a 9.07±1ms | |
| 2opt chr15b 11.9±0.9ms | |
| 2opt chr15c 7.32±0.9ms | |
| 2opt chr18a 18.3±5ms | |
| 2opt chr18b 12.0±0.9ms | |
| 2opt chr20a 11.4±5ms | |
| 2opt chr20b 17.1±3ms | |
| 2opt chr20c 24.5±0.6ms | |
| 2opt chr22a 24.6±3ms | |
| 2opt chr22b 20.8±0.3ms | |
| 2opt chr25a 42.4±1ms | |
| 2opt els19 48.6±20ms | |
| 2opt esc16a 5.09±0.1ms | |
| 2opt esc16b 3.00±0.2ms | |
| 2opt esc16c 6.57±0.7ms | |
| 2opt esc16d 5.02±0.4ms | |
| 2opt esc16e 3.00±0.2ms | |
| 2opt esc16g 3.62±0.3ms | |
| 2opt esc16h 4.04±0.1ms | |
| 2opt esc16i 4.11±0.3ms | |
| 2opt esc16j 3.47±0.2ms | |
| 2opt esc32e 10.2±0.5ms | |
| 2opt esc32g 13.4±1ms | |
| 2opt esc128 3.91±0.5s | |
| 2opt had12 5.83±0.6ms | |
| 2opt had14 13.7±0.4ms | |
| 2opt had16 17.5±2ms | |
| 2opt had18 24.3±2ms | |
| 2opt had20 38.6±3ms | |
| 2opt kra30a 68.9±5ms | |
| 2opt kra30b 80.5±10ms | |
| 2opt kra32 107±6ms | |
| 2opt lipa20a 14.6±3ms | |
| 2opt lipa20b 19.7±3ms | |
| 2opt lipa30a 53.4±20ms | |
| 2opt lipa30b 58.7±2ms | |
| 2opt lipa40a 133±50ms | |
| 2opt lipa40b 128±8ms | |
| 2opt lipa50a 239±50ms | |
| 2opt lipa50b 210±50ms | |
| 2opt lipa60a 614±100ms | |
| 2opt lipa60b 504±100ms | |
| 2opt lipa70a 810±100ms | |
| 2opt lipa70b 782±200ms | |
| 2opt lipa80a 1.37±0.09s | |
| 2opt lipa90a 1.80±0.09s | |
| 2opt lipa90b 2.06±0.3s | |
| 2opt nug12 3.35±0.3ms | |
| 2opt nug14 6.21±0.7ms | |
| 2opt nug16a 10.0±0.8ms | |
| 2opt nug16b 10.3±2ms | |
| 2opt nug17 11.3±2ms | |
| 2opt nug18 16.1±3ms | |
| 2opt nug20 20.4±3ms | |
| 2opt nug21 33.2±9ms | |
| 2opt nug22 40.4±6ms | |
| 2opt nug24 63.2±6ms | |
| 2opt nug25 59.1±4ms | |
| 2opt nug27 50.3±10ms | |
| 2opt nug28 53.5±4ms | |
| 2opt nug30 102±7ms | |
| 2opt rou12 3.21±0.3ms | |
| 2opt rou15 5.85±0.2ms | |
| 2opt rou20 19.0±0.1ms | |
| 2opt scr12 3.39±0.2ms | |
| 2opt scr15 8.95±1ms | |
| 2opt scr20 15.6±3ms | |
| 2opt sko42 530±30ms | |
| 2opt sko49 1.18±0.1s | |
| 2opt sko56 1.92±0.1s | |
| 2opt sko64 4.15±0.8s | |
| 2opt sko72 6.71±0s | |
| 2opt sko81 12.8±0.02s | |
| 2opt sko90 17.4±0.1s | |
| 2opt sko100a failed | |
| 2opt sko100b failed | |
| 2opt sko100c failed | |
| 2opt sko100d 23.2±0.08s | |
| 2opt sko100e failed | |
| 2opt sko100f failed | |
| 2opt ste36b 308±30ms | |
| 2opt ste36c 287±7ms | |
| 2opt tai12a 3.62±0.2ms | |
| 2opt tai12b 6.26±0.6ms | |
| 2opt tai15a 5.57±0.9ms | |
| 2opt tai15b 10.3±0.9ms | |
| 2opt tai17a 8.86±0.9ms | |
| 2opt tai20a 13.2±3ms | |
| 2opt tai20b 50.7±4ms | |
| 2opt tai25a 28.7±3ms | |
| 2opt tai25b 88.8±10ms | |
| 2opt tai30a 61.1±7ms | |
| 2opt tai30b 166±20ms | |
| 2opt tai35a 77.9±10ms | |
| 2opt tai40a 139±20ms | |
| 2opt tai40b 729±40ms | |
| 2opt tai50a 238±30ms | |
| 2opt tai50b 1.64±0.1s | |
| 2opt tai60a 500±100ms | |
| 2opt tai60b 4.24±0s | |
| 2opt tai64c 245±20ms | |
| 2opt tai80a 1.57±0.1s | |
| 2opt tai100a 3.21±2s | |
| 2opt tai100b failed | |
| 2opt tai150b failed | |
| 2opt tai256c failed | |
| 2opt tho30 113±20ms | |
| 2opt tho40 468±30ms | |
| 2opt tho150 failed | |
| 2opt wil50 1.12±0.1s | |
| 2opt wil100 failed | |
| ======== ============= ============= | |
| [60.95%] ··· optimize_qap.QuadraticAssignment.track_score 3/244 failed | |
| [60.95%] ··· ======== ============= ======================= | |
| Method QAP Problem | |
| -------- ------------- ----------------------- | |
| faq bur26a 0.001607615720137764 | |
| faq bur26b 0.0027332122879566833 | |
| faq bur26c 0.0007726475755948032 | |
| faq bur26d 0.0015408671303050723 | |
| faq bur26e 0.002219838240287187 | |
| faq bur26f 0.0012636024329701083 | |
| faq bur26g 0.002500006918929519 | |
| faq bur26h 0.0029859164929483856 | |
| faq chr12a 2.463358458961474 | |
| faq chr12b 0.07452268528022993 | |
| faq chr12c 0.1731803513804231 | |
| faq chr15a 1.0060630557801131 | |
| faq chr15b 0.14042553191489363 | |
| faq chr15c 0.7765151515151515 | |
| faq chr18a 0.39124166516489456 | |
| faq chr18b 0.11603650586701435 | |
| faq chr20a 0.4936131386861314 | |
| faq chr20b 0.763272410791993 | |
| faq chr20c 0.40263046245226985 | |
| faq chr22a 0.4489928525016244 | |
| faq chr22b 0.3855343881175331 | |
| faq chr25a 0.46996838777660693 | |
| faq els19 0.23730908404728923 | |
| faq esc16a 0.029411764705882353 | |
| faq esc16b 0.0958904109589041 | |
| faq esc16c 0.05 | |
| faq esc16d 2.875 | |
| faq esc16e 0.07142857142857142 | |
| faq esc16g 0.15384615384615385 | |
| faq esc16h 0.5240963855421686 | |
| faq esc16i 0.0 | |
| faq esc16j 0.0 | |
| faq esc32e 0.0 | |
| faq esc32g 0.6666666666666666 | |
| faq esc128 0.125 | |
| faq had12 0.013317191283292978 | |
| faq had14 0.0 | |
| faq had16 0.004301075268817204 | |
| faq had18 0.004479283314669653 | |
| faq had20 0.009534816527015313 | |
| faq kra30a 0.08425196850393701 | |
| faq kra30b 0.03051848610807263 | |
| faq kra32 0.0453318335208099 | |
| faq lipa20a 0.03176758077654086 | |
| faq lipa20b 0.0 | |
| faq lipa30a 0.024207011686143573 | |
| faq lipa30b 0.0 | |
| faq lipa40a 0.02267106347897774 | |
| faq lipa40b 0.0 | |
| faq lipa50a 0.015138582448907284 | |
| faq lipa50b 0.0 | |
| faq lipa60a 0.014139416888955213 | |
| faq lipa60b 0.0 | |
| faq lipa70a 0.012376660481281847 | |
| faq lipa70b 0.0 | |
| faq lipa80a 0.019648887221311636 | |
| faq lipa90a 0.01741119707179103 | |
| faq lipa90b 0.0 | |
| faq nug12 0.031141868512110725 | |
| faq nug14 0.03944773175542406 | |
| faq nug16a 0.031055900621118012 | |
| faq nug16b 0.03387096774193549 | |
| faq nug17 0.006928406466512702 | |
| faq nug18 0.008290155440414507 | |
| faq nug20 0.023346303501945526 | |
| faq nug21 0.05824446267432322 | |
| faq nug22 0.010011123470522803 | |
| faq nug24 0.0034403669724770644 | |
| faq nug25 0.004807692307692308 | |
| faq nug27 0.031333588077951856 | |
| faq nug28 0.0402632597754549 | |
| faq nug30 0.017308948399738733 | |
| faq rou12 0.04092931625963792 | |
| faq rou15 0.048694277406058556 | |
| faq rou20 0.025308674306223657 | |
| faq scr12 0.2976122254059217 | |
| faq scr15 0.038599921783339854 | |
| faq scr20 0.22123057347996 | |
| faq sko42 0.02112319757146471 | |
| faq sko49 0.027195758145899255 | |
| faq sko56 0.021997794416390968 | |
| faq sko64 0.012454121819456472 | |
| faq sko72 0.007184255010866941 | |
| faq sko81 0.009780434734829337 | |
| faq sko90 0.017570585282254574 | |
| faq sko100a 0.011170905645978342 | |
| faq sko100b 0.007823770225485737 | |
| faq sko100c 0.01429711487738567 | |
| faq sko100d 0.011258490666951917 | |
| faq sko100e 0.02224606101240362 | |
| faq sko100f 0.011111409323921738 | |
| faq ste36b 0.045672470350744385 | |
| faq ste36c 0.15964734055013224 | |
| faq tai12a 0.09026094396121488 | |
| faq tai12b 0.2641991591267436 | |
| faq tai15a 0.02360038535446944 | |
| faq tai15b 0.0050787334859350095 | |
| faq tai17a 0.05872975852561548 | |
| faq tai20a 0.04642336264467321 | |
| faq tai20b 0.13753921134287356 | |
| faq tai25a 0.044744254902095174 | |
| faq tai25b 0.07031948591892696 | |
| faq tai30a 0.022214937634271396 | |
| faq tai30b 0.1328411233556051 | |
| faq tai35a 0.03798510488430645 | |
| faq tai40a 0.02810818731146695 | |
| faq tai40b 0.04813101509893713 | |
| faq tai50a 0.03731800220134624 | |
| faq tai50b 0.039072249961633776 | |
| faq tai60a 0.03301876973539411 | |
| faq tai60b 0.06436794147485866 | |
| faq tai64c 2.1755218952459363 | |
| faq tai80a 0.019743711916216565 | |
| faq tai100a 0.01992716672716631 | |
| faq tai100b 0.05380669043443942 | |
| faq tai150b 0.018610357736963165 | |
| faq tai256c 1.2048086370620592 | |
| faq tho30 0.054956781560132326 | |
| faq tho40 0.028230970080992533 | |
| faq tho150 0.015683727760525182 | |
| faq wil50 0.006801048836447067 | |
| faq wil100 0.006262864509701946 | |
| 2opt bur26a 0.0024003670759415994 | |
| 2opt bur26b 0.0031926329255298528 | |
| 2opt bur26c 0.002588083758461486 | |
| 2opt bur26d 0.0032748660442659095 | |
| 2opt bur26e 0.002800508420552977 | |
| 2opt bur26f 0.0001998919103003561 | |
| 2opt bur26g 0.006281992635886787 | |
| 2opt bur26h 0.0034543148859967616 | |
| 2opt chr12a 0.0 | |
| 2opt chr12b 0.46048039416957504 | |
| 2opt chr12c 0.5356758694872714 | |
| 2opt chr15a 0.717663702506063 | |
| 2opt chr15b 0.46783479349186485 | |
| 2opt chr15c 0.8659511784511784 | |
| 2opt chr18a 0.6658857451793115 | |
| 2opt chr18b 0.2907431551499348 | |
| 2opt chr20a 0.2874087591240876 | |
| 2opt chr20b 0.2898172323759791 | |
| 2opt chr20c 1.4119643614764532 | |
| 2opt chr22a 0.09096816114359974 | |
| 2opt chr22b 0.19276719405876655 | |
| 2opt chr25a 0.636986301369863 | |
| 2opt els19 0.22665127789331366 | |
| 2opt esc16a 0.0 | |
| 2opt esc16b 0.0 | |
| 2opt esc16c 0.0125 | |
| 2opt esc16d 0.0 | |
| 2opt esc16e 0.14285714285714285 | |
| 2opt esc16g 0.07692307692307693 | |
| 2opt esc16h 0.0 | |
| 2opt esc16i 0.0 | |
| 2opt esc16j 0.0 | |
| 2opt esc32e 0.0 | |
| 2opt esc32g 0.0 | |
| 2opt esc128 0.3125 | |
| 2opt had12 0.01937046004842615 | |
| 2opt had14 0.011013215859030838 | |
| 2opt had16 0.008064516129032258 | |
| 2opt had18 0.001866368047779022 | |
| 2opt had20 0.00722334585379948 | |
| 2opt kra30a 0.07637795275590552 | |
| 2opt kra30b 0.008422664624808576 | |
| 2opt kra32 0.047131608548931385 | |
| 2opt lipa20a 0.027423296225902796 | |
| 2opt lipa20b 0.0 | |
| 2opt lipa30a 0.02139930186674761 | |
| 2opt lipa30b 0.16129330498065061 | |
| 2opt lipa40a 0.013253852495402372 | |
| 2opt lipa40b 0.19335852667227607 | |
| 2opt lipa50a 0.013334836454994926 | |
| 2opt lipa50b 0.18324156120583948 | |
| 2opt lipa60a 0.011369359622451454 | |
| 2opt lipa60b 0.20231059050408015 | |
| 2opt lipa70a 0.010049777620688639 | |
| 2opt lipa70b 0.2084977841501564 | |
| 2opt lipa80a 0.00864156085230751 | |
| 2opt lipa90a 0.007586723234339905 | |
| 2opt lipa90b 0.21606306774916914 | |
| 2opt nug12 0.05536332179930796 | |
| 2opt nug14 0.05325443786982249 | |
| 2opt nug16a 0.0484472049689441 | |
| 2opt nug16b 0.05967741935483871 | |
| 2opt nug17 0.08314087759815242 | |
| 2opt nug18 0.03730569948186528 | |
| 2opt nug20 0.038910505836575876 | |
| 2opt nug21 0.018867924528301886 | |
| 2opt nug22 0.028921023359288096 | |
| 2opt nug24 0.02522935779816514 | |
| 2opt nug25 0.030982905982905984 | |
| 2opt nug27 0.04356132976690867 | |
| 2opt nug28 0.04607046070460705 | |
| 2opt nug30 0.02906596995427825 | |
| 2opt rou12 0.06591997554430895 | |
| 2opt rou15 0.06637305553202902 | |
| 2opt rou20 0.05352559949939492 | |
| 2opt scr12 0.05049347341610952 | |
| 2opt scr15 0.07235041063746578 | |
| 2opt scr20 0.08197764246114696 | |
| 2opt sko42 0.030736149759676194 | |
| 2opt sko49 0.04181989224322244 | |
| 2opt sko56 0.024725753090719137 | |
| 2opt sko64 0.019464720194647202 | |
| 2opt sko72 0.01249698140545762 | |
| 2opt sko81 0.016373986241455855 | |
| 2opt sko90 0.012688905430436062 | |
| 2opt sko100a 0.02121024723358903 | |
| 2opt sko100b 0.014282929365130937 | |
| 2opt sko100c 0.01817911295667582 | |
| 2opt sko100d 0.024803444402845376 | |
| 2opt sko100e 0.02585316795172645 | |
| 2opt sko100f 0.012815695536648863 | |
| 2opt ste36b 0.09954579863739592 | |
| 2opt ste36c 0.06280896844440723 | |
| 2opt tai12a 0.02083630400684443 | |
| 2opt tai12b 0.1853376637609219 | |
| 2opt tai15a 0.05476876155934613 | |
| 2opt tai15b 0.0048440201256178175 | |
| 2opt tai17a 0.030678389303229688 | |
| 2opt tai20a 0.03769819270429094 | |
| 2opt tai20b 0.018595729598319857 | |
| 2opt tai25a 0.05871376973003351 | |
| 2opt tai25b 0.15351807822544022 | |
| 2opt tai30a 0.03733583551595966 | |
| 2opt tai30b 0.042891951012466366 | |
| 2opt tai35a 0.05612712128231108 | |
| 2opt tai40a 0.05140330703293973 | |
| 2opt tai40b 0.010691221443267276 | |
| 2opt tai50a 0.05414922989327763 | |
| 2opt tai50b 0.09880168065439704 | |
| 2opt tai60a 0.043994958618988 | |
| 2opt tai60b 0.03663873633749289 | |
| 2opt tai64c 0.005508834394437715 | |
| 2opt tai80a 0.045191916785488666 | |
| 2opt tai100a 0.034471781120558515 | |
| 2opt tai100b 0.04360135027994615 | |
| 2opt tai150b failed | |
| 2opt tai256c failed | |
| 2opt tho30 0.028225376160495145 | |
| 2opt tho40 0.03294583312544696 | |
| 2opt tho150 failed | |
| 2opt wil50 0.011840380203212061 | |
| 2opt wil100 0.011324431031578023 | |
| ======== ============= ======================= | |
| [61.04%] ··· optimize_zeros.Newton.time_newton ok | |
| [61.04%] ··· =============== ========= ========= =========== | |
| -- solver | |
| --------------- ------------------------------- | |
| test function newton secant halley | |
| =============== ========= ========= =========== | |
| f1 145±2μs 180±2μs 129±0.8μs | |
| f2 228±4μs 309±3μs 157±2μs | |
| =============== ========= ========= =========== | |
| [61.12%] ··· optimize_zeros.NewtonArray.time_array_newton ok | |
| [61.12%] ··· =============== =========== ============= ============= | |
| -- solver | |
| --------------- --------------------------------------- | |
| vectorization newton secant halley | |
| =============== =========== ============= ============= | |
| loop 998±2μs 1.11±0.02ms 1.04±0.01ms | |
| array 133±0.2μs 167±3μs 167±2μs | |
| =============== =========== ============= ============= | |
| [61.20%] ··· optimize_zeros.Zeros.time_zeros ok | |
| [61.20%] ··· =============== =========== ============= | |
| test function solver | |
| --------------- ----------- ------------- | |
| f2 cc.bisect 52.0±0.7μs | |
| f2 cc.ridder 15.8±0.3μs | |
| f2 cc.brenth 12.4±0.3μs | |
| f2 cc.brentq 12.3±0.3μs | |
| f3 cc.bisect 51.8±0.3μs | |
| f3 cc.ridder 15.9±0.2μs | |
| f3 cc.brenth 13.6±0.3μs | |
| f3 cc.brentq 13.6±0.2μs | |
| f4 cc.bisect 51.6±0.6μs | |
| f4 cc.ridder 56.9±0.5μs | |
| f4 cc.brenth 52.4±0.3μs | |
| f4 cc.brentq 52.2±0.4μs | |
| f5 cc.bisect 50.5±0.2μs | |
| f5 cc.ridder 73.8±0.4μs | |
| f5 cc.brenth 65.2±0.06μs | |
| f5 cc.brentq 64.8±0.6μs | |
| f6 cc.bisect 53.3±0.2μs | |
| f6 cc.ridder 61.1±1μs | |
| f6 cc.brenth 59.3±1μs | |
| f6 cc.brentq 53.0±3μs | |
| =============== =========== ============= | |
| [61.29%] ··· peak_finding.FindPeaks.time_find_peaks failed | |
| [61.29%] ··· ========== ======== | |
| distance | |
| ---------- -------- | |
| None failed | |
| 8 failed | |
| 64 failed | |
| 512 failed | |
| 4096 failed | |
| ========== ======== | |
| [61.37%] ··· ...inding.PeakProminences.time_peak_prominences failed | |
| [61.37%] ··· ====== ======== | |
| wlen | |
| ------ -------- | |
| None failed | |
| 8 failed | |
| 64 failed | |
| 512 failed | |
| 4096 failed | |
| ====== ======== | |
| [61.45%] ··· peak_finding.PeakWidths.time_peak_widths failed | |
| [61.45%] ··· ============ ======== | |
| rel_height | |
| ------------ -------- | |
| 0 failed | |
| 0.25 failed | |
| 0.5 failed | |
| 0.75 failed | |
| 1 failed | |
| ============ ======== | |
| [61.54%] ··· signal.CalculateWindowedFFT.time_coherence 138±9ms | |
| [61.62%] ··· signal.CalculateWindowedFFT.time_csd 61.7±2ms | |
| [61.71%] ··· signal.CalculateWindowedFFT.time_periodogram 50.2±1ms | |
| [61.79%] ··· signal.CalculateWindowedFFT.time_spectrogram 21.3±3ms | |
| [61.87%] ··· signal.CalculateWindowedFFT.time_welch 39.2±0.7ms | |
| [61.96%] ··· signal.Convolve.time_convolve ok | |
| [61.96%] ··· ======= ========= | |
| mode | |
| ------- --------- | |
| full 389±2μs | |
| valid 427±2μs | |
| same 380±3μs | |
| ======= ========= | |
| [62.04%] ··· signal.Convolve.time_convolve2d ok | |
| [62.04%] ··· ======= ========= | |
| mode | |
| ------- --------- | |
| full 186±8ms | |
| valid 189±8ms | |
| same 185±8ms | |
| ======= ========= | |
| [62.12%] ··· signal.Convolve.time_correlate ok | |
| [62.12%] ··· ======= ========== | |
| mode | |
| ------- ---------- | |
| full 428±4μs | |
| valid 471±10μs | |
| same 423±7μs | |
| ======= ========== | |
| [62.21%] ··· signal.Convolve.time_correlate2d ok | |
| [62.21%] ··· ======= ========= | |
| mode | |
| ------- --------- | |
| full 190±8ms | |
| valid 190±8ms | |
| same 189±7ms | |
| ======= ========= | |
| [62.29%] ··· signal.Convolve2D.time_convolve2d ok | |
| [62.29%] ··· ======= ============= ============= ============ | |
| -- boundary | |
| ------- ---------------------------------------- | |
| mode fill wrap symm | |
| ======= ============= ============= ============ | |
| full 627±1ms 3.17±0.01s 2.45±0.01s | |
| valid 5.80±0.04ms 5.79±0.03ms 6.01±0.7ms | |
| same 150±0.3ms 432±2ms 350±0.8ms | |
| ======= ============= ============= ============ | |
| [62.37%] ··· signal.Convolve2D.time_correlate2d ok | |
| [62.37%] ··· ======= ============= ============ ============ | |
| -- boundary | |
| ------- --------------------------------------- | |
| mode fill wrap symm | |
| ======= ============= ============ ============ | |
| full 624±0.7ms 3.16±0.01s 2.45±0.01s | |
| valid 5.80±0.01ms 5.71±0.1ms 5.71±0ms | |
| same 151±1ms 422±0.8ms 350±0.6ms | |
| ======= ============= ============ ============ | |
| [62.46%] ··· signal.FFTConvolve.time_convolve2d ok | |
| [62.46%] ··· ======= ============ ============= | |
| mode size | |
| ------- ------------ ------------- | |
| full (1, 1) 5.64±0.08μs | |
| full (2, 1) 6.36±0.04μs | |
| full (2, 2) 52.0±0.1μs | |
| full (8, 1) 6.41±0.1μs | |
| full (8, 2) 51.9±0.07μs | |
| full (8, 8) 53.2±0.2μs | |
| full (36, 1) 6.44±0.04μs | |
| full (36, 2) 54.1±0.3μs | |
| full (36, 8) 53.2±0.3μs | |
| full (36, 36) 54.0±1μs | |
| full (60, 1) 6.43±0.02μs | |
| full (60, 2) 54.6±0.2μs | |
| full (60, 8) 54.6±0.1μs | |
| full (60, 36) 55.1±0.2μs | |
| full (60, 60) 54.5±0.7μs | |
| full (150, 1) 6.71±0.02μs | |
| full (150, 2) 57.1±0.6μs | |
| full (150, 8) 57.1±0.6μs | |
| full (150, 36) 57.5±0.4μs | |
| full (150, 60) 59.1±0.4μs | |
| full (150, 150) 60.0±0.6μs | |
| full (200, 1) 6.69±0.03μs | |
| full (200, 2) 59.6±0.08μs | |
| full (200, 8) 59.2±0.2μs | |
| full (200, 36) 58.6±0.6μs | |
| full (200, 60) 60.0±0.9μs | |
| full (200, 150) 61.2±0.2μs | |
| full (200, 200) 60.8±0.06μs | |
| full (500, 1) 6.84±0.04μs | |
| full (500, 2) 63.1±0.2μs | |
| full (500, 8) 64.0±0.8μs | |
| full (500, 36) 64.6±0.2μs | |
| full (500, 60) 65.7±0.4μs | |
| full (500, 150) 68.8±0.5μs | |
| full (500, 200) 68.4±0.7μs | |
| full (500, 500) 74.8±0.8μs | |
| valid (1, 1) 12.5±0.07μs | |
| valid (2, 1) 13.7±0.1μs | |
| valid (2, 2) 65.7±0.7μs | |
| valid (8, 1) 13.6±0.08μs | |
| valid (8, 2) 66.0±0.5μs | |
| valid (8, 8) 65.9±0.7μs | |
| valid (36, 1) 13.8±0.05μs | |
| valid (36, 2) 66.2±0.2μs | |
| valid (36, 8) 67.2±0.7μs | |
| valid (36, 36) 67.0±0.6μs | |
| valid (60, 1) 13.7±0.06μs | |
| valid (60, 2) 66.5±0.08μs | |
| valid (60, 8) 67.5±0.7μs | |
| valid (60, 36) 67.8±0.6μs | |
| valid (60, 60) 67.0±0.1μs | |
| valid (150, 1) 13.8±0.06μs | |
| valid (150, 2) 71.2±0.7μs | |
| valid (150, 8) 71.2±0.6μs | |
| valid (150, 36) 71.6±0.9μs | |
| valid (150, 60) 72.0±0.1μs | |
| valid (150, 150) 74.2±0.2μs | |
| valid (200, 1) 14.2±0.2μs | |
| valid (200, 2) 72.4±0.2μs | |
| valid (200, 8) 73.0±0.7μs | |
| valid (200, 36) 77.4±6μs | |
| valid (200, 60) 74.3±1μs | |
| valid (200, 150) 76.1±0.1μs | |
| valid (200, 200) 73.9±0.1μs | |
| valid (500, 1) 14.4±0.2μs | |
| valid (500, 2) 77.0±0.1μs | |
| valid (500, 8) 76.9±0.07μs | |
| valid (500, 36) 78.4±0.07μs | |
| valid (500, 60) 79.0±0.06μs | |
| valid (500, 150) 81.5±0.2μs | |
| valid (500, 200) 81.3±0.07μs | |
| valid (500, 500) 87.0±0.1μs | |
| same (1, 1) 10.9±0.06μs | |
| same (2, 1) 12.1±0.05μs | |
| same (2, 2) 62.7±0.5μs | |
| same (8, 1) 12.1±0.1μs | |
| same (8, 2) 62.7±0.6μs | |
| same (8, 8) 62.3±0.1μs | |
| same (36, 1) 12.2±0.08μs | |
| same (36, 2) 63.1±0.2μs | |
| same (36, 8) 63.9±1μs | |
| same (36, 36) 64.3±0.5μs | |
| same (60, 1) 12.2±0.04μs | |
| same (60, 2) 63.8±0.8μs | |
| same (60, 8) 64.3±0.5μs | |
| same (60, 36) 64.6±0.8μs | |
| same (60, 60) 64.2±0.09μs | |
| same (150, 1) 12.3±0.02μs | |
| same (150, 2) 67.7±0.7μs | |
| same (150, 8) 67.0±0.1μs | |
| same (150, 36) 67.5±0.2μs | |
| same (150, 60) 69.7±0.7μs | |
| same (150, 150) 70.9±0.8μs | |
| same (200, 1) 12.5±0.1μs | |
| same (200, 2) 70.0±0.5μs | |
| same (200, 8) 69.2±0.2μs | |
| same (200, 36) 68.5±0.09μs | |
| same (200, 60) 70.2±0.3μs | |
| same (200, 150) 73.1±1μs | |
| same (200, 200) 71.4±0.2μs | |
| same (500, 1) 12.8±0.06μs | |
| same (500, 2) 74.5±0.9μs | |
| same (500, 8) 74.3±0.9μs | |
| same (500, 36) 76.5±0.6μs | |
| same (500, 60) 75.6±0.1μs | |
| same (500, 150) 79.4±0.9μs | |
| same (500, 200) 79.1±0.9μs | |
| same (500, 500) 84.4±0.2μs | |
| ======= ============ ============= | |
| [62.54%] ··· signal.FIRLS.time_firls ok | |
| [62.54%] ··· ====== ============ ============== | |
| -- edges | |
| ------ --------------------------- | |
| n (0.1, 0.9) (0.01, 0.99) | |
| ====== ============ ============== | |
| 21 353±1μs 297±0.8μs | |
| 101 509±6μs 502±4μs | |
| 1001 25.8±0.6ms 27.1±0.3ms | |
| 2001 174±5ms 181±2ms | |
| ====== ============ ============== | |
| [62.63%] ··· signal.LTI.time_bode 278±3μs | |
| [62.71%] ··· signal.LTI.time_impulse 669±8μs | |
| [62.79%] ··· signal.LTI.time_lsim 1.41±0.03ms | |
| [62.88%] ··· signal.LTI.time_lsim2 613±10ms | |
| [62.96%] ··· signal.LTI.time_step 1.02±0ms | |
| [63.04%] ··· signal.OAConvolve.time_convolve2d ok | |
| [63.04%] ··· ======= ============ ============ ============= | |
| -- size | |
| ------- --------------------------------------- | |
| mode (200, 40) (3000, 40) (3000, 200) | |
| ======= ============ ============ ============= | |
| full 80.3±1μs 193±0.8μs 228±0.5μs | |
| valid 94.4±1μs 214±5μs 245±1μs | |
| same 88.7±0.3μs 206±0.4μs 251±4μs | |
| ======= ============ ============ ============= | |
| [63.13%] ··· signal.Resample.time_complex ok | |
| [63.13%] ··· ======= ======= ============= | |
| N num | |
| ------- ------- ------------- | |
| 977 977 101±0.2μs | |
| 977 9973 756±4μs | |
| 977 16384 289±5μs | |
| 977 65536 1.69±0.02ms | |
| 9973 977 765±4μs | |
| 9973 9973 1.63±0.2ms | |
| 9973 16384 950±20μs | |
| 9973 65536 2.32±0.01ms | |
| 16384 977 369±6μs | |
| 16384 9973 980±5μs | |
| 16384 16384 517±6μs | |
| 16384 65536 1.98±0.05ms | |
| 65536 977 1.76±0.01ms | |
| 65536 9973 2.56±0.07ms | |
| 65536 16384 2.13±0.09ms | |
| 65536 65536 4.07±0.05ms | |
| ======= ======= ============= | |
| [63.21%] ··· signal.Resample.time_real ok | |
| [63.21%] ··· ======= =========== ============= ========= ============= | |
| -- num | |
| ------- ------------------------------------------------- | |
| N 977 9973 16384 65536 | |
| ======= =========== ============= ========= ============= | |
| 977 102±0.2μs 755±70μs 214±5μs 1.37±0.3ms | |
| 9973 745±7μs 1.40±0.02ms 852±3μs 1.98±0.3ms | |
| 16384 189±1μs 840±2μs 308±3μs 1.49±0.01ms | |
| 65536 687±6μs 1.33±0.01ms 834±3μs 2.01±0.03ms | |
| ======= =========== ============= ========= ============= | |
| [63.29%] ··· signal.Upfirdn1D.time_upfirdn1d ok | |
| [63.29%] ··· ==== =========== ============ | |
| -- down | |
| ---- ------------------------ | |
| up 1 4 | |
| ==== =========== ============ | |
| 1 112±0.6μs 68.9±0.6μs | |
| 4 242±0.9μs 103±0.2μs | |
| ==== =========== ============ | |
| [63.38%] ··· signal.Upfirdn2D.time_upfirdn2d ok | |
| [63.38%] ··· ==== ====== ============= ============= | |
| -- axis | |
| ----------- --------------------------- | |
| up down 0 -1 | |
| ==== ====== ============= ============= | |
| 1 1 8.16±0.04ms 6.06±0.04ms | |
| 1 4 2.65±0.02ms 1.58±0.02ms | |
| 4 1 32.1±0.4ms 19.3±1ms | |
| 4 4 6.98±0.03ms 4.90±0.02ms | |
| ==== ====== ============= ============= | |
| [63.46%] ··· signal_filtering.Decimate.time_decimate ok | |
| [63.46%] ··· ==== ============ ============= ============= ============= | |
| -- ftype / zero_phase | |
| ---- ------------------------------------------------------ | |
| q iir / True iir / False fir / True fir / False | |
| ==== ============ ============= ============= ============= | |
| 2 24.6±1ms 11.5±0.2ms 27.5±0.2ms 28.7±0.05ms | |
| 10 24.3±0.8ms 11.6±0.2ms 29.0±0.02ms 27.6±0.02ms | |
| 30 24.7±1ms 11.2±0.2ms 28.8±0.03ms 27.5±0.03ms | |
| ==== ============ ============= ============= ============= | |
| [63.55%] ··· signal_filtering.Lfilter.time_lfilter ok | |
| [63.55%] ··· =========== ============ ============= ============= | |
| -- numtaps | |
| ----------- ---------------------------------------- | |
| n_samples 9 23 51 | |
| =========== ============ ============= ============= | |
| 1000.0 40.8±0.1μs 63.4±0.7μs 65.7±0.2μs | |
| 50000.0 263±0.5μs 1.28±0.01ms 1.43±0.02ms | |
| 1000000.0 5.55±0.9ms 25.9±2ms 28.7±2ms | |
| =========== ============ ============= ============= | |
| [63.63%] ··· signal_filtering.MedFilt2D.peakmem_medfilt2d ok | |
| [63.63%] ··· ========= ======= | |
| threads | |
| --------- ------- | |
| 1 73.2M | |
| 2 73.3M | |
| 4 73.4M | |
| ========= ======= | |
| [63.71%] ··· signal_filtering.MedFilt2D.time_medfilt2d ok | |
| [63.71%] ··· ========= ============= | |
| threads | |
| --------- ------------- | |
| 1 34.3±0.4ms | |
| 2 17.1±0.03ms | |
| 4 11.7±0.03ms | |
| ========= ============= | |
| [63.80%] ··· signal_filtering.ParallelSosfilt.time_sosfilt ok | |
| [63.80%] ··· =========== ============ ============= ============= | |
| -- threads | |
| ----------- ---------------------------------------- | |
| n_samples 1 2 4 | |
| =========== ============ ============= ============= | |
| 1000.0 31.8±0.2ms 16.4±0.06ms 14.4±0.09ms | |
| 10000.0 352±2ms 189±5ms 153±0.1ms | |
| =========== ============ ============= ============= | |
| [63.88%] ··· signal_filtering.Sosfilt.time_sosfilt_basic ok | |
| [63.88%] ··· =========== ============ ============ | |
| -- order | |
| ----------- ------------------------- | |
| n_samples 6 20 | |
| =========== ============ ============ | |
| 1000 47.2±0.2μs 91.2±0.1μs | |
| 1000000 15.1±0.4ms 58.9±0.6ms | |
| =========== ============ ============ | |
| [63.96%] ··· sparse.Arithmetic.time_arithmetic ok | |
| [63.96%] ··· ======== ==== ========== ============= | |
| format XY op | |
| -------- ---- ---------- ------------- | |
| csr AA __add__ 1.71±0.02ms | |
| csr AA __sub__ 1.52±0ms | |
| csr AA multiply 1.74±0.02ms | |
| csr AA __mul__ 7.30±0.2ms | |
| csr AB __add__ 4.66±0.03ms | |
| csr AB __sub__ 4.70±0.04ms | |
| csr AB multiply 4.94±0.1ms | |
| csr AB __mul__ 14.8±0.06ms | |
| csr BA __add__ 4.34±0.02ms | |
| csr BA __sub__ 4.30±0.04ms | |
| csr BA multiply 4.49±0.08ms | |
| csr BA __mul__ 15.8±0.03ms | |
| csr BB __add__ 4.98±0.1ms | |
| csr BB __sub__ 4.64±0.03ms | |
| csr BB multiply 5.02±0.03ms | |
| csr BB __mul__ 35.3±0.2ms | |
| csc AA __add__ 2.03±0.03ms | |
| csc AA __sub__ 1.87±0.02ms | |
| csc AA multiply 2.02±0.01ms | |
| csc AA __mul__ 7.60±0.05ms | |
| csc AB __add__ 4.41±0.07ms | |
| csc AB __sub__ 4.37±0.02ms | |
| csc AB multiply 4.56±0.09ms | |
| csc AB __mul__ 16.4±0.1ms | |
| csc BA __add__ 4.34±0.07ms | |
| csc BA __sub__ 4.45±0.08ms | |
| csc BA multiply 4.52±0.07ms | |
| csc BA __mul__ 14.6±0.2ms | |
| csc BB __add__ 4.99±0.1ms | |
| csc BB __sub__ 4.65±0.03ms | |
| csc BB multiply 4.94±0.08ms | |
| csc BB __mul__ 34.7±0.07ms | |
| coo AA __add__ 13.2±0.8ms | |
| coo AA __sub__ 12.2±0.4ms | |
| coo AA multiply 13.4±0.7ms | |
| coo AA __mul__ 19.4±0.2ms | |
| coo AB __add__ 10.1±0.06ms | |
| coo AB __sub__ 10.1±0.05ms | |
| coo AB multiply 10.4±0.07ms | |
| coo AB __mul__ 20.2±0.2ms | |
| coo BA __add__ 9.76±0.03ms | |
| coo BA __sub__ 9.72±0.05ms | |
| coo BA multiply 10.1±0.08ms | |
| coo BA __mul__ 21.2±0.1ms | |
| coo BB __add__ 4.98±0.02ms | |
| coo BB __sub__ 4.66±0.02ms | |
| coo BB multiply 4.95±0.04ms | |
| coo BB __mul__ 35.4±0.08ms | |
| dia AA __add__ 1.15±0.05ms | |
| dia AA __sub__ 24.2±1ms | |
| dia AA multiply 26.8±0.3ms | |
| dia AA __mul__ 32.7±1ms | |
| dia AB __add__ 13.5±0.1ms | |
| dia AB __sub__ 13.7±0.3ms | |
| dia AB multiply 13.8±0.2ms | |
| dia AB __mul__ 24.3±0.5ms | |
| dia BA __add__ 13.5±0.2ms | |
| dia BA __sub__ 13.4±0.5ms | |
| dia BA multiply 13.3±0.09ms | |
| dia BA __mul__ 25.2±0.2ms | |
| dia BB __add__ 4.95±0.1ms | |
| dia BB __sub__ 4.60±0.01ms | |
| dia BB multiply 4.90±0.04ms | |
| dia BB __mul__ 35.3±0.1ms | |
| ======== ==== ========== ============= | |
| [64.05%] ··· ...e.BlockDiagDenseConstruction.time_block_diag ok | |
| [64.05%] ··· ============== ============= | |
| num_matrices | |
| -------------- ------------- | |
| 1000 7.72±0.04ms | |
| 5000 39.6±0.1ms | |
| 10000 81.2±0.5ms | |
| 15000 121±0.9ms | |
| 20000 163±1ms | |
| ============== ============= | |
| [64.13%] ··· ....BlockDiagSparseConstruction.time_block_diag ok | |
| [64.13%] ··· ============== ============= | |
| num_matrices | |
| -------------- ------------- | |
| 100 1.10±0.03ms | |
| 500 5.52±0.04ms | |
| 1000 11.3±0.2ms | |
| 1500 17.2±0.3ms | |
| 2000 23.0±0.4ms | |
| ============== ============= | |
| [64.21%] ··· sparse.Construction.time_construction ok | |
| [64.21%] ··· ============ ============= ============ | |
| -- format | |
| ------------ -------------------------- | |
| matrix lil dok | |
| ============ ============= ============ | |
| Empty 2.61±0.02ms 6.99±0.1μs | |
| Identity 21.8±0.3ms 78.4±0.2ms | |
| Poisson5pt 99.3±0.9ms 395±1ms | |
| ============ ============= ============ | |
| [64.30%] ··· sparse.Conversion.time_conversion ok | |
| [64.30%] ··· ============= =========== ============= | |
| from_format to_format | |
| ------------- ----------- ------------- | |
| csr csr 239±2ns | |
| csr csc 212±0.8μs | |
| csr coo 171±0.7μs | |
| csr dia 3.83±0.07ms | |
| csr lil 14.4±0.04ms | |
| csr dok 16.7±0.1ms | |
| csr bsr 443±7μs | |
| csc csr 209±2μs | |
| csc csc 236±2ns | |
| csc coo 169±2μs | |
| csc dia 3.31±0.01ms | |
| csc lil 14.7±0.08ms | |
| csc dok 18.1±0.6ms | |
| csc bsr 658±2μs | |
| coo csr 860±10μs | |
| coo csc 894±1μs | |
| coo coo 239±0.9ns | |
| coo dia 1.27±0.02ms | |
| coo lil 15.5±0.3ms | |
| coo dok 15.9±0.2ms | |
| coo bsr 1.32±0.02ms | |
| dia csr 2.02±0.04ms | |
| dia csc 728±200μs | |
| dia coo 1.08±0.03ms | |
| dia dia 234±3ns | |
| dia lil 16.2±0.07ms | |
| dia dok 18.4±1ms | |
| dia bsr 2.50±0.03ms | |
| lil csr 730±8μs | |
| lil csc 1.02±0.2ms | |
| lil coo 861±6μs | |
| lil dia 5.21±0.09ms | |
| lil lil 241±1ns | |
| lil dok 19.6±0.1ms | |
| lil bsr 1.21±0.01ms | |
| dok csr 7.71±0.08ms | |
| dok csc 7.67±0.06ms | |
| dok coo 7.56±0.1ms | |
| dok dia 8.78±0.1ms | |
| dok lil 22.6±0.3ms | |
| dok dok 243±5ns | |
| dok bsr 8.27±0.07ms | |
| bsr csr 261±0.8μs | |
| bsr csc 465±4μs | |
| bsr coo 512±4μs | |
| bsr dia 4.37±0.1ms | |
| bsr lil 14.7±0.08ms | |
| bsr dok 18.8±0.3ms | |
| bsr bsr 515±4ns | |
| ============= =========== ============= | |
| [64.38%] ··· sparse.CsrHstack.time_csr_hstack ok | |
| [64.38%] ··· ========== ============ | |
| num_rows | |
| ---------- ------------ | |
| 10000 33.4±0.8ms | |
| 25000 111±20ms | |
| 50000 300±1ms | |
| 100000 591±7ms | |
| 250000 1.48±0.01s | |
| ========== ============ | |
| [64.46%] ··· sparse.Densify.time_toarray ok | |
| [64.46%] ··· ======== ============= ============= | |
| -- order | |
| -------- --------------------------- | |
| format C F | |
| ======== ============= ============= | |
| dia 11.0±0.5ms 10.7±0.3ms | |
| csr 352±0.8μs 503±3μs | |
| csc 483±5μs 360±0.7μs | |
| dok 2.06±0.03ms 2.02±0.03ms | |
| lil 2.85±0.02ms 2.88±0.01ms | |
| coo 359±1μs 350±0.8μs | |
| bsr 598±8μs 607±3μs | |
| ======== ============= ============= | |
| [64.55%] ··· sparse.Diagonal.time_diagonal ok | |
| [64.55%] ··· ========= ======== ============= | |
| density format | |
| --------- -------- ------------- | |
| 0.01 csr 22.6±0.1μs | |
| 0.01 csc 22.7±0.1μs | |
| 0.01 coo 32.9±0.4μs | |
| 0.01 lil 197±4μs | |
| 0.01 dok 1.72±0.02ms | |
| 0.01 dia 5.06±0.03μs | |
| 0.1 csr 114±0.8μs | |
| 0.1 csc 115±0.3μs | |
| 0.1 coo 143±5μs | |
| 0.1 lil 953±30μs | |
| 0.1 dok 16.3±0.1ms | |
| 0.1 dia 5.09±0.03μs | |
| 0.5 csr 529±4μs | |
| 0.5 csc 527±0.6μs | |
| 0.5 coo 753±10μs | |
| 0.5 lil 5.96±0.06ms | |
| 0.5 dok n/a | |
| 0.5 dia 5.10±0.06μs | |
| ========= ======== ============= | |
| [64.63%] ··· sparse.Getset.time_fancy_getitem ok | |
| [64.63%] ··· ======= ================== ======== ============= | |
| N sparsity pattern format | |
| ------- ------------------ -------- ------------- | |
| 1 different csr 14.4±0.04μs | |
| 1 different csc 14.7±0.07μs | |
| 1 different lil 1.67±0.03μs | |
| 1 different dok 7.71±0.03μs | |
| 1 same csr 14.6±0.05μs | |
| 1 same csc 14.7±0.09μs | |
| 1 same lil 1.65±0.02μs | |
| 1 same dok 7.63±0.03μs | |
| 10 different csr 28.9±0.1μs | |
| 10 different csc 29.3±0.4μs | |
| 10 different lil 37.6±0.4μs | |
| 10 different dok 43.6±0.2μs | |
| 10 same csr 28.8±0.1μs | |
| 10 same csc 29.4±0.3μs | |
| 10 same lil 37.8±0.4μs | |
| 10 same dok 42.8±0.2μs | |
| 100 different csr 29.5±0.3μs | |
| 100 different csc 29.6±0.3μs | |
| 100 different lil 39.5±0.4μs | |
| 100 different dok 81.1±0.3μs | |
| 100 same csr 29.5±0.4μs | |
| 100 same csc 29.4±0.2μs | |
| 100 same lil 39.0±0.2μs | |
| 100 same dok 82.7±0.4μs | |
| 1000 different csr 33.4±0.5μs | |
| 1000 different csc 33.2±0.2μs | |
| 1000 different lil 56.0±0.8μs | |
| 1000 different dok n/a | |
| 1000 same csr 33.0±0.2μs | |
| 1000 same csc 33.7±0.2μs | |
| 1000 same lil 55.6±0.1μs | |
| 1000 same dok n/a | |
| 10000 different csr 59.6±1μs | |
| 10000 different csc 58.6±0.3μs | |
| 10000 different lil 216±0.7μs | |
| 10000 different dok n/a | |
| 10000 same csr 59.0±0.7μs | |
| 10000 same csc 59.5±1μs | |
| 10000 same lil 216±0.4μs | |
| 10000 same dok n/a | |
| ======= ================== ======== ============= | |
| [64.72%] ··· sparse.Getset.track_fancy_setitem ok | |
| [64.72%] ··· ======= ================== ======== ======== | |
| N sparsity pattern format | |
| ------- ------------------ -------- -------- | |
| 1 different csr 227μs | |
| 1 different csc 227μs | |
| 1 different lil 2.42μs | |
| 1 different dok 15.2μs | |
| 1 same csr 50.7μs | |
| 1 same csc 50.9μs | |
| 1 same lil 1.81μs | |
| 1 same dok 13.6μs | |
| 10 different csr 352μs | |
| 10 different csc 354μs | |
| 10 different lil 56.6μs | |
| 10 different dok 58.8μs | |
| 10 same csr 73.3μs | |
| 10 same csc 72.9μs | |
| 10 same lil 38.6μs | |
| 10 same dok 53.9μs | |
| 100 different csr 1.18ms | |
| 100 different csc 1.17ms | |
| 100 different lil 63.2μs | |
| 100 different dok 88.0μs | |
| 100 same csr 75.2μs | |
| 100 same csc 74.8μs | |
| 100 same lil 45.0μs | |
| 100 same dok 86.5μs | |
| 1000 different csr 6.34ms | |
| 1000 different csc 6.29ms | |
| 1000 different lil 138μs | |
| 1000 different dok n/a | |
| 1000 same csr 102μs | |
| 1000 same csc 102μs | |
| 1000 same lil 119μs | |
| 1000 same dok n/a | |
| 10000 different csr 11.5ms | |
| 10000 different csc 11.7ms | |
| 10000 different lil 1.37ms | |
| 10000 different dok n/a | |
| 10000 same csr 447μs | |
| 10000 same csc 445μs | |
| 10000 same lil 1.22ms | |
| 10000 same dok n/a | |
| ======= ================== ======== ======== | |
| [64.80%] ··· sparse.Iteration.time_iteration ok | |
| [64.80%] ··· ========= ============= ============ ============ | |
| -- format | |
| --------- --------------------------------------- | |
| density csr csc lil | |
| ========= ============= ============ ============ | |
| 0.05 12.4±0.05ms 12.8±0.1ms 13.3±0.1ms | |
| 0.01 12.6±0.3ms 12.7±0.2ms 13.3±0.3ms | |
| ========= ============= ============ ============ | |
| [64.88%] ··· sparse.Matmul.time_large 7.61±0.02ms | |
| [64.97%] ··· sparse.Matvec.time_matvec ok | |
| [64.97%] ··· ============ ======== ============= | |
| matrix format | |
| ------------ -------- ------------- | |
| Identity dia 10.3±0.05μs | |
| Identity csr 17.4±0.03μs | |
| Identity csc 22.1±0.08μs | |
| Identity dok n/a | |
| Identity lil n/a | |
| Identity coo 15.1±0.1μs | |
| Identity bsr 17.7±0.04μs | |
| Poisson5pt dia 455±2μs | |
| Poisson5pt csr 426±1μs | |
| Poisson5pt csc 692±6μs | |
| Poisson5pt dok 200±0.5ms | |
| Poisson5pt lil 15.4±0.5ms | |
| Poisson5pt coo 625±6μs | |
| Poisson5pt bsr 425±3μs | |
| Block2x2 dia n/a | |
| Block2x2 csr 384±1μs | |
| Block2x2 csc n/a | |
| Block2x2 dok n/a | |
| Block2x2 lil n/a | |
| Block2x2 coo n/a | |
| Block2x2 bsr 888±7μs | |
| Block3x3 dia n/a | |
| Block3x3 csr 390±0.5μs | |
| Block3x3 csc n/a | |
| Block3x3 dok n/a | |
| Block3x3 lil n/a | |
| Block3x3 coo n/a | |
| Block3x3 bsr 589±2μs | |
| ============ ======== ============= | |
| [65.05%] ··· sparse.Matvecs.time_matvecs ok | |
| [65.05%] ··· ======== ============= | |
| format | |
| -------- ------------- | |
| dia 23.7±1ms | |
| coo 9.97±0.2ms | |
| csr 2.54±0.02ms | |
| csc 3.08±0.2ms | |
| bsr 2.65±0.1ms | |
| ======== ============= | |
| [65.13%] ··· sparse.Random.time_rand ok | |
| [65.13%] ··· ===================== ============ | |
| density | |
| --------------------- ------------ | |
| 0.0 17.4±0.2ms | |
| 0.1 24.1±0.7ms | |
| 0.2 31.7±0.8ms | |
| 0.30000000000000004 44.5±0.6ms | |
| 0.4 55.6±0.7ms | |
| 0.5 65.7±1ms | |
| 0.6000000000000001 72.7±0.4ms | |
| 0.7000000000000001 81.8±0.8ms | |
| 0.8 92.4±0.2ms | |
| 0.9 102±2ms | |
| 1.0 113±0.9ms | |
| ===================== ============ | |
| [65.22%] ··· sparse.Sort.time_sort ok | |
| [65.22%] ··· ========= ============= | |
| matrix | |
| --------- ------------- | |
| Rand10 400±5ns | |
| Rand25 461±7ns | |
| Rand50 599±7ns | |
| Rand100 937±3ns | |
| Rand200 1.66±0.01μs | |
| ========= ============= | |
| [65.30%] ··· sparse.Sum.time_sum ok | |
| [65.30%] ··· ========= ======== ============= | |
| density format | |
| --------- -------- ------------- | |
| 0.01 csr 38.2±0.4μs | |
| 0.01 csc 45.8±0.4μs | |
| 0.01 coo 34.7±0.09μs | |
| 0.01 lil 250±7μs | |
| 0.01 dok 4.48±0.04ms | |
| 0.01 dia 634±20μs | |
| 0.1 csr 164±1μs | |
| 0.1 csc 186±3μs | |
| 0.1 coo 138±0.4μs | |
| 0.1 lil 1.04±0.04ms | |
| 0.1 dok 44.1±0.4ms | |
| 0.1 dia 628±7μs | |
| 0.5 csr 727±3μs | |
| 0.5 csc 753±0.9μs | |
| 0.5 coo 551±7μs | |
| 0.5 lil 6.56±0.1ms | |
| 0.5 dok n/a | |
| 0.5 dia 654±20μs | |
| ========= ======== ============= | |
| [65.38%] ··· sparse.Sum.time_sum_axis0 ok | |
| [65.38%] ··· ========= ======== ============= | |
| density format | |
| --------- -------- ------------- | |
| 0.01 csr 93.3±2μs | |
| 0.01 csc 54.1±0.4μs | |
| 0.01 coo 104±1μs | |
| 0.01 lil 2.37±0.02ms | |
| 0.01 dok 6.33±0.02ms | |
| 0.01 dia 9.22±0.4ms | |
| 0.1 csr 243±1μs | |
| 0.1 csc 87.7±1μs | |
| 0.1 coo 268±1μs | |
| 0.1 lil 9.20±0.5ms | |
| 0.1 dok 69.6±0.7ms | |
| 0.1 dia 10.6±0.5ms | |
| 0.5 csr 824±3μs | |
| 0.5 csc 237±0.8μs | |
| 0.5 coo 993±20μs | |
| 0.5 lil 55.5±0.5ms | |
| 0.5 dok n/a | |
| 0.5 dia 11.7±0.6ms | |
| ========= ======== ============= | |
| [65.47%] ··· sparse.Sum.time_sum_axis1 ok | |
| [65.47%] ··· ========= ======== ============= | |
| density format | |
| --------- -------- ------------- | |
| 0.01 csr 55.5±0.3μs | |
| 0.01 csc 47.6±0.1μs | |
| 0.01 coo 36.9±0.5μs | |
| 0.01 lil 252±6μs | |
| 0.01 dok 4.54±0.06ms | |
| 0.01 dia 618±8μs | |
| 0.1 csr 88.9±2μs | |
| 0.1 csc 189±2μs | |
| 0.1 coo 144±2μs | |
| 0.1 lil 1.07±0.02ms | |
| 0.1 dok 44.0±0.4ms | |
| 0.1 dia 640±8μs | |
| 0.5 csr 238±1μs | |
| 0.5 csc 759±10μs | |
| 0.5 coo 561±10μs | |
| 0.5 lil 6.60±0.1ms | |
| 0.5 dok n/a | |
| 0.5 dia 649±10μs | |
| ========= ======== ============= | |
| [65.55%] ··· sparse_csgraph.Laplacian.time_laplacian ok | |
| [65.55%] ··· ===== ======== ============= ============= | |
| -- normed | |
| -------------- --------------------------- | |
| n format True False | |
| ===== ======== ============= ============= | |
| 30 dense 26.7±0.4μs 10.8±0.3μs | |
| 30 coo 220±4μs 193±4μs | |
| 30 csc 149±1μs 128±0.9μs | |
| 30 csr 211±3μs 180±4μs | |
| 30 dia 216±3μs 106±0.7μs | |
| 300 dense 301±3μs 101±2μs | |
| 300 coo 276±0.5μs 218±1μs | |
| 300 csc 222±0.4μs 170±5μs | |
| 300 csr 270±5μs 221±5μs | |
| 300 dia 371±0.8μs 133±2μs | |
| 900 dense 2.63±0.02ms 1.08±0.02ms | |
| 900 coo 364±7μs 266±1μs | |
| 900 csc 348±1μs 252±6μs | |
| 900 csr 389±7μs 308±1μs | |
| 900 dia 725±1μs 200±3μs | |
| ===== ======== ============= ============= | |
| [65.64%] ··· ...sgraph_dijkstra.Dijkstra.time_dijkstra_multi ok | |
| [65.64%] ··· ===== ========== ============= ============= | |
| -- format | |
| ---------------- --------------------------- | |
| n min_only random star | |
| ===== ========== ============= ============= | |
| 30 True 186±0.3μs 153±1μs | |
| 30 False 208±4μs 159±3μs | |
| 300 True 524±2μs 181±5μs | |
| 300 False 7.47±0.04ms 806±8μs | |
| 900 True 3.08±0.07ms 234±3μs | |
| 900 False 182±0.8ms 5.70±0.06ms | |
| ===== ========== ============= ============= | |
| [65.72%] ··· ...titeMatching.time_maximum_bipartite_matching ok | |
| [65.72%] ··· ======= ========== ============= ============= | |
| -- density | |
| ------- -------------------------------------- | |
| n 0.0001 0.0005 0.001 | |
| ======= ========== ============= ============= | |
| 5000 326±2μs 3.24±0ms 3.50±0.01ms | |
| 7500 780±3μs 10.2±0.02ms 5.18±0.01ms | |
| 10000 1.57±0ms 7.58±0ms 8.95±0.03ms | |
| ======= ========== ============= ============= | |
| [65.80%] ··· ...nWeightFullBipartiteMatching.time_evaluation ok | |
| [65.80%] ··· ============ ======================== ============= | |
| shapes input_type | |
| ------------ ------------------------ ------------- | |
| (100, 100) random_uniform 406±7μs | |
| (100, 100) random_uniform_sparse 182±0.8μs | |
| (100, 100) random_uniform_integer 296±5μs | |
| (100, 100) random_geometric 2.90±0.01ms | |
| (100, 100) random_two_cost 308±5μs | |
| (100, 100) machol_wien 135±0.5μs | |
| (200, 200) random_uniform 1.66±0.02ms | |
| (200, 200) random_uniform_sparse 384±5μs | |
| (200, 200) random_uniform_integer 868±9μs | |
| (200, 200) random_geometric 7.55±0.01ms | |
| (200, 200) random_two_cost 904±10μs | |
| (200, 200) machol_wien 295±0.8μs | |
| (300, 300) random_uniform 4.84±0.04ms | |
| (300, 300) random_uniform_sparse 582±8μs | |
| (300, 300) random_uniform_integer 2.17±0.02ms | |
| (300, 300) random_geometric 16.5±0.09ms | |
| (300, 300) random_two_cost 1.85±0.01ms | |
| (300, 300) machol_wien 745±8μs | |
| (400, 400) random_uniform 12.3±0.02ms | |
| (400, 400) random_uniform_sparse 1.51±0.02ms | |
| (400, 400) random_uniform_integer 3.49±0.02ms | |
| (400, 400) random_geometric 36.0±0.2ms | |
| (400, 400) random_two_cost 3.16±0.01ms | |
| (400, 400) machol_wien 1.50±0.02ms | |
| (100, 200) random_uniform 370±2μs | |
| (100, 200) random_uniform_sparse 186±3μs | |
| (100, 200) random_uniform_integer 369±4μs | |
| (100, 200) random_geometric 331±6μs | |
| (100, 200) random_two_cost 424±7μs | |
| (100, 200) machol_wien 160±2μs | |
| (200, 400) random_uniform 1.11±0.02ms | |
| (200, 400) random_uniform_sparse 339±0.4μs | |
| (200, 400) random_uniform_integer 1.12±0.02ms | |
| (200, 400) random_geometric 1.20±0.01ms | |
| (200, 400) random_two_cost 1.33±0.01ms | |
| (200, 400) machol_wien 458±2μs | |
| (300, 600) random_uniform 2.25±0.02ms | |
| (300, 600) random_uniform_sparse 806±9μs | |
| (300, 600) random_uniform_integer 2.20±0.01ms | |
| (300, 600) random_geometric 2.36±0.02ms | |
| (300, 600) random_two_cost 2.80±0.01ms | |
| (300, 600) machol_wien 1.22±0ms | |
| (400, 800) random_uniform 4.36±0.03ms | |
| (400, 800) random_uniform_sparse 1.22±0.01ms | |
| (400, 800) random_uniform_integer 3.55±0.06ms | |
| (400, 800) random_geometric 3.79±0.03ms | |
| (400, 800) random_two_cost 4.94±0.04ms | |
| (400, 800) machol_wien 2.64±0.03ms | |
| ============ ======================== ============= | |
| [65.89%] ··· ...sgraph_maxflow.MaximumFlow.time_maximum_flow ok | |
| [65.89%] ··· ====== ============= ============= ============= | |
| -- density | |
| ------ ----------------------------------------- | |
| n 0.1 0.3 0.5 | |
| ====== ============= ============= ============= | |
| 200 949±4μs 1.84±0.01ms 2.56±0.03ms | |
| 500 3.09±0.01ms 7.27±0.2ms 13.0±0.3ms | |
| 1500 29.3±0.2ms 89.6±0.4ms 151±2ms | |
| ====== ============= ============= ============= | |
| [65.97%] ··· sparse_linalg_expm.Expm.time_expm ok | |
| [65.97%] ··· ===== ============= ============= | |
| -- format | |
| ----- --------------------------- | |
| n sparse dense | |
| ===== ============= ============= | |
| 30 9.16±0.06ms 65.6±0.5μs | |
| 100 33.5±0.7ms 777±20μs | |
| 300 263±2ms 12.9±0.06ms | |
| ===== ============= ============= | |
| [66.05%] ··· ..._linalg_expm.ExpmMultiply.time_expm_multiply 8.74±0.02ms | |
| [66.14%] ··· sparse_linalg_lobpcg.Bench.time_mikota ok | |
| [66.14%] ··· ====== ============ ============= | |
| -- solver | |
| ------ -------------------------- | |
| n lobpcg eigh | |
| ====== ============ ============= | |
| 128 28.7±0.2ms 1.28±0.01ms | |
| 256 40.9±0.2ms 4.39±0.04ms | |
| 512 86.9±0.9ms n/a | |
| 1024 273±10ms n/a | |
| 2048 1.22±0.03s n/a | |
| ====== ============ ============= | |
| [66.22%] ··· sparse_linalg_lobpcg.Bench.time_sakurai ok | |
| [66.22%] ··· ===== ========= ============ | |
| -- solver | |
| ----- ---------------------- | |
| n lobpcg eigh | |
| ===== ========= ============ | |
| 50 406±9ms 233±0.4μs | |
| 400 450±5ms 11.1±0.5ms | |
| ===== ========= ============ | |
| [66.30%] ··· ...enormest.BenchmarkOneNormEst.time_onenormest ok | |
| [66.30%] ··· =========== ============= ============= | |
| -- solver | |
| ----------- --------------------------- | |
| n exact onenormest | |
| =========== ============= ============= | |
| 2 720±10μs 1.70±0.01ms | |
| 3 726±10μs 27.7±0.5ms | |
| 5 731±10μs 28.4±0.9ms | |
| 10 762±30μs 26.4±1ms | |
| 30 1.01±0.07ms 27.6±2ms | |
| 100 5.27±0.3ms 31.3±0.9ms | |
| 300 n/a 72.1±1ms | |
| 500 n/a 165±2ms | |
| 1000 n/a 697±20ms | |
| 10000.0 n/a 2.02±0.02ms | |
| 100000.0 n/a 26.8±0.09ms | |
| 1000000.0 n/a 287±8ms | |
| =========== ============= ============= | |
| [66.39%] ··· sparse_linalg_solve.Bench.time_solve ok | |
| [66.39%] ··· ======= ========= ============= | |
| (n,n) solver | |
| ------- --------- ------------- | |
| 4 dense 29.2±0.5μs | |
| 4 spsolve 41.9±0.6μs | |
| 4 cg 107±0.5μs | |
| 4 minres 181±1μs | |
| 4 gmres 271±3μs | |
| 4 lgmres 340±10μs | |
| 4 gcrotmk 322±7μs | |
| 4 tfqmr 196±1μs | |
| 6 dense 47.4±2μs | |
| 6 spsolve 62.1±0.1μs | |
| 6 cg 177±2μs | |
| 6 minres 322±4μs | |
| 6 gmres 539±7μs | |
| 6 lgmres 468±6μs | |
| 6 gcrotmk 449±10μs | |
| 6 tfqmr 384±3μs | |
| 10 dense 168±2μs | |
| 10 spsolve 189±0.2μs | |
| 10 cg 362±3μs | |
| 10 minres 603±1μs | |
| 10 gmres 1.74±0.01ms | |
| 10 lgmres 858±5μs | |
| 10 gcrotmk 863±20μs | |
| 10 tfqmr 802±4μs | |
| 16 dense 1.07±0.01ms | |
| 16 spsolve 526±2μs | |
| 16 cg 597±7μs | |
| 16 minres 904±10μs | |
| 16 gmres 3.40±0.06ms | |
| 16 lgmres 1.42±0.01ms | |
| 16 gcrotmk 1.41±0.03ms | |
| 16 tfqmr 1.45±0.01ms | |
| 25 dense n/a | |
| 25 spsolve 1.57±0.01ms | |
| 25 cg 1.04±0.02ms | |
| 25 minres 1.37±0.03ms | |
| 25 gmres 9.83±0.1ms | |
| 25 lgmres 2.81±0.1ms | |
| 25 gcrotmk 2.57±0.1ms | |
| 25 tfqmr 2.70±0.04ms | |
| 40 dense n/a | |
| 40 spsolve 4.15±0.1ms | |
| 40 cg 1.98±0.09ms | |
| 40 minres 2.49±0.1ms | |
| 40 gmres 39.0±0.3ms | |
| 40 lgmres 8.54±0.07ms | |
| 40 gcrotmk 6.80±0.1ms | |
| 40 tfqmr 5.14±0.2ms | |
| 64 dense n/a | |
| 64 spsolve 12.0±0.6ms | |
| 64 cg 4.71±0.1ms | |
| 64 minres 4.13±0.1ms | |
| 64 gmres 115±3ms | |
| 64 lgmres 23.0±0.4ms | |
| 64 gcrotmk 20.2±0.3ms | |
| 64 tfqmr 14.5±2ms | |
| 100 dense n/a | |
| 100 spsolve 33.1±1ms | |
| 100 cg 14.3±0.4ms | |
| 100 minres 9.09±0.4ms | |
| 100 gmres 397±10ms | |
| 100 lgmres 52.6±2ms | |
| 100 gcrotmk 50.0±2ms | |
| 100 tfqmr 39.8±0.4ms | |
| ======= ========= ============= | |
| [66.47%] ··· sparse_linalg_solve.Lgmres.time_inner ok | |
| [66.47%] ··· ======= ===== ============ | |
| n m | |
| ------- ----- ------------ | |
| 10 10 275±2μs | |
| 10 30 270±7μs | |
| 10 60 270±7μs | |
| 10 90 269±5μs | |
| 10 180 270±7μs | |
| 50 10 363±9μs | |
| 50 30 355±0.5μs | |
| 50 60 364±9μs | |
| 50 90 361±7μs | |
| 50 180 355±2μs | |
| 100 10 638±20μs | |
| 100 30 739±30μs | |
| 100 60 746±20μs | |
| 100 90 735±2μs | |
| 100 180 758±10μs | |
| 1000 10 854±20μs | |
| 1000 30 2.63±0.1ms | |
| 1000 60 6.19±0.2ms | |
| 1000 90 11.8±0.6ms | |
| 1000 180 41.3±0.3ms | |
| 10000 10 17.2±0.1ms | |
| 10000 30 48.0±1ms | |
| 10000 60 99.5±3ms | |
| 10000 90 161±6ms | |
| 10000 180 401±20ms | |
| ======= ===== ============ | |
| [66.56%] ··· sparse_linalg_svds.BenchSVDS.time_svds 10/30 failed | |
| [66.56%] ··· ==== ========== ============= ============ ========= | |
| -- solver | |
| --------------- ------------------------------------ | |
| k problem arpack lobpcg propack | |
| ==== ========== ============= ============ ========= | |
| 25 abb313 6.06±0.2ms 26.9±0.6ms failed | |
| 25 illc1033 25.0±0.4ms 39.3±1ms failed | |
| 25 illc1850 30.0±2ms 59.2±1ms failed | |
| 25 qh1484 10.7±0.3ms 34.4±0.5ms failed | |
| 25 rbs480a 19.1±0.2ms 76.6±1ms failed | |
| 25 tols4000 83.1±3ms 201±7ms failed | |
| 25 well1033 9.31±0.5ms 35.5±0.4ms failed | |
| 25 well1850 20.3±0.4ms 61.7±1ms failed | |
| 25 west0479 6.25±0.03ms 40.1±0.7ms failed | |
| 25 west2021 14.8±0.1ms 99.8±3ms failed | |
| ==== ========== ============= ============ ========= | |
| [66.64%] ··· ...rix_power.BenchMatrixPower.time_matrix_power ok | |
| [66.64%] ··· === ============== ============== | |
| -- N / density | |
| --- ----------------------------- | |
| x 1000 / 1e-06 1000 / 0.001 | |
| === ============== ============== | |
| 0 63.0±0.3μs 62.2±0.7μs | |
| 1 29.4±0.3μs 29.7±0.2μs | |
| 2 113±0.6μs 153±0.4μs | |
| 3 193±0.5μs 290±2μs | |
| 8 272±2μs 415±3μs | |
| 9 358±1μs 541±4μs | |
| === ============== ============== | |
| [66.72%] ··· spatial.Build.time_build ok | |
| [66.72%] ··· =================== ============= ============= | |
| -- class | |
| ------------------- --------------------------- | |
| (m, n, r) KDTree cKDTree | |
| =================== ============= ============= | |
| (3, 10000, 1000) 2.83±0.02ms 2.81±0ms | |
| (8, 10000, 1000) 3.10±0.02ms 3.11±0.01ms | |
| (16, 10000, 1000) 3.69±0.02ms 3.68±0.04ms | |
| =================== ============= ============= | |
| [66.81%] ··· spatial.BuildUnbalanced.time_build ok | |
| [66.81%] ··· =================== ========== ============= ============= | |
| -- order | |
| ------------------------------ --------------------------- | |
| (m, n, r) balanced random sorted | |
| =================== ========== ============= ============= | |
| (3, 10000, 1000) True 2.83±0ms 1.50±0.02ms | |
| (3, 10000, 1000) False 1.88±0ms 1.29±0ms | |
| (8, 10000, 1000) True 3.15±0.01ms 1.75±0.04ms | |
| (8, 10000, 1000) False 2.10±0.02ms 1.51±0ms | |
| (16, 10000, 1000) True 3.76±0.03ms 2.16±0.01ms | |
| (16, 10000, 1000) False 2.60±0.01ms 1.89±0.02ms | |
| =================== ========== ============= ============= | |
| [66.89%] ··· spatial.CNeighbors.time_count_neighbors_deep ok | |
| [66.89%] ··· ================== ====== ============= | |
| (m, n1, n2) Nr | |
| ------------------ ------ ------------- | |
| (2, 1000, 1000) 2 14.1±0.05ms | |
| (2, 1000, 1000) 10 49.0±0.3ms | |
| (2, 1000, 1000) 100 85.1±0.6ms | |
| (2, 1000, 1000) 400 122±0.9ms | |
| (2, 1000, 1000) 1000 186±2ms | |
| (8, 1000, 1000) 2 144±0.8ms | |
| (8, 1000, 1000) 10 163±0.6ms | |
| (8, 1000, 1000) 100 225±1ms | |
| (8, 1000, 1000) 400 388±2ms | |
| (8, 1000, 1000) 1000 700±5ms | |
| (16, 1000, 1000) 2 265±1ms | |
| (16, 1000, 1000) 10 282±0.5ms | |
| (16, 1000, 1000) 100 355±1ms | |
| (16, 1000, 1000) 400 559±4ms | |
| (16, 1000, 1000) 1000 952±9ms | |
| ================== ====== ============= | |
| [66.97%] ··· spatial.CNeighbors.time_count_neighbors_shallow ok | |
| [66.97%] ··· ================== ====== ============= | |
| (m, n1, n2) Nr | |
| ------------------ ------ ------------- | |
| (2, 1000, 1000) 2 4.08±0.02ms | |
| (2, 1000, 1000) 10 11.7±0.09ms | |
| (2, 1000, 1000) 100 35.2±0.2ms | |
| (2, 1000, 1000) 400 103±0.9ms | |
| (2, 1000, 1000) 1000 240±2ms | |
| (8, 1000, 1000) 2 9.44±0.05ms | |
| (8, 1000, 1000) 10 18.1±0.05ms | |
| (8, 1000, 1000) 100 116±0.5ms | |
| (8, 1000, 1000) 400 422±2ms | |
| (8, 1000, 1000) 1000 1.04±0s | |
| (16, 1000, 1000) 2 13.6±0.04ms | |
| (16, 1000, 1000) 10 21.4±0.03ms | |
| (16, 1000, 1000) 100 113±0.2ms | |
| (16, 1000, 1000) 400 388±1ms | |
| (16, 1000, 1000) 1000 944±3ms | |
| ================== ====== ============= | |
| [67.06%] ··· spatial.ConvexHullBench.time_convex_hull ok | |
| [67.06%] ··· ============ ============= =========== | |
| -- incremental | |
| ------------ ------------------------- | |
| num_points True False | |
| ============ ============= =========== | |
| 10 131±0.3μs 125±0.8μs | |
| 100 240±7μs 230±6μs | |
| 1000 717±6μs 709±2μs | |
| 5000 1.96±0.02ms 1.96±0ms | |
| ============ ============= =========== | |
| [67.14%] ··· ....GeometricSlerpBench.time_geometric_slerp_3d ok | |
| [67.14%] ··· ============ =========== | |
| num_points | |
| ------------ ----------- | |
| 10 252±0.4μs | |
| 1000 314±10μs | |
| 10000 914±10μs | |
| ============ =========== | |
| [67.22%] ··· spatial.Hausdorff.time_directed_hausdorff ok | |
| [67.22%] ··· ============ ========= | |
| num_points | |
| ------------ --------- | |
| 10 175±2μs | |
| 100 193±2μs | |
| 1000 595±7μs | |
| ============ ========= | |
| [67.31%] ··· spatial.Neighbors.time_count_neighbors ok | |
| [67.31%] ··· ================== ===== ============== ========= ========== ================== ============= | |
| (m, n1, n2) p probe radius boxsize leafsize cls | |
| ------------------ ----- -------------- --------- ---------- ------------------ ------------- | |
| (3, 1000, 1000) 1 0.2 None 8 cKDTree n/a | |
| (3, 1000, 1000) 1 0.2 None 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.2 None 128 cKDTree n/a | |
| (3, 1000, 1000) 1 0.2 None 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.2 0.0 8 cKDTree n/a | |
| (3, 1000, 1000) 1 0.2 0.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.2 0.0 128 cKDTree n/a | |
| (3, 1000, 1000) 1 0.2 0.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.2 1.0 8 cKDTree n/a | |
| (3, 1000, 1000) 1 0.2 1.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.2 1.0 128 cKDTree n/a | |
| (3, 1000, 1000) 1 0.2 1.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.5 None 8 cKDTree 5.50±0.03ms | |
| (3, 1000, 1000) 1 0.5 None 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.5 None 128 cKDTree 7.42±0.02ms | |
| (3, 1000, 1000) 1 0.5 None 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.5 0.0 8 cKDTree n/a | |
| (3, 1000, 1000) 1 0.5 0.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.5 0.0 128 cKDTree n/a | |
| (3, 1000, 1000) 1 0.5 0.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.5 1.0 8 cKDTree n/a | |
| (3, 1000, 1000) 1 0.5 1.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.5 1.0 128 cKDTree n/a | |
| (3, 1000, 1000) 1 0.5 1.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.2 None 8 cKDTree n/a | |
| (3, 1000, 1000) 2 0.2 None 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.2 None 128 cKDTree n/a | |
| (3, 1000, 1000) 2 0.2 None 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.2 0.0 8 cKDTree n/a | |
| (3, 1000, 1000) 2 0.2 0.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.2 0.0 128 cKDTree n/a | |
| (3, 1000, 1000) 2 0.2 0.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.2 1.0 8 cKDTree n/a | |
| (3, 1000, 1000) 2 0.2 1.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.2 1.0 128 cKDTree n/a | |
| (3, 1000, 1000) 2 0.2 1.0 128 cKDTree_weighted 13.2±0.06ms | |
| (3, 1000, 1000) 2 0.5 None 8 cKDTree 8.02±0.03ms | |
| (3, 1000, 1000) 2 0.5 None 8 cKDTree_weighted 7.29±0.02ms | |
| (3, 1000, 1000) 2 0.5 None 128 cKDTree n/a | |
| (3, 1000, 1000) 2 0.5 None 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.5 0.0 8 cKDTree 11.2±0.05ms | |
| (3, 1000, 1000) 2 0.5 0.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.5 0.0 128 cKDTree n/a | |
| (3, 1000, 1000) 2 0.5 0.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.5 1.0 8 cKDTree n/a | |
| (3, 1000, 1000) 2 0.5 1.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.5 1.0 128 cKDTree n/a | |
| (3, 1000, 1000) 2 0.5 1.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.2 None 8 cKDTree n/a | |
| (3, 1000, 1000) inf 0.2 None 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.2 None 128 cKDTree n/a | |
| (3, 1000, 1000) inf 0.2 None 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.2 0.0 8 cKDTree n/a | |
| (3, 1000, 1000) inf 0.2 0.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.2 0.0 128 cKDTree n/a | |
| (3, 1000, 1000) inf 0.2 0.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.2 1.0 8 cKDTree n/a | |
| (3, 1000, 1000) inf 0.2 1.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.2 1.0 128 cKDTree n/a | |
| (3, 1000, 1000) inf 0.2 1.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.5 None 8 cKDTree n/a | |
| (3, 1000, 1000) inf 0.5 None 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.5 None 128 cKDTree n/a | |
| (3, 1000, 1000) inf 0.5 None 128 cKDTree_weighted 13.1±0.07ms | |
| (3, 1000, 1000) inf 0.5 0.0 8 cKDTree n/a | |
| (3, 1000, 1000) inf 0.5 0.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.5 0.0 128 cKDTree n/a | |
| (3, 1000, 1000) inf 0.5 0.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.5 1.0 8 cKDTree n/a | |
| (3, 1000, 1000) inf 0.5 1.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.5 1.0 128 cKDTree n/a | |
| (3, 1000, 1000) inf 0.5 1.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.2 None 8 cKDTree n/a | |
| (8, 1000, 1000) 1 0.2 None 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.2 None 128 cKDTree n/a | |
| (8, 1000, 1000) 1 0.2 None 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.2 0.0 8 cKDTree n/a | |
| (8, 1000, 1000) 1 0.2 0.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.2 0.0 128 cKDTree n/a | |
| (8, 1000, 1000) 1 0.2 0.0 128 cKDTree_weighted 40.1±0.4ms | |
| (8, 1000, 1000) 1 0.2 1.0 8 cKDTree n/a | |
| (8, 1000, 1000) 1 0.2 1.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.2 1.0 128 cKDTree n/a | |
| (8, 1000, 1000) 1 0.2 1.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.5 None 8 cKDTree n/a | |
| (8, 1000, 1000) 1 0.5 None 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.5 None 128 cKDTree n/a | |
| (8, 1000, 1000) 1 0.5 None 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.5 0.0 8 cKDTree n/a | |
| (8, 1000, 1000) 1 0.5 0.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.5 0.0 128 cKDTree n/a | |
| (8, 1000, 1000) 1 0.5 0.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.5 1.0 8 cKDTree n/a | |
| (8, 1000, 1000) 1 0.5 1.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.5 1.0 128 cKDTree n/a | |
| (8, 1000, 1000) 1 0.5 1.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.2 None 8 cKDTree n/a | |
| (8, 1000, 1000) 2 0.2 None 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.2 None 128 cKDTree n/a | |
| (8, 1000, 1000) 2 0.2 None 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.2 0.0 8 cKDTree n/a | |
| (8, 1000, 1000) 2 0.2 0.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.2 0.0 128 cKDTree n/a | |
| (8, 1000, 1000) 2 0.2 0.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.2 1.0 8 cKDTree n/a | |
| (8, 1000, 1000) 2 0.2 1.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.2 1.0 128 cKDTree n/a | |
| (8, 1000, 1000) 2 0.2 1.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.5 None 8 cKDTree n/a | |
| (8, 1000, 1000) 2 0.5 None 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.5 None 128 cKDTree n/a | |
| (8, 1000, 1000) 2 0.5 None 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.5 0.0 8 cKDTree n/a | |
| (8, 1000, 1000) 2 0.5 0.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.5 0.0 128 cKDTree n/a | |
| (8, 1000, 1000) 2 0.5 0.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.5 1.0 8 cKDTree n/a | |
| (8, 1000, 1000) 2 0.5 1.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.5 1.0 128 cKDTree n/a | |
| (8, 1000, 1000) 2 0.5 1.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.2 None 8 cKDTree n/a | |
| (8, 1000, 1000) inf 0.2 None 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.2 None 128 cKDTree n/a | |
| (8, 1000, 1000) inf 0.2 None 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.2 0.0 8 cKDTree n/a | |
| (8, 1000, 1000) inf 0.2 0.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.2 0.0 128 cKDTree n/a | |
| (8, 1000, 1000) inf 0.2 0.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.2 1.0 8 cKDTree n/a | |
| (8, 1000, 1000) inf 0.2 1.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.2 1.0 128 cKDTree n/a | |
| (8, 1000, 1000) inf 0.2 1.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.5 None 8 cKDTree 38.4±0.03ms | |
| (8, 1000, 1000) inf 0.5 None 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.5 None 128 cKDTree n/a | |
| (8, 1000, 1000) inf 0.5 None 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.5 0.0 8 cKDTree n/a | |
| (8, 1000, 1000) inf 0.5 0.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.5 0.0 128 cKDTree n/a | |
| (8, 1000, 1000) inf 0.5 0.0 128 cKDTree_weighted 65.4±0.4ms | |
| (8, 1000, 1000) inf 0.5 1.0 8 cKDTree n/a | |
| (8, 1000, 1000) inf 0.5 1.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.5 1.0 128 cKDTree n/a | |
| (8, 1000, 1000) inf 0.5 1.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.2 None 8 cKDTree n/a | |
| (16, 1000, 1000) 1 0.2 None 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.2 None 128 cKDTree n/a | |
| (16, 1000, 1000) 1 0.2 None 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.2 0.0 8 cKDTree n/a | |
| (16, 1000, 1000) 1 0.2 0.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.2 0.0 128 cKDTree n/a | |
| (16, 1000, 1000) 1 0.2 0.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.2 1.0 8 cKDTree n/a | |
| (16, 1000, 1000) 1 0.2 1.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.2 1.0 128 cKDTree n/a | |
| (16, 1000, 1000) 1 0.2 1.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.5 None 8 cKDTree 25.1±0.1ms | |
| (16, 1000, 1000) 1 0.5 None 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.5 None 128 cKDTree n/a | |
| (16, 1000, 1000) 1 0.5 None 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.5 0.0 8 cKDTree n/a | |
| (16, 1000, 1000) 1 0.5 0.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.5 0.0 128 cKDTree n/a | |
| (16, 1000, 1000) 1 0.5 0.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.5 1.0 8 cKDTree n/a | |
| (16, 1000, 1000) 1 0.5 1.0 8 cKDTree_weighted 85.9±0.2ms | |
| (16, 1000, 1000) 1 0.5 1.0 128 cKDTree n/a | |
| (16, 1000, 1000) 1 0.5 1.0 128 cKDTree_weighted 82.1±0.1ms | |
| (16, 1000, 1000) 2 0.2 None 8 cKDTree 12.9±0.1ms | |
| (16, 1000, 1000) 2 0.2 None 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.2 None 128 cKDTree n/a | |
| (16, 1000, 1000) 2 0.2 None 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.2 0.0 8 cKDTree n/a | |
| (16, 1000, 1000) 2 0.2 0.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.2 0.0 128 cKDTree n/a | |
| (16, 1000, 1000) 2 0.2 0.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.2 1.0 8 cKDTree n/a | |
| (16, 1000, 1000) 2 0.2 1.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.2 1.0 128 cKDTree n/a | |
| (16, 1000, 1000) 2 0.2 1.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.5 None 8 cKDTree 13.3±0.02ms | |
| (16, 1000, 1000) 2 0.5 None 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.5 None 128 cKDTree 9.61±0.03ms | |
| (16, 1000, 1000) 2 0.5 None 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.5 0.0 8 cKDTree n/a | |
| (16, 1000, 1000) 2 0.5 0.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.5 0.0 128 cKDTree n/a | |
| (16, 1000, 1000) 2 0.5 0.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.5 1.0 8 cKDTree n/a | |
| (16, 1000, 1000) 2 0.5 1.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.5 1.0 128 cKDTree n/a | |
| (16, 1000, 1000) 2 0.5 1.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.2 None 8 cKDTree n/a | |
| (16, 1000, 1000) inf 0.2 None 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.2 None 128 cKDTree n/a | |
| (16, 1000, 1000) inf 0.2 None 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.2 0.0 8 cKDTree n/a | |
| (16, 1000, 1000) inf 0.2 0.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.2 0.0 128 cKDTree n/a | |
| (16, 1000, 1000) inf 0.2 0.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.2 1.0 8 cKDTree n/a | |
| (16, 1000, 1000) inf 0.2 1.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.2 1.0 128 cKDTree n/a | |
| (16, 1000, 1000) inf 0.2 1.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.5 None 8 cKDTree n/a | |
| (16, 1000, 1000) inf 0.5 None 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.5 None 128 cKDTree n/a | |
| (16, 1000, 1000) inf 0.5 None 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.5 0.0 8 cKDTree n/a | |
| (16, 1000, 1000) inf 0.5 0.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.5 0.0 128 cKDTree n/a | |
| (16, 1000, 1000) inf 0.5 0.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.5 1.0 8 cKDTree 27.1±0.6μs | |
| (16, 1000, 1000) inf 0.5 1.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.5 1.0 128 cKDTree n/a | |
| (16, 1000, 1000) inf 0.5 1.0 128 cKDTree_weighted n/a | |
| ================== ===== ============== ========= ========== ================== ============= | |
| [67.39%] ··· spatial.Neighbors.time_sparse_distance_matrix ok | |
| [67.39%] ··· ================== ===== ============== ========= ========== ================== ============= | |
| (m, n1, n2) p probe radius boxsize leafsize cls | |
| ------------------ ----- -------------- --------- ---------- ------------------ ------------- | |
| (3, 1000, 1000) 1 0.2 None 8 cKDTree n/a | |
| (3, 1000, 1000) 1 0.2 None 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.2 None 128 cKDTree n/a | |
| (3, 1000, 1000) 1 0.2 None 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.2 0.0 8 cKDTree n/a | |
| (3, 1000, 1000) 1 0.2 0.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.2 0.0 128 cKDTree n/a | |
| (3, 1000, 1000) 1 0.2 0.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.2 1.0 8 cKDTree n/a | |
| (3, 1000, 1000) 1 0.2 1.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.2 1.0 128 cKDTree n/a | |
| (3, 1000, 1000) 1 0.2 1.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.5 None 8 cKDTree 68.9±2ms | |
| (3, 1000, 1000) 1 0.5 None 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.5 None 128 cKDTree 73.6±2ms | |
| (3, 1000, 1000) 1 0.5 None 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.5 0.0 8 cKDTree n/a | |
| (3, 1000, 1000) 1 0.5 0.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.5 0.0 128 cKDTree n/a | |
| (3, 1000, 1000) 1 0.5 0.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.5 1.0 8 cKDTree n/a | |
| (3, 1000, 1000) 1 0.5 1.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 1 0.5 1.0 128 cKDTree n/a | |
| (3, 1000, 1000) 1 0.5 1.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.2 None 8 cKDTree n/a | |
| (3, 1000, 1000) 2 0.2 None 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.2 None 128 cKDTree n/a | |
| (3, 1000, 1000) 2 0.2 None 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.2 0.0 8 cKDTree n/a | |
| (3, 1000, 1000) 2 0.2 0.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.2 0.0 128 cKDTree n/a | |
| (3, 1000, 1000) 2 0.2 0.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.2 1.0 8 cKDTree n/a | |
| (3, 1000, 1000) 2 0.2 1.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.2 1.0 128 cKDTree n/a | |
| (3, 1000, 1000) 2 0.2 1.0 128 cKDTree_weighted 27.5±0.9ms | |
| (3, 1000, 1000) 2 0.5 None 8 cKDTree 182±5ms | |
| (3, 1000, 1000) 2 0.5 None 8 cKDTree_weighted 185±5ms | |
| (3, 1000, 1000) 2 0.5 None 128 cKDTree n/a | |
| (3, 1000, 1000) 2 0.5 None 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.5 0.0 8 cKDTree 188±5ms | |
| (3, 1000, 1000) 2 0.5 0.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.5 0.0 128 cKDTree n/a | |
| (3, 1000, 1000) 2 0.5 0.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.5 1.0 8 cKDTree n/a | |
| (3, 1000, 1000) 2 0.5 1.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) 2 0.5 1.0 128 cKDTree n/a | |
| (3, 1000, 1000) 2 0.5 1.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.2 None 8 cKDTree n/a | |
| (3, 1000, 1000) inf 0.2 None 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.2 None 128 cKDTree n/a | |
| (3, 1000, 1000) inf 0.2 None 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.2 0.0 8 cKDTree n/a | |
| (3, 1000, 1000) inf 0.2 0.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.2 0.0 128 cKDTree n/a | |
| (3, 1000, 1000) inf 0.2 0.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.2 1.0 8 cKDTree n/a | |
| (3, 1000, 1000) inf 0.2 1.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.2 1.0 128 cKDTree n/a | |
| (3, 1000, 1000) inf 0.2 1.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.5 None 8 cKDTree n/a | |
| (3, 1000, 1000) inf 0.5 None 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.5 None 128 cKDTree n/a | |
| (3, 1000, 1000) inf 0.5 None 128 cKDTree_weighted 304±4ms | |
| (3, 1000, 1000) inf 0.5 0.0 8 cKDTree n/a | |
| (3, 1000, 1000) inf 0.5 0.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.5 0.0 128 cKDTree n/a | |
| (3, 1000, 1000) inf 0.5 0.0 128 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.5 1.0 8 cKDTree n/a | |
| (3, 1000, 1000) inf 0.5 1.0 8 cKDTree_weighted n/a | |
| (3, 1000, 1000) inf 0.5 1.0 128 cKDTree n/a | |
| (3, 1000, 1000) inf 0.5 1.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.2 None 8 cKDTree n/a | |
| (8, 1000, 1000) 1 0.2 None 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.2 None 128 cKDTree n/a | |
| (8, 1000, 1000) 1 0.2 None 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.2 0.0 8 cKDTree n/a | |
| (8, 1000, 1000) 1 0.2 0.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.2 0.0 128 cKDTree n/a | |
| (8, 1000, 1000) 1 0.2 0.0 128 cKDTree_weighted 11.9±0.6ms | |
| (8, 1000, 1000) 1 0.2 1.0 8 cKDTree n/a | |
| (8, 1000, 1000) 1 0.2 1.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.2 1.0 128 cKDTree n/a | |
| (8, 1000, 1000) 1 0.2 1.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.5 None 8 cKDTree n/a | |
| (8, 1000, 1000) 1 0.5 None 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.5 None 128 cKDTree n/a | |
| (8, 1000, 1000) 1 0.5 None 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.5 0.0 8 cKDTree n/a | |
| (8, 1000, 1000) 1 0.5 0.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.5 0.0 128 cKDTree n/a | |
| (8, 1000, 1000) 1 0.5 0.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.5 1.0 8 cKDTree n/a | |
| (8, 1000, 1000) 1 0.5 1.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 1 0.5 1.0 128 cKDTree n/a | |
| (8, 1000, 1000) 1 0.5 1.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.2 None 8 cKDTree n/a | |
| (8, 1000, 1000) 2 0.2 None 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.2 None 128 cKDTree n/a | |
| (8, 1000, 1000) 2 0.2 None 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.2 0.0 8 cKDTree n/a | |
| (8, 1000, 1000) 2 0.2 0.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.2 0.0 128 cKDTree n/a | |
| (8, 1000, 1000) 2 0.2 0.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.2 1.0 8 cKDTree n/a | |
| (8, 1000, 1000) 2 0.2 1.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.2 1.0 128 cKDTree n/a | |
| (8, 1000, 1000) 2 0.2 1.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.5 None 8 cKDTree n/a | |
| (8, 1000, 1000) 2 0.5 None 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.5 None 128 cKDTree n/a | |
| (8, 1000, 1000) 2 0.5 None 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.5 0.0 8 cKDTree n/a | |
| (8, 1000, 1000) 2 0.5 0.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.5 0.0 128 cKDTree n/a | |
| (8, 1000, 1000) 2 0.5 0.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.5 1.0 8 cKDTree n/a | |
| (8, 1000, 1000) 2 0.5 1.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) 2 0.5 1.0 128 cKDTree n/a | |
| (8, 1000, 1000) 2 0.5 1.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.2 None 8 cKDTree n/a | |
| (8, 1000, 1000) inf 0.2 None 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.2 None 128 cKDTree n/a | |
| (8, 1000, 1000) inf 0.2 None 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.2 0.0 8 cKDTree n/a | |
| (8, 1000, 1000) inf 0.2 0.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.2 0.0 128 cKDTree n/a | |
| (8, 1000, 1000) inf 0.2 0.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.2 1.0 8 cKDTree n/a | |
| (8, 1000, 1000) inf 0.2 1.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.2 1.0 128 cKDTree n/a | |
| (8, 1000, 1000) inf 0.2 1.0 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.5 None 8 cKDTree 89.9±2ms | |
| (8, 1000, 1000) inf 0.5 None 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.5 None 128 cKDTree n/a | |
| (8, 1000, 1000) inf 0.5 None 128 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.5 0.0 8 cKDTree n/a | |
| (8, 1000, 1000) inf 0.5 0.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.5 0.0 128 cKDTree n/a | |
| (8, 1000, 1000) inf 0.5 0.0 128 cKDTree_weighted 97.8±3ms | |
| (8, 1000, 1000) inf 0.5 1.0 8 cKDTree n/a | |
| (8, 1000, 1000) inf 0.5 1.0 8 cKDTree_weighted n/a | |
| (8, 1000, 1000) inf 0.5 1.0 128 cKDTree n/a | |
| (8, 1000, 1000) inf 0.5 1.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.2 None 8 cKDTree n/a | |
| (16, 1000, 1000) 1 0.2 None 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.2 None 128 cKDTree n/a | |
| (16, 1000, 1000) 1 0.2 None 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.2 0.0 8 cKDTree n/a | |
| (16, 1000, 1000) 1 0.2 0.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.2 0.0 128 cKDTree n/a | |
| (16, 1000, 1000) 1 0.2 0.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.2 1.0 8 cKDTree n/a | |
| (16, 1000, 1000) 1 0.2 1.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.2 1.0 128 cKDTree n/a | |
| (16, 1000, 1000) 1 0.2 1.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.5 None 8 cKDTree 19.8±0.3ms | |
| (16, 1000, 1000) 1 0.5 None 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.5 None 128 cKDTree n/a | |
| (16, 1000, 1000) 1 0.5 None 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.5 0.0 8 cKDTree n/a | |
| (16, 1000, 1000) 1 0.5 0.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.5 0.0 128 cKDTree n/a | |
| (16, 1000, 1000) 1 0.5 0.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 1 0.5 1.0 8 cKDTree n/a | |
| (16, 1000, 1000) 1 0.5 1.0 8 cKDTree_weighted 26.2±0.2ms | |
| (16, 1000, 1000) 1 0.5 1.0 128 cKDTree n/a | |
| (16, 1000, 1000) 1 0.5 1.0 128 cKDTree_weighted 22.6±0.2ms | |
| (16, 1000, 1000) 2 0.2 None 8 cKDTree 12.4±0.09ms | |
| (16, 1000, 1000) 2 0.2 None 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.2 None 128 cKDTree n/a | |
| (16, 1000, 1000) 2 0.2 None 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.2 0.0 8 cKDTree n/a | |
| (16, 1000, 1000) 2 0.2 0.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.2 0.0 128 cKDTree n/a | |
| (16, 1000, 1000) 2 0.2 0.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.2 1.0 8 cKDTree n/a | |
| (16, 1000, 1000) 2 0.2 1.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.2 1.0 128 cKDTree n/a | |
| (16, 1000, 1000) 2 0.2 1.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.5 None 8 cKDTree 12.9±2ms | |
| (16, 1000, 1000) 2 0.5 None 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.5 None 128 cKDTree 8.61±0.09ms | |
| (16, 1000, 1000) 2 0.5 None 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.5 0.0 8 cKDTree n/a | |
| (16, 1000, 1000) 2 0.5 0.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.5 0.0 128 cKDTree n/a | |
| (16, 1000, 1000) 2 0.5 0.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.5 1.0 8 cKDTree n/a | |
| (16, 1000, 1000) 2 0.5 1.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) 2 0.5 1.0 128 cKDTree n/a | |
| (16, 1000, 1000) 2 0.5 1.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.2 None 8 cKDTree n/a | |
| (16, 1000, 1000) inf 0.2 None 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.2 None 128 cKDTree n/a | |
| (16, 1000, 1000) inf 0.2 None 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.2 0.0 8 cKDTree n/a | |
| (16, 1000, 1000) inf 0.2 0.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.2 0.0 128 cKDTree n/a | |
| (16, 1000, 1000) inf 0.2 0.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.2 1.0 8 cKDTree n/a | |
| (16, 1000, 1000) inf 0.2 1.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.2 1.0 128 cKDTree n/a | |
| (16, 1000, 1000) inf 0.2 1.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.5 None 8 cKDTree n/a | |
| (16, 1000, 1000) inf 0.5 None 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.5 None 128 cKDTree n/a | |
| (16, 1000, 1000) inf 0.5 None 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.5 0.0 8 cKDTree n/a | |
| (16, 1000, 1000) inf 0.5 0.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.5 0.0 128 cKDTree n/a | |
| (16, 1000, 1000) inf 0.5 0.0 128 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.5 1.0 8 cKDTree 807±10ms | |
| (16, 1000, 1000) inf 0.5 1.0 8 cKDTree_weighted n/a | |
| (16, 1000, 1000) inf 0.5 1.0 128 cKDTree n/a | |
| (16, 1000, 1000) inf 0.5 1.0 128 cKDTree_weighted n/a | |
| ================== ===== ============== ========= ========== ================== ============= | |
| [67.47%] ··· spatial.Query.time_query ok | |
| [67.47%] ··· =================== ===== ========= ========== ============= | |
| (m, n, r) p boxsize leafsize | |
| ------------------- ----- --------- ---------- ------------- | |
| (3, 10000, 1000) 1 None 8 n/a | |
| (3, 10000, 1000) 1 None 128 n/a | |
| (3, 10000, 1000) 1 0.0 8 2.05±0.01ms | |
| (3, 10000, 1000) 1 0.0 128 3.75±0ms | |
| (3, 10000, 1000) 1 1.0 8 n/a | |
| (3, 10000, 1000) 1 1.0 128 2.98±0ms | |
| (3, 10000, 1000) 2 None 8 n/a | |
| (3, 10000, 1000) 2 None 128 n/a | |
| (3, 10000, 1000) 2 0.0 8 n/a | |
| (3, 10000, 1000) 2 0.0 128 3.09±0.01ms | |
| (3, 10000, 1000) 2 1.0 8 n/a | |
| (3, 10000, 1000) 2 1.0 128 2.46±0ms | |
| (3, 10000, 1000) inf None 8 n/a | |
| (3, 10000, 1000) inf None 128 n/a | |
| (3, 10000, 1000) inf 0.0 8 n/a | |
| (3, 10000, 1000) inf 0.0 128 3.42±0ms | |
| (3, 10000, 1000) inf 1.0 8 n/a | |
| (3, 10000, 1000) inf 1.0 128 n/a | |
| (8, 10000, 1000) 1 None 8 43.4±0.1ms | |
| (8, 10000, 1000) 1 None 128 52.2±0.05ms | |
| (8, 10000, 1000) 1 0.0 8 n/a | |
| (8, 10000, 1000) 1 0.0 128 n/a | |
| (8, 10000, 1000) 1 1.0 8 184±0.8ms | |
| (8, 10000, 1000) 1 1.0 128 196±2ms | |
| (8, 10000, 1000) 2 None 8 n/a | |
| (8, 10000, 1000) 2 None 128 9.09±0.2ms | |
| (8, 10000, 1000) 2 0.0 8 n/a | |
| (8, 10000, 1000) 2 0.0 128 n/a | |
| (8, 10000, 1000) 2 1.0 8 n/a | |
| (8, 10000, 1000) 2 1.0 128 99.4±0.4ms | |
| (8, 10000, 1000) inf None 8 n/a | |
| (8, 10000, 1000) inf None 128 n/a | |
| (8, 10000, 1000) inf 0.0 8 11.5±0.07ms | |
| (8, 10000, 1000) inf 0.0 128 n/a | |
| (8, 10000, 1000) inf 1.0 8 n/a | |
| (8, 10000, 1000) inf 1.0 128 n/a | |
| (16, 10000, 1000) 1 None 8 n/a | |
| (16, 10000, 1000) 1 None 128 312±4ms | |
| (16, 10000, 1000) 1 0.0 8 936±0.5ms | |
| (16, 10000, 1000) 1 0.0 128 651±2ms | |
| (16, 10000, 1000) 1 1.0 8 n/a | |
| (16, 10000, 1000) 1 1.0 128 n/a | |
| (16, 10000, 1000) 2 None 8 n/a | |
| (16, 10000, 1000) 2 None 128 134±0.3ms | |
| (16, 10000, 1000) 2 0.0 8 n/a | |
| (16, 10000, 1000) 2 0.0 128 n/a | |
| (16, 10000, 1000) 2 1.0 8 n/a | |
| (16, 10000, 1000) 2 1.0 128 500±6ms | |
| (16, 10000, 1000) inf None 8 n/a | |
| (16, 10000, 1000) inf None 128 72.2±0.3ms | |
| (16, 10000, 1000) inf 0.0 8 104±0.8ms | |
| (16, 10000, 1000) inf 0.0 128 n/a | |
| (16, 10000, 1000) inf 1.0 8 n/a | |
| (16, 10000, 1000) inf 1.0 128 369±2ms | |
| =================== ===== ========= ========== ============= | |
| [67.56%] ··· spatial.QueryUnbalanced.time_query ok | |
| [67.56%] ··· =================== ========== ============= ============ | |
| -- order | |
| ------------------------------ -------------------------- | |
| (m, n, r) balanced random sorted | |
| =================== ========== ============= ============ | |
| (3, 10000, 1000) True 1.04±0ms 61.7±0.4ms | |
| (3, 10000, 1000) False 1.07±0.02ms 60.6±0.4ms | |
| (8, 10000, 1000) True 8.67±0.1ms 104±2ms | |
| (8, 10000, 1000) False 8.41±0.03ms 104±2ms | |
| (16, 10000, 1000) True 181±1ms 159±1ms | |
| (16, 10000, 1000) False 180±1ms 159±1ms | |
| =================== ========== ============= ============ | |
| [67.64%] ··· spatial.Radius.time_query_ball_point ok | |
| [67.64%] ··· ================== ===== ============== ========= ========== ============ | |
| (m, n, r) p probe radius boxsize leafsize | |
| ------------------ ----- -------------- --------- ---------- ------------ | |
| (3, 10000, 1000) 1 0.2 None 8 n/a | |
| (3, 10000, 1000) 1 0.2 None 128 n/a | |
| (3, 10000, 1000) 1 0.2 0.0 8 n/a | |
| (3, 10000, 1000) 1 0.2 0.0 128 n/a | |
| (3, 10000, 1000) 1 0.2 1.0 8 n/a | |
| (3, 10000, 1000) 1 0.2 1.0 128 26.5±0.5ms | |
| (3, 10000, 1000) 1 0.5 None 8 n/a | |
| (3, 10000, 1000) 1 0.5 None 128 n/a | |
| (3, 10000, 1000) 1 0.5 0.0 8 n/a | |
| (3, 10000, 1000) 1 0.5 0.0 128 158±3ms | |
| (3, 10000, 1000) 1 0.5 1.0 8 n/a | |
| (3, 10000, 1000) 1 0.5 1.0 128 244±0.5ms | |
| (3, 10000, 1000) 2 0.2 None 8 n/a | |
| (3, 10000, 1000) 2 0.2 None 128 32.6±2ms | |
| (3, 10000, 1000) 2 0.2 0.0 8 48.8±1ms | |
| (3, 10000, 1000) 2 0.2 0.0 128 n/a | |
| (3, 10000, 1000) 2 0.2 1.0 8 n/a | |
| (3, 10000, 1000) 2 0.2 1.0 128 n/a | |
| (3, 10000, 1000) 2 0.5 None 8 n/a | |
| (3, 10000, 1000) 2 0.5 None 128 n/a | |
| (3, 10000, 1000) 2 0.5 0.0 8 n/a | |
| (3, 10000, 1000) 2 0.5 0.0 128 n/a | |
| (3, 10000, 1000) 2 0.5 1.0 8 748±0.7ms | |
| (3, 10000, 1000) 2 0.5 1.0 128 n/a | |
| (3, 10000, 1000) inf 0.2 None 8 n/a | |
| (3, 10000, 1000) inf 0.2 None 128 n/a | |
| (3, 10000, 1000) inf 0.2 0.0 8 n/a | |
| (3, 10000, 1000) inf 0.2 0.0 128 n/a | |
| (3, 10000, 1000) inf 0.2 1.0 8 n/a | |
| (3, 10000, 1000) inf 0.2 1.0 128 110±1ms | |
| (3, 10000, 1000) inf 0.5 None 8 n/a | |
| (3, 10000, 1000) inf 0.5 None 128 n/a | |
| (3, 10000, 1000) inf 0.5 0.0 8 n/a | |
| (3, 10000, 1000) inf 0.5 0.0 128 n/a | |
| (3, 10000, 1000) inf 0.5 1.0 8 n/a | |
| (3, 10000, 1000) inf 0.5 1.0 128 n/a | |
| ================== ===== ============== ========= ========== ============ | |
| [67.73%] ··· spatial.Radius.time_query_ball_point_nosort ok | |
| [67.73%] ··· ================== ===== ============== ========= ========== ============ | |
| (m, n, r) p probe radius boxsize leafsize | |
| ------------------ ----- -------------- --------- ---------- ------------ | |
| (3, 10000, 1000) 1 0.2 None 8 n/a | |
| (3, 10000, 1000) 1 0.2 None 128 n/a | |
| (3, 10000, 1000) 1 0.2 0.0 8 n/a | |
| (3, 10000, 1000) 1 0.2 0.0 128 n/a | |
| (3, 10000, 1000) 1 0.2 1.0 8 n/a | |
| (3, 10000, 1000) 1 0.2 1.0 128 23.1±0.2ms | |
| (3, 10000, 1000) 1 0.5 None 8 n/a | |
| (3, 10000, 1000) 1 0.5 None 128 n/a | |
| (3, 10000, 1000) 1 0.5 0.0 8 n/a | |
| (3, 10000, 1000) 1 0.5 0.0 128 108±3ms | |
| (3, 10000, 1000) 1 0.5 1.0 8 n/a | |
| (3, 10000, 1000) 1 0.5 1.0 128 164±1ms | |
| (3, 10000, 1000) 2 0.2 None 8 n/a | |
| (3, 10000, 1000) 2 0.2 None 128 22.6±0.8ms | |
| (3, 10000, 1000) 2 0.2 0.0 8 39.6±0.5ms | |
| (3, 10000, 1000) 2 0.2 0.0 128 n/a | |
| (3, 10000, 1000) 2 0.2 1.0 8 n/a | |
| (3, 10000, 1000) 2 0.2 1.0 128 n/a | |
| (3, 10000, 1000) 2 0.5 None 8 n/a | |
| (3, 10000, 1000) 2 0.5 None 128 n/a | |
| (3, 10000, 1000) 2 0.5 0.0 8 n/a | |
| (3, 10000, 1000) 2 0.5 0.0 128 n/a | |
| (3, 10000, 1000) 2 0.5 1.0 8 472±4ms | |
| (3, 10000, 1000) 2 0.5 1.0 128 n/a | |
| (3, 10000, 1000) inf 0.2 None 8 n/a | |
| (3, 10000, 1000) inf 0.2 None 128 n/a | |
| (3, 10000, 1000) inf 0.2 0.0 8 n/a | |
| (3, 10000, 1000) inf 0.2 0.0 128 n/a | |
| (3, 10000, 1000) inf 0.2 1.0 8 n/a | |
| (3, 10000, 1000) inf 0.2 1.0 128 83.0±2ms | |
| (3, 10000, 1000) inf 0.5 None 8 n/a | |
| (3, 10000, 1000) inf 0.5 None 128 n/a | |
| (3, 10000, 1000) inf 0.5 0.0 8 n/a | |
| (3, 10000, 1000) inf 0.5 0.0 128 n/a | |
| (3, 10000, 1000) inf 0.5 1.0 8 n/a | |
| (3, 10000, 1000) inf 0.5 1.0 128 n/a | |
| ================== ===== ============== ========= ========== ============ | |
| [67.81%] ··· spatial.Radius.time_query_pairs ok | |
| [67.81%] ··· ================ ===== ============== ========= ========== ============= | |
| (m, n, r) p probe radius boxsize leafsize | |
| ---------------- ----- -------------- --------- ---------- ------------- | |
| (3, 1000, 30) 1 0.2 None 8 1.75±0.01ms | |
| (3, 1000, 30) 1 0.2 None 128 3.85±0.03ms | |
| (3, 1000, 30) 1 0.2 0.0 8 2.29±0.02ms | |
| (3, 1000, 30) 1 0.2 0.0 128 5.12±0.01ms | |
| (3, 1000, 30) 1 0.2 1.0 8 3.27±0.01ms | |
| (3, 1000, 30) 1 0.2 1.0 128 6.06±0.03ms | |
| (3, 1000, 30) 1 0.5 None 8 13.1±0.09ms | |
| (3, 1000, 30) 1 0.5 None 128 14.4±0.1ms | |
| (3, 1000, 30) 1 0.5 0.0 8 14.6±0.3ms | |
| (3, 1000, 30) 1 0.5 0.0 128 16.6±0.2ms | |
| (3, 1000, 30) 1 0.5 1.0 8 27.2±0.8ms | |
| (3, 1000, 30) 1 0.5 1.0 128 27.5±0.5ms | |
| (3, 1000, 30) 2 0.2 None 8 2.79±0.04ms | |
| (3, 1000, 30) 2 0.2 None 128 4.57±0.03ms | |
| (3, 1000, 30) 2 0.2 0.0 8 3.72±0.05ms | |
| (3, 1000, 30) 2 0.2 0.0 128 6.69±0.05ms | |
| (3, 1000, 30) 2 0.2 1.0 8 5.51±0.01ms | |
| (3, 1000, 30) 2 0.2 1.0 128 8.47±0.06ms | |
| (3, 1000, 30) 2 0.5 None 8 38.0±4ms | |
| (3, 1000, 30) 2 0.5 None 128 40.3±3ms | |
| (3, 1000, 30) 2 0.5 0.0 8 40.4±7ms | |
| (3, 1000, 30) 2 0.5 0.0 128 44.1±6ms | |
| (3, 1000, 30) 2 0.5 1.0 8 100±6ms | |
| (3, 1000, 30) 2 0.5 1.0 128 101±6ms | |
| (3, 1000, 30) inf 0.2 None 8 6.02±0.08ms | |
| (3, 1000, 30) inf 0.2 None 128 8.98±0.06ms | |
| (3, 1000, 30) inf 0.2 0.0 8 6.66±0.08ms | |
| (3, 1000, 30) inf 0.2 0.0 128 10.9±0.1ms | |
| (3, 1000, 30) inf 0.2 1.0 8 9.35±0.1ms | |
| (3, 1000, 30) inf 0.2 1.0 128 12.9±0.1ms | |
| (3, 1000, 30) inf 0.5 None 8 92.0±5ms | |
| (3, 1000, 30) inf 0.5 None 128 85.7±5ms | |
| (3, 1000, 30) inf 0.5 0.0 8 84.8±6ms | |
| (3, 1000, 30) inf 0.5 0.0 128 86.9±5ms | |
| (3, 1000, 30) inf 0.5 1.0 8 225±6ms | |
| (3, 1000, 30) inf 0.5 1.0 128 221±6ms | |
| (8, 1000, 30) 1 0.2 None 8 4.97±0ms | |
| (8, 1000, 30) 1 0.2 None 128 3.81±0ms | |
| (8, 1000, 30) 1 0.2 0.0 8 6.58±0.02ms | |
| (8, 1000, 30) 1 0.2 0.0 128 5.69±0.02ms | |
| (8, 1000, 30) 1 0.2 1.0 8 7.81±0.03ms | |
| (8, 1000, 30) 1 0.2 1.0 128 5.95±0.02ms | |
| (8, 1000, 30) 1 0.5 None 8 7.42±0ms | |
| (8, 1000, 30) 1 0.5 None 128 6.31±0ms | |
| (8, 1000, 30) 1 0.5 0.0 8 10.7±0.01ms | |
| (8, 1000, 30) 1 0.5 0.0 128 9.45±0.01ms | |
| (8, 1000, 30) 1 0.5 1.0 8 11.5±0ms | |
| (8, 1000, 30) 1 0.5 1.0 128 10.1±0.01ms | |
| (8, 1000, 30) 2 0.2 None 8 3.88±0.03ms | |
| (8, 1000, 30) 2 0.2 None 128 2.90±0ms | |
| (8, 1000, 30) 2 0.2 0.0 8 7.38±0.01ms | |
| (8, 1000, 30) 2 0.2 0.0 128 6.45±0ms | |
| (8, 1000, 30) 2 0.2 1.0 8 8.43±0ms | |
| (8, 1000, 30) 2 0.2 1.0 128 6.81±0.01ms | |
| (8, 1000, 30) 2 0.5 None 8 4.49±0.01ms | |
| (8, 1000, 30) 2 0.5 None 128 3.24±0.01ms | |
| (8, 1000, 30) 2 0.5 0.0 8 13.8±0.03ms | |
| (8, 1000, 30) 2 0.5 0.0 128 12.9±0.03ms | |
| (8, 1000, 30) 2 0.5 1.0 8 17.4±0.05ms | |
| (8, 1000, 30) 2 0.5 1.0 128 15.8±0.06ms | |
| (8, 1000, 30) inf 0.2 None 8 11.5±0.01ms | |
| (8, 1000, 30) inf 0.2 None 128 6.61±0.02ms | |
| (8, 1000, 30) inf 0.2 0.0 8 12.7±0.01ms | |
| (8, 1000, 30) inf 0.2 0.0 128 9.22±0.01ms | |
| (8, 1000, 30) inf 0.2 1.0 8 14.5±0.04ms | |
| (8, 1000, 30) inf 0.2 1.0 128 9.99±0.03ms | |
| (8, 1000, 30) inf 0.5 None 8 26.4±1ms | |
| (8, 1000, 30) inf 0.5 None 128 20.6±0.2ms | |
| (8, 1000, 30) inf 0.5 0.0 8 33.6±0.6ms | |
| (8, 1000, 30) inf 0.5 0.0 128 29.3±0.9ms | |
| (8, 1000, 30) inf 0.5 1.0 8 247±5ms | |
| (8, 1000, 30) inf 0.5 1.0 128 239±7ms | |
| (16, 1000, 30) 1 0.2 None 8 7.26±0.03ms | |
| (16, 1000, 30) 1 0.2 None 128 4.62±0.01ms | |
| (16, 1000, 30) 1 0.2 0.0 8 8.88±0.04ms | |
| (16, 1000, 30) 1 0.2 0.0 128 6.54±0.01ms | |
| (16, 1000, 30) 1 0.2 1.0 8 9.02±0.01ms | |
| (16, 1000, 30) 1 0.2 1.0 128 7.08±0.01ms | |
| (16, 1000, 30) 1 0.5 None 8 9.58±0.02ms | |
| (16, 1000, 30) 1 0.5 None 128 7.21±0.01ms | |
| (16, 1000, 30) 1 0.5 0.0 8 13.4±0.01ms | |
| (16, 1000, 30) 1 0.5 0.0 128 10.9±0.05ms | |
| (16, 1000, 30) 1 0.5 1.0 8 13.0±0.01ms | |
| (16, 1000, 30) 1 0.5 1.0 128 11.0±0.02ms | |
| (16, 1000, 30) 2 0.2 None 8 6.63±0.04ms | |
| (16, 1000, 30) 2 0.2 None 128 4.64±0.01ms | |
| (16, 1000, 30) 2 0.2 0.0 8 9.60±0.01ms | |
| (16, 1000, 30) 2 0.2 0.0 128 7.31±0ms | |
| (16, 1000, 30) 2 0.2 1.0 8 9.76±0.02ms | |
| (16, 1000, 30) 2 0.2 1.0 128 7.99±0.02ms | |
| (16, 1000, 30) 2 0.5 None 8 6.80±0.01ms | |
| (16, 1000, 30) 2 0.5 None 128 4.65±0.02ms | |
| (16, 1000, 30) 2 0.5 0.0 8 16.7±0.01ms | |
| (16, 1000, 30) 2 0.5 0.0 128 14.7±0.05ms | |
| (16, 1000, 30) 2 0.5 1.0 8 18.0±0.02ms | |
| (16, 1000, 30) 2 0.5 1.0 128 16.1±0.01ms | |
| (16, 1000, 30) inf 0.2 None 8 17.1±0.03ms | |
| (16, 1000, 30) inf 0.2 None 128 7.26±0.04ms | |
| (16, 1000, 30) inf 0.2 0.0 8 18.0±0.09ms | |
| (16, 1000, 30) inf 0.2 0.0 128 10.5±0.02ms | |
| (16, 1000, 30) inf 0.2 1.0 8 17.9±0.03ms | |
| (16, 1000, 30) inf 0.2 1.0 128 11.5±0.02ms | |
| (16, 1000, 30) inf 0.5 None 8 23.9±0.06ms | |
| (16, 1000, 30) inf 0.5 None 128 14.2±0.04ms | |
| (16, 1000, 30) inf 0.5 0.0 8 32.0±0.05ms | |
| (16, 1000, 30) inf 0.5 0.0 128 24.4±0.07ms | |
| (16, 1000, 30) inf 0.5 1.0 8 279±5ms | |
| (16, 1000, 30) inf 0.5 1.0 128 277±3ms | |
| ================ ===== ============== ========= ========== ============= | |
| [67.89%] ··· spatial.RadiusUnbalanced.time_query_ball_point ok | |
| [67.89%] ··· ================ ========== ============== ============== | |
| -- order / radius | |
| --------------------------- ----------------------------- | |
| (m, n, r) balanced random / 0.5 sorted / 0.5 | |
| ================ ========== ============== ============== | |
| (3, 1000, 30) True 735±6μs 536±7μs | |
| (3, 1000, 30) False 767±6μs 464±4μs | |
| (8, 1000, 30) True 324±5μs 373±1μs | |
| (8, 1000, 30) False 386±6μs 379±0.6μs | |
| (16, 1000, 30) True 555±4μs 639±1μs | |
| (16, 1000, 30) False 686±6μs 645±2μs | |
| ================ ========== ============== ============== | |
| [67.98%] ··· spatial.RadiusUnbalanced.time_query_pairs ok | |
| [67.98%] ··· ================ ========== ============== ============== | |
| -- order / radius | |
| --------------------------- ----------------------------- | |
| (m, n, r) balanced random / 0.5 sorted / 0.5 | |
| ================ ========== ============== ============== | |
| (3, 1000, 30) True 39.5±2ms 89.5±6ms | |
| (3, 1000, 30) False 41.4±7ms 88.1±7ms | |
| (8, 1000, 30) True 3.57±0.03ms 57.4±5ms | |
| (8, 1000, 30) False 3.93±0.03ms 59.9±7ms | |
| (16, 1000, 30) True 5.17±0.02ms 33.6±4ms | |
| (16, 1000, 30) False 5.80±0ms 33.1±2ms | |
| ================ ========== ============== ============== | |
| [68.06%] ··· spatial.RotationBench.time_euler_conversion ok | |
| [68.06%] ··· =============== ============= | |
| num_rotations | |
| --------------- ------------- | |
| 1 18.1±1μs | |
| 10 30.7±0.2μs | |
| 1000 1.53±0ms | |
| 10000 15.1±0.01ms | |
| =============== ============= | |
| [68.14%] ··· spatial.RotationBench.time_matrix_conversion ok | |
| [68.14%] ··· =============== ============= | |
| num_rotations | |
| --------------- ------------- | |
| 1 5.04±0.02μs | |
| 10 5.44±0.03μs | |
| 1000 41.8±0.1μs | |
| 10000 385±4μs | |
| =============== ============= | |
| [68.23%] ··· spatial.RotationBench.time_mrp_conversion ok | |
| [68.23%] ··· =============== ============= | |
| num_rotations | |
| --------------- ------------- | |
| 1 4.47±0.06μs | |
| 10 4.85±0.02μs | |
| 1000 58.5±0.4μs | |
| 10000 578±3μs | |
| =============== ============= | |
| [68.31%] ··· spatial.RotationBench.time_mul_inv ok | |
| [68.31%] ··· =============== ============= | |
| num_rotations | |
| --------------- ------------- | |
| 1 16.3±0.3μs | |
| 10 19.4±0.03μs | |
| 1000 663±0.9μs | |
| 10000 6.53±0.02ms | |
| =============== ============= | |
| [68.39%] ··· spatial.RotationBench.time_rotvec_conversion ok | |
| [68.39%] ··· =============== ============= | |
| num_rotations | |
| --------------- ------------- | |
| 1 5.11±0.01μs | |
| 10 9.94±0.05μs | |
| 1000 510±2μs | |
| 10000 5.10±0.01ms | |
| =============== ============= | |
| [68.48%] ··· ...ericalVor.time_spherical_voronoi_calculation ok | |
| [68.48%] ··· ============ ============= | |
| num_points | |
| ------------ ------------- | |
| 10 363±9μs | |
| 100 872±9μs | |
| 1000 6.20±0.06ms | |
| 5000 33.5±0.5ms | |
| 10000 70.6±1ms | |
| ============ ============= | |
| [68.56%] ··· ...reas.time_spherical_polygon_area_calculation ok | |
| [68.56%] ··· ============ ============= | |
| num_points | |
| ------------ ------------- | |
| 10 217±3μs | |
| 100 1.15±0.01ms | |
| 1000 9.72±0.08ms | |
| 5000 48.3±0.5ms | |
| 10000 98.4±2ms | |
| ============ ============= | |
| [68.65%] ··· ...orSort.time_spherical_polygon_vertex_sorting ok | |
| [68.65%] ··· ============ ============= | |
| num_points | |
| ------------ ------------- | |
| 10 53.7±0.9μs | |
| 100 533±6μs | |
| 1000 5.42±0.06ms | |
| 5000 27.6±0.4ms | |
| 10000 55.2±0.7ms | |
| ============ ============= | |
| [68.73%] ··· spatial.VoronoiBench.time_voronoi_calculation ok | |
| [68.73%] ··· ============ ============ ============= | |
| -- furthest_site | |
| ------------ -------------------------- | |
| num_points False True | |
| ============ ============ ============= | |
| 10 188±0.6μs 168±0.9μs | |
| 100 2.04±0ms 1.41±0ms | |
| 1000 25.7±0.2ms 17.9±0.08ms | |
| 5000 162±3ms 104±3ms | |
| 10000 368±20ms 235±10ms | |
| ============ ============ ============= | |
| [68.81%] ··· spatial.Xdist.time_cdist 3/69 failed | |
| [68.81%] ··· ============ ================ ============= | |
| num_points metric | |
| ------------ ---------------- ------------- | |
| 10 euclidean 4.17±0.03μs | |
| 10 minkowski 4.21±0.01μs | |
| 10 cityblock 3.96±0.01μs | |
| 10 seuclidean 38.8±0.2μs | |
| 10 sqeuclidean 4.09±0.02μs | |
| 10 cosine 5.62±0.02μs | |
| 10 correlation 30.4±0.2μs | |
| 10 hamming 4.14±0μs | |
| 10 jaccard 4.86±0.03μs | |
| 10 jensenshannon 19.4±0.1μs | |
| 10 chebyshev 4.01±0.01μs | |
| 10 canberra 4.23±0.02μs | |
| 10 braycurtis 4.08±0.04μs | |
| 10 mahalanobis 72.9±0.3μs | |
| 10 yule 5.18±0.01μs | |
| 10 dice 4.23±0.01μs | |
| 10 kulczynski1 4.51±0.01μs | |
| 10 rogerstanimoto 4.35±0.02μs | |
| 10 russellrao 4.46±0.02μs | |
| 10 sokalmichener 4.36±0.02μs | |
| 10 sokalsneath 4.52±0.02μs | |
| 10 wminkowski failed | |
| 10 minkowski-P3 27.5±0.1μs | |
| 100 euclidean 41.4±0.04μs | |
| 100 minkowski 41.1±0.1μs | |
| 100 cityblock 28.7±0.2μs | |
| 100 seuclidean 100±0.4μs | |
| 100 sqeuclidean 34.6±0.2μs | |
| 100 cosine 49.0±0.07μs | |
| 100 correlation 79.3±0.9μs | |
| 100 hamming 42.7±0.03μs | |
| 100 jaccard 101±2μs | |
| 100 jensenshannon 1.83±0ms | |
| 100 chebyshev 26.1±0.03μs | |
| 100 canberra 55.6±0.4μs | |
| 100 braycurtis 47.1±0.1μs | |
| 100 mahalanobis 333±5μs | |
| 100 yule 141±0.2μs | |
| 100 dice 54.4±0.09μs | |
| 100 kulczynski1 65.0±0.3μs | |
| 100 rogerstanimoto 57.8±0.1μs | |
| 100 russellrao 61.7±0.2μs | |
| 100 sokalmichener 57.5±0.1μs | |
| 100 sokalsneath 66.0±0.08μs | |
| 100 wminkowski failed | |
| 100 minkowski-P3 2.60±0.01ms | |
| 1000 euclidean 3.44±0.02ms | |
| 1000 minkowski 3.43±0.04ms | |
| 1000 cityblock 2.22±0.01ms | |
| 1000 seuclidean 5.61±0.05ms | |
| 1000 sqeuclidean 2.85±0.01ms | |
| 1000 cosine 4.35±0.01ms | |
| 1000 correlation 4.47±0.02ms | |
| 1000 hamming 3.57±0.02ms | |
| 1000 jaccard 9.47±0.08ms | |
| 1000 jensenshannon 177±0.2ms | |
| 1000 chebyshev 2.03±0.02ms | |
| 1000 canberra 4.97±0.05ms | |
| 1000 braycurtis 4.14±0ms | |
| 1000 mahalanobis 25.3±0.2ms | |
| 1000 yule 13.4±0.1ms | |
| 1000 dice 4.83±0.02ms | |
| 1000 kulczynski1 5.80±0.01ms | |
| 1000 rogerstanimoto 5.05±0.04ms | |
| 1000 russellrao 5.46±0.01ms | |
| 1000 sokalmichener 5.04±0.04ms | |
| 1000 sokalsneath 5.89±0.03ms | |
| 1000 wminkowski failed | |
| 1000 minkowski-P3 259±0.3ms | |
| ============ ================ ============= | |
| [68.90%] ··· spatial.Xdist.time_pdist 3/69 failed | |
| [68.90%] ··· ============ ================ ============= | |
| num_points metric | |
| ------------ ---------------- ------------- | |
| 10 euclidean 4.12±0.02μs | |
| 10 minkowski 4.11±0.02μs | |
| 10 cityblock 3.98±0.03μs | |
| 10 seuclidean 32.4±0.4μs | |
| 10 sqeuclidean 4.05±0.02μs | |
| 10 cosine 5.22±0.03μs | |
| 10 correlation 19.5±0.8μs | |
| 10 hamming 4.00±0.02μs | |
| 10 jaccard 4.36±0.01μs | |
| 10 jensenshannon 11.8±0.02μs | |
| 10 chebyshev 3.95±0.03μs | |
| 10 canberra 4.13±0.01μs | |
| 10 braycurtis 4.02±0.01μs | |
| 10 mahalanobis 65.1±0.4μs | |
| 10 yule 4.52±0.02μs | |
| 10 dice 4.09±0.01μs | |
| 10 kulczynski1 4.18±0.02μs | |
| 10 rogerstanimoto 4.14±0.01μs | |
| 10 russellrao 4.19±0.02μs | |
| 10 sokalmichener 4.12±0.01μs | |
| 10 sokalsneath 4.19±0.03μs | |
| 10 wminkowski failed | |
| 10 minkowski-P3 15.9±0.03μs | |
| 100 euclidean 24.5±0.08μs | |
| 100 minkowski 24.5±0.04μs | |
| 100 cityblock 18.1±0.1μs | |
| 100 seuclidean 65.1±0.1μs | |
| 100 sqeuclidean 20.9±0.1μs | |
| 100 cosine 27.0±0.04μs | |
| 100 correlation 44.0±0.3μs | |
| 100 hamming 24.5±0.2μs | |
| 100 jaccard 54.7±0.3μs | |
| 100 jensenshannon 918±5μs | |
| 100 chebyshev 17.1±0.05μs | |
| 100 canberra 31.8±0.1μs | |
| 100 braycurtis 27.2±0.03μs | |
| 100 mahalanobis 198±1μs | |
| 100 yule 74.4±0.06μs | |
| 100 dice 31.0±0.01μs | |
| 100 kulczynski1 37.4±0.1μs | |
| 100 rogerstanimoto 32.9±0.1μs | |
| 100 russellrao 35.0±0.1μs | |
| 100 sokalmichener 33.3±0.2μs | |
| 100 sokalsneath 37.6±0.2μs | |
| 100 wminkowski failed | |
| 100 minkowski-P3 1.30±0ms | |
| 1000 euclidean 1.76±0.02ms | |
| 1000 minkowski 1.78±0ms | |
| 1000 cityblock 1.14±0.02ms | |
| 1000 seuclidean 2.86±0.03ms | |
| 1000 sqeuclidean 1.48±0ms | |
| 1000 cosine 2.07±0.02ms | |
| 1000 correlation 2.17±0.02ms | |
| 1000 hamming 1.80±0.02ms | |
| 1000 jaccard 4.77±0.02ms | |
| 1000 jensenshannon 88.8±0.3ms | |
| 1000 chebyshev 1.03±0ms | |
| 1000 canberra 2.50±0ms | |
| 1000 braycurtis 2.09±0.02ms | |
| 1000 mahalanobis 12.4±0.1ms | |
| 1000 yule 6.71±0.03ms | |
| 1000 dice 2.45±0.02ms | |
| 1000 kulczynski1 2.99±0ms | |
| 1000 rogerstanimoto 2.52±0ms | |
| 1000 russellrao 2.79±0.02ms | |
| 1000 sokalmichener 2.55±0ms | |
| 1000 sokalsneath 2.96±0ms | |
| 1000 wminkowski failed | |
| 1000 minkowski-P3 130±0.3ms | |
| ============ ================ ============= | |
| [68.98%] ··· spatial.XdistWeighted.time_cdist ok | |
| [68.98%] ··· ============ ================ ============= | |
| num_points metric | |
| ------------ ---------------- ------------- | |
| 10 euclidean 5.09±0.02μs | |
| 10 minkowski 5.14±0.01μs | |
| 10 cityblock 5.01±0.06μs | |
| 10 sqeuclidean 5.00±0.02μs | |
| 10 cosine 4.94±0.07ms | |
| 10 correlation 7.46±0.1ms | |
| 10 hamming 5.18±0.02μs | |
| 10 jaccard 5.88±0.03μs | |
| 10 chebyshev 4.90±0.04μs | |
| 10 canberra 5.40±0.05μs | |
| 10 braycurtis 5.18±0.01μs | |
| 10 yule 7.21±0.03μs | |
| 10 dice 5.54±0.02μs | |
| 10 kulczynski1 5.52±0.05μs | |
| 10 rogerstanimoto 5.54±0.03μs | |
| 10 russellrao 5.42±0.02μs | |
| 10 sokalmichener 5.53±0.04μs | |
| 10 sokalsneath 5.49±0.02μs | |
| 10 minkowski-P3 28.6±0.2μs | |
| 20 euclidean 7.27±0.02μs | |
| 20 minkowski 7.28±0.01μs | |
| 20 cityblock 7.04±0.06μs | |
| 20 sqeuclidean 7.06±0.03μs | |
| 20 cosine 19.8±0.4ms | |
| 20 correlation 29.8±0.5ms | |
| 20 hamming 7.68±0.02μs | |
| 20 jaccard 10.1±0.02μs | |
| 20 chebyshev 6.83±0.02μs | |
| 20 canberra 8.66±0.03μs | |
| 20 braycurtis 7.72±0.04μs | |
| 20 yule 15.7±0.07μs | |
| 20 dice 9.06±0.02μs | |
| 20 kulczynski1 8.74±0.02μs | |
| 20 rogerstanimoto 8.89±0.03μs | |
| 20 russellrao 8.54±0.05μs | |
| 20 sokalmichener 8.84±0.04μs | |
| 20 sokalsneath 8.79±0.02μs | |
| 20 minkowski-P3 106±0.4μs | |
| 100 euclidean 57.0±0.2μs | |
| 100 minkowski 57.0±0.4μs | |
| 100 cityblock 52.3±0.6μs | |
| 100 sqeuclidean 53.6±0.02μs | |
| 100 cosine 493±9ms | |
| 100 correlation 746±7ms | |
| 100 hamming 70.4±0.7μs | |
| 100 jaccard 126±0.2μs | |
| 100 chebyshev 55.3±0.3μs | |
| 100 canberra 91.8±0.5μs | |
| 100 braycurtis 68.8±0.05μs | |
| 100 yule 263±0.6μs | |
| 100 dice 101±0.6μs | |
| 100 kulczynski1 92.5±0.4μs | |
| 100 rogerstanimoto 98.8±0.06μs | |
| 100 russellrao 85.6±0.3μs | |
| 100 sokalmichener 98.8±0.08μs | |
| 100 sokalsneath 94.7±0.5μs | |
| 100 minkowski-P3 2.69±0.01ms | |
| ============ ================ ============= | |
| [69.06%] ··· spatial.XdistWeighted.time_pdist ok | |
| [69.06%] ··· ============ ================ ============= | |
| num_points metric | |
| ------------ ---------------- ------------- | |
| 10 euclidean 4.96±0.5μs | |
| 10 minkowski 5.04±0.03μs | |
| 10 cityblock 4.87±0.03μs | |
| 10 sqeuclidean 4.89±0.03μs | |
| 10 cosine 2.22±0.03ms | |
| 10 correlation 3.37±0.06ms | |
| 10 hamming 4.95±0.03μs | |
| 10 jaccard 5.24±0.06μs | |
| 10 chebyshev 4.65±0.03μs | |
| 10 canberra 5.10±0.05μs | |
| 10 braycurtis 4.98±0.02μs | |
| 10 yule 5.99±0.06μs | |
| 10 dice 5.12±0.02μs | |
| 10 kulczynski1 5.20±0.01μs | |
| 10 rogerstanimoto 5.12±0.02μs | |
| 10 russellrao 5.13±0.07μs | |
| 10 sokalmichener 5.05±0.03μs | |
| 10 sokalsneath 5.16±0.03μs | |
| 10 minkowski-P3 16.8±0.08μs | |
| 20 euclidean 6.41±0.03μs | |
| 20 minkowski 6.52±0.03μs | |
| 20 cityblock 6.22±0.02μs | |
| 20 sqeuclidean 6.32±0.04μs | |
| 20 cosine 9.39±0.2ms | |
| 20 correlation 14.3±0.3ms | |
| 20 hamming 6.60±0.07μs | |
| 20 jaccard 7.77±0.03μs | |
| 20 chebyshev 5.95±0.03μs | |
| 20 canberra 7.03±0.04μs | |
| 20 braycurtis 6.60±0.07μs | |
| 20 yule 10.5±0.08μs | |
| 20 dice 7.31±0.05μs | |
| 20 kulczynski1 7.23±0.02μs | |
| 20 rogerstanimoto 7.22±0.01μs | |
| 20 russellrao 7.01±0.04μs | |
| 20 sokalmichener 7.11±0.02μs | |
| 20 sokalsneath 7.18±0.02μs | |
| 20 minkowski-P3 54.7±0.1μs | |
| 100 euclidean 33.3±0.09μs | |
| 100 minkowski 33.5±0.3μs | |
| 100 cityblock 30.4±0.03μs | |
| 100 sqeuclidean 31.2±0.04μs | |
| 100 cosine 241±3ms | |
| 100 correlation 367±8ms | |
| 100 hamming 39.1±0.2μs | |
| 100 jaccard 67.7±0.3μs | |
| 100 chebyshev 30.8±0.02μs | |
| 100 canberra 50.3±0.3μs | |
| 100 braycurtis 39.4±0.3μs | |
| 100 yule 136±0.4μs | |
| 100 dice 55.1±0.3μs | |
| 100 kulczynski1 50.7±0.04μs | |
| 100 rogerstanimoto 53.2±0.02μs | |
| 100 russellrao 47.9±0.3μs | |
| 100 sokalmichener 53.4±0.3μs | |
| 100 sokalsneath 52.2±5μs | |
| 100 minkowski-P3 1.33±0ms | |
| ============ ================ ============= | |
| [69.15%] ··· special.Airy.time_ai_zeros 34.9±0.08ms | |
| [69.23%] ··· special.Airy.time_bi_zeros 35.0±0.04ms | |
| [69.31%] ··· special.Comb.time_comb_exact ok | |
| [69.31%] ··· ======= =========== ============= ============= | |
| -- k | |
| ------- --------------------------------------- | |
| N 1 10 100 | |
| ======= =========== ============= ============= | |
| 10 849±0.5ns 843±2ns 851±2ns | |
| 100 848±6ns 961±2ns 846±1ns | |
| 1000 865±1ns 2.11±0.01μs 15.4±0.07μs | |
| 10000 867±0.3ns 2.09±0.01μs 16.5±0.1μs | |
| ======= =========== ============= ============= | |
| [69.40%] ··· special.Comb.time_comb_float 40.6±0.2μs | |
| [69.48%] ··· special.Erf.time_real ok | |
| [69.48%] ··· ======== ============ | |
| offset | |
| -------- ------------ | |
| 0.0 1.16±0.3ms | |
| 2.0 3.37±0.2ms | |
| ======== ============ | |
| [69.57%] ··· special.Expn.time_expn_large_n 574±4μs | |
| [69.65%] ··· special.Loggamma.time_loggamma_asymptotic 17.7±0.01μs | |
| [69.73%] ··· stats.ANOVAFunction.time_f_oneway 347±7μs | |
| [69.82%] ··· stats.Anderson_KSamp.time_anderson_ksamp 669±10μs | |
| [69.90%] ··· stats.BenchMoment.time_moment ok | |
| [69.90%] ··· ======= ========== =========== ========== | |
| -- size | |
| ------- --------------------------------- | |
| order 100 1000 10000 | |
| ======= ========== =========== ========== | |
| 1 289±8μs 291±4μs 300±6μs | |
| 2 369±1μs 377±3μs 424±2μs | |
| 3 373±2μs 381±2μs 427±4μs | |
| 8 382±10μs 384±0.9μs 436±10μs | |
| ======= ========== =========== ========== | |
| [69.98%] ··· stats.BenchQMCDiscrepancy.time_discrepancy ok | |
| [69.98%] ··· ========= ============= | |
| method | |
| --------- ------------- | |
| CD 18.7±0.01ms | |
| WD 11.8±0.01ms | |
| MD 23.8±0.01ms | |
| L2-star 11.1±0ms | |
| ========= ============= | |
| [70.07%] ··· stats.BenchQMCHalton.time_halton ok | |
| [70.07%] ··· ==== ========== ======== ============= ============= | |
| -- workers | |
| ------------------------ --------------------------- | |
| d scramble n 1 4 | |
| ==== ========== ======== ============= ============= | |
| 1 True 10 211±2μs 418±2μs | |
| 1 True 1000 930±10μs 689±10μs | |
| 1 True 100000 72.4±0.1ms 22.3±0.04ms | |
| 1 False 10 109±1μs 301±2μs | |
| 1 False 1000 229±0.2μs 366±4μs | |
| 1 False 100000 22.7±0.04ms 8.02±0.2ms | |
| 10 True 10 558±7μs 1.91±0ms | |
| 10 True 1000 3.23±0.01ms 2.92±0.04ms | |
| 10 True 100000 282±0.4ms 96.6±1ms | |
| 10 False 10 124±1μs 1.48±0.01ms | |
| 10 False 1000 608±0.4μs 1.69±0.02ms | |
| 10 False 100000 92.7±0.5ms 41.7±1ms | |
| ==== ========== ======== ============= ============= | |
| [70.15%] ··· stats.BenchQMCSobol.time_sobol ok | |
| [70.15%] ··· ===== =========== ========= =========== =========== | |
| -- base2 | |
| ----- --------------------------------------------- | |
| d 3 10 11 12 | |
| ===== =========== ========= =========== =========== | |
| 1 131±0.8μs 141±1μs 147±5μs 164±0.3μs | |
| 50 159±6μs 244±4μs 327±0.6μs 533±1μs | |
| 100 193±4μs 368±1μs 540±9μs 3.42±0ms | |
| ===== =========== ========= =========== =========== | |
| [70.23%] ··· stats.BenchSkewKurtosis.time_kurtosis ok | |
| [70.23%] ··· ======= ======= ========== ========== | |
| -- bias | |
| --------------- --------------------- | |
| order size False True | |
| ======= ======= ========== ========== | |
| 1 100 535±5μs 482±10μs | |
| 1 1000 549±6μs 509±2μs | |
| 1 10000 622±10μs 552±50μs | |
| 2 100 542±4μs 492±4μs | |
| 2 1000 537±5μs 487±2μs | |
| 2 10000 594±5μs 558±6μs | |
| 3 100 522±4μs 492±4μs | |
| 3 1000 539±4μs 510±2μs | |
| 3 10000 592±3μs 566±6μs | |
| 8 100 524±5μs 493±3μs | |
| 8 1000 536±4μs 508±4μs | |
| 8 10000 596±7μs 555±5μs | |
| ======= ======= ========== ========== | |
| [70.32%] ··· stats.BenchSkewKurtosis.time_skew ok | |
| [70.32%] ··· ======= ======= =========== ========== | |
| -- bias | |
| --------------- ---------------------- | |
| order size False True | |
| ======= ======= =========== ========== | |
| 1 100 537±4μs 467±3μs | |
| 1 1000 534±2μs 487±3μs | |
| 1 10000 590±10μs 538±4μs | |
| 2 100 517±4μs 468±4μs | |
| 2 1000 534±6μs 493±10μs | |
| 2 10000 603±8μs 555±5μs | |
| 3 100 516±4μs 468±4μs | |
| 3 1000 531±0.9μs 495±10μs | |
| 3 10000 587±2μs 539±2μs | |
| 8 100 528±5μs 468±4μs | |
| 8 1000 530±5μs 487±2μs | |
| 8 10000 588±6μs 555±6μs | |
| ======= ======= =========== ========== | |
| [70.40%] ··· ...s.BinnedStatisticDD.time_binned_statistic_dd ok | |
| [70.40%] ··· ================ ============= | |
| param1 | |
| ---------------- ------------- | |
| count 852±20μs | |
| sum 815±5μs | |
| mean 913±6μs | |
| min 759±8μs | |
| max 759±6μs | |
| median 1.26±0.01ms | |
| std 1.01±0.4ms | |
| <function std> 996±400μs | |
| ================ ============= | |
| [70.48%] ··· ...atisticDD.time_binned_statistic_dd_reuse_bin ok | |
| [70.48%] ··· ================ =========== | |
| param1 | |
| ---------------- ----------- | |
| count 287±1μs | |
| sum 255±3μs | |
| mean 355±2μs | |
| min 200±2μs | |
| max 194±5μs | |
| median 719±3μs | |
| std 454±400μs | |
| <function std> 445±400μs | |
| ================ =========== | |
| [70.57%] ··· stats.BrunnerMunzel.time_brunnermunzel ok | |
| [70.57%] ··· ============= ============ ========== ========= | |
| -- distribution | |
| -------------------------- -------------------- | |
| alternative nan_policy t normal | |
| ============= ============ ========== ========= | |
| two-sided propagate 502±10μs 475±5μs | |
| two-sided raise 503±6μs 472±1μs | |
| two-sided omit 491±2μs 481±8μs | |
| less propagate 489±4μs 464±3μs | |
| less raise 491±5μs 469±7μs | |
| less omit 487±5μs 470±6μs | |
| greater propagate 480±8μs 460±6μs | |
| greater raise 481±4μs 467±5μs | |
| greater omit 481±3μs 461±3μs | |
| ============= ============ ========== ========= | |
| [70.65%] ··· ....ContinuousFitAnalyticalMLEOverride.time_fit 3/512 failed | |
| [70.65%] ··· ============== ====== =========== ============= ============== ============== ============== ============= | |
| distribution case loc_fixed scale_fixed shape1_fixed shape2_fixed shape3_fixed | |
| -------------- ------ ----------- ------------- -------------- -------------- -------------- ------------- | |
| pareto 0 True True True True True n/a | |
| pareto 0 True True True True False n/a | |
| pareto 0 True True True False True n/a | |
| pareto 0 True True True False False n/a | |
| pareto 0 True True False True True n/a | |
| pareto 0 True True False True False n/a | |
| pareto 0 True True False False True n/a | |
| pareto 0 True True False False False failed | |
| pareto 0 True False True True True n/a | |
| pareto 0 True False True True False n/a | |
| pareto 0 True False True False True n/a | |
| pareto 0 True False True False False 16.4±0.1μs | |
| pareto 0 True False False True True n/a | |
| pareto 0 True False False True False n/a | |
| pareto 0 True False False False True n/a | |
| pareto 0 True False False False False 26.8±0.6μs | |
| pareto 0 False True True True True n/a | |
| pareto 0 False True True True False n/a | |
| pareto 0 False True True False True n/a | |
| pareto 0 False True True False False 13.0±0.3μs | |
| pareto 0 False True False True True n/a | |
| pareto 0 False True False True False n/a | |
| pareto 0 False True False False True n/a | |
| pareto 0 False True False False False 23.5±0.8μs | |
| pareto 0 False False True True True n/a | |
| pareto 0 False False True True False n/a | |
| pareto 0 False False True False True n/a | |
| pareto 0 False False True False False 265±5μs | |
| pareto 0 False False False True True n/a | |
| pareto 0 False False False True False n/a | |
| pareto 0 False False False False True n/a | |
| pareto 0 False False False False False 405±8μs | |
| pareto 1 True True True True True n/a | |
| pareto 1 True True True True False n/a | |
| pareto 1 True True True False True n/a | |
| pareto 1 True True True False False n/a | |
| pareto 1 True True False True True n/a | |
| pareto 1 True True False True False n/a | |
| pareto 1 True True False False True n/a | |
| pareto 1 True True False False False n/a | |
| pareto 1 True False True True True n/a | |
| pareto 1 True False True True False n/a | |
| pareto 1 True False True False True n/a | |
| pareto 1 True False True False False n/a | |
| pareto 1 True False False True True n/a | |
| pareto 1 True False False True False n/a | |
| pareto 1 True False False False True n/a | |
| pareto 1 True False False False False n/a | |
| pareto 1 False True True True True n/a | |
| pareto 1 False True True True False n/a | |
| pareto 1 False True True False True n/a | |
| pareto 1 False True True False False n/a | |
| pareto 1 False True False True True n/a | |
| pareto 1 False True False True False n/a | |
| pareto 1 False True False False True n/a | |
| pareto 1 False True False False False n/a | |
| pareto 1 False False True True True n/a | |
| pareto 1 False False True True False n/a | |
| pareto 1 False False True False True n/a | |
| pareto 1 False False True False False n/a | |
| pareto 1 False False False True True n/a | |
| pareto 1 False False False True False n/a | |
| pareto 1 False False False False True n/a | |
| pareto 1 False False False False False n/a | |
| laplace 0 True True True True True n/a | |
| laplace 0 True True True True False n/a | |
| laplace 0 True True True False True n/a | |
| laplace 0 True True True False False n/a | |
| laplace 0 True True False True True n/a | |
| laplace 0 True True False True False n/a | |
| laplace 0 True True False False True n/a | |
| laplace 0 True True False False False n/a | |
| laplace 0 True False True True True n/a | |
| laplace 0 True False True True False n/a | |
| laplace 0 True False True False True n/a | |
| laplace 0 True False True False False n/a | |
| laplace 0 True False False True True n/a | |
| laplace 0 True False False True False n/a | |
| laplace 0 True False False False True n/a | |
| laplace 0 True False False False False 12.7±0.2μs | |
| laplace 0 False True True True True n/a | |
| laplace 0 False True True True False n/a | |
| laplace 0 False True True False True n/a | |
| laplace 0 False True True False False n/a | |
| laplace 0 False True False True True n/a | |
| laplace 0 False True False True False n/a | |
| laplace 0 False True False False True n/a | |
| laplace 0 False True False False False 32.7±0.2μs | |
| laplace 0 False False True True True n/a | |
| laplace 0 False False True True False n/a | |
| laplace 0 False False True False True n/a | |
| laplace 0 False False True False False n/a | |
| laplace 0 False False False True True n/a | |
| laplace 0 False False False True False n/a | |
| laplace 0 False False False False True n/a | |
| laplace 0 False False False False False 42.3±0.1μs | |
| laplace 1 True True True True True n/a | |
| laplace 1 True True True True False n/a | |
| laplace 1 True True True False True n/a | |
| laplace 1 True True True False False n/a | |
| laplace 1 True True False True True n/a | |
| laplace 1 True True False True False n/a | |
| laplace 1 True True False False True n/a | |
| laplace 1 True True False False False n/a | |
| laplace 1 True False True True True n/a | |
| laplace 1 True False True True False n/a | |
| laplace 1 True False True False True n/a | |
| laplace 1 True False True False False n/a | |
| laplace 1 True False False True True n/a | |
| laplace 1 True False False True False n/a | |
| laplace 1 True False False False True n/a | |
| laplace 1 True False False False False n/a | |
| laplace 1 False True True True True n/a | |
| laplace 1 False True True True False n/a | |
| laplace 1 False True True False True n/a | |
| laplace 1 False True True False False n/a | |
| laplace 1 False True False True True n/a | |
| laplace 1 False True False True False n/a | |
| laplace 1 False True False False True n/a | |
| laplace 1 False True False False False n/a | |
| laplace 1 False False True True True n/a | |
| laplace 1 False False True True False n/a | |
| laplace 1 False False True False True n/a | |
| laplace 1 False False True False False n/a | |
| laplace 1 False False False True True n/a | |
| laplace 1 False False False True False n/a | |
| laplace 1 False False False False True n/a | |
| laplace 1 False False False False False n/a | |
| rayleigh 0 True True True True True n/a | |
| rayleigh 0 True True True True False n/a | |
| rayleigh 0 True True True False True n/a | |
| rayleigh 0 True True True False False n/a | |
| rayleigh 0 True True False True True n/a | |
| rayleigh 0 True True False True False n/a | |
| rayleigh 0 True True False False True n/a | |
| rayleigh 0 True True False False False n/a | |
| rayleigh 0 True False True True True n/a | |
| rayleigh 0 True False True True False n/a | |
| rayleigh 0 True False True False True n/a | |
| rayleigh 0 True False True False False n/a | |
| rayleigh 0 True False False True True n/a | |
| rayleigh 0 True False False True False n/a | |
| rayleigh 0 True False False False True n/a | |
| rayleigh 0 True False False False False 22.5±0.1μs | |
| rayleigh 0 False True True True True n/a | |
| rayleigh 0 False True True True False n/a | |
| rayleigh 0 False True True False True n/a | |
| rayleigh 0 False True True False False n/a | |
| rayleigh 0 False True False True True n/a | |
| rayleigh 0 False True False True False n/a | |
| rayleigh 0 False True False False True n/a | |
| rayleigh 0 False True False False False 337±4μs | |
| rayleigh 0 False False True True True n/a | |
| rayleigh 0 False False True True False n/a | |
| rayleigh 0 False False True False True n/a | |
| rayleigh 0 False False True False False n/a | |
| rayleigh 0 False False False True True n/a | |
| rayleigh 0 False False False True False n/a | |
| rayleigh 0 False False False False True n/a | |
| rayleigh 0 False False False False False 400±5μs | |
| rayleigh 1 True True True True True n/a | |
| rayleigh 1 True True True True False n/a | |
| rayleigh 1 True True True False True n/a | |
| rayleigh 1 True True True False False n/a | |
| rayleigh 1 True True False True True n/a | |
| rayleigh 1 True True False True False n/a | |
| rayleigh 1 True True False False True n/a | |
| rayleigh 1 True True False False False n/a | |
| rayleigh 1 True False True True True n/a | |
| rayleigh 1 True False True True False n/a | |
| rayleigh 1 True False True False True n/a | |
| rayleigh 1 True False True False False n/a | |
| rayleigh 1 True False False True True n/a | |
| rayleigh 1 True False False True False n/a | |
| rayleigh 1 True False False False True n/a | |
| rayleigh 1 True False False False False n/a | |
| rayleigh 1 False True True True True n/a | |
| rayleigh 1 False True True True False n/a | |
| rayleigh 1 False True True False True n/a | |
| rayleigh 1 False True True False False n/a | |
| rayleigh 1 False True False True True n/a | |
| rayleigh 1 False True False True False n/a | |
| rayleigh 1 False True False False True n/a | |
| rayleigh 1 False True False False False n/a | |
| rayleigh 1 False False True True True n/a | |
| rayleigh 1 False False True True False n/a | |
| rayleigh 1 False False True False True n/a | |
| rayleigh 1 False False True False False n/a | |
| rayleigh 1 False False False True True n/a | |
| rayleigh 1 False False False True False n/a | |
| rayleigh 1 False False False False True n/a | |
| rayleigh 1 False False False False False n/a | |
| invgauss 0 True True True True True n/a | |
| invgauss 0 True True True True False n/a | |
| invgauss 0 True True True False True n/a | |
| invgauss 0 True True True False False n/a | |
| invgauss 0 True True False True True n/a | |
| invgauss 0 True True False True False n/a | |
| invgauss 0 True True False False True n/a | |
| invgauss 0 True True False False False failed | |
| invgauss 0 True False True True True n/a | |
| invgauss 0 True False True True False n/a | |
| invgauss 0 True False True False True n/a | |
| invgauss 0 True False True False False 3.86±0.1ms | |
| invgauss 0 True False False True True n/a | |
| invgauss 0 True False False True False n/a | |
| invgauss 0 True False False False True n/a | |
| invgauss 0 True False False False False failed | |
| invgauss 0 False True True True True n/a | |
| invgauss 0 False True True True False n/a | |
| invgauss 0 False True True False True n/a | |
| invgauss 0 False True True False False 4.06±0.06ms | |
| invgauss 0 False True False True True n/a | |
| invgauss 0 False True False True False n/a | |
| invgauss 0 False True False False True n/a | |
| invgauss 0 False True False False False 7.35±0.2ms | |
| invgauss 0 False False True True True n/a | |
| invgauss 0 False False True True False n/a | |
| invgauss 0 False False True False True n/a | |
| invgauss 0 False False True False False 10.1±0.1ms | |
| invgauss 0 False False False True True n/a | |
| invgauss 0 False False False True False n/a | |
| invgauss 0 False False False False True n/a | |
| invgauss 0 False False False False False 19.3±0.6ms | |
| invgauss 1 True True True True True n/a | |
| invgauss 1 True True True True False n/a | |
| invgauss 1 True True True False True n/a | |
| invgauss 1 True True True False False n/a | |
| invgauss 1 True True False True True n/a | |
| invgauss 1 True True False True False n/a | |
| invgauss 1 True True False False True n/a | |
| invgauss 1 True True False False False n/a | |
| invgauss 1 True False True True True n/a | |
| invgauss 1 True False True True False n/a | |
| invgauss 1 True False True False True n/a | |
| invgauss 1 True False True False False n/a | |
| invgauss 1 True False False True True n/a | |
| invgauss 1 True False False True False n/a | |
| invgauss 1 True False False False True n/a | |
| invgauss 1 True False False False False n/a | |
| invgauss 1 False True True True True n/a | |
| invgauss 1 False True True True False n/a | |
| invgauss 1 False True True False True n/a | |
| invgauss 1 False True True False False n/a | |
| invgauss 1 False True False True True n/a | |
| invgauss 1 False True False True False n/a | |
| invgauss 1 False True False False True n/a | |
| invgauss 1 False True False False False n/a | |
| invgauss 1 False False True True True n/a | |
| invgauss 1 False False True True False n/a | |
| invgauss 1 False False True False True n/a | |
| invgauss 1 False False True False False n/a | |
| invgauss 1 False False False True True n/a | |
| invgauss 1 False False False True False n/a | |
| invgauss 1 False False False False True n/a | |
| invgauss 1 False False False False False n/a | |
| gumbel_r 0 True True True True True n/a | |
| gumbel_r 0 True True True True False n/a | |
| gumbel_r 0 True True True False True n/a | |
| gumbel_r 0 True True True False False n/a | |
| gumbel_r 0 True True False True True n/a | |
| gumbel_r 0 True True False True False n/a | |
| gumbel_r 0 True True False False True n/a | |
| gumbel_r 0 True True False False False n/a | |
| gumbel_r 0 True False True True True n/a | |
| gumbel_r 0 True False True True False n/a | |
| gumbel_r 0 True False True False True n/a | |
| gumbel_r 0 True False True False False n/a | |
| gumbel_r 0 True False False True True n/a | |
| gumbel_r 0 True False False True False n/a | |
| gumbel_r 0 True False False False True n/a | |
| gumbel_r 0 True False False False False 229±2μs | |
| gumbel_r 0 False True True True True n/a | |
| gumbel_r 0 False True True True False n/a | |
| gumbel_r 0 False True True False True n/a | |
| gumbel_r 0 False True True False False n/a | |
| gumbel_r 0 False True False True True n/a | |
| gumbel_r 0 False True False True False n/a | |
| gumbel_r 0 False True False False True n/a | |
| gumbel_r 0 False True False False False 41.1±0.8μs | |
| gumbel_r 0 False False True True True n/a | |
| gumbel_r 0 False False True True False n/a | |
| gumbel_r 0 False False True False True n/a | |
| gumbel_r 0 False False True False False n/a | |
| gumbel_r 0 False False False True True n/a | |
| gumbel_r 0 False False False True False n/a | |
| gumbel_r 0 False False False False True n/a | |
| gumbel_r 0 False False False False False 548±10μs | |
| gumbel_r 1 True True True True True n/a | |
| gumbel_r 1 True True True True False n/a | |
| gumbel_r 1 True True True False True n/a | |
| gumbel_r 1 True True True False False n/a | |
| gumbel_r 1 True True False True True n/a | |
| gumbel_r 1 True True False True False n/a | |
| gumbel_r 1 True True False False True n/a | |
| gumbel_r 1 True True False False False n/a | |
| gumbel_r 1 True False True True True n/a | |
| gumbel_r 1 True False True True False n/a | |
| gumbel_r 1 True False True False True n/a | |
| gumbel_r 1 True False True False False n/a | |
| gumbel_r 1 True False False True True n/a | |
| gumbel_r 1 True False False True False n/a | |
| gumbel_r 1 True False False False True n/a | |
| gumbel_r 1 True False False False False n/a | |
| gumbel_r 1 False True True True True n/a | |
| gumbel_r 1 False True True True False n/a | |
| gumbel_r 1 False True True False True n/a | |
| gumbel_r 1 False True True False False n/a | |
| gumbel_r 1 False True False True True n/a | |
| gumbel_r 1 False True False True False n/a | |
| gumbel_r 1 False True False False True n/a | |
| gumbel_r 1 False True False False False n/a | |
| gumbel_r 1 False False True True True n/a | |
| gumbel_r 1 False False True True False n/a | |
| gumbel_r 1 False False True False True n/a | |
| gumbel_r 1 False False True False False n/a | |
| gumbel_r 1 False False False True True n/a | |
| gumbel_r 1 False False False True False n/a | |
| gumbel_r 1 False False False False True n/a | |
| gumbel_r 1 False False False False False n/a | |
| gumbel_l 0 True True True True True n/a | |
| gumbel_l 0 True True True True False n/a | |
| gumbel_l 0 True True True False True n/a | |
| gumbel_l 0 True True True False False n/a | |
| gumbel_l 0 True True False True True n/a | |
| gumbel_l 0 True True False True False n/a | |
| gumbel_l 0 True True False False True n/a | |
| gumbel_l 0 True True False False False n/a | |
| gumbel_l 0 True False True True True n/a | |
| gumbel_l 0 True False True True False n/a | |
| gumbel_l 0 True False True False True n/a | |
| gumbel_l 0 True False True False False n/a | |
| gumbel_l 0 True False False True True n/a | |
| gumbel_l 0 True False False True False n/a | |
| gumbel_l 0 True False False False True n/a | |
| gumbel_l 0 True False False False False 230±3μs | |
| gumbel_l 0 False True True True True n/a | |
| gumbel_l 0 False True True True False n/a | |
| gumbel_l 0 False True True False True n/a | |
| gumbel_l 0 False True True False False n/a | |
| gumbel_l 0 False True False True True n/a | |
| gumbel_l 0 False True False True False n/a | |
| gumbel_l 0 False True False False True n/a | |
| gumbel_l 0 False True False False False 44.2±1μs | |
| gumbel_l 0 False False True True True n/a | |
| gumbel_l 0 False False True True False n/a | |
| gumbel_l 0 False False True False True n/a | |
| gumbel_l 0 False False True False False n/a | |
| gumbel_l 0 False False False True True n/a | |
| gumbel_l 0 False False False True False n/a | |
| gumbel_l 0 False False False False True n/a | |
| gumbel_l 0 False False False False False 555±10μs | |
| gumbel_l 1 True True True True True n/a | |
| gumbel_l 1 True True True True False n/a | |
| gumbel_l 1 True True True False True n/a | |
| gumbel_l 1 True True True False False n/a | |
| gumbel_l 1 True True False True True n/a | |
| gumbel_l 1 True True False True False n/a | |
| gumbel_l 1 True True False False True n/a | |
| gumbel_l 1 True True False False False n/a | |
| gumbel_l 1 True False True True True n/a | |
| gumbel_l 1 True False True True False n/a | |
| gumbel_l 1 True False True False True n/a | |
| gumbel_l 1 True False True False False n/a | |
| gumbel_l 1 True False False True True n/a | |
| gumbel_l 1 True False False True False n/a | |
| gumbel_l 1 True False False False True n/a | |
| gumbel_l 1 True False False False False n/a | |
| gumbel_l 1 False True True True True n/a | |
| gumbel_l 1 False True True True False n/a | |
| gumbel_l 1 False True True False True n/a | |
| gumbel_l 1 False True True False False n/a | |
| gumbel_l 1 False True False True True n/a | |
| gumbel_l 1 False True False True False n/a | |
| gumbel_l 1 False True False False True n/a | |
| gumbel_l 1 False True False False False n/a | |
| gumbel_l 1 False False True True True n/a | |
| gumbel_l 1 False False True True False n/a | |
| gumbel_l 1 False False True False True n/a | |
| gumbel_l 1 False False True False False n/a | |
| gumbel_l 1 False False False True True n/a | |
| gumbel_l 1 False False False True False n/a | |
| gumbel_l 1 False False False False True n/a | |
| gumbel_l 1 False False False False False n/a | |
| powerlaw 0 True True True True True n/a | |
| powerlaw 0 True True True True False n/a | |
| powerlaw 0 True True True False True n/a | |
| powerlaw 0 True True True False False n/a | |
| powerlaw 0 True True False True True n/a | |
| powerlaw 0 True True False True False n/a | |
| powerlaw 0 True True False False True n/a | |
| powerlaw 0 True True False False False 334±70μs | |
| powerlaw 0 True False True True True n/a | |
| powerlaw 0 True False True True False n/a | |
| powerlaw 0 True False True False True n/a | |
| powerlaw 0 True False True False False 279±5μs | |
| powerlaw 0 True False False True True n/a | |
| powerlaw 0 True False False True False n/a | |
| powerlaw 0 True False False False True n/a | |
| powerlaw 0 True False False False False 292±6μs | |
| powerlaw 0 False True True True True n/a | |
| powerlaw 0 False True True True False n/a | |
| powerlaw 0 False True True False True n/a | |
| powerlaw 0 False True True False False 463±10μs | |
| powerlaw 0 False True False True True n/a | |
| powerlaw 0 False True False True False n/a | |
| powerlaw 0 False True False False True n/a | |
| powerlaw 0 False True False False False 485±10μs | |
| powerlaw 0 False False True True True n/a | |
| powerlaw 0 False False True True False n/a | |
| powerlaw 0 False False True False True n/a | |
| powerlaw 0 False False True False False 661±3μs | |
| powerlaw 0 False False False True True n/a | |
| powerlaw 0 False False False True False n/a | |
| powerlaw 0 False False False False True n/a | |
| powerlaw 0 False False False False False 944±10μs | |
| powerlaw 1 True True True True True n/a | |
| powerlaw 1 True True True True False n/a | |
| powerlaw 1 True True True False True n/a | |
| powerlaw 1 True True True False False n/a | |
| powerlaw 1 True True False True True n/a | |
| powerlaw 1 True True False True False n/a | |
| powerlaw 1 True True False False True n/a | |
| powerlaw 1 True True False False False 291±5μs | |
| powerlaw 1 True False True True True n/a | |
| powerlaw 1 True False True True False n/a | |
| powerlaw 1 True False True False True n/a | |
| powerlaw 1 True False True False False 273±10μs | |
| powerlaw 1 True False False True True n/a | |
| powerlaw 1 True False False True False n/a | |
| powerlaw 1 True False False False True n/a | |
| powerlaw 1 True False False False False 287±10μs | |
| powerlaw 1 False True True True True n/a | |
| powerlaw 1 False True True True False n/a | |
| powerlaw 1 False True True False True n/a | |
| powerlaw 1 False True True False False 476±8μs | |
| powerlaw 1 False True False True True n/a | |
| powerlaw 1 False True False True False n/a | |
| powerlaw 1 False True False False True n/a | |
| powerlaw 1 False True False False False 493±6μs | |
| powerlaw 1 False False True True True n/a | |
| powerlaw 1 False False True True False n/a | |
| powerlaw 1 False False True False True n/a | |
| powerlaw 1 False False True False False 283±4μs | |
| powerlaw 1 False False False True True n/a | |
| powerlaw 1 False False False True False n/a | |
| powerlaw 1 False False False False True n/a | |
| powerlaw 1 False False False False False 922±10μs | |
| lognorm 0 True True True True True n/a | |
| lognorm 0 True True True True False n/a | |
| lognorm 0 True True True False True n/a | |
| lognorm 0 True True True False False n/a | |
| lognorm 0 True True False True True n/a | |
| lognorm 0 True True False True False n/a | |
| lognorm 0 True True False False True n/a | |
| lognorm 0 True True False False False 37.0±0.5μs | |
| lognorm 0 True False True True True n/a | |
| lognorm 0 True False True True False n/a | |
| lognorm 0 True False True False True n/a | |
| lognorm 0 True False True False False 35.7±5μs | |
| lognorm 0 True False False True True n/a | |
| lognorm 0 True False False True False n/a | |
| lognorm 0 True False False False True n/a | |
| lognorm 0 True False False False False 43.4±0.3μs | |
| lognorm 0 False True True True True n/a | |
| lognorm 0 False True True True False n/a | |
| lognorm 0 False True True False True n/a | |
| lognorm 0 False True True False False 595±6μs | |
| lognorm 0 False True False True True n/a | |
| lognorm 0 False True False True False n/a | |
| lognorm 0 False True False False True n/a | |
| lognorm 0 False True False False False 1.76±0.03ms | |
| lognorm 0 False False True True True n/a | |
| lognorm 0 False False True True False n/a | |
| lognorm 0 False False True False True n/a | |
| lognorm 0 False False True False False 882±10μs | |
| lognorm 0 False False False True True n/a | |
| lognorm 0 False False False True False n/a | |
| lognorm 0 False False False False True n/a | |
| lognorm 0 False False False False False 2.01±0.04ms | |
| lognorm 1 True True True True True n/a | |
| lognorm 1 True True True True False n/a | |
| lognorm 1 True True True False True n/a | |
| lognorm 1 True True True False False n/a | |
| lognorm 1 True True False True True n/a | |
| lognorm 1 True True False True False n/a | |
| lognorm 1 True True False False True n/a | |
| lognorm 1 True True False False False n/a | |
| lognorm 1 True False True True True n/a | |
| lognorm 1 True False True True False n/a | |
| lognorm 1 True False True False True n/a | |
| lognorm 1 True False True False False n/a | |
| lognorm 1 True False False True True n/a | |
| lognorm 1 True False False True False n/a | |
| lognorm 1 True False False False True n/a | |
| lognorm 1 True False False False False n/a | |
| lognorm 1 False True True True True n/a | |
| lognorm 1 False True True True False n/a | |
| lognorm 1 False True True False True n/a | |
| lognorm 1 False True True False False n/a | |
| lognorm 1 False True False True True n/a | |
| lognorm 1 False True False True False n/a | |
| lognorm 1 False True False False True n/a | |
| lognorm 1 False True False False False n/a | |
| lognorm 1 False False True True True n/a | |
| lognorm 1 False False True True False n/a | |
| lognorm 1 False False True False True n/a | |
| lognorm 1 False False True False False n/a | |
| lognorm 1 False False False True True n/a | |
| lognorm 1 False False False True False n/a | |
| lognorm 1 False False False False True n/a | |
| lognorm 1 False False False False False n/a | |
| ============== ====== =========== ============= ============== ============== ============== ============= | |
| [70.74%] ··· stats.CorrelationFunctions.time_barnard_exact ok | |
| [70.74%] ··· ============= ============ | |
| alternative | |
| ------------- ------------ | |
| two-sided 5.21±1ms | |
| less 8.22±0.4ms | |
| greater 8.19±0.7ms | |
| ============= ============ | |
| [70.82%] ··· stats.CorrelationFunctions.time_boschloo_exact ok | |
| [70.82%] ··· ============= ============ | |
| alternative | |
| ------------- ------------ | |
| two-sided 12.3±2ms | |
| less 5.34±2ms | |
| greater 5.44±0.8ms | |
| ============= ============ | |
| [70.90%] ··· stats.CorrelationFunctions.time_fisher_exact ok | |
| [70.90%] ··· ============= ========== | |
| alternative | |
| ------------- ---------- | |
| two-sided 760±60μs | |
| less 139±30μs | |
| greater 145±1μs | |
| ============= ========== | |
| [70.99%] ··· stats.DescriptiveStats.time_mode ok | |
| [70.99%] ··· ========== ============= | |
| n_levels | |
| ---------- ------------- | |
| 10 1.01±0.01ms | |
| 1000 1.06±0.01ms | |
| ========== ============= | |
| [71.07%] ··· stats.DistanceFunctions.time_energy_distance ok | |
| [71.07%] ··· ======== ============ | |
| n_size | |
| -------- ------------ | |
| 10 57.9±0.5μs | |
| 4000 975±10μs | |
| ======== ============ | |
| [71.15%] ··· ....DistanceFunctions.time_wasserstein_distance ok | |
| [71.15%] ··· ======== ============ | |
| n_size | |
| -------- ------------ | |
| 10 54.8±0.5μs | |
| 4000 973±10μs | |
| ======== ============ | |
| [71.24%] ··· stats.Distribution.time_distribution ok | |
| [71.24%] ··· ============== ============ ============= | |
| distribution properties | |
| -------------- ------------ ------------- | |
| cauchy pdf 80.4±1μs | |
| cauchy cdf 59.4±3μs | |
| cauchy rvs 53.2±1μs | |
| cauchy fit 5.95±0.05ms | |
| gamma pdf 35.7±0.8μs | |
| gamma cdf 39.4±0.3μs | |
| gamma rvs 102±1μs | |
| gamma fit 35.2±0.2ms | |
| beta pdf 38.7±0.8μs | |
| beta cdf 42.7±0.2μs | |
| beta rvs 174±0.2μs | |
| beta fit 52.6±0.5ms | |
| ============== ============ ============= | |
| [71.32%] ··· stats.DistributionsAll.time_distribution 2/2125 failed | |
| [71.32%] ··· ======================= =============== ============= | |
| dist_name method | |
| ----------------------- --------------- ------------- | |
| alpha pdf/pmf 101±2μs | |
| alpha logpdf/logpmf 102±3μs | |
| alpha cdf 90.8±0.4μs | |
| alpha logcdf 110±40μs | |
| alpha rvs 267±2μs | |
| alpha fit 19.3±0.2ms | |
| alpha sf 91.4±0.9μs | |
| alpha logsf 100±2μs | |
| alpha ppf 45.8±0.5μs | |
| alpha isf 44.6±0.4μs | |
| alpha moment n/a | |
| alpha stats_s 59.2±2μs | |
| alpha stats_v 63.0±2μs | |
| alpha stats_m 62.3±0.9μs | |
| alpha stats_k 59.8±0.9μs | |
| alpha stats_mvsk 74.1±1μs | |
| alpha entropy 1.80±0.03ms | |
| anglit pdf/pmf 80.5±2μs | |
| anglit logpdf/logpmf 91.4±2μs | |
| anglit cdf 60.2±2μs | |
| anglit logcdf 71.3±3μs | |
| anglit rvs 230±7μs | |
| anglit fit 4.07±0.5ms | |
| anglit sf 59.9±1μs | |
| anglit logsf 67.6±2μs | |
| anglit ppf 50.5±0.8μs | |
| anglit isf 49.8±0.3μs | |
| anglit moment n/a | |
| anglit stats_s 55.8±1μs | |
| anglit stats_v 59.6±1μs | |
| anglit stats_m 59.0±0.8μs | |
| anglit stats_k 55.3±0.7μs | |
| anglit stats_mvsk 69.6±0.9μs | |
| anglit entropy 49.3±1μs | |
| arcsine pdf/pmf 89.0±0.6μs | |
| arcsine logpdf/logpmf 97.3±2μs | |
| arcsine cdf 58.7±0.4μs | |
| arcsine logcdf 67.8±0.7μs | |
| arcsine rvs 244±6μs | |
| arcsine fit 20.0±0.4ms | |
| arcsine sf 60.2±1μs | |
| arcsine logsf 68.1±0.5μs | |
| arcsine ppf 50.4±0.3μs | |
| arcsine isf 49.8±0.3μs | |
| arcsine moment n/a | |
| arcsine stats_s 54.3±0.2μs | |
| arcsine stats_v 58.0±2μs | |
| arcsine stats_m 58.8±0.7μs | |
| arcsine stats_k 54.1±1μs | |
| arcsine stats_mvsk 69.2±2μs | |
| arcsine entropy 45.9±0.2μs | |
| argus pdf/pmf n/a | |
| argus logpdf/logpmf n/a | |
| argus cdf n/a | |
| argus logcdf n/a | |
| argus rvs n/a | |
| argus fit n/a | |
| argus sf n/a | |
| argus logsf n/a | |
| argus ppf n/a | |
| argus isf n/a | |
| argus moment n/a | |
| argus stats_s n/a | |
| argus stats_v n/a | |
| argus stats_m n/a | |
| argus stats_k n/a | |
| argus stats_mvsk n/a | |
| argus entropy n/a | |
| bernoulli pdf/pmf 61.3±1μs | |
| bernoulli logpdf/logpmf 70.9±0.8μs | |
| bernoulli cdf 89.9±0.7μs | |
| bernoulli logcdf 87.4±2μs | |
| bernoulli rvs 240±1μs | |
| bernoulli fit n/a | |
| bernoulli sf 85.3±0.6μs | |
| bernoulli logsf 86.4±0.7μs | |
| bernoulli ppf 28.6±0.2μs | |
| bernoulli isf 30.2±0.3μs | |
| bernoulli moment n/a | |
| bernoulli stats_s 221±8μs | |
| bernoulli stats_v 67.4±2μs | |
| bernoulli stats_m 66.4±1μs | |
| bernoulli stats_k 363±6μs | |
| bernoulli stats_mvsk 393±10μs | |
| bernoulli entropy 71.4±1μs | |
| beta pdf/pmf 162±0.7μs | |
| beta logpdf/logpmf 115±3μs | |
| beta cdf 171±3μs | |
| beta logcdf 190±6μs | |
| beta rvs 472±10μs | |
| beta fit 32.4±0.3ms | |
| beta sf 171±5μs | |
| beta logsf 182±1μs | |
| beta ppf 48.7±0.6μs | |
| beta isf 47.4±0.6μs | |
| beta moment n/a | |
| beta stats_s 70.0±1μs | |
| beta stats_v 74.7±2μs | |
| beta stats_m 75.1±2μs | |
| beta stats_k 71.2±2μs | |
| beta stats_mvsk 83.9±2μs | |
| beta entropy 75.6±0.2μs | |
| betabinom pdf/pmf 84.1±0.6μs | |
| betabinom logpdf/logpmf 78.2±0.6μs | |
| betabinom cdf 2.27±0.02ms | |
| betabinom logcdf 2.35±0.03ms | |
| betabinom rvs 598±10μs | |
| betabinom fit n/a | |
| betabinom sf 2.30±0.05ms | |
| betabinom logsf 2.37±0.06ms | |
| betabinom ppf 32.8±0.2μs | |
| betabinom isf 34.9±0.4μs | |
| betabinom moment n/a | |
| betabinom stats_s 106±0.2μs | |
| betabinom stats_v 93.5±0.9μs | |
| betabinom stats_m 91.1±0.8μs | |
| betabinom stats_k 145±4μs | |
| betabinom stats_mvsk 170±5μs | |
| betabinom entropy 951±10μs | |
| betaprime pdf/pmf 114±3μs | |
| betaprime logpdf/logpmf 114±7μs | |
| betaprime cdf 196±3μs | |
| betaprime logcdf 208±9μs | |
| betaprime rvs 428±2μs | |
| betaprime fit 59.5±0.5ms | |
| betaprime sf 193±6μs | |
| betaprime logsf 202±4μs | |
| betaprime ppf 46.4±0.5μs | |
| betaprime isf 47.2±0.1μs | |
| betaprime moment n/a | |
| betaprime stats_s 241±3μs | |
| betaprime stats_v 190±3μs | |
| betaprime stats_m 120±1μs | |
| betaprime stats_k 320±5μs | |
| betaprime stats_mvsk 356±4μs | |
| betaprime entropy 1.05±0.02ms | |
| binom pdf/pmf 63.8±0.5μs | |
| binom logpdf/logpmf 75.9±1μs | |
| binom cdf 105±0.7μs | |
| binom logcdf 103±2μs | |
| binom rvs 249±0.9μs | |
| binom fit n/a | |
| binom sf 97.8±2μs | |
| binom logsf 98.0±0.9μs | |
| binom ppf 32.2±0.7μs | |
| binom isf 34.0±0.4μs | |
| binom moment n/a | |
| binom stats_s 75.3±0.9μs | |
| binom stats_v 75.1±0.7μs | |
| binom stats_m 76.5±0.2μs | |
| binom stats_k 74.6±2μs | |
| binom stats_mvsk 86.6±1μs | |
| binom entropy 129±0.9μs | |
| boltzmann pdf/pmf 72.7±0.6μs | |
| boltzmann logpdf/logpmf 68.8±0.5μs | |
| boltzmann cdf 102±3μs | |
| boltzmann logcdf 102±2μs | |
| boltzmann rvs 292±4μs | |
| boltzmann fit n/a | |
| boltzmann sf 101±2μs | |
| boltzmann logsf 100±3μs | |
| boltzmann ppf 32.4±0.6μs | |
| boltzmann isf 34.0±0.3μs | |
| boltzmann moment n/a | |
| boltzmann stats_s 129±0.9μs | |
| boltzmann stats_v 129±2μs | |
| boltzmann stats_m 130±2μs | |
| boltzmann stats_k 129±3μs | |
| boltzmann stats_mvsk 141±3μs | |
| boltzmann entropy 594±20μs | |
| bradford pdf/pmf 90.3±1μs | |
| bradford logpdf/logpmf 97.8±2μs | |
| bradford cdf 85.0±0.3μs | |
| bradford logcdf 96.2±1μs | |
| bradford rvs 234±1μs | |
| bradford fit 13.3±0.06ms | |
| bradford sf 87.0±2μs | |
| bradford logsf 96.4±0.6μs | |
| bradford ppf 45.2±0.1μs | |
| bradford isf 45.3±1μs | |
| bradford moment n/a | |
| bradford stats_s 108±2μs | |
| bradford stats_v 76.3±0.1μs | |
| bradford stats_m 75.7±0.9μs | |
| bradford stats_k 114±0.3μs | |
| bradford stats_mvsk 154±1μs | |
| bradford entropy 62.5±0.9μs | |
| burr pdf/pmf 173±4μs | |
| burr logpdf/logpmf 189±10μs | |
| burr cdf 94.7±5μs | |
| burr logcdf 95.9±1μs | |
| burr rvs 245±1μs | |
| burr fit 152±2ms | |
| burr sf 98.2±1μs | |
| burr logsf 97.4±0.8μs | |
| burr ppf 49.3±1μs | |
| burr isf 48.2±4μs | |
| burr moment n/a | |
| burr stats_s 226±2μs | |
| burr stats_v 234±6μs | |
| burr stats_m 232±6μs | |
| burr stats_k 225±6μs | |
| burr stats_mvsk 238±7μs | |
| burr entropy 19.0±0.3ms | |
| burr12 pdf/pmf 111±2μs | |
| burr12 logpdf/logpmf 112±0.7μs | |
| burr12 cdf 95.9±2μs | |
| burr12 logcdf 103±20μs | |
| burr12 rvs 279±3μs | |
| burr12 fit 60.0±1ms | |
| burr12 sf 95.4±0.6μs | |
| burr12 logsf 95.1±0.9μs | |
| burr12 ppf 46.5±0.4μs | |
| burr12 isf 47.1±0.1μs | |
| burr12 moment n/a | |
| burr12 stats_s 111±0.5μs | |
| burr12 stats_v 105±1μs | |
| burr12 stats_m 78.1±0.8μs | |
| burr12 stats_k 136±4μs | |
| burr12 stats_mvsk 167±6μs | |
| burr12 entropy 2.13±0.04ms | |
| cauchy pdf/pmf 79.6±1μs | |
| cauchy logpdf/logpmf 89.0±1μs | |
| cauchy cdf 58.6±1μs | |
| cauchy logcdf 69.7±2μs | |
| cauchy rvs 224±1μs | |
| cauchy fit 3.95±0.04ms | |
| cauchy sf 58.4±1μs | |
| cauchy logsf 66.4±2μs | |
| cauchy ppf 49.9±0.2μs | |
| cauchy isf 49.8±0.3μs | |
| cauchy moment n/a | |
| cauchy stats_s 54.1±0.2μs | |
| cauchy stats_v 57.4±0.7μs | |
| cauchy stats_m 57.6±0.6μs | |
| cauchy stats_k 53.6±0.7μs | |
| cauchy stats_mvsk 68.8±0.2μs | |
| cauchy entropy 47.9±0.1μs | |
| chi pdf/pmf 105±2μs | |
| chi logpdf/logpmf 108±0.4μs | |
| chi cdf 120±1μs | |
| chi logcdf 137±2μs | |
| chi rvs 317±1μs | |
| chi fit 41.6±0.3ms | |
| chi sf 120±2μs | |
| chi logsf 129±3μs | |
| chi ppf 44.2±1μs | |
| chi isf 44.9±1μs | |
| chi moment n/a | |
| chi stats_s 107±0.6μs | |
| chi stats_v 107±1μs | |
| chi stats_m 107±0.8μs | |
| chi stats_k 105±1μs | |
| chi stats_mvsk 116±2μs | |
| chi entropy 131±1μs | |
| chi2 pdf/pmf 104±2μs | |
| chi2 logpdf/logpmf 108±3μs | |
| chi2 cdf 114±0.5μs | |
| chi2 logcdf 130±4μs | |
| chi2 rvs 283±2μs | |
| chi2 fit 41.8±0.06ms | |
| chi2 sf 116±1μs | |
| chi2 logsf 127±2μs | |
| chi2 ppf 44.4±0.6μs | |
| chi2 isf 45.7±1μs | |
| chi2 moment n/a | |
| chi2 stats_s 66.8±1μs | |
| chi2 stats_v 68.6±0.8μs | |
| chi2 stats_m 69.7±0.1μs | |
| chi2 stats_k 66.5±0.9μs | |
| chi2 stats_mvsk 78.4±0.3μs | |
| chi2 entropy 122±2μs | |
| cosine pdf/pmf n/a | |
| cosine logpdf/logpmf n/a | |
| cosine cdf n/a | |
| cosine logcdf n/a | |
| cosine rvs n/a | |
| cosine fit n/a | |
| cosine sf n/a | |
| cosine logsf n/a | |
| cosine ppf n/a | |
| cosine isf n/a | |
| cosine moment n/a | |
| cosine stats_s n/a | |
| cosine stats_v n/a | |
| cosine stats_m n/a | |
| cosine stats_k n/a | |
| cosine stats_mvsk n/a | |
| cosine entropy n/a | |
| crystalball pdf/pmf 183±2μs | |
| crystalball logpdf/logpmf 188±7μs | |
| crystalball cdf 198±4μs | |
| crystalball logcdf 221±4μs | |
| crystalball rvs 548±30μs | |
| crystalball fit 51.3±1ms | |
| crystalball sf 200±3μs | |
| crystalball logsf 214±2μs | |
| crystalball ppf 45.0±0.1μs | |
| crystalball isf 44.9±1μs | |
| crystalball moment n/a | |
| crystalball stats_s 415±3μs | |
| crystalball stats_v 342±4μs | |
| crystalball stats_m 204±2μs | |
| crystalball stats_k 538±4μs | |
| crystalball stats_mvsk 574±5μs | |
| crystalball entropy 50.4±0.1ms | |
| dgamma pdf/pmf 96.4±3μs | |
| dgamma logpdf/logpmf 100±1μs | |
| dgamma cdf 129±0.8μs | |
| dgamma logcdf 145±0.7μs | |
| dgamma rvs 354±2μs | |
| dgamma fit 8.14±0.09ms | |
| dgamma sf 132±1μs | |
| dgamma logsf 141±1μs | |
| dgamma ppf 44.9±0.4μs | |
| dgamma isf 45.1±0.09μs | |
| dgamma moment n/a | |
| dgamma stats_s 67.3±1μs | |
| dgamma stats_v 70.4±1μs | |
| dgamma stats_m 71.3±0.3μs | |
| dgamma stats_k 67.6±0.3μs | |
| dgamma stats_mvsk 79.8±1μs | |
| dgamma entropy 128±2μs | |
| dlaplace pdf/pmf 63.0±0.1μs | |
| dlaplace logpdf/logpmf 58.5±0.3μs | |
| dlaplace cdf 144±0.7μs | |
| dlaplace logcdf 146±9μs | |
| dlaplace rvs 280±4μs | |
| dlaplace fit n/a | |
| dlaplace sf 138±2μs | |
| dlaplace logsf 142±3μs | |
| dlaplace ppf 29.3±0.5μs | |
| dlaplace isf 31.1±0.3μs | |
| dlaplace moment n/a | |
| dlaplace stats_s 78.8±1μs | |
| dlaplace stats_v 82.3±2μs | |
| dlaplace stats_m 83.4±1μs | |
| dlaplace stats_k 79.4±2μs | |
| dlaplace stats_mvsk 92.6±1μs | |
| dlaplace entropy 74.9±1μs | |
| dweibull pdf/pmf 92.8±3μs | |
| dweibull logpdf/logpmf 96.5±3μs | |
| dweibull cdf 91.0±1μs | |
| dweibull logcdf 104±2μs | |
| dweibull rvs 354±3μs | |
| dweibull fit 9.94±0.3ms | |
| dweibull sf 93.8±3μs | |
| dweibull logsf 102±3μs | |
| dweibull ppf 45.3±1μs | |
| dweibull isf 45.1±1μs | |
| dweibull moment n/a | |
| dweibull stats_s 57.9±0.7μs | |
| dweibull stats_v 88.6±1μs | |
| dweibull stats_m 62.9±3μs | |
| dweibull stats_k 103±1μs | |
| dweibull stats_mvsk 134±4μs | |
| dweibull entropy 63.3±0.6μs | |
| erlang pdf/pmf 108±2μs | |
| erlang logpdf/logpmf 106±2μs | |
| erlang cdf 109±1μs | |
| erlang logcdf 121±0.7μs | |
| erlang rvs 276±1μs | |
| erlang fit 24.3±0.05ms | |
| erlang sf 107±0.9μs | |
| erlang logsf 116±1μs | |
| erlang ppf 52.2±0.1μs | |
| erlang isf 52.4±1μs | |
| erlang moment n/a | |
| erlang stats_s 70.1±0.7μs | |
| erlang stats_v 72.8±0.1μs | |
| erlang stats_m 72.1±0.7μs | |
| erlang stats_k 70.4±0.1μs | |
| erlang stats_mvsk 81.4±2μs | |
| erlang entropy 134±3μs | |
| expon pdf/pmf 78.6±1μs | |
| expon logpdf/logpmf 78.1±2μs | |
| expon cdf 58.6±0.6μs | |
| expon logcdf 69.1±0.1μs | |
| expon rvs 252±3μs | |
| expon fit 10.4±0.05μs | |
| expon sf 55.7±0.6μs | |
| expon logsf 56.2±0.05μs | |
| expon ppf 49.6±0.3μs | |
| expon isf 50.4±0.09μs | |
| expon moment n/a | |
| expon stats_s 54.3±0.8μs | |
| expon stats_v 57.3±1μs | |
| expon stats_m 57.2±0.7μs | |
| expon stats_k 53.4±0.7μs | |
| expon stats_mvsk 68.6±0.4μs | |
| expon entropy 45.3±0.5μs | |
| exponnorm pdf/pmf n/a | |
| exponnorm logpdf/logpmf n/a | |
| exponnorm cdf n/a | |
| exponnorm logcdf n/a | |
| exponnorm rvs n/a | |
| exponnorm fit n/a | |
| exponnorm sf n/a | |
| exponnorm logsf n/a | |
| exponnorm ppf n/a | |
| exponnorm isf n/a | |
| exponnorm moment n/a | |
| exponnorm stats_s n/a | |
| exponnorm stats_v n/a | |
| exponnorm stats_m n/a | |
| exponnorm stats_k n/a | |
| exponnorm stats_mvsk n/a | |
| exponnorm entropy n/a | |
| exponpow pdf/pmf 96.0±2μs | |
| exponpow logpdf/logpmf 99.3±3μs | |
| exponpow cdf 86.8±4μs | |
| exponpow logcdf 96.5±3μs | |
| exponpow rvs 293±7μs | |
| exponpow fit 81.0±0.4ms | |
| exponpow sf 85.1±0.4μs | |
| exponpow logsf 92.1±1μs | |
| exponpow ppf 44.8±0.6μs | |
| exponpow isf 44.7±0.4μs | |
| exponpow moment n/a | |
| exponpow stats_s 175±4ms | |
| exponpow stats_v 123±0.5ms | |
| exponpow stats_m 61.1±0.5ms | |
| exponpow stats_k 227±2ms | |
| exponpow stats_mvsk 223±5ms | |
| exponpow entropy 1.95±0.03ms | |
| exponweib pdf/pmf 114±2μs | |
| exponweib logpdf/logpmf 114±0.4μs | |
| exponweib cdf 95.3±2μs | |
| exponweib logcdf 107±4μs | |
| exponweib rvs 275±2μs | |
| exponweib fit 94.8±1ms | |
| exponweib sf 97.8±20μs | |
| exponweib logsf 105±3μs | |
| exponweib ppf 48.1±0.1μs | |
| exponweib isf 48.1±0.07μs | |
| exponweib moment n/a | |
| exponweib stats_s 210±0.8ms | |
| exponweib stats_v 132±1ms | |
| exponweib stats_m 66.4±0.4ms | |
| exponweib stats_k 274±3ms | |
| exponweib stats_mvsk 277±2ms | |
| exponweib entropy 1.56±0.02ms | |
| f pdf/pmf 134±3μs | |
| f logpdf/logpmf 136±1μs | |
| f cdf 130±0.7μs | |
| f logcdf 143±2μs | |
| f rvs 350±5μs | |
| f fit 47.4±1ms | |
| f sf 130±0.5μs | |
| f logsf 136±1μs | |
| f ppf 47.1±0.1μs | |
| f isf 47.2±1μs | |
| f moment n/a | |
| f stats_s 241±2μs | |
| f stats_v 239±2μs | |
| f stats_m 243±6μs | |
| f stats_k 241±1μs | |
| f stats_mvsk 248±3μs | |
| f entropy 77.4±0.3μs | |
| fatiguelife pdf/pmf 106±1μs | |
| fatiguelife logpdf/logpmf 108±3μs | |
| fatiguelife cdf 90.5±6μs | |
| fatiguelife logcdf 101±0.5μs | |
| fatiguelife rvs 273±6μs | |
| fatiguelife fit 32.3±0.5ms | |
| fatiguelife sf 90.5±2μs | |
| fatiguelife logsf 99.7±3μs | |
| fatiguelife ppf 45.0±0.9μs | |
| fatiguelife isf 44.3±0.5μs | |
| fatiguelife moment n/a | |
| fatiguelife stats_s 85.2±1μs | |
| fatiguelife stats_v 88.7±1μs | |
| fatiguelife stats_m 87.9±2μs | |
| fatiguelife stats_k 84.7±1μs | |
| fatiguelife stats_mvsk 97.8±1μs | |
| fatiguelife entropy 5.90±0.1ms | |
| fisk pdf/pmf 189±2μs | |
| fisk logpdf/logpmf 201±4μs | |
| fisk cdf 85.8±0.4μs | |
| fisk logcdf 91.0±4μs | |
| fisk rvs 236±2μs | |
| fisk fit 31.6±0.5ms | |
| fisk sf 87.1±1μs | |
| fisk logsf 86.5±0.6μs | |
| fisk ppf 44.7±0.5μs | |
| fisk isf 44.8±0.7μs | |
| fisk moment n/a | |
| fisk stats_s 211±2μs | |
| fisk stats_v 215±2μs | |
| fisk stats_m 215±2μs | |
| fisk stats_k 211±2μs | |
| fisk stats_mvsk 226±2μs | |
| fisk entropy 60.7±0.8μs | |
| foldcauchy pdf/pmf n/a | |
| foldcauchy logpdf/logpmf n/a | |
| foldcauchy cdf n/a | |
| foldcauchy logcdf n/a | |
| foldcauchy rvs n/a | |
| foldcauchy fit n/a | |
| foldcauchy sf n/a | |
| foldcauchy logsf n/a | |
| foldcauchy ppf n/a | |
| foldcauchy isf n/a | |
| foldcauchy moment n/a | |
| foldcauchy stats_s n/a | |
| foldcauchy stats_v n/a | |
| foldcauchy stats_m n/a | |
| foldcauchy stats_k n/a | |
| foldcauchy stats_mvsk n/a | |
| foldcauchy entropy n/a | |
| foldnorm pdf/pmf n/a | |
| foldnorm logpdf/logpmf n/a | |
| foldnorm cdf n/a | |
| foldnorm logcdf n/a | |
| foldnorm rvs n/a | |
| foldnorm fit n/a | |
| foldnorm sf n/a | |
| foldnorm logsf n/a | |
| foldnorm ppf n/a | |
| foldnorm isf n/a | |
| foldnorm moment n/a | |
| foldnorm stats_s n/a | |
| foldnorm stats_v n/a | |
| foldnorm stats_m n/a | |
| foldnorm stats_k n/a | |
| foldnorm stats_mvsk n/a | |
| foldnorm entropy n/a | |
| gamma pdf/pmf 96.3±2μs | |
| gamma logpdf/logpmf 94.1±2μs | |
| gamma cdf 101±0.4μs | |
| gamma logcdf 113±0.6μs | |
| gamma rvs 271±1μs | |
| gamma fit 12.1±0.1ms | |
| gamma sf 98.7±1μs | |
| gamma logsf 107±2μs | |
| gamma ppf 44.9±0.5μs | |
| gamma isf 44.9±0.3μs | |
| gamma moment n/a | |
| gamma stats_s 62.5±0.8μs | |
| gamma stats_v 66.8±0.09μs | |
| gamma stats_m 66.3±1μs | |
| gamma stats_k 63.2±0.08μs | |
| gamma stats_mvsk 74.8±1μs | |
| gamma entropy 128±1μs | |
| gausshyper pdf/pmf n/a | |
| gausshyper logpdf/logpmf n/a | |
| gausshyper cdf n/a | |
| gausshyper logcdf n/a | |
| gausshyper rvs n/a | |
| gausshyper fit n/a | |
| gausshyper sf n/a | |
| gausshyper logsf n/a | |
| gausshyper ppf n/a | |
| gausshyper isf n/a | |
| gausshyper moment n/a | |
| gausshyper stats_s n/a | |
| gausshyper stats_v n/a | |
| gausshyper stats_m n/a | |
| gausshyper stats_k n/a | |
| gausshyper stats_mvsk n/a | |
| gausshyper entropy n/a | |
| genexpon pdf/pmf n/a | |
| genexpon logpdf/logpmf n/a | |
| genexpon cdf n/a | |
| genexpon logcdf n/a | |
| genexpon rvs n/a | |
| genexpon fit n/a | |
| genexpon sf n/a | |
| genexpon logsf n/a | |
| genexpon ppf n/a | |
| genexpon isf n/a | |
| genexpon moment n/a | |
| genexpon stats_s n/a | |
| genexpon stats_v n/a | |
| genexpon stats_m n/a | |
| genexpon stats_k n/a | |
| genexpon stats_mvsk n/a | |
| genexpon entropy n/a | |
| genextreme pdf/pmf 232±20μs | |
| genextreme logpdf/logpmf 233±2μs | |
| genextreme cdf 151±4μs | |
| genextreme logcdf 155±2μs | |
| genextreme rvs 345±6μs | |
| genextreme fit 28.9±0.4ms | |
| genextreme sf 158±3μs | |
| genextreme logsf 167±6μs | |
| genextreme ppf 56.4±0.6μs | |
| genextreme isf 55.6±1μs | |
| genextreme moment n/a | |
| genextreme stats_s 248±3μs | |
| genextreme stats_v 251±6μs | |
| genextreme stats_m 253±3μs | |
| genextreme stats_k 247±6μs | |
| genextreme stats_mvsk 255±1μs | |
| genextreme entropy 57.1±0.6μs | |
| gengamma pdf/pmf 150±8μs | |
| gengamma logpdf/logpmf 151±3μs | |
| gengamma cdf 128±3μs | |
| gengamma logcdf 139±0.6μs | |
| gengamma rvs 295±5μs | |
| gengamma fit 51.2±2ms | |
| gengamma sf 126±4μs | |
| gengamma logsf 139±5μs | |
| gengamma ppf 45.1±1μs | |
| gengamma isf 45.5±0.6μs | |
| gengamma moment n/a | |
| gengamma stats_s 97.0±2μs | |
| gengamma stats_v 94.5±0.6μs | |
| gengamma stats_m 72.0±0.8μs | |
| gengamma stats_k 114±1μs | |
| gengamma stats_mvsk 150±0.6μs | |
| gengamma entropy 157±1μs | |
| genhalflogistic pdf/pmf 102±3μs | |
| genhalflogistic logpdf/logpmf 108±2μs | |
| genhalflogistic cdf 93.7±2μs | |
| genhalflogistic logcdf 107±3μs | |
| genhalflogistic rvs 248±6μs | |
| genhalflogistic fit 35.3±0.9ms | |
| genhalflogistic sf 93.6±2μs | |
| genhalflogistic logsf 103±2μs | |
| genhalflogistic ppf 45.8±0.3μs | |
| genhalflogistic isf 45.8±0.4μs | |
| genhalflogistic moment n/a | |
| genhalflogistic stats_s 77.9±0.4ms | |
| genhalflogistic stats_v 52.4±0.8ms | |
| genhalflogistic stats_m 25.9±0.2ms | |
| genhalflogistic stats_k 104±0.4ms | |
| genhalflogistic stats_mvsk 104±0.8ms | |
| genhalflogistic entropy 61.9±0.6μs | |
| genhyperbolic pdf/pmf 263±2μs | |
| genhyperbolic logpdf/logpmf 257±3μs | |
| genhyperbolic cdf 13.1±0.1ms | |
| genhyperbolic logcdf 12.9±0.08ms | |
| genhyperbolic rvs 1.34±0.02ms | |
| genhyperbolic fit 252±0.5ms | |
| genhyperbolic sf 14.7±0.03ms | |
| genhyperbolic logsf 14.8±0.04ms | |
| genhyperbolic ppf 51.1±0.6μs | |
| genhyperbolic isf 51.4±0.7μs | |
| genhyperbolic moment n/a | |
| genhyperbolic stats_s 211±2μs | |
| genhyperbolic stats_v 215±3μs | |
| genhyperbolic stats_m 217±5μs | |
| genhyperbolic stats_k 217±2μs | |
| genhyperbolic stats_mvsk 231±5μs | |
| genhyperbolic entropy 4.71±0.01ms | |
| geninvgauss pdf/pmf 232±6μs | |
| geninvgauss logpdf/logpmf 238±0.7μs | |
| geninvgauss cdf 15.0±0.03ms | |
| geninvgauss logcdf 15.3±0.2ms | |
| geninvgauss rvs 1.16±0.01ms | |
| geninvgauss fit 124±0.3ms | |
| geninvgauss sf 15.2±0.1ms | |
| geninvgauss logsf 15.2±0.1ms | |
| geninvgauss ppf 44.5±0.1μs | |
| geninvgauss isf 45.0±0.6μs | |
| geninvgauss moment n/a | |
| geninvgauss stats_s 121±1μs | |
| geninvgauss stats_v 112±1μs | |
| geninvgauss stats_m 83.1±0.9μs | |
| geninvgauss stats_k 147±2μs | |
| geninvgauss stats_mvsk 186±2μs | |
| geninvgauss entropy 3.85±0.02ms | |
| genlogistic pdf/pmf 102±2μs | |
| genlogistic logpdf/logpmf 102±2μs | |
| genlogistic cdf 84.7±0.8μs | |
| genlogistic logcdf 87.0±2μs | |
| genlogistic rvs 306±1μs | |
| genlogistic fit 14.3±1ms | |
| genlogistic sf 87.3±3μs | |
| genlogistic logsf 96.4±3μs | |
| genlogistic ppf 44.6±0.4μs | |
| genlogistic isf 44.8±0.5μs | |
| genlogistic moment n/a | |
| genlogistic stats_s 88.1±0.9μs | |
| genlogistic stats_v 91.1±1μs | |
| genlogistic stats_m 91.7±1μs | |
| genlogistic stats_k 88.9±2μs | |
| genlogistic stats_mvsk 103±0.9μs | |
| genlogistic entropy 113±3μs | |
| gennorm pdf/pmf 96.9±3μs | |
| gennorm logpdf/logpmf 98.9±2μs | |
| gennorm cdf 259±10μs | |
| gennorm logcdf 272±4μs | |
| gennorm rvs 459±10μs | |
| gennorm fit 8.50±0.2ms | |
| gennorm sf 262±4μs | |
| gennorm logsf 265±8μs | |
| gennorm ppf 45.2±1μs | |
| gennorm isf 45.9±0.9μs | |
| gennorm moment n/a | |
| gennorm stats_s 79.6±1μs | |
| gennorm stats_v 83.2±2μs | |
| gennorm stats_m 83.6±2μs | |
| gennorm stats_k 80.3±2μs | |
| gennorm stats_mvsk 92.4±2μs | |
| gennorm entropy 62.1±1μs | |
| genpareto pdf/pmf 163±5μs | |
| genpareto logpdf/logpmf 165±1μs | |
| genpareto cdf 150±4μs | |
| genpareto logcdf 165±1μs | |
| genpareto rvs 262±2μs | |
| genpareto fit 43.5±0.5ms | |
| genpareto sf 149±1μs | |
| genpareto logsf 180±2μs | |
| genpareto ppf 76.1±0.5μs | |
| genpareto isf 76.2±1μs | |
| genpareto moment n/a | |
| genpareto stats_s 96.0±2μs | |
| genpareto stats_v 94.5±0.4μs | |
| genpareto stats_m 89.9±0.5μs | |
| genpareto stats_k 103±2μs | |
| genpareto stats_mvsk 197±2μs | |
| genpareto entropy 55.3±0.7μs | |
| geom pdf/pmf 61.4±0.6μs | |
| geom logpdf/logpmf 56.7±0.6μs | |
| geom cdf 81.2±1μs | |
| geom logcdf 80.2±2μs | |
| geom rvs 242±3μs | |
| geom fit n/a | |
| geom sf 78.3±1μs | |
| geom logsf 64.6±1μs | |
| geom ppf 28.6±0.3μs | |
| geom isf 31.0±0.3μs | |
| geom moment n/a | |
| geom stats_s 85.5±1μs | |
| geom stats_v 88.1±1μs | |
| geom stats_m 89.2±2μs | |
| geom stats_k 99.8±20μs | |
| geom stats_mvsk 97.9±2μs | |
| geom entropy 73.1±0.9μs | |
| gibrat pdf/pmf 148±8μs | |
| gibrat logpdf/logpmf 150±3μs | |
| gibrat cdf 61.6±4μs | |
| gibrat logcdf 70.2±3μs | |
| gibrat rvs 251±7μs | |
| gibrat fit 8.38±0.6ms | |
| gibrat sf 60.8±2μs | |
| gibrat logsf 68.3±2μs | |
| gibrat ppf 50.2±0.9μs | |
| gibrat isf 50.4±0.1μs | |
| gibrat moment n/a | |
| gibrat stats_s 73.1±0.5μs | |
| gibrat stats_v 77.3±0.7μs | |
| gibrat stats_m 76.4±1μs | |
| gibrat stats_k 73.5±1μs | |
| gibrat stats_mvsk 88.1±0.8μs | |
| gibrat entropy 47.8±0.4μs | |
| gompertz pdf/pmf 90.1±4μs | |
| gompertz logpdf/logpmf 90.1±2μs | |
| gompertz cdf 87.3±1μs | |
| gompertz logcdf 98.2±0.6μs | |
| gompertz rvs 280±2μs | |
| gompertz fit 79.8±0.7ms | |
| gompertz sf 85.0±3μs | |
| gompertz logsf 93.6±0.4μs | |
| gompertz ppf 45.3±1μs | |
| gompertz isf 45.0±0.5μs | |
| gompertz moment n/a | |
| gompertz stats_s 102±0.2ms | |
| gompertz stats_v 67.2±0.6ms | |
| gompertz stats_m 33.9±0.08ms | |
| gompertz stats_k 144±0.2ms | |
| gompertz stats_mvsk 144±1ms | |
| gompertz entropy 61.4±0.6μs | |
| gumbel_l pdf/pmf 77.9±1μs | |
| gumbel_l logpdf/logpmf 80.1±2μs | |
| gumbel_l cdf 58.7±1μs | |
| gumbel_l logcdf 68.7±2μs | |
| gumbel_l rvs 253±10μs | |
| gumbel_l fit 376±10μs | |
| gumbel_l sf 57.3±2μs | |
| gumbel_l logsf 57.2±1μs | |
| gumbel_l ppf 50.5±0.9μs | |
| gumbel_l isf 49.8±0.4μs | |
| gumbel_l moment n/a | |
| gumbel_l stats_s 58.4±0.2μs | |
| gumbel_l stats_v 61.0±1μs | |
| gumbel_l stats_m 61.6±0.4μs | |
| gumbel_l stats_k 58.4±0.4μs | |
| gumbel_l stats_mvsk 73.4±0.5μs | |
| gumbel_l entropy 45.9±0.06μs | |
| gumbel_r pdf/pmf 80.3±2μs | |
| gumbel_r logpdf/logpmf 80.4±0.1μs | |
| gumbel_r cdf 58.2±1μs | |
| gumbel_r logcdf 62.4±2μs | |
| gumbel_r rvs 230±2μs | |
| gumbel_r fit 357±6μs | |
| gumbel_r sf 60.3±0.6μs | |
| gumbel_r logsf 67.4±0.4μs | |
| gumbel_r ppf 51.0±0.3μs | |
| gumbel_r isf 50.3±1μs | |
| gumbel_r moment n/a | |
| gumbel_r stats_s 58.1±1μs | |
| gumbel_r stats_v 60.5±0.7μs | |
| gumbel_r stats_m 61.6±0.09μs | |
| gumbel_r stats_k 57.5±0.6μs | |
| gumbel_r stats_mvsk 72.7±0.09μs | |
| gumbel_r entropy 45.3±0.5μs | |
| halfcauchy pdf/pmf 79.5±1μs | |
| halfcauchy logpdf/logpmf 86.0±0.9μs | |
| halfcauchy cdf 57.6±2μs | |
| halfcauchy logcdf 69.1±1μs | |
| halfcauchy rvs 223±3μs | |
| halfcauchy fit 9.43±0.01ms | |
| halfcauchy sf 58.6±0.6μs | |
| halfcauchy logsf 67.5±0.1μs | |
| halfcauchy ppf 50.2±0.3μs | |
| halfcauchy isf 50.3±0.9μs | |
| halfcauchy moment n/a | |
| halfcauchy stats_s 53.6±0.4μs | |
| halfcauchy stats_v 58.0±0.2μs | |
| halfcauchy stats_m 57.5±0.9μs | |
| halfcauchy stats_k 53.8±0.7μs | |
| halfcauchy stats_mvsk 68.9±0.2μs | |
| halfcauchy entropy 47.2±0.5μs | |
| halfgennorm pdf/pmf 94.5±0.2μs | |
| halfgennorm logpdf/logpmf 94.0±3μs | |
| halfgennorm cdf 110±1μs | |
| halfgennorm logcdf 118±0.6μs | |
| halfgennorm rvs 1.39±0.02ms | |
| halfgennorm fit 93.2±0.5ms | |
| halfgennorm sf 108±0.6μs | |
| halfgennorm logsf 115±2μs | |
| halfgennorm ppf 46.5±0.07μs | |
| halfgennorm isf 46.0±0.5μs | |
| halfgennorm moment n/a | |
| halfgennorm stats_s 140±3ms | |
| halfgennorm stats_v 88.3±2ms | |
| halfgennorm stats_m 44.2±0.2ms | |
| halfgennorm stats_k 221±1ms | |
| halfgennorm stats_mvsk 220±1ms | |
| halfgennorm entropy 61.2±0.6μs | |
| halflogistic pdf/pmf 86.3±2μs | |
| halflogistic logpdf/logpmf 87.5±0.3μs | |
| halflogistic cdf 56.9±0.6μs | |
| halflogistic logcdf 66.8±1μs | |
| halflogistic rvs 225±5μs | |
| halflogistic fit 161±4μs | |
| halflogistic sf 60.1±0.6μs | |
| halflogistic logsf 68.4±2μs | |
| halflogistic ppf 51.0±0.3μs | |
| halflogistic isf 50.9±0.3μs | |
| halflogistic moment n/a | |
| halflogistic stats_s 73.0±0.2μs | |
| halflogistic stats_v 84.3±20μs | |
| halflogistic stats_m 61.3±1μs | |
| halflogistic stats_k 80.0±0.5μs | |
| halflogistic stats_mvsk 116±0.4μs | |
| halflogistic entropy 48.9±0.8μs | |
| halfnorm pdf/pmf 82.7±2μs | |
| halfnorm logpdf/logpmf 82.3±0.7μs | |
| halfnorm cdf 60.5±0.7μs | |
| halfnorm logcdf 70.1±0.9μs | |
| halfnorm rvs 242±1μs | |
| halfnorm fit 378±6μs | |
| halfnorm sf 60.7±0.5μs | |
| halfnorm logsf 67.9±2μs | |
| halfnorm ppf 49.8±0.3μs | |
| halfnorm isf 49.9±0.4μs | |
| halfnorm moment n/a | |
| halfnorm stats_s 59.4±0.6μs | |
| halfnorm stats_v 62.6±0.8μs | |
| halfnorm stats_m 63.8±2μs | |
| halfnorm stats_k 59.2±0.6μs | |
| halfnorm stats_mvsk 74.0±1μs | |
| halfnorm entropy 47.8±0.5μs | |
| hypergeom pdf/pmf 75.5±2μs | |
| hypergeom logpdf/logpmf 101±0.6μs | |
| hypergeom cdf 88.0±0.5μs | |
| hypergeom logcdf 19.2±0.3ms | |
| hypergeom rvs 863±3μs | |
| hypergeom fit n/a | |
| hypergeom sf 85.6±0.4μs | |
| hypergeom logsf 6.17±0.09ms | |
| hypergeom ppf 41.3±0.2μs | |
| hypergeom isf 44.0±0.2μs | |
| hypergeom moment n/a | |
| hypergeom stats_s 120±1μs | |
| hypergeom stats_v 124±0.7μs | |
| hypergeom stats_m 123±2μs | |
| hypergeom stats_k 121±0.7μs | |
| hypergeom stats_mvsk 132±1μs | |
| hypergeom entropy 367±0.8μs | |
| hypsecant pdf/pmf 79.7±1μs | |
| hypsecant logpdf/logpmf 91.5±2μs | |
| hypsecant cdf 60.3±1μs | |
| hypsecant logcdf 69.0±0.1μs | |
| hypsecant rvs 231±8μs | |
| hypsecant fit 4.58±0.01ms | |
| hypsecant sf 58.6±1μs | |
| hypsecant logsf 67.1±1μs | |
| hypsecant ppf 49.8±0.4μs | |
| hypsecant isf 50.3±0.2μs | |
| hypsecant moment n/a | |
| hypsecant stats_s 54.1±0.5μs | |
| hypsecant stats_v 58.7±0.2μs | |
| hypsecant stats_m 58.2±0.7μs | |
| hypsecant stats_k 55.0±0.1μs | |
| hypsecant stats_mvsk 69.5±0.7μs | |
| hypsecant entropy 48.3±0.6μs | |
| invgamma pdf/pmf 96.9±0.2μs | |
| invgamma logpdf/logpmf 97.1±3μs | |
| invgamma cdf 96.4±2μs | |
| invgamma logcdf 111±2μs | |
| invgamma rvs 1.27±0.03ms | |
| invgamma fit 15.2±0.4ms | |
| invgamma sf 97.8±0.6μs | |
| invgamma logsf 104±1μs | |
| invgamma ppf 45.4±0.9μs | |
| invgamma isf 45.2±1μs | |
| invgamma moment n/a | |
| invgamma stats_s 143±0.4μs | |
| invgamma stats_v 118±1μs | |
| invgamma stats_m 120±3μs | |
| invgamma stats_k 143±2μs | |
| invgamma stats_mvsk 179±1μs | |
| invgamma entropy 131±1μs | |
| invgauss pdf/pmf n/a | |
| invgauss logpdf/logpmf n/a | |
| invgauss cdf n/a | |
| invgauss logcdf n/a | |
| invgauss rvs n/a | |
| invgauss fit n/a | |
| invgauss sf n/a | |
| invgauss logsf n/a | |
| invgauss ppf n/a | |
| invgauss isf n/a | |
| invgauss moment n/a | |
| invgauss stats_s n/a | |
| invgauss stats_v n/a | |
| invgauss stats_m n/a | |
| invgauss stats_k n/a | |
| invgauss stats_mvsk n/a | |
| invgauss entropy n/a | |
| invweibull pdf/pmf 91.1±1μs | |
| invweibull logpdf/logpmf 102±0.5μs | |
| invweibull cdf 84.0±0.2μs | |
| invweibull logcdf 96.2±4μs | |
| invweibull rvs 247±5μs | |
| invweibull fit 16.9±0.5ms | |
| invweibull sf 83.9±1μs | |
| invweibull logsf 93.0±0.2μs | |
| invweibull ppf 50.6±10μs | |
| invweibull isf 46.4±0.1μs | |
| invweibull moment n/a | |
| invweibull stats_s 95.8±0.07μs | |
| invweibull stats_v 90.3±1μs | |
| invweibull stats_m 68.5±1μs | |
| invweibull stats_k 117±2μs | |
| invweibull stats_mvsk 147±2μs | |
| invweibull entropy 60.5±0.1μs | |
| johnsonsb pdf/pmf 105±4μs | |
| johnsonsb logpdf/logpmf 117±5μs | |
| johnsonsb cdf 93.6±3μs | |
| johnsonsb logcdf 103±2μs | |
| johnsonsb rvs 280±2μs | |
| johnsonsb fit 153±2ms | |
| johnsonsb sf 93.7±3μs | |
| johnsonsb logsf 103±3μs | |
| johnsonsb ppf 44.9±0.7μs | |
| johnsonsb isf 44.6±1μs | |
| johnsonsb moment n/a | |
| johnsonsb stats_s 152±0.7ms | |
| johnsonsb stats_v 100±1ms | |
| johnsonsb stats_m 45.0±0.2ms | |
| johnsonsb stats_k 220±5ms | |
| johnsonsb stats_mvsk 214±2ms | |
| johnsonsb entropy 792±9μs | |
| johnsonsu pdf/pmf 102±3μs | |
| johnsonsu logpdf/logpmf 115±6μs | |
| johnsonsu cdf 91.0±3μs | |
| johnsonsu logcdf 100±1μs | |
| johnsonsu rvs 265±3μs | |
| johnsonsu fit 61.8±0.9ms | |
| johnsonsu sf 91.7±2μs | |
| johnsonsu logsf 100±3μs | |
| johnsonsu ppf 44.5±0.09μs | |
| johnsonsu isf 45.1±0.6μs | |
| johnsonsu moment n/a | |
| johnsonsu stats_s 95.3±0.9μs | |
| johnsonsu stats_v 82.1±0.09μs | |
| johnsonsu stats_m 75.5±0.9μs | |
| johnsonsu stats_k 109±1μs | |
| johnsonsu stats_mvsk 152±2μs | |
| johnsonsu entropy 1.30±0.01ms | |
| kappa3 pdf/pmf 90.8±4μs | |
| kappa3 logpdf/logpmf 99.7±2μs | |
| kappa3 cdf 86.9±2μs | |
| kappa3 logcdf 95.2±1μs | |
| kappa3 rvs 238±3μs | |
| kappa3 fit 20.6±0.3ms | |
| kappa3 sf 87.2±0.4μs | |
| kappa3 logsf 99.5±6μs | |
| kappa3 ppf 45.2±1μs | |
| kappa3 isf 44.7±0.5μs | |
| kappa3 moment n/a | |
| kappa3 stats_s 85.0±1μs | |
| kappa3 stats_v 88.4±1μs | |
| kappa3 stats_m 88.6±1μs | |
| kappa3 stats_k 85.5±2μs | |
| kappa3 stats_mvsk 98.3±1μs | |
| kappa3 entropy 326±10μs | |
| kappa4 pdf/pmf n/a | |
| kappa4 logpdf/logpmf n/a | |
| kappa4 cdf n/a | |
| kappa4 logcdf n/a | |
| kappa4 rvs n/a | |
| kappa4 fit n/a | |
| kappa4 sf n/a | |
| kappa4 logsf n/a | |
| kappa4 ppf n/a | |
| kappa4 isf n/a | |
| kappa4 moment n/a | |
| kappa4 stats_s n/a | |
| kappa4 stats_v n/a | |
| kappa4 stats_m n/a | |
| kappa4 stats_k n/a | |
| kappa4 stats_mvsk n/a | |
| kappa4 entropy n/a | |
| ksone pdf/pmf n/a | |
| ksone logpdf/logpmf n/a | |
| ksone cdf n/a | |
| ksone logcdf n/a | |
| ksone rvs n/a | |
| ksone fit n/a | |
| ksone sf n/a | |
| ksone logsf n/a | |
| ksone ppf n/a | |
| ksone isf n/a | |
| ksone moment n/a | |
| ksone stats_s n/a | |
| ksone stats_v n/a | |
| ksone stats_m n/a | |
| ksone stats_k n/a | |
| ksone stats_mvsk n/a | |
| ksone entropy n/a | |
| kstwo pdf/pmf n/a | |
| kstwo logpdf/logpmf n/a | |
| kstwo cdf n/a | |
| kstwo logcdf n/a | |
| kstwo rvs n/a | |
| kstwo fit n/a | |
| kstwo sf n/a | |
| kstwo logsf n/a | |
| kstwo ppf n/a | |
| kstwo isf n/a | |
| kstwo moment n/a | |
| kstwo stats_s n/a | |
| kstwo stats_v n/a | |
| kstwo stats_m n/a | |
| kstwo stats_k n/a | |
| kstwo stats_mvsk n/a | |
| kstwo entropy n/a | |
| kstwobign pdf/pmf 87.9±1μs | |
| kstwobign logpdf/logpmf 97.3±2μs | |
| kstwobign cdf 66.4±0.6μs | |
| kstwobign logcdf 76.0±1μs | |
| kstwobign rvs 741±2μs | |
| kstwobign fit 4.63±0.09ms | |
| kstwobign sf 66.2±0.5μs | |
| kstwobign logsf 73.6±0.7μs | |
| kstwobign ppf 49.6±0.3μs | |
| kstwobign isf 49.7±0.3μs | |
| kstwobign moment n/a | |
| kstwobign stats_s 178±2ms | |
| kstwobign stats_v 112±1ms | |
| kstwobign stats_m 56.7±0.09ms | |
| kstwobign stats_k 235±2ms | |
| kstwobign stats_mvsk 235±0.5ms | |
| kstwobign entropy 639±5μs | |
| laplace pdf/pmf 82.4±1μs | |
| laplace logpdf/logpmf 90.8±1μs | |
| laplace cdf 74.9±2μs | |
| laplace logcdf 82.7±4μs | |
| laplace rvs 262±6μs | |
| laplace fit 36.6±0.5μs | |
| laplace sf 75.5±3μs | |
| laplace logsf 80.2±2μs | |
| laplace ppf 51.0±0.4μs | |
| laplace isf 49.7±0.3μs | |
| laplace moment n/a | |
| laplace stats_s 53.9±0.2μs | |
| laplace stats_v 58.0±2μs | |
| laplace stats_m 58.4±0.3μs | |
| laplace stats_k 54.1±1μs | |
| laplace stats_mvsk 69.0±2μs | |
| laplace entropy 48.5±1μs | |
| laplace_asymmetric pdf/pmf 99.0±2μs | |
| laplace_asymmetric logpdf/logpmf 97.9±2μs | |
| laplace_asymmetric cdf 99.3±2μs | |
| laplace_asymmetric logcdf 110±2μs | |
| laplace_asymmetric rvs 268±3μs | |
| laplace_asymmetric fit 12.2±0.02ms | |
| laplace_asymmetric sf 100±2μs | |
| laplace_asymmetric logsf 112±1μs | |
| laplace_asymmetric ppf 44.9±0.07μs | |
| laplace_asymmetric isf 44.8±1μs | |
| laplace_asymmetric moment n/a | |
| laplace_asymmetric stats_s 87.4±0.1μs | |
| laplace_asymmetric stats_v 90.4±1μs | |
| laplace_asymmetric stats_m 89.5±0.1μs | |
| laplace_asymmetric stats_k 87.4±20μs | |
| laplace_asymmetric stats_mvsk 99.6±1μs | |
| laplace_asymmetric entropy 59.1±0.7μs | |
| levy pdf/pmf 87.6±2μs | |
| levy logpdf/logpmf 95.6±2μs | |
| levy cdf 60.0±0.5μs | |
| levy logcdf 68.4±0.9μs | |
| levy rvs 263±3μs | |
| levy fit 4.51±0.1ms | |
| levy sf 58.1±0.7μs | |
| levy logsf 65.7±0.9μs | |
| levy ppf 49.7±0.3μs | |
| levy isf 50.3±0.3μs | |
| levy moment n/a | |
| levy stats_s 53.5±0.6μs | |
| levy stats_v 57.5±0.8μs | |
| levy stats_m 58.1±1μs | |
| levy stats_k 53.8±0.8μs | |
| levy stats_mvsk 69.2±0.6μs | |
| levy entropy 1.72±0ms | |
| levy_l pdf/pmf 89.5±3μs | |
| levy_l logpdf/logpmf 97.2±2μs | |
| levy_l cdf 64.8±0.6μs | |
| levy_l logcdf 75.0±2μs | |
| levy_l rvs 273±0.9μs | |
| levy_l fit 5.02±0.08ms | |
| levy_l sf 63.6±0.4μs | |
| levy_l logsf 71.9±0.1μs | |
| levy_l ppf 50.0±0.2μs | |
| levy_l isf 49.6±0.3μs | |
| levy_l moment n/a | |
| levy_l stats_s 54.4±0.2μs | |
| levy_l stats_v 57.5±0.8μs | |
| levy_l stats_m 58.4±0.1μs | |
| levy_l stats_k 53.8±0.9μs | |
| levy_l stats_mvsk 68.8±0.2μs | |
| levy_l entropy 1.73±0ms | |
| levy_stable pdf/pmf n/a | |
| levy_stable logpdf/logpmf n/a | |
| levy_stable cdf n/a | |
| levy_stable logcdf n/a | |
| levy_stable rvs n/a | |
| levy_stable fit n/a | |
| levy_stable sf n/a | |
| levy_stable logsf n/a | |
| levy_stable ppf n/a | |
| levy_stable isf n/a | |
| levy_stable moment n/a | |
| levy_stable stats_s n/a | |
| levy_stable stats_v n/a | |
| levy_stable stats_m n/a | |
| levy_stable stats_k n/a | |
| levy_stable stats_mvsk n/a | |
| levy_stable entropy n/a | |
| loggamma pdf/pmf 92.7±0.7μs | |
| loggamma logpdf/logpmf 91.9±1μs | |
| loggamma cdf 156±2μs | |
| loggamma logcdf 171±3μs | |
| loggamma rvs 318±4μs | |
| loggamma fit 14.2±0.2ms | |
| loggamma sf 283±2μs | |
| loggamma logsf 296±3μs | |
| loggamma ppf 45.3±1μs | |
| loggamma isf 45.9±0.6μs | |
| loggamma moment n/a | |
| loggamma stats_s 114±1μs | |
| loggamma stats_v 119±2μs | |
| loggamma stats_m 121±1μs | |
| loggamma stats_k 117±1μs | |
| loggamma stats_mvsk 126±1μs | |
| loggamma entropy 124±1μs | |
| logistic pdf/pmf 84.5±0.09μs | |
| logistic logpdf/logpmf 86.2±1μs | |
| logistic cdf 57.7±0.07μs | |
| logistic logcdf 63.1±0.5μs | |
| logistic rvs 261±2μs | |
| logistic fit 463±4μs | |
| logistic sf 58.5±0.3μs | |
| logistic logsf 60.8±1μs | |
| logistic ppf 49.9±0.5μs | |
| logistic isf 50.3±1μs | |
| logistic moment n/a | |
| logistic stats_s 54.6±0.2μs | |
| logistic stats_v 58.3±1μs | |
| logistic stats_m 58.1±1μs | |
| logistic stats_k 53.9±0.8μs | |
| logistic stats_mvsk 69.3±0.9μs | |
| logistic entropy 45.9±0.2μs | |
| loglaplace pdf/pmf 93.4±4μs | |
| loglaplace logpdf/logpmf 104±2μs | |
| loglaplace cdf 93.0±3μs | |
| loglaplace logcdf 103±3μs | |
| loglaplace rvs 259±2μs | |
| loglaplace fit 14.8±0.4ms | |
| loglaplace sf 92.5±2μs | |
| loglaplace logsf 101±1μs | |
| loglaplace ppf 45.4±1μs | |
| loglaplace isf 44.7±0.4μs | |
| loglaplace moment n/a | |
| loglaplace stats_s 95.2±0.1μs | |
| loglaplace stats_v 89.4±1μs | |
| loglaplace stats_m 68.0±1μs | |
| loglaplace stats_k 113±0.1μs | |
| loglaplace stats_mvsk 145±2μs | |
| loglaplace entropy 59.5±0.6μs | |
| lognorm pdf/pmf 136±4μs | |
| lognorm logpdf/logpmf 134±9μs | |
| lognorm cdf 85.9±3μs | |
| lognorm logcdf 90.2±2μs | |
| lognorm rvs 249±2μs | |
| lognorm fit 781±8μs | |
| lognorm sf 86.2±3μs | |
| lognorm logsf 90.6±0.2μs | |
| lognorm ppf 44.7±0.4μs | |
| lognorm isf 44.6±0.4μs | |
| lognorm moment n/a | |
| lognorm stats_s 89.6±1μs | |
| lognorm stats_v 92.0±1μs | |
| lognorm stats_m 93.3±0.2μs | |
| lognorm stats_k 89.3±1μs | |
| lognorm stats_mvsk 100±1μs | |
| lognorm entropy 62.1±0.09μs | |
| logser pdf/pmf 62.7±0.7μs | |
| logser logpdf/logpmf 59.8±0.2μs | |
| logser cdf 1.32±0.02ms | |
| logser logcdf 1.38±0ms | |
| logser rvs 293±7μs | |
| logser fit n/a | |
| logser sf 1.33±0ms | |
| logser logsf 1.39±0.04ms | |
| logser ppf 28.8±0.07μs | |
| logser isf 30.7±0.2μs | |
| logser moment n/a | |
| logser stats_s 122±1μs | |
| logser stats_v 125±2μs | |
| logser stats_m 125±2μs | |
| logser stats_k 122±2μs | |
| logser stats_mvsk 134±3μs | |
| logser entropy 1.28±0.02ms | |
| loguniform pdf/pmf 96.5±3μs | |
| loguniform logpdf/logpmf 95.5±1μs | |
| loguniform cdf 89.2±2μs | |
| loguniform logcdf 101±5μs | |
| loguniform rvs 240±20μs | |
| loguniform fit 18.3±0.4ms | |
| loguniform sf 91.4±3μs | |
| loguniform logsf 99.6±2μs | |
| loguniform ppf 43.5±0.9μs | |
| loguniform isf 43.6±0.9μs | |
| loguniform moment n/a | |
| loguniform stats_s 241±3μs | |
| loguniform stats_v 202±3μs | |
| loguniform stats_m 134±1μs | |
| loguniform stats_k 300±3μs | |
| loguniform stats_mvsk 353±4μs | |
| loguniform entropy 69.7±2μs | |
| lomax pdf/pmf 90.9±1μs | |
| lomax logpdf/logpmf 94.3±3μs | |
| lomax cdf 88.8±2μs | |
| lomax logcdf 101±2μs | |
| lomax rvs 275±7μs | |
| lomax fit 21.8±0.5ms | |
| lomax sf 85.4±1μs | |
| lomax logsf 84.3±0.8μs | |
| lomax ppf 44.6±0.5μs | |
| lomax isf 44.6±0.3μs | |
| lomax moment n/a | |
| lomax stats_s 204±3μs | |
| lomax stats_v 208±3μs | |
| lomax stats_m 210±1μs | |
| lomax stats_k 207±5μs | |
| lomax stats_mvsk 216±2μs | |
| lomax entropy 59.7±0.6μs | |
| maxwell pdf/pmf 82.2±1μs | |
| maxwell logpdf/logpmf 91.7±2μs | |
| maxwell cdf 78.9±0.8μs | |
| maxwell logcdf 90.0±2μs | |
| maxwell rvs 354±2μs | |
| maxwell fit 4.12±0.1ms | |
| maxwell sf 78.6±0.5μs | |
| maxwell logsf 86.2±0.9μs | |
| maxwell ppf 50.5±0.2μs | |
| maxwell isf 49.7±0.3μs | |
| maxwell moment n/a | |
| maxwell stats_s 61.3±2μs | |
| maxwell stats_v 64.1±0.1μs | |
| maxwell stats_m 64.6±1μs | |
| maxwell stats_k 60.5±1μs | |
| maxwell stats_mvsk 77.0±1μs | |
| maxwell entropy 48.6±1μs | |
| mielke pdf/pmf 105±3μs | |
| mielke logpdf/logpmf 116±5μs | |
| mielke cdf 96.5±2μs | |
| mielke logcdf 109±2μs | |
| mielke rvs 250±2μs | |
| mielke fit 22.5±0.6ms | |
| mielke sf 97.6±3μs | |
| mielke logsf 107±2μs | |
| mielke ppf 47.4±0.6μs | |
| mielke isf 47.5±0.6μs | |
| mielke moment n/a | |
| mielke stats_s 289±1μs | |
| mielke stats_v 224±7μs | |
| mielke stats_m 140±2μs | |
| mielke stats_k 362±0.5μs | |
| mielke stats_mvsk 408±7μs | |
| mielke entropy 374±0.9μs | |
| moyal pdf/pmf 84.3±3μs | |
| moyal logpdf/logpmf 93.6±3μs | |
| moyal cdf 62.6±1μs | |
| moyal logcdf 72.6±1μs | |
| moyal rvs 362±10μs | |
| moyal fit 3.75±0.05ms | |
| moyal sf 62.1±0.7μs | |
| moyal logsf 69.8±5μs | |
| moyal ppf 50.6±0.9μs | |
| moyal isf 50.5±0.2μs | |
| moyal moment n/a | |
| moyal stats_s 61.8±0.5μs | |
| moyal stats_v 65.1±0.7μs | |
| moyal stats_m 65.8±0.3μs | |
| moyal stats_k 61.4±0.7μs | |
| moyal stats_mvsk 77.1±0.2μs | |
| moyal entropy 1.86±0.02ms | |
| nakagami pdf/pmf 104±2μs | |
| nakagami logpdf/logpmf 105±0.9μs | |
| nakagami cdf 99.3±1μs | |
| nakagami logcdf 108±2μs | |
| nakagami rvs 275±1μs | |
| nakagami fit 13.1±0.3ms | |
| nakagami sf 97.6±0.4μs | |
| nakagami logsf 106±1μs | |
| nakagami ppf 43.2±0.1μs | |
| nakagami isf 43.2±0.1μs | |
| nakagami moment n/a | |
| nakagami stats_s 95.0±2μs | |
| nakagami stats_v 96.6±1μs | |
| nakagami stats_m 97.8±0.2μs | |
| nakagami stats_k 94.2±1μs | |
| nakagami stats_mvsk 107±0.3μs | |
| nakagami entropy 86.8±0.4μs | |
| nbinom pdf/pmf 61.4±1μs | |
| nbinom logpdf/logpmf 68.3±0.2μs | |
| nbinom cdf 115±2μs | |
| nbinom logcdf 159±4μs | |
| nbinom rvs 397±6μs | |
| nbinom fit n/a | |
| nbinom sf 109±0.8μs | |
| nbinom logsf 119±5μs | |
| nbinom ppf 30.0±0.6μs | |
| nbinom isf 32.5±0.3μs | |
| nbinom moment n/a | |
| nbinom stats_s 71.1±2μs | |
| nbinom stats_v 74.4±0.2μs | |
| nbinom stats_m 75.2±0.6μs | |
| nbinom stats_k 72.1±0.8μs | |
| nbinom stats_mvsk 83.5±2μs | |
| nbinom entropy 1.27±0.01ms | |
| ncf pdf/pmf 171±1μs | |
| ncf logpdf/logpmf 184±2μs | |
| ncf cdf 265±1μs | |
| ncf logcdf 286±2μs | |
| ncf rvs 408±80μs | |
| ncf fit 113±2ms | |
| ncf sf 268±5μs | |
| ncf logsf 281±0.9μs | |
| ncf ppf 45.2±0.5μs | |
| ncf isf 46.3±0.7μs | |
| ncf moment n/a | |
| ncf stats_s 76.8±0.5μs | |
| ncf stats_v 78.2±0.1μs | |
| ncf stats_m 79.1±1μs | |
| ncf stats_k 78.1±1μs | |
| ncf stats_mvsk 91.0±1μs | |
| ncf entropy 850±9μs | |
| nchypergeom_fisher pdf/pmf 150±0.5μs | |
| nchypergeom_fisher logpdf/logpmf 149±0.7μs | |
| nchypergeom_fisher cdf 12.4±0.2ms | |
| nchypergeom_fisher logcdf 12.1±0.05ms | |
| nchypergeom_fisher rvs 423±3μs | |
| nchypergeom_fisher fit n/a | |
| nchypergeom_fisher sf 12.1±0.04ms | |
| nchypergeom_fisher logsf 12.6±0.5ms | |
| nchypergeom_fisher ppf 39.2±0.3μs | |
| nchypergeom_fisher isf 41.7±0.1μs | |
| nchypergeom_fisher moment n/a | |
| nchypergeom_fisher stats_s 4.69±0.05ms | |
| nchypergeom_fisher stats_v 128±0.7μs | |
| nchypergeom_fisher stats_m 130±2μs | |
| nchypergeom_fisher stats_k 6.11±0.05ms | |
| nchypergeom_fisher stats_mvsk 3.27±0.04ms | |
| nchypergeom_fisher entropy 3.56±0.05ms | |
| nchypergeom_wallenius pdf/pmf 266±0.9μs | |
| nchypergeom_wallenius logpdf/logpmf 270±0.9μs | |
| nchypergeom_wallenius cdf 34.1±0.3ms | |
| nchypergeom_wallenius logcdf 34.3±0.1ms | |
| nchypergeom_wallenius rvs 377±4μs | |
| nchypergeom_wallenius fit n/a | |
| nchypergeom_wallenius sf 34.0±0.2ms | |
| nchypergeom_wallenius logsf 34.0±0.3ms | |
| nchypergeom_wallenius ppf 39.7±0.1μs | |
| nchypergeom_wallenius isf 41.6±0.05μs | |
| nchypergeom_wallenius moment n/a | |
| nchypergeom_wallenius stats_s 10.1±0.02ms | |
| nchypergeom_wallenius stats_v 1.42±0ms | |
| nchypergeom_wallenius stats_m 1.42±0ms | |
| nchypergeom_wallenius stats_k 13.8±0.02ms | |
| nchypergeom_wallenius stats_mvsk 8.28±0.1ms | |
| nchypergeom_wallenius entropy 7.26±0.02ms | |
| nct pdf/pmf n/a | |
| nct logpdf/logpmf n/a | |
| nct cdf n/a | |
| nct logcdf n/a | |
| nct rvs n/a | |
| nct fit n/a | |
| nct sf n/a | |
| nct logsf n/a | |
| nct ppf n/a | |
| nct isf n/a | |
| nct moment n/a | |
| nct stats_s n/a | |
| nct stats_v n/a | |
| nct stats_m n/a | |
| nct stats_k n/a | |
| nct stats_mvsk n/a | |
| nct entropy n/a | |
| ncx2 pdf/pmf n/a | |
| ncx2 logpdf/logpmf n/a | |
| ncx2 cdf n/a | |
| ncx2 logcdf n/a | |
| ncx2 rvs n/a | |
| ncx2 fit n/a | |
| ncx2 sf n/a | |
| ncx2 logsf n/a | |
| ncx2 ppf n/a | |
| ncx2 isf n/a | |
| ncx2 moment n/a | |
| ncx2 stats_s n/a | |
| ncx2 stats_v n/a | |
| ncx2 stats_m n/a | |
| ncx2 stats_k n/a | |
| ncx2 stats_mvsk n/a | |
| ncx2 entropy n/a | |
| nhypergeom pdf/pmf 177±2μs | |
| nhypergeom logpdf/logpmf 169±2μs | |
| nhypergeom cdf 10.9±0.1ms | |
| nhypergeom logcdf 11.9±2ms | |
| nhypergeom rvs 1.42±0.01ms | |
| nhypergeom fit n/a | |
| nhypergeom sf 10.7±0.03ms | |
| nhypergeom logsf 10.8±0.05ms | |
| nhypergeom ppf 36.9±0.5μs | |
| nhypergeom isf 38.6±0.3μs | |
| nhypergeom moment n/a | |
| nhypergeom stats_s 847±10μs | |
| nhypergeom stats_v 106±1μs | |
| nhypergeom stats_m 107±0.9μs | |
| nhypergeom stats_k 1.59±0.01ms | |
| nhypergeom stats_mvsk 1.62±0.04ms | |
| nhypergeom entropy 1.63±0.02ms | |
| norm pdf/pmf 81.5±3μs | |
| norm logpdf/logpmf 83.5±0.8μs | |
| norm cdf 58.8±0.7μs | |
| norm logcdf 66.0±0.3μs | |
| norm rvs 248±1μs | |
| norm fit 16.1±0.3μs | |
| norm sf 59.6±0.5μs | |
| norm logsf 65.2±0.4μs | |
| norm ppf 50.6±0.2μs | |
| norm isf 50.5±0.9μs | |
| norm moment n/a | |
| norm stats_s 54.1±0.1μs | |
| norm stats_v 59.1±0.9μs | |
| norm stats_m 57.1±0.9μs | |
| norm stats_k 53.3±0.8μs | |
| norm stats_mvsk 67.7±0.9μs | |
| norm entropy 47.9±0.5μs | |
| norminvgauss pdf/pmf 120±0.3μs | |
| norminvgauss logpdf/logpmf 130±2μs | |
| norminvgauss cdf 88.5±0.8ms | |
| norminvgauss logcdf 90.3±0.9ms | |
| norminvgauss rvs 435±10μs | |
| norminvgauss fit 23.9±0.7ms | |
| norminvgauss sf 78.6±0.6ms | |
| norminvgauss logsf 80.5±0.5ms | |
| norminvgauss ppf 45.9±0.1μs | |
| norminvgauss isf 45.9±0.1μs | |
| norminvgauss moment n/a | |
| norminvgauss stats_s 87.1±0.7μs | |
| norminvgauss stats_v 90.9±0.2μs | |
| norminvgauss stats_m 91.4±0.4μs | |
| norminvgauss stats_k 86.7±0.7μs | |
| norminvgauss stats_mvsk 101±1μs | |
| norminvgauss entropy 2.03±0ms | |
| pareto pdf/pmf 90.4±2μs | |
| pareto logpdf/logpmf 97.9±0.4μs | |
| pareto cdf 84.4±3μs | |
| pareto logcdf 94.9±3μs | |
| pareto rvs 245±2μs | |
| pareto fit 281±4μs | |
| pareto sf 82.4±1μs | |
| pareto logsf 88.7±2μs | |
| pareto ppf 45.8±0.5μs | |
| pareto isf 45.2±1μs | |
| pareto moment n/a | |
| pareto stats_s 83.8±2μs | |
| pareto stats_v 84.2±1μs | |
| pareto stats_m 79.5±2μs | |
| pareto stats_k 105±0.2μs | |
| pareto stats_mvsk 164±0.9μs | |
| pareto entropy 60.3±1μs | |
| pearson3 pdf/pmf 237±1μs | |
| pearson3 logpdf/logpmf 234±2μs | |
| pearson3 cdf 258±5μs | |
| pearson3 logcdf 279±2μs | |
| pearson3 rvs 379±10μs | |
| pearson3 fit 94.4±2ms | |
| pearson3 sf 264±0.9μs | |
| pearson3 logsf 280±10μs | |
| pearson3 ppf 43.0±0.4μs | |
| pearson3 isf 43.2±0.5μs | |
| pearson3 moment n/a | |
| pearson3 stats_s 59.5±0.9μs | |
| pearson3 stats_v 62.5±0.1μs | |
| pearson3 stats_m 61.8±0.6μs | |
| pearson3 stats_k 59.3±0.2μs | |
| pearson3 stats_mvsk 72.8±2μs | |
| pearson3 entropy 30.2±0.4ms | |
| planck pdf/pmf 61.1±0.6μs | |
| planck logpdf/logpmf 57.5±0.6μs | |
| planck cdf 87.8±10μs | |
| planck logcdf 79.4±1μs | |
| planck rvs 248±1μs | |
| planck fit n/a | |
| planck sf 76.8±1μs | |
| planck logsf 65.4±0.04μs | |
| planck ppf 27.7±0.04μs | |
| planck isf 29.5±0.4μs | |
| planck moment n/a | |
| planck stats_s 73.3±1μs | |
| planck stats_v 78.4±0.8μs | |
| planck stats_m 76.7±1μs | |
| planck stats_k 74.0±0.1μs | |
| planck stats_mvsk 87.0±10μs | |
| planck entropy 73.6±2μs | |
| poisson pdf/pmf 61.9±0.2μs | |
| poisson logpdf/logpmf 55.6±0.9μs | |
| poisson cdf 88.2±2μs | |
| poisson logcdf 86.6±3μs | |
| poisson rvs 262±3μs | |
| poisson fit n/a | |
| poisson sf 83.7±0.1μs | |
| poisson logsf 85.8±2μs | |
| poisson ppf 27.7±0.1μs | |
| poisson isf 29.9±0.06μs | |
| poisson moment n/a | |
| poisson stats_s 105±0.2μs | |
| poisson stats_v 108±0.8μs | |
| poisson stats_m 110±1μs | |
| poisson stats_k 104±0.6μs | |
| poisson stats_mvsk 117±0.6μs | |
| poisson entropy 705±10μs | |
| powerlaw pdf/pmf 93.3±3μs | |
| powerlaw logpdf/logpmf 97.1±2μs | |
| powerlaw cdf 82.8±3μs | |
| powerlaw logcdf 83.0±1μs | |
| powerlaw rvs 237±1μs | |
| powerlaw fit 3.03±0.1ms | |
| powerlaw sf 88.8±0.2μs | |
| powerlaw logsf 97.6±4μs | |
| powerlaw ppf 45.3±1μs | |
| powerlaw isf 44.4±0.6μs | |
| powerlaw moment n/a | |
| powerlaw stats_s 99.7±2μs | |
| powerlaw stats_v 103±2μs | |
| powerlaw stats_m 103±2μs | |
| powerlaw stats_k 101±0.3μs | |
| powerlaw stats_mvsk 112±1μs | |
| powerlaw entropy 59.7±0.8μs | |
| powerlognorm pdf/pmf 122±9μs | |
| powerlognorm logpdf/logpmf 124±8μs | |
| powerlognorm cdf 104±2μs | |
| powerlognorm logcdf 115±4μs | |
| powerlognorm rvs 299±20μs | |
| powerlognorm fit 264±7ms | |
| powerlognorm sf 117±9μs | |
| powerlognorm logsf 109±8μs | |
| powerlognorm ppf 47.5±0.7μs | |
| powerlognorm isf 48.0±0.1μs | |
| powerlognorm moment n/a | |
| powerlognorm stats_s 242±5ms | |
| powerlognorm stats_v 146±0.8ms | |
| powerlognorm stats_m 68.3±0.5ms | |
| powerlognorm stats_k 334±2ms | |
| powerlognorm stats_mvsk 329±3ms | |
| powerlognorm entropy 1.96±0.03ms | |
| powernorm pdf/pmf 102±5μs | |
| powernorm logpdf/logpmf 109±8μs | |
| powernorm cdf 92.4±0.2μs | |
| powernorm logcdf 108±8μs | |
| powernorm rvs 306±20μs | |
| powernorm fit 91.2±0.3ms | |
| powernorm sf 96.9±7μs | |
| powernorm logsf 88.5±1μs | |
| powernorm ppf 45.0±0.5μs | |
| powernorm isf 44.6±0.4μs | |
| powernorm moment n/a | |
| powernorm stats_s 206±2ms | |
| powernorm stats_v 132±1ms | |
| powernorm stats_m 71.1±2ms | |
| powernorm stats_k 281±3ms | |
| powernorm stats_mvsk 282±5ms | |
| powernorm entropy 1.12±0.02ms | |
| randint pdf/pmf 75.0±0.3μs | |
| randint logpdf/logpmf 72.0±0.7μs | |
| randint cdf 79.6±1μs | |
| randint logcdf 83.0±6μs | |
| randint rvs 248±7μs | |
| randint fit n/a | |
| randint sf 76.4±0.5μs | |
| randint logsf 83.7±5μs | |
| randint ppf 33.5±0.5μs | |
| randint isf 36.0±0.1μs | |
| randint moment n/a | |
| randint stats_s 87.6±2μs | |
| randint stats_v 89.5±2μs | |
| randint stats_m 90.3±2μs | |
| randint stats_k 87.1±2μs | |
| randint stats_mvsk 98.9±2μs | |
| randint entropy 81.8±2μs | |
| rayleigh pdf/pmf 87.4±9μs | |
| rayleigh logpdf/logpmf 85.6±7μs | |
| rayleigh cdf 61.3±1μs | |
| rayleigh logcdf 73.8±4μs | |
| rayleigh rvs 345±3μs | |
| rayleigh fit 139±4μs | |
| rayleigh sf 60.2±3μs | |
| rayleigh logsf 59.0±0.7μs | |
| rayleigh ppf 50.3±0.08μs | |
| rayleigh isf 52.6±10μs | |
| rayleigh moment n/a | |
| rayleigh stats_s 59.5±0.6μs | |
| rayleigh stats_v 62.8±2μs | |
| rayleigh stats_m 63.5±1μs | |
| rayleigh stats_k 59.7±1μs | |
| rayleigh stats_mvsk 73.7±0.8μs | |
| rayleigh entropy 49.0±1μs | |
| rdist pdf/pmf 132±10μs | |
| rdist logpdf/logpmf 120±7μs | |
| rdist cdf 132±1μs | |
| rdist logcdf 148±7μs | |
| rdist rvs 492±2μs | |
| rdist fit 28.1±0.1ms | |
| rdist sf 133±1μs | |
| rdist logsf 144±4μs | |
| rdist ppf 44.9±0.6μs | |
| rdist isf 44.7±0.5μs | |
| rdist moment n/a | |
| rdist stats_s 108±0.3μs | |
| rdist stats_v 100±0.2μs | |
| rdist stats_m 73.4±1μs | |
| rdist stats_k 131±0.9μs | |
| rdist stats_mvsk 166±0.3μs | |
| rdist entropy 4.95±0.1ms | |
| recipinvgauss pdf/pmf n/a | |
| recipinvgauss logpdf/logpmf n/a | |
| recipinvgauss cdf n/a | |
| recipinvgauss logcdf n/a | |
| recipinvgauss rvs n/a | |
| recipinvgauss fit n/a | |
| recipinvgauss sf n/a | |
| recipinvgauss logsf n/a | |
| recipinvgauss ppf n/a | |
| recipinvgauss isf n/a | |
| recipinvgauss moment n/a | |
| recipinvgauss stats_s n/a | |
| recipinvgauss stats_v n/a | |
| recipinvgauss stats_m n/a | |
| recipinvgauss stats_k n/a | |
| recipinvgauss stats_mvsk n/a | |
| recipinvgauss entropy n/a | |
| reciprocal pdf/pmf 93.5±3μs | |
| reciprocal logpdf/logpmf 95.5±4μs | |
| reciprocal cdf 88.2±3μs | |
| reciprocal logcdf 99.7±3μs | |
| reciprocal rvs 233±6μs | |
| reciprocal fit 18.4±0.5ms | |
| reciprocal sf 91.2±3μs | |
| reciprocal logsf 101±6μs | |
| reciprocal ppf 43.1±0.4μs | |
| reciprocal isf 43.2±0.3μs | |
| reciprocal moment n/a | |
| reciprocal stats_s 241±3μs | |
| reciprocal stats_v 196±4μs | |
| reciprocal stats_m 132±1μs | |
| reciprocal stats_k 303±3μs | |
| reciprocal stats_mvsk 349±0.7μs | |
| reciprocal entropy 69.6±1μs | |
| rel_breitwigner pdf/pmf 116±2μs | |
| rel_breitwigner logpdf/logpmf 125±9μs | |
| rel_breitwigner cdf 132±3μs | |
| rel_breitwigner logcdf 147±8μs | |
| rel_breitwigner rvs 2.02±0.04s | |
| rel_breitwigner fit 50.8±2ms | |
| rel_breitwigner sf 137±2μs | |
| rel_breitwigner logsf 153±8μs | |
| rel_breitwigner ppf 43.0±0.5μs | |
| rel_breitwigner isf 44.0±0.5μs | |
| rel_breitwigner moment n/a | |
| rel_breitwigner stats_s 56.5±0.6μs | |
| rel_breitwigner stats_v 131±2μs | |
| rel_breitwigner stats_m 81.9±0.8μs | |
| rel_breitwigner stats_k 57.6±4μs | |
| rel_breitwigner stats_mvsk 138±3μs | |
| rel_breitwigner entropy 5.12±0.06ms | |
| rice pdf/pmf 97.1±5μs | |
| rice logpdf/logpmf 116±10μs | |
| rice cdf 132±0.8μs | |
| rice logcdf 147±5μs | |
| rice rvs 303±1μs | |
| rice fit 7.76±0.3ms | |
| rice sf 136±0.6μs | |
| rice logsf 148±9μs | |
| rice ppf 43.0±0.6μs | |
| rice isf 43.6±1μs | |
| rice moment n/a | |
| rice stats_s 115±2μs | |
| rice stats_v 107±1μs | |
| rice stats_m 76.0±2μs | |
| rice stats_k 143±3μs | |
| rice stats_mvsk 177±3μs | |
| rice entropy 1.27±0.02ms | |
| semicircular pdf/pmf 82.4±1μs | |
| semicircular logpdf/logpmf 87.9±1μs | |
| semicircular cdf 64.9±0.7μs | |
| semicircular logcdf 75.1±2μs | |
| semicircular rvs 270±1μs | |
| semicircular fit 3.67±0.05ms | |
| semicircular sf 66.8±2μs | |
| semicircular logsf 75.6±3μs | |
| semicircular ppf 50.6±0.2μs | |
| semicircular isf 50.4±0.2μs | |
| semicircular moment n/a | |
| semicircular stats_s 54.7±0.6μs | |
| semicircular stats_v 57.8±1μs | |
| semicircular stats_m 58.2±0.2μs | |
| semicircular stats_k 53.9±1μs | |
| semicircular stats_mvsk 69.6±0.2μs | |
| semicircular entropy 45.4±0.5μs | |
| skellam pdf/pmf 97.6±0.7μs | |
| skellam logpdf/logpmf 93.2±0.7μs | |
| skellam cdf 212±2μs | |
| skellam logcdf 203±10μs | |
| skellam rvs 501±0.9μs | |
| skellam fit n/a | |
| skellam sf 203±2μs | |
| skellam logsf 206±8μs | |
| skellam ppf 30.7±0.2μs | |
| skellam isf 33.8±0.4μs | |
| skellam moment n/a | |
| skellam stats_s 76.0±1μs | |
| skellam stats_v 78.7±1μs | |
| skellam stats_m 78.7±1μs | |
| skellam stats_k 76.5±1μs | |
| skellam stats_mvsk 88.1±2μs | |
| skellam entropy 2.32±0.03ms | |
| skewcauchy pdf/pmf 91.6±1μs | |
| skewcauchy logpdf/logpmf 106±6μs | |
| skewcauchy cdf 109±6μs | |
| skewcauchy logcdf 120±6μs | |
| skewcauchy rvs 282±20μs | |
| skewcauchy fit 18.8±1ms | |
| skewcauchy sf 113±10μs | |
| skewcauchy logsf 124±5μs | |
| skewcauchy ppf 43.1±0.09μs | |
| skewcauchy isf 43.2±0.05μs | |
| skewcauchy moment n/a | |
| skewcauchy stats_s 55.6±0.9μs | |
| skewcauchy stats_v 60.4±0.3μs | |
| skewcauchy stats_m 59.9±1μs | |
| skewcauchy stats_k 55.3±1μs | |
| skewcauchy stats_mvsk 70.7±2μs | |
| skewcauchy entropy 1.35±0.01ms | |
| skewnorm pdf/pmf n/a | |
| skewnorm logpdf/logpmf n/a | |
| skewnorm cdf n/a | |
| skewnorm logcdf n/a | |
| skewnorm rvs n/a | |
| skewnorm fit n/a | |
| skewnorm sf n/a | |
| skewnorm logsf n/a | |
| skewnorm ppf n/a | |
| skewnorm isf n/a | |
| skewnorm moment n/a | |
| skewnorm stats_s n/a | |
| skewnorm stats_v n/a | |
| skewnorm stats_m n/a | |
| skewnorm stats_k n/a | |
| skewnorm stats_mvsk n/a | |
| skewnorm entropy n/a | |
| studentized_range pdf/pmf 1.01±0s | |
| studentized_range logpdf/logpmf 1.01±0s | |
| studentized_range cdf 984±5ms | |
| studentized_range logcdf 978±3ms | |
| studentized_range rvs failed | |
| studentized_range fit failed | |
| studentized_range sf 977±2ms | |
| studentized_range logsf 985±3ms | |
| studentized_range ppf 46.4±1μs | |
| studentized_range isf 46.9±0.6μs | |
| studentized_range moment n/a | |
| studentized_range stats_s 8.42±0s | |
| studentized_range stats_v 4.34±0.01s | |
| studentized_range stats_m 1.76±0.01s | |
| studentized_range stats_k 12.2±0.01s | |
| studentized_range stats_mvsk 12.3±0.01s | |
| studentized_range entropy 1.88±0.01s | |
| t pdf/pmf 355±40μs | |
| t logpdf/logpmf 267±20μs | |
| t cdf 107±1μs | |
| t logcdf 130±10μs | |
| t rvs 323±1μs | |
| t fit 48.2±5ms | |
| t sf 110±3μs | |
| t logsf 126±7μs | |
| t ppf 45.3±1μs | |
| t isf 45.0±0.7μs | |
| t moment n/a | |
| t stats_s 259±5μs | |
| t stats_v 266±1μs | |
| t stats_m 262±4μs | |
| t stats_k 260±5μs | |
| t stats_mvsk 277±2μs | |
| t entropy 140±3μs | |
| trapezoid pdf/pmf 230±1μs | |
| trapezoid logpdf/logpmf 253±20μs | |
| trapezoid cdf 226±0.7μs | |
| trapezoid logcdf 257±20μs | |
| trapezoid rvs 612±9μs | |
| trapezoid fit 27.5±2ms | |
| trapezoid sf 224±5μs | |
| trapezoid logsf 258±20μs | |
| trapezoid ppf 47.8±1μs | |
| trapezoid isf 48.9±0.6μs | |
| trapezoid moment n/a | |
| trapezoid stats_s 359±7μs | |
| trapezoid stats_v 285±1μs | |
| trapezoid stats_m 170±3μs | |
| trapezoid stats_k 458±4μs | |
| trapezoid stats_mvsk 505±7μs | |
| trapezoid entropy 71.6±0.8μs | |
| triang pdf/pmf 214±3μs | |
| triang logpdf/logpmf 240±10μs | |
| triang cdf 209±3μs | |
| triang logcdf 238±10μs | |
| triang rvs 231±6μs | |
| triang fit 66.1±5ms | |
| triang sf 211±3μs | |
| triang logsf 234±20μs | |
| triang ppf 44.4±0.5μs | |
| triang isf 44.6±0.7μs | |
| triang moment n/a | |
| triang stats_s 86.1±1μs | |
| triang stats_v 88.9±1μs | |
| triang stats_m 90.6±1μs | |
| triang stats_k 86.4±1μs | |
| triang stats_mvsk 98.1±2μs | |
| triang entropy 61.0±0.9μs | |
| truncexpon pdf/pmf 95.8±9μs | |
| truncexpon logpdf/logpmf 97.8±10μs | |
| truncexpon cdf 86.9±0.6μs | |
| truncexpon logcdf 104±9μs | |
| truncexpon rvs 261±2μs | |
| truncexpon fit 34.6±0.2ms | |
| truncexpon sf 106±2μs | |
| truncexpon logsf 103±8μs | |
| truncexpon ppf 44.9±0.9μs | |
| truncexpon isf 45.7±0.8μs | |
| truncexpon moment n/a | |
| truncexpon stats_s 25.0±0.7ms | |
| truncexpon stats_v 108±2μs | |
| truncexpon stats_m 73.6±20μs | |
| truncexpon stats_k 50.0±0.9ms | |
| truncexpon stats_mvsk 49.4±0.3ms | |
| truncexpon entropy 63.0±0.2μs | |
| truncnorm pdf/pmf 260±20μs | |
| truncnorm logpdf/logpmf 259±20μs | |
| truncnorm cdf 568±50μs | |
| truncnorm logcdf 562±30μs | |
| truncnorm rvs 1.23±0.07ms | |
| truncnorm fit 84.4±1ms | |
| truncnorm sf 550±50μs | |
| truncnorm logsf 507±7μs | |
| truncnorm ppf 42.0±0.6μs | |
| truncnorm isf 42.1±0.9μs | |
| truncnorm moment n/a | |
| truncnorm stats_s 680±2μs | |
| truncnorm stats_v 670±10μs | |
| truncnorm stats_m 676±20μs | |
| truncnorm stats_k 682±2μs | |
| truncnorm stats_mvsk 679±20μs | |
| truncnorm entropy 73.4±1μs | |
| truncpareto pdf/pmf 106±10μs | |
| truncpareto logpdf/logpmf 108±10μs | |
| truncpareto cdf 98.7±9μs | |
| truncpareto logcdf 101±10μs | |
| truncpareto rvs 269±20μs | |
| truncpareto fit 37.7±4ms | |
| truncpareto sf 101±10μs | |
| truncpareto logsf 102±9μs | |
| truncpareto ppf 44.0±0.1μs | |
| truncpareto isf 43.8±0.9μs | |
| truncpareto moment n/a | |
| truncpareto stats_s 126±2μs | |
| truncpareto stats_v 113±0.4μs | |
| truncpareto stats_m 82.6±2μs | |
| truncpareto stats_k 156±1μs | |
| truncpareto stats_mvsk 191±4μs | |
| truncpareto entropy 69.3±0.6μs | |
| truncweibull_min pdf/pmf 116±10μs | |
| truncweibull_min logpdf/logpmf 123±10μs | |
| truncweibull_min cdf 111±10μs | |
| truncweibull_min logcdf 115±10μs | |
| truncweibull_min rvs 272±20μs | |
| truncweibull_min fit 83.5±7ms | |
| truncweibull_min sf 109±9μs | |
| truncweibull_min logsf 112±8μs | |
| truncweibull_min ppf 45.1±0.1μs | |
| truncweibull_min isf 44.1±0.6μs | |
| truncweibull_min moment n/a | |
| truncweibull_min stats_s 153±3μs | |
| truncweibull_min stats_v 139±4μs | |
| truncweibull_min stats_m 97.9±3μs | |
| truncweibull_min stats_k 191±4μs | |
| truncweibull_min stats_mvsk 222±5μs | |
| truncweibull_min entropy 204±0.8μs | |
| tukeylambda pdf/pmf 775±20μs | |
| tukeylambda logpdf/logpmf 774±30μs | |
| tukeylambda cdf 733±3μs | |
| tukeylambda logcdf 751±20μs | |
| tukeylambda rvs 333±4μs | |
| tukeylambda fit 176±6ms | |
| tukeylambda sf 723±6μs | |
| tukeylambda logsf 748±30μs | |
| tukeylambda ppf 42.4±0.7μs | |
| tukeylambda isf 42.6±1μs | |
| tukeylambda moment n/a | |
| tukeylambda stats_s 138±4μs | |
| tukeylambda stats_v 141±0.6μs | |
| tukeylambda stats_m 139±2μs | |
| tukeylambda stats_k 136±2μs | |
| tukeylambda stats_mvsk 148±2μs | |
| tukeylambda entropy 151±4μs | |
| uniform pdf/pmf 78.5±2μs | |
| uniform logpdf/logpmf 93.7±8μs | |
| uniform cdf 55.4±0.8μs | |
| uniform logcdf 73.6±5μs | |
| uniform rvs 225±2μs | |
| uniform fit 10.7±0.05μs | |
| uniform sf 57.1±1μs | |
| uniform logsf 68.9±7μs | |
| uniform ppf 50.7±1μs | |
| uniform isf 50.7±0.03μs | |
| uniform moment n/a | |
| uniform stats_s 53.7±0.8μs | |
| uniform stats_v 58.4±0.5μs | |
| uniform stats_m 57.8±1μs | |
| uniform stats_k 54.2±0.5μs | |
| uniform stats_mvsk 68.5±1μs | |
| uniform entropy 45.8±0.9μs | |
| vonmises pdf/pmf n/a | |
| vonmises logpdf/logpmf n/a | |
| vonmises cdf n/a | |
| vonmises logcdf n/a | |
| vonmises rvs n/a | |
| vonmises fit n/a | |
| vonmises sf n/a | |
| vonmises logsf n/a | |
| vonmises ppf n/a | |
| vonmises isf n/a | |
| vonmises moment n/a | |
| vonmises stats_s n/a | |
| vonmises stats_v n/a | |
| vonmises stats_m n/a | |
| vonmises stats_k n/a | |
| vonmises stats_mvsk n/a | |
| vonmises entropy n/a | |
| vonmises_line pdf/pmf n/a | |
| vonmises_line logpdf/logpmf n/a | |
| vonmises_line cdf n/a | |
| vonmises_line logcdf n/a | |
| vonmises_line rvs n/a | |
| vonmises_line fit n/a | |
| vonmises_line sf n/a | |
| vonmises_line logsf n/a | |
| vonmises_line ppf n/a | |
| vonmises_line isf n/a | |
| vonmises_line moment n/a | |
| vonmises_line stats_s n/a | |
| vonmises_line stats_v n/a | |
| vonmises_line stats_m n/a | |
| vonmises_line stats_k n/a | |
| vonmises_line stats_mvsk n/a | |
| vonmises_line entropy n/a | |
| wald pdf/pmf n/a | |
| wald logpdf/logpmf n/a | |
| wald cdf n/a | |
| wald logcdf n/a | |
| wald rvs n/a | |
| wald fit n/a | |
| wald sf n/a | |
| wald logsf n/a | |
| wald ppf n/a | |
| wald isf n/a | |
| wald moment n/a | |
| wald stats_s n/a | |
| wald stats_v n/a | |
| wald stats_m n/a | |
| wald stats_k n/a | |
| wald stats_mvsk n/a | |
| wald entropy n/a | |
| weibull_max pdf/pmf 99.6±10μs | |
| weibull_max logpdf/logpmf 104±9μs | |
| weibull_max cdf 89.6±8μs | |
| weibull_max logcdf 92.6±8μs | |
| weibull_max rvs 264±20μs | |
| weibull_max fit 21.7±2ms | |
| weibull_max sf 92.7±8μs | |
| weibull_max logsf 102±8μs | |
| weibull_max ppf 45.3±1μs | |
| weibull_max isf 46.0±0.5μs | |
| weibull_max moment n/a | |
| weibull_max stats_s 103±2μs | |
| weibull_max stats_v 95.3±0.5μs | |
| weibull_max stats_m 70.7±1μs | |
| weibull_max stats_k 120±3μs | |
| weibull_max stats_mvsk 155±5μs | |
| weibull_max entropy 60.9±1μs | |
| weibull_min pdf/pmf 97.1±10μs | |
| weibull_min logpdf/logpmf 100±10μs | |
| weibull_min cdf 91.1±8μs | |
| weibull_min logcdf 104±10μs | |
| weibull_min rvs 279±20μs | |
| weibull_min fit 8.52±0.8ms | |
| weibull_min sf 89.0±9μs | |
| weibull_min logsf 89.3±9μs | |
| weibull_min ppf 44.7±0.5μs | |
| weibull_min isf 44.8±0.7μs | |
| weibull_min moment n/a | |
| weibull_min stats_s 93.4±2μs | |
| weibull_min stats_v 90.6±0.6μs | |
| weibull_min stats_m 68.9±0.5μs | |
| weibull_min stats_k 112±2μs | |
| weibull_min stats_mvsk 150±3μs | |
| weibull_min entropy 61.0±0.3μs | |
| wrapcauchy pdf/pmf 95.4±2μs | |
| wrapcauchy logpdf/logpmf 114±10μs | |
| wrapcauchy cdf 166±10μs | |
| wrapcauchy logcdf 176±20μs | |
| wrapcauchy rvs 288±20μs | |
| wrapcauchy fit 27.0±2ms | |
| wrapcauchy sf 166±10μs | |
| wrapcauchy logsf 176±20μs | |
| wrapcauchy ppf 44.2±0.6μs | |
| wrapcauchy isf 44.6±0.2μs | |
| wrapcauchy moment n/a | |
| wrapcauchy stats_s 8.17±0.08ms | |
| wrapcauchy stats_v 5.40±0.1ms | |
| wrapcauchy stats_m 2.75±0.03ms | |
| wrapcauchy stats_k 10.7±0.3ms | |
| wrapcauchy stats_mvsk 11.0±0.2ms | |
| wrapcauchy entropy 60.3±1μs | |
| yulesimon pdf/pmf 58.8±1μs | |
| yulesimon logpdf/logpmf 55.5±0.2μs | |
| yulesimon cdf 87.0±2μs | |
| yulesimon logcdf 91.4±8μs | |
| yulesimon rvs 336±20μs | |
| yulesimon fit n/a | |
| yulesimon sf 82.1±0.9μs | |
| yulesimon logsf 81.1±9μs | |
| yulesimon ppf 27.8±0.1μs | |
| yulesimon isf 29.7±0.7μs | |
| yulesimon moment n/a | |
| yulesimon stats_s 118±0.6μs | |
| yulesimon stats_v 122±3μs | |
| yulesimon stats_m 123±2μs | |
| yulesimon stats_k 118±3μs | |
| yulesimon stats_mvsk 132±2μs | |
| yulesimon entropy 967±10μs | |
| zipf pdf/pmf 63.3±0.8μs | |
| zipf logpdf/logpmf 60.3±6μs | |
| zipf cdf 1.21±0.01ms | |
| zipf logcdf 1.29±0.04ms | |
| zipf rvs 450±6μs | |
| zipf fit n/a | |
| zipf sf 1.24±0.02ms | |
| zipf logsf 1.29±0.07ms | |
| zipf ppf 27.7±0.5μs | |
| zipf isf 29.8±0.5μs | |
| zipf moment n/a | |
| zipf stats_s 246±5μs | |
| zipf stats_v 197±0.9μs | |
| zipf stats_m 119±2μs | |
| zipf stats_k 314±0.6μs | |
| zipf stats_mvsk 359±8μs | |
| zipf entropy 1.50±0.08ms | |
| zipfian pdf/pmf 125±6μs | |
| zipfian logpdf/logpmf 125±5μs | |
| zipfian cdf 340±3μs | |
| zipfian logcdf 354±20μs | |
| zipfian rvs 410±2ms | |
| zipfian fit n/a | |
| zipfian sf 414±10μs | |
| zipfian logsf 414±20μs | |
| zipfian ppf 28.7±0.5μs | |
| zipfian isf 30.9±0.4μs | |
| zipfian moment n/a | |
| zipfian stats_s 820±5μs | |
| zipfian stats_v 807±10μs | |
| zipfian stats_m 803±7μs | |
| zipfian stats_k 801±9μs | |
| zipfian stats_mvsk 828±5μs | |
| zipfian entropy 1.68±0.07ms | |
| ======================= =============== ============= | |
| [71.40%] ··· stats.GaussianKDE.time_gaussian_kde_evaluate ok | |
| [71.40%] ··· ======== ========= | |
| points | |
| -------- --------- | |
| 10 530±7μs | |
| 6400 271±1ms | |
| ======== ========= | |
| [71.49%] ··· stats.GaussianKDE.time_gaussian_kde_logpdf ok | |
| [71.49%] ··· ======== =========== | |
| points | |
| -------- ----------- | |
| 10 914±8μs | |
| 6400 526±0.7ms | |
| ======== =========== | |
| [71.57%] ··· stats.GroupSampling.time_ortho_group ok | |
| [71.57%] ··· ===== ============= | |
| dim | |
| ----- ------------- | |
| 3 31.7±0.4μs | |
| 10 39.2±0.3μs | |
| 50 159±7μs | |
| 200 2.81±0.08ms | |
| ===== ============= | |
| [71.66%] ··· stats.GroupSampling.time_special_ortho_group ok | |
| [71.66%] ··· ===== ============= | |
| dim | |
| ----- ------------- | |
| 3 72.1±2μs | |
| 10 268±4μs | |
| 50 1.63±0.04ms | |
| 200 16.1±0.3ms | |
| ===== ============= | |
| [71.74%] ··· stats.GroupSampling.time_unitary_group ok | |
| [71.74%] ··· ===== ============ | |
| dim | |
| ----- ------------ | |
| 3 45.0±0.7μs | |
| 10 57.0±3μs | |
| 50 312±20μs | |
| 200 6.75±0.7ms | |
| ===== ============ | |
| [71.82%] ··· stats.InferentialStats.time_chisqure 129±2μs | |
| [71.91%] ··· ...s.InferentialStats.time_epps_singleton_2samp 984±10μs | |
| [71.99%] ··· stats.InferentialStats.time_friedmanchisquare 36.2±0.05ms | |
| [72.07%] ··· stats.InferentialStats.time_kruskal 644±20μs | |
| [72.16%] ··· stats.InferentialStats.time_ttest_ind_diff_var 1.31±0.05ms | |
| [72.24%] ··· stats.InferentialStats.time_ttest_ind_same_var 1.30±0.02ms | |
| [72.32%] ··· stats.KS.time_ks_1samp ok | |
| [72.32%] ··· ============= ========== ========== ========== | |
| -- mode | |
| ------------- -------------------------------- | |
| alternative auto exact asymp | |
| ============= ========== ========== ========== | |
| two-sided 429±30μs 414±30μs 219±20μs | |
| less 349±30μs 358±20μs 334±20μs | |
| greater 623±20μs 615±30μs 612±40μs | |
| ============= ========== ========== ========== | |
| [72.41%] ··· stats.KS.time_ks_2samp ok | |
| [72.41%] ··· ============= ========== ========== ========== | |
| -- mode | |
| ------------- -------------------------------- | |
| alternative auto exact asymp | |
| ============= ========== ========== ========== | |
| two-sided 243±20μs 245±20μs 511±40μs | |
| less 86.3±7μs 90.6±7μs 85.9±6μs | |
| greater 115±8μs 120±10μs 85.9±6μs | |
| ============= ========== ========== ========== | |
| [72.49%] ··· stats.Kendalltau.time_kendalltau ok | |
| [72.49%] ··· ============ ============ ============= ============= | |
| -- variant | |
| ------------------------- --------------------------- | |
| nan_policy method b c | |
| ============ ============ ============= ============= | |
| propagate auto 303±5μs 336±5μs | |
| propagate asymptotic 301±4μs 344±1μs | |
| propagate exact 9.99±0.06ms 10.1±0.04ms | |
| raise auto 302±4μs 344±2μs | |
| raise asymptotic 302±5μs 344±1μs | |
| raise exact 9.97±0.07ms 10.1±0.07ms | |
| omit auto 300±4μs 343±10μs | |
| omit asymptotic 303±5μs 344±10μs | |
| omit exact 9.99±0.08ms 10.1±0.1ms | |
| ============ ============ ============= ============= | |
| [72.58%] ··· stats.KolmogorovSmirnov.time_ks ok | |
| [72.58%] ··· ============= ======== ========== ========= ========= | |
| -- size | |
| ---------------------- ------------------------------ | |
| alternative mode 19 20 21 | |
| ============= ======== ========== ========= ========= | |
| two-sided exact 681±10μs 676±7μs 675±9μs | |
| two-sided approx 221±7μs 221±7μs 221±8μs | |
| two-sided asymp 188±2μs 182±3μs 185±5μs | |
| less exact 202±7μs 198±4μs 199±4μs | |
| less approx 199±4μs 205±3μs 198±4μs | |
| less asymp 206±3μs 198±4μs 202±7μs | |
| greater exact 183±3μs 185±6μs 186±6μs | |
| greater approx 182±3μs 185±6μs 183±3μs | |
| greater asymp 185±5μs 182±3μs 183±3μs | |
| ============= ======== ========== ========= ========= | |
| [72.66%] ··· stats.KolmogorovSmirnovTwoSamples.time_ks2 ok | |
| [72.66%] ··· ============= ======= ============ ============= | |
| -- size | |
| --------------------- -------------------------- | |
| alternative mode (21, 20) (20, 20) | |
| ============= ======= ============ ============= | |
| two-sided exact 56.8±0.6μs 63.4±0.8μs | |
| two-sided asymp 442±5μs 439±7μs | |
| less exact 44.4±0.3μs 44.7±0.07μs | |
| less asymp 39.8±0.2μs 40.2±0.06μs | |
| greater exact 289±3μs 67.9±1μs | |
| greater asymp 40.5±0.3μs 40.5±0.07μs | |
| ============= ======= ============ ============= | |
| [72.74%] ··· stats.PDFPeakMemory.peakmem_bigarr_pdf ok | |
| [72.74%] ··· ==================== ===== | |
| dist_name | |
| -------------------- ----- | |
| alpha n/a | |
| anglit n/a | |
| arcsine n/a | |
| argus n/a | |
| beta n/a | |
| betaprime n/a | |
| bradford n/a | |
| burr n/a | |
| burr12 n/a | |
| cauchy n/a | |
| chi n/a | |
| chi2 n/a | |
| cosine n/a | |
| crystalball n/a | |
| dgamma n/a | |
| dweibull n/a | |
| erlang n/a | |
| expon n/a | |
| exponnorm n/a | |
| exponpow n/a | |
| exponweib n/a | |
| f n/a | |
| fatiguelife n/a | |
| fisk n/a | |
| foldcauchy n/a | |
| foldnorm n/a | |
| gamma n/a | |
| gausshyper n/a | |
| genexpon n/a | |
| genextreme n/a | |
| gengamma n/a | |
| genhalflogistic n/a | |
| genhyperbolic n/a | |
| geninvgauss n/a | |
| genlogistic n/a | |
| gennorm n/a | |
| halfgennorm n/a | |
| genpareto n/a | |
| gibrat n/a | |
| gompertz n/a | |
| gumbel_l n/a | |
| gumbel_r n/a | |
| halfcauchy n/a | |
| halflogistic n/a | |
| halfnorm n/a | |
| hypsecant n/a | |
| invgamma n/a | |
| invgauss n/a | |
| invweibull n/a | |
| johnsonsb n/a | |
| johnsonsu n/a | |
| kappa4 n/a | |
| kappa3 n/a | |
| ksone n/a | |
| kstwo n/a | |
| kstwobign n/a | |
| laplace n/a | |
| laplace_asymmetric n/a | |
| levy n/a | |
| levy_l n/a | |
| levy_stable n/a | |
| loggamma n/a | |
| logistic n/a | |
| loglaplace n/a | |
| lognorm n/a | |
| loguniform n/a | |
| lomax n/a | |
| maxwell n/a | |
| mielke n/a | |
| moyal n/a | |
| nakagami n/a | |
| ncf n/a | |
| nct n/a | |
| ncx2 n/a | |
| norm n/a | |
| norminvgauss n/a | |
| pareto n/a | |
| pearson3 n/a | |
| powerlaw n/a | |
| powerlognorm n/a | |
| powernorm n/a | |
| rayleigh n/a | |
| rdist n/a | |
| recipinvgauss n/a | |
| reciprocal n/a | |
| rel_breitwigner n/a | |
| rice n/a | |
| semicircular n/a | |
| skewcauchy n/a | |
| skewnorm n/a | |
| studentized_range n/a | |
| t n/a | |
| trapezoid n/a | |
| triang n/a | |
| truncexpon n/a | |
| truncnorm n/a | |
| truncpareto n/a | |
| truncweibull_min n/a | |
| tukeylambda n/a | |
| uniform n/a | |
| vonmises n/a | |
| vonmises_line n/a | |
| wald n/a | |
| weibull_max n/a | |
| weibull_min n/a | |
| wrapcauchy n/a | |
| ==================== ===== | |
| [72.83%] ··· stats.RandomTable.time_method ok | |
| [72.83%] ··· =========== ======= ======= ============= | |
| method ntot ncell | |
| ----------- ------- ------- ------------- | |
| boyett 10 4 145±1μs | |
| boyett 10 64 163±2μs | |
| boyett 10 256 305±6μs | |
| boyett 10 1024 931±70μs | |
| boyett 100 4 1.33±0ms | |
| boyett 100 64 1.35±0.02ms | |
| boyett 100 256 1.50±0.03ms | |
| boyett 100 1024 2.17±0.2ms | |
| boyett 1000 4 12.3±0.08ms | |
| boyett 1000 64 12.1±0.03ms | |
| boyett 1000 256 12.5±0.3ms | |
| boyett 1000 1024 13.8±0.8ms | |
| boyett 10000 4 132±0.1ms | |
| boyett 10000 64 128±0.1ms | |
| boyett 10000 256 129±0.3ms | |
| boyett 10000 1024 131±0.8ms | |
| patefield 10 4 105±4μs | |
| patefield 10 64 10.9±0.07ms | |
| patefield 10 256 58.3±0.4ms | |
| patefield 10 1024 78.3±1ms | |
| patefield 100 4 117±2μs | |
| patefield 100 64 5.91±0.06ms | |
| patefield 100 256 50.6±0.5ms | |
| patefield 100 1024 314±0.6ms | |
| patefield 1000 4 328±1μs | |
| patefield 1000 64 7.82±0.06ms | |
| patefield 1000 256 31.8±0.5ms | |
| patefield 1000 1024 125±2ms | |
| patefield 10000 4 402±2μs | |
| patefield 10000 64 15.2±0.1ms | |
| patefield 10000 256 60.0±0.08ms | |
| patefield 10000 1024 223±2ms | |
| =========== ======= ======= ============= | |
| [72.91%] ··· stats.RankSums.time_ranksums ok | |
| [72.91%] ··· ============= ========= | |
| alternative | |
| ------------- --------- | |
| two-sided 572±7μs | |
| less 555±5μs | |
| greater 568±8μs | |
| ============= ========= | |
| [72.99%] ··· stats.Somersd.time_somersd ok | |
| [72.99%] ··· ======== ============= | |
| n_size | |
| -------- ------------- | |
| 10 187±3μs | |
| 100 45.9±0.02ms | |
| ======== ============= | |
| [73.08%] ··· ...usRoundtrip.track_distribution_isf_roundtrip ok | |
| [73.08%] ··· ==================== ======================== | |
| dist_name | |
| -------------------- ------------------------ | |
| alpha 8.673617379884035e-16 | |
| anglit 8.651933336434325e-14 | |
| arcsine 4.108692552851068e-12 | |
| argus 1.2576745200831851e-14 | |
| beta 7.487500203184894e-13 | |
| betaprime 2.8189256484623115e-15 | |
| bradford 1.1188966420050406e-13 | |
| burr 2.209604027525458e-13 | |
| burr12 1.951563910473908e-15 | |
| cauchy 8.673617379884035e-16 | |
| chi 8.456776945386935e-15 | |
| chi2 4.7704895589362195e-15 | |
| cosine 1.734723475976807e-15 | |
| crystalball 1.1015494072452725e-13 | |
| dgamma 2.1684043449710089e-16 | |
| dweibull 1.3010426069826053e-15 | |
| erlang 2.220446049250313e-16 | |
| expon 2.1684043449710089e-16 | |
| exponnorm 2.47198095326695e-14 | |
| exponpow 1.951563910473908e-15 | |
| exponweib 1.951563910473908e-15 | |
| f 1.0842021724855044e-15 | |
| fatiguelife 2.5560690256635234e-15 | |
| fisk 1.1210650463500116e-13 | |
| foldcauchy 8.001412032943023e-14 | |
| foldnorm 6.938893903907228e-15 | |
| gamma 1.3010426069826053e-15 | |
| gausshyper 5.559788740505667e-13 | |
| genexpon 1.5178830414797062e-15 | |
| genextreme 2.1684043449710089e-16 | |
| gengamma 8.673617379884035e-16 | |
| genhalflogistic 8.673617379884035e-16 | |
| genhyperbolic 3.0834709785487746e-13 | |
| geninvgauss 8.673617379884035e-16 | |
| genlogistic 1.3010426069826053e-15 | |
| gennorm 2.1684043449710089e-16 | |
| halfgennorm 4.3368086899420177e-16 | |
| genpareto 2.220446049250313e-16 | |
| gibrat 2.1684043449710089e-16 | |
| gompertz 1.0842021724855044e-15 | |
| gumbel_l 2.1684043449710089e-16 | |
| gumbel_r 6.505213034913027e-16 | |
| halfcauchy 2.1684043449710089e-16 | |
| halflogistic 2.1684043449710089e-16 | |
| halfnorm 4.3368086899420177e-16 | |
| hypsecant 4.3368086899420177e-16 | |
| invgamma 4.440892098500626e-16 | |
| invgauss 5.637851296924623e-15 | |
| invweibull 1.0842021724855044e-15 | |
| johnsonsb 2.6020852139652106e-15 | |
| johnsonsu 2.1684043449710089e-16 | |
| kappa4 1.1015494072452725e-13 | |
| kappa3 1.1188966420050406e-13 | |
| ksone 4.3368086899420177e-16 | |
| kstwo 1.6479873021779667e-14 | |
| kstwobign 4.3368086899420177e-16 | |
| laplace 4.3368086899420177e-16 | |
| laplace_asymmetric 4.3368086899420177e-16 | |
| levy 0.0 | |
| levy_l 4.3368086899420177e-16 | |
| levy_stable 8.673617379884035e-16 | |
| loggamma 2.220446049250313e-16 | |
| logistic 4.3368086899420177e-16 | |
| loglaplace 2.1684043449710089e-16 | |
| lognorm 2.1684043449710089e-16 | |
| loguniform 1.1188966420050406e-13 | |
| lomax 2.1684043449710089e-16 | |
| maxwell 2.6020852139652106e-15 | |
| mielke 1.1015494072452725e-13 | |
| moyal 1.3010426069826053e-15 | |
| nakagami 4.440892098500626e-16 | |
| ncf 6.5052130349130266e-15 | |
| nct 2.3852447794681098e-15 | |
| ncx2 1.3010426069826053e-15 | |
| norm 2.1684043449710089e-16 | |
| norminvgauss 0.0 | |
| pareto 2.220446049250313e-16 | |
| pearson3 3.187554387107383e-14 | |
| powerlaw 6.722053469410127e-14 | |
| powerlognorm 6.505213034913027e-16 | |
| powernorm 1.0842021724855044e-15 | |
| rayleigh 2.1684043449710089e-16 | |
| rdist 6.591949208711867e-14 | |
| recipinvgauss 1.7780915628762273e-14 | |
| reciprocal 1.1188966420050406e-13 | |
| rel_breitwigner 4.218847493575595e-15 | |
| rice 4.729636821076966e-11 | |
| semicircular 8.673617379884035e-16 | |
| skewcauchy 1.1188966420050406e-13 | |
| skewnorm 1.3010426069826053e-15 | |
| studentized_range 8.673617379884035e-16 | |
| t 2.3282157451953722e-12 | |
| trapezoid 8.673617379884035e-16 | |
| triang 1.1015494072452725e-13 | |
| truncexpon 1.734723475976807e-15 | |
| truncnorm 7.37257477290143e-15 | |
| truncpareto 1.474514954580286e-14 | |
| truncweibull_min 5.204170427930421e-15 | |
| tukeylambda 2.3306009899748403e-12 | |
| uniform 8.673617379884035e-16 | |
| vonmises 8.673617379884035e-16 | |
| vonmises_line 8.673617379884035e-16 | |
| wald 7.37257477290143e-15 | |
| weibull_max 1.5178830414797062e-15 | |
| weibull_min 2.220446049250313e-16 | |
| wrapcauchy 8.673617379884035e-16 | |
| ==================== ======================== | |
| [73.16%] ··· ...rip.track_distribution_isf_roundtrip_extrema ok | |
| [73.16%] ··· ==================== ======================== | |
| dist_name | |
| -------------------- ------------------------ | |
| alpha 2.875570976809943e-17 | |
| anglit 6.017216178176143e-17 | |
| arcsine 8.399696603999241e-12 | |
| argus 5.067311079477808e-17 | |
| beta 7.681695211837151e-16 | |
| betaprime 2.876481537228241e-17 | |
| bradford 1.9328889515693188e-16 | |
| burr 8.22661691779426e-17 | |
| burr12 2.8759733174598887e-17 | |
| cauchy 2.6755441463158398e-17 | |
| chi 1.418780186650953e-20 | |
| chi2 1.9058241313221758e-21 | |
| cosine 2.7316812548951186e-20 | |
| crystalball 8.226659269441623e-17 | |
| dgamma 2.117582368135751e-22 | |
| dweibull 4.0234064994579266e-21 | |
| erlang 6.352747104407253e-22 | |
| expon 4.235164736271502e-22 | |
| exponnorm 7.630559832811409e-17 | |
| exponpow 4.0234064994579266e-21 | |
| exponweib 3.5998900258307764e-21 | |
| f 2.8754227460441734e-17 | |
| fatiguelife 0.0 | |
| fisk 2.8756133284573056e-17 | |
| foldcauchy 1.0420347547888172e-16 | |
| foldnorm 2.971836271265394e-17 | |
| gamma 1.9058241313221758e-21 | |
| gausshyper 2.875570976809943e-17 | |
| genexpon 4.235164736271502e-22 | |
| genextreme 4.235164736271502e-22 | |
| gengamma 1.4823076576950256e-21 | |
| genhalflogistic 2.875570976809943e-17 | |
| genhyperbolic 1.5677521062493031e-16 | |
| geninvgauss 2.875570976809943e-17 | |
| genlogistic 2.875698031752031e-17 | |
| gennorm 2.541098841762901e-21 | |
| halfgennorm 1.0587911840678754e-21 | |
| genpareto 4.235164736271502e-22 | |
| gibrat 0.0 | |
| gompertz 3.1763735522036263e-21 | |
| gumbel_l 1.2705494208814505e-21 | |
| gumbel_r 4.235164736271502e-22 | |
| halfcauchy 2.117582368135751e-22 | |
| halflogistic 2.117582368135751e-22 | |
| halfnorm 6.1409888675936775e-21 | |
| hypsecant 1.0587911840678754e-21 | |
| invgamma 2.329340604949326e-21 | |
| invgauss 4.235164736271502e-22 | |
| invweibull 0.0 | |
| johnsonsb 0.0 | |
| johnsonsu 0.0 | |
| kappa4 9.704450123945415e-16 | |
| kappa3 1.3977801223061508e-16 | |
| ksone 8.470329472543003e-22 | |
| kstwo 2.353099879119809e-17 | |
| kstwobign 1.2705494208814505e-21 | |
| laplace 6.352747104407253e-22 | |
| laplace_asymmetric 2.117582368135751e-22 | |
| levy 0.0 | |
| levy_l 6.1409888675936775e-21 | |
| levy_stable 1e-06 | |
| loggamma 2.117582368135751e-22 | |
| logistic 8.470329472543003e-22 | |
| loglaplace 2.117582368135751e-22 | |
| lognorm 0.0 | |
| loguniform 2.875570976809943e-17 | |
| lomax 4.235164736271502e-22 | |
| maxwell 4.235164736271502e-22 | |
| mielke 1.3977801223061508e-16 | |
| moyal 2.875634504280987e-17 | |
| nakagami 4.0234064994579266e-21 | |
| ncf 2.1811098391798234e-20 | |
| nct 3.3881317890172014e-21 | |
| ncx2 4.658681209898652e-21 | |
| norm 0.0 | |
| norminvgauss 4.235164736271502e-22 | |
| pareto 1.0587911840678754e-21 | |
| pearson3 7.287215027641878e-17 | |
| powerlaw 3.111808465799167e-17 | |
| powerlognorm 1.2705494208814505e-21 | |
| powernorm 1.2705494208814505e-21 | |
| rayleigh 1.2705494208814505e-21 | |
| rdist 5.318894687888912e-16 | |
| recipinvgauss 4.207445583072605e-17 | |
| reciprocal 2.875570976809943e-17 | |
| rel_breitwigner 2.875570976809943e-17 | |
| rice 9.1860953946207e-15 | |
| semicircular 4.72844919618162e-16 | |
| skewcauchy 2.875570976809943e-17 | |
| skewnorm 1.4823076576950256e-21 | |
| studentized_range 2.875570976809943e-17 | |
| t 2.3399285167900047e-19 | |
| trapezoid 2.875570976809943e-17 | |
| triang 2.875570976809943e-17 | |
| truncexpon 4.700821099024553e-18 | |
| truncnorm 3.1481885308837394e-17 | |
| truncpareto 6.987810056611164e-18 | |
| truncweibull_min 7.222438183000605e-18 | |
| tukeylambda 4.580670110731241e-15 | |
| uniform 2.875570976809943e-17 | |
| vonmises 8.226659269441623e-17 | |
| vonmises_line 1.3977801223061508e-16 | |
| wald 4.298692207315574e-20 | |
| weibull_max 2.8756133284573056e-17 | |
| weibull_min 7.623296525288703e-21 | |
| wrapcauchy 1.3977801223061508e-16 | |
| ==================== ======================== | |
| [73.24%] ··· ...usRoundtrip.track_distribution_ppf_roundtrip ok | |
| [73.24%] ··· ==================== ======================== | |
| dist_name | |
| -------------------- ------------------------ | |
| alpha 4.3368086899420177e-16 | |
| anglit 6.505213034913027e-16 | |
| arcsine 4.111937128241321e-15 | |
| argus 1.1015494072452725e-13 | |
| beta 7.779340512888985e-16 | |
| betaprime 4.3368086899420177e-16 | |
| bradford 2.220446049250313e-16 | |
| burr 3.686287386450715e-15 | |
| burr12 6.505213034913027e-16 | |
| cauchy 8.673617379884035e-16 | |
| chi 1.1492543028346347e-14 | |
| chi2 1.5395670849294163e-14 | |
| cosine 1.734723475976807e-15 | |
| crystalball 2.1684043449710089e-16 | |
| dgamma 2.1684043449710089e-16 | |
| dweibull 1.3010426069826053e-15 | |
| erlang 2.220446049250313e-16 | |
| expon 0.0 | |
| exponnorm 4.336808689942018e-15 | |
| exponpow 2.220446049250313e-16 | |
| exponweib 6.505213034913027e-16 | |
| f 1.1102230246251565e-15 | |
| fatiguelife 2.5734622766115933e-12 | |
| fisk 2.1684043449710089e-16 | |
| foldcauchy 6.223320470066795e-14 | |
| foldnorm 5.637851296924623e-14 | |
| gamma 4.3368086899420177e-16 | |
| gausshyper 2.3852447794681098e-15 | |
| genexpon 3.3610267347050637e-13 | |
| genextreme 3.2526065174565133e-15 | |
| gengamma 1.0842021724855044e-15 | |
| genhalflogistic 8.955509944730267e-14 | |
| genhyperbolic 1.1113343589841408e-16 | |
| geninvgauss 6.505213034913027e-16 | |
| genlogistic 6.505213034913027e-16 | |
| gennorm 2.1684043449710089e-16 | |
| halfgennorm 3.3306690738754696e-16 | |
| genpareto 2.220446049250313e-16 | |
| gibrat 2.6020852139652106e-15 | |
| gompertz 2.1684043449710089e-16 | |
| gumbel_l 6.505213034913027e-16 | |
| gumbel_r 2.1684043449710089e-16 | |
| halfcauchy 1.1113343589841408e-16 | |
| halflogistic 0.0 | |
| halfnorm 1.1015494072452725e-13 | |
| hypsecant 4.3368086899420177e-16 | |
| invgamma 6.661338147750939e-16 | |
| invgauss 1.951563910473908e-15 | |
| invweibull 3.2526065174565133e-15 | |
| johnsonsb 2.1684043449710089e-16 | |
| johnsonsu 2.6020852139652106e-15 | |
| kappa4 1.0842021724855044e-15 | |
| kappa3 1.1113343589841408e-16 | |
| ksone 2.1684043449710089e-16 | |
| kstwo 4.884981308350689e-15 | |
| kstwobign 2.1684043449710089e-16 | |
| laplace 4.3368086899420177e-16 | |
| laplace_asymmetric 2.1684043449710089e-16 | |
| levy 2.8189256484623115e-15 | |
| levy_l 1.1015494072452725e-13 | |
| levy_stable 8.673617379884035e-16 | |
| loggamma 4.3368086899420177e-16 | |
| logistic 4.3368086899420177e-16 | |
| loglaplace 2.1684043449710089e-16 | |
| lognorm 2.1684043449710089e-16 | |
| loguniform 6.960577947356938e-14 | |
| lomax 0.0 | |
| maxwell 8.673617379884035e-16 | |
| mielke 6.505213034913027e-16 | |
| moyal 2.8189256484623115e-15 | |
| nakagami 4.440892098500626e-16 | |
| ncf 1.3010426069826053e-15 | |
| nct 1.0842021724855044e-15 | |
| ncx2 1.3010426069826053e-15 | |
| norm 2.1684043449710089e-16 | |
| norminvgauss 4.3368086899420177e-16 | |
| pareto 1.1015494072452725e-13 | |
| pearson3 2.1684043449710089e-16 | |
| powerlaw 4.3368086899420177e-16 | |
| powerlognorm 3.946495907847236e-14 | |
| powernorm 1.2902005852577503e-13 | |
| rayleigh 0.0 | |
| rdist 6.591949208711867e-14 | |
| recipinvgauss 4.3368086899420177e-16 | |
| reciprocal 6.960577947356938e-14 | |
| rel_breitwigner 4.218847493575595e-15 | |
| rice 1.5367485062256492e-11 | |
| semicircular 8.673617379884035e-16 | |
| skewcauchy 8.673617379884035e-16 | |
| skewnorm 8.673617379884035e-16 | |
| studentized_range 1.951563910473908e-15 | |
| t 2.3282157451953722e-12 | |
| trapezoid 0.0 | |
| triang 2.220446049250313e-16 | |
| truncexpon 0.0 | |
| truncnorm 4.81385764583564e-14 | |
| truncpareto 1.5352302762394743e-13 | |
| truncweibull_min 1.0733601507606494e-13 | |
| tukeylambda 2.3306009899748403e-12 | |
| uniform 0.0 | |
| vonmises 5.637851296924623e-14 | |
| vonmises_line 2.688821387764051e-14 | |
| wald 2.220446049250313e-16 | |
| weibull_max 2.220446049250313e-16 | |
| weibull_min 2.220446049250313e-16 | |
| wrapcauchy 0.0 | |
| ==================== ======================== | |
| [73.33%] ··· ...rip.track_distribution_ppf_roundtrip_extrema ok | |
| [73.33%] ··· ==================== ======================== | |
| dist_name | |
| -------------------- ------------------------ | |
| alpha 1.0587911840678754e-21 | |
| anglit 1.0164395367051604e-19 | |
| arcsine 0.0 | |
| argus 8.226659269441623e-17 | |
| beta 2.117582368135751e-22 | |
| betaprime 0.0 | |
| bradford 2.117582368135751e-22 | |
| burr 3.3881317890172014e-21 | |
| burr12 1.9058241313221758e-21 | |
| cauchy 2.6755441463158398e-17 | |
| chi 1.164670302474663e-20 | |
| chi2 1.4823076576950256e-21 | |
| cosine 2.7316812548951186e-20 | |
| crystalball 2.117582368135751e-22 | |
| dgamma 2.117582368135751e-22 | |
| dweibull 4.0234064994579266e-21 | |
| erlang 1.0587911840678754e-21 | |
| expon 0.0 | |
| exponnorm 1.7152417181899582e-20 | |
| exponpow 0.0 | |
| exponweib 4.235164736271502e-22 | |
| f 2.8754862735152174e-17 | |
| fatiguelife 2.558335962239526e-17 | |
| fisk 1.0587911840678754e-21 | |
| foldcauchy 4.020230125905723e-18 | |
| foldnorm 2.6755441463158398e-17 | |
| gamma 8.470329472543003e-22 | |
| gausshyper 2.117582368135751e-22 | |
| genexpon 7.7408646983676e-16 | |
| genextreme 1.2705494208814505e-21 | |
| gengamma 4.870439446712227e-21 | |
| genhalflogistic 6.114497912168299e-17 | |
| genhyperbolic 1.0587911840678754e-21 | |
| geninvgauss 8.470329472543003e-22 | |
| genlogistic 4.235164736271502e-22 | |
| gennorm 2.541098841762901e-21 | |
| halfgennorm 4.235164736271502e-22 | |
| genpareto 0.0 | |
| gibrat 0.0 | |
| gompertz 0.0 | |
| gumbel_l 4.235164736271502e-22 | |
| gumbel_r 1.2705494208814505e-21 | |
| halfcauchy 0.0 | |
| halflogistic 0.0 | |
| halfnorm 8.226659269441623e-17 | |
| hypsecant 1.0587911840678754e-21 | |
| invgamma 8.470329472543003e-22 | |
| invgauss 4.235164736271502e-22 | |
| invweibull 1.207021949837378e-20 | |
| johnsonsb 3.8116482626443515e-21 | |
| johnsonsu 0.0 | |
| kappa4 7.623296525288703e-21 | |
| kappa3 0.0 | |
| ksone 0.0 | |
| kstwo 1.9058241313221758e-21 | |
| kstwobign 2.329340604949326e-21 | |
| laplace 6.352747104407253e-22 | |
| laplace_asymmetric 4.235164736271502e-22 | |
| levy 2.752857078576476e-21 | |
| levy_l 8.226659269441623e-17 | |
| levy_stable 1e-06 | |
| loggamma 2.117582368135751e-22 | |
| logistic 8.470329472543003e-22 | |
| loglaplace 0.0 | |
| lognorm 0.0 | |
| loguniform 6.5526468799592674e-18 | |
| lomax 2.117582368135751e-22 | |
| maxwell 4.235164736271502e-22 | |
| mielke 0.0 | |
| moyal 2.752857078576476e-21 | |
| nakagami 1.2705494208814505e-21 | |
| ncf 3.3881317890172014e-21 | |
| nct 7.199780051661553e-21 | |
| ncx2 1.4823076576950256e-21 | |
| norm 0.0 | |
| norminvgauss 7.411538288475128e-21 | |
| pareto 2.875570976809943e-17 | |
| pearson3 2.875570976809943e-17 | |
| powerlaw 1.0587911840678754e-21 | |
| powerlognorm 7.018239715241275e-17 | |
| powernorm 2.235997574161902e-17 | |
| rayleigh 2.117582368135751e-22 | |
| rdist 5.318894687888912e-16 | |
| recipinvgauss 3.239901023247699e-20 | |
| reciprocal 6.5526468799592674e-18 | |
| rel_breitwigner 2.63639004832901e-19 | |
| rice 2.752857078576476e-21 | |
| semicircular 4.72844919618162e-16 | |
| skewcauchy 1.0001341524705151e-18 | |
| skewnorm 2.875570976809943e-17 | |
| studentized_range 1.164670302474663e-20 | |
| t 2.3399285167900047e-19 | |
| trapezoid 0.0 | |
| triang 0.0 | |
| truncexpon 0.0 | |
| truncnorm 6.328507139039203e-16 | |
| truncpareto 1.4917308992332297e-17 | |
| truncweibull_min 1.0941802206041601e-16 | |
| tukeylambda 4.580670110731241e-15 | |
| uniform 0.0 | |
| vonmises 5.853851051221574e-16 | |
| vonmises_line 5.4342881038757333e-17 | |
| wald 3.1763735522036263e-21 | |
| weibull_max 7.623296525288703e-21 | |
| weibull_min 6.352747104407253e-22 | |
| wrapcauchy 0.0 | |
| ==================== ======================== | |
| [73.41%] ··· ...s.TruncnormStats.track_truncnorm_stats_error ok | |
| [73.41%] ··· ====== ======== ======================== | |
| case moment | |
| ------ -------- ------------------------ | |
| 0 m 1.5663581859819513e-14 | |
| 0 v 2.081732069775471e-09 | |
| 0 s 3.95593723941626e-07 | |
| 0 k 4.851111449763658e-05 | |
| 1 m 1.3949292636242283e-13 | |
| 1 v 9.97126253315685e-08 | |
| 1 s 4.267211658772934e-05 | |
| 1 k 0.012089892502099246 | |
| 2 m 6.445309761677655e-14 | |
| 2 v 1.5014653924359127e-07 | |
| 2 s 0.00011515950484842813 | |
| 2 k 0.058968603677678914 | |
| 3 m 6.445309761677655e-14 | |
| 3 v 1.5014653924359127e-07 | |
| 3 s 0.00011515950484842813 | |
| 3 k 0.058968603677678914 | |
| ====== ======== ======================== | |
| [73.49%] ··· stats_sampling.DiscreteAliasUrn.time_dau_rvs ok | |
| [73.49%] ··· =============================================== ============= | |
| distribution | |
| ----------------------------------------------- ------------- | |
| ['nhypergeom', (20, 7, 1)] 1.78±0.01ms | |
| ['hypergeom', (30, 12, 6)] 2.05±0.01ms | |
| ['nchypergeom_wallenius', (140, 80, 60, 0.5)] 1.23±0.01ms | |
| ['binom', (5, 0.4)] 1.98±0ms | |
| =============================================== ============= | |
| [73.58%] ··· stats_sampling.DiscreteAliasUrn.time_dau_setup ok | |
| [73.58%] ··· =============================================== ============ | |
| distribution | |
| ----------------------------------------------- ------------ | |
| ['nhypergeom', (20, 7, 1)] 57.5±0.3μs | |
| ['hypergeom', (30, 12, 6)] 57.3±0.4μs | |
| ['nchypergeom_wallenius', (140, 80, 60, 0.5)] 58.1±0.6μs | |
| ['binom', (5, 0.4)] 56.2±0.3μs | |
| =============================================== ============ | |
| [73.66%] ··· stats_sampling.DiscreteGuideTable.time_dgt_rvs ok | |
| [73.66%] ··· =============================================== ============= | |
| distribution | |
| ----------------------------------------------- ------------- | |
| ['nhypergeom', (20, 7, 1)] 1.44±0.01ms | |
| ['hypergeom', (30, 12, 6)] 1.53±0.01ms | |
| ['nchypergeom_wallenius', (140, 80, 60, 0.5)] 1.27±0ms | |
| ['binom', (5, 0.4)] 2.09±0.01ms | |
| =============================================== ============= | |
| [73.75%] ··· ...s_sampling.DiscreteGuideTable.time_dgt_setup ok | |
| [73.75%] ··· =============================================== ============ | |
| distribution | |
| ----------------------------------------------- ------------ | |
| ['nhypergeom', (20, 7, 1)] 57.1±1μs | |
| ['hypergeom', (30, 12, 6)] 56.1±0.7μs | |
| ['nchypergeom_wallenius', (140, 80, 60, 0.5)] 58.3±1μs | |
| ['binom', (5, 0.4)] 56.5±0.3μs | |
| =============================================== ============ | |
| [73.83%] ··· ...mpling.NumericalInverseHermite.time_hinv_rvs ok | |
| [73.83%] ··· ====================== ============= ============= | |
| -- order | |
| ---------------------- --------------------------- | |
| dist 3 5 | |
| ====================== ============= ============= | |
| beta(2, 3) n/a n/a | |
| norm(0, 1) 2.64±0.04ms 2.55±0.03ms | |
| sqrtlinshft(0.0) n/a n/a | |
| sqrtlinshft(10000.0) n/a n/a | |
| sin2 3.01±0.03ms 14.8±2ms | |
| sin10 3.17±0.03ms 3.11±0.02ms | |
| ====================== ============= ============= | |
| [73.91%] ··· ...ling.NumericalInverseHermite.time_hinv_setup ok | |
| [73.91%] ··· ====================== ============ ============ | |
| -- order | |
| ---------------------- ------------------------- | |
| dist 3 5 | |
| ====================== ============ ============ | |
| beta(2, 3) n/a n/a | |
| norm(0, 1) 15.3±0.3ms 4.91±0.1ms | |
| sqrtlinshft(0.0) n/a n/a | |
| sqrtlinshft(10000.0) n/a n/a | |
| sin2 18.4±0.2ms 4.25±0.02s | |
| sin10 84.6±0.5ms 15.9±0.3ms | |
| ====================== ============ ============ | |
| [74.00%] ··· ...ing.NumericalInversePolynomial.time_pinv_rvs ok | |
| [74.00%] ··· ====================== ============= | |
| dist | |
| ---------------------- ------------- | |
| beta(2, 3) 2.19±0.02ms | |
| norm(0, 1) 2.19±0.03ms | |
| sqrtlinshft(0.0) 2.23±0.02ms | |
| sqrtlinshft(10000.0) 2.23±0.02ms | |
| sin2 2.64±0.03ms | |
| sin10 2.73±0.04ms | |
| ====================== ============= | |
| [74.08%] ··· ...g.NumericalInversePolynomial.time_pinv_setup ok | |
| [74.08%] ··· ====================== ============= | |
| dist | |
| ---------------------- ------------- | |
| beta(2, 3) 4.87±0.04ms | |
| norm(0, 1) 16.4±0.1ms | |
| sqrtlinshft(0.0) 8.84±0.4ms | |
| sqrtlinshft(10000.0) 9.15±0.3ms | |
| sin2 10.2±0.2ms | |
| sin10 43.9±0.7ms | |
| ====================== ============= | |
| [74.16%] ··· ...s_sampling.SimpleRatioUniforms.time_srou_rvs ok | |
| [74.16%] ··· ====================== ========== ============ | |
| -- cdf_at_mode | |
| ---------------------- ----------------------- | |
| dist 0 1 | |
| ====================== ========== ============ | |
| beta(2, 3) 77.3±2ms 37.2±0.6ms | |
| norm(0, 1) 874±4ms 334±1ms | |
| sqrtlinshft(0.0) 75.4±1ms 41.2±2ms | |
| sqrtlinshft(10000.0) 77.2±3ms 42.1±2ms | |
| sin2 222±2ms 99.3±0.8ms | |
| sin10 235±3ms 105±1ms | |
| ====================== ========== ============ | |
| [74.25%] ··· ...sampling.SimpleRatioUniforms.time_srou_setup ok | |
| [74.25%] ··· ====================== ========== ========== | |
| -- cdf_at_mode | |
| ---------------------- --------------------- | |
| dist 0 1 | |
| ====================== ========== ========== | |
| beta(2, 3) 47.3±2μs 48.4±2μs | |
| norm(0, 1) 41.4±2μs 44.3±2μs | |
| sqrtlinshft(0.0) 34.7±2μs 36.2±2μs | |
| sqrtlinshft(10000.0) 35.1±2μs 35.5±2μs | |
| sin2 49.2±1μs 52.1±2μs | |
| sin10 49.1±2μs 54.1±2μs | |
| ====================== ========== ========== | |
| [74.33%] ··· ...ing.TransformedDensityRejection.time_tdr_rvs ok | |
| [74.33%] ··· ====================== ============= ============= | |
| -- c | |
| ---------------------- --------------------------- | |
| dist 0.0 -0.5 | |
| ====================== ============= ============= | |
| beta(2, 3) 5.86±0.09ms 2.81±0.04ms | |
| norm(0, 1) 7.11±0.09ms 3.81±0.05ms | |
| sqrtlinshft(0.0) n/a 2.99±0.03ms | |
| sqrtlinshft(10000.0) n/a 23.0±1ms | |
| sin2 n/a n/a | |
| sin10 n/a n/a | |
| ====================== ============= ============= | |
| [74.41%] ··· ...g.TransformedDensityRejection.time_tdr_setup ok | |
| [74.41%] ··· ====================== ========= ========= | |
| -- c | |
| ---------------------- ------------------- | |
| dist 0.0 -0.5 | |
| ====================== ========= ========= | |
| beta(2, 3) 128±2μs 135±2μs | |
| norm(0, 1) 380±3μs 535±5μs | |
| sqrtlinshft(0.0) n/a 202±5μs | |
| sqrtlinshft(10000.0) n/a 162±3μs | |
| sin2 n/a n/a | |
| sin10 n/a n/a | |
| ====================== ========= ========= | |
| [74.50%] ··· Setting up optimize:565 ok | |
| [74.50%] ··· optimize.BenchGlobal.track_all ok | |
| [74.50%] ··· ============================== ============= ========= ===== | |
| test function result type solver | |
| ------------------------------ ------------- --------- ----- | |
| AMGM success% DE n/a | |
| AMGM success% basinh. n/a | |
| AMGM success% DA n/a | |
| AMGM success% DIRECT n/a | |
| AMGM success% SHGO n/a | |
| AMGM <nfev> DE n/a | |
| AMGM <nfev> basinh. n/a | |
| AMGM <nfev> DA n/a | |
| AMGM <nfev> DIRECT n/a | |
| AMGM <nfev> SHGO n/a | |
| Ackley01 success% DE n/a | |
| Ackley01 success% basinh. n/a | |
| Ackley01 success% DA n/a | |
| Ackley01 success% DIRECT n/a | |
| Ackley01 success% SHGO n/a | |
| Ackley01 <nfev> DE n/a | |
| Ackley01 <nfev> basinh. n/a | |
| Ackley01 <nfev> DA n/a | |
| Ackley01 <nfev> DIRECT n/a | |
| Ackley01 <nfev> SHGO n/a | |
| Ackley02 success% DE n/a | |
| Ackley02 success% basinh. n/a | |
| Ackley02 success% DA n/a | |
| Ackley02 success% DIRECT n/a | |
| Ackley02 success% SHGO n/a | |
| Ackley02 <nfev> DE n/a | |
| Ackley02 <nfev> basinh. n/a | |
| Ackley02 <nfev> DA n/a | |
| Ackley02 <nfev> DIRECT n/a | |
| Ackley02 <nfev> SHGO n/a | |
| Ackley03 success% DE n/a | |
| Ackley03 success% basinh. n/a | |
| Ackley03 success% DA n/a | |
| Ackley03 success% DIRECT n/a | |
| Ackley03 success% SHGO n/a | |
| Ackley03 <nfev> DE n/a | |
| Ackley03 <nfev> basinh. n/a | |
| Ackley03 <nfev> DA n/a | |
| Ackley03 <nfev> DIRECT n/a | |
| Ackley03 <nfev> SHGO n/a | |
| Adjiman success% DE n/a | |
| Adjiman success% basinh. n/a | |
| Adjiman success% DA n/a | |
| Adjiman success% DIRECT n/a | |
| Adjiman success% SHGO n/a | |
| Adjiman <nfev> DE n/a | |
| Adjiman <nfev> basinh. n/a | |
| Adjiman <nfev> DA n/a | |
| Adjiman <nfev> DIRECT n/a | |
| Adjiman <nfev> SHGO n/a | |
| Alpine01 success% DE n/a | |
| Alpine01 success% basinh. n/a | |
| Alpine01 success% DA n/a | |
| Alpine01 success% DIRECT n/a | |
| Alpine01 success% SHGO n/a | |
| Alpine01 <nfev> DE n/a | |
| Alpine01 <nfev> basinh. n/a | |
| Alpine01 <nfev> DA n/a | |
| Alpine01 <nfev> DIRECT n/a | |
| Alpine01 <nfev> SHGO n/a | |
| Alpine02 success% DE n/a | |
| Alpine02 success% basinh. n/a | |
| Alpine02 success% DA n/a | |
| Alpine02 success% DIRECT n/a | |
| Alpine02 success% SHGO n/a | |
| Alpine02 <nfev> DE n/a | |
| Alpine02 <nfev> basinh. n/a | |
| Alpine02 <nfev> DA n/a | |
| Alpine02 <nfev> DIRECT n/a | |
| Alpine02 <nfev> SHGO n/a | |
| BartelsConn success% DE n/a | |
| BartelsConn success% basinh. n/a | |
| BartelsConn success% DA n/a | |
| BartelsConn success% DIRECT n/a | |
| BartelsConn success% SHGO n/a | |
| BartelsConn <nfev> DE n/a | |
| BartelsConn <nfev> basinh. n/a | |
| BartelsConn <nfev> DA n/a | |
| BartelsConn <nfev> DIRECT n/a | |
| BartelsConn <nfev> SHGO n/a | |
| Beale success% DE n/a | |
| Beale success% basinh. n/a | |
| Beale success% DA n/a | |
| Beale success% DIRECT n/a | |
| Beale success% SHGO n/a | |
| Beale <nfev> DE n/a | |
| Beale <nfev> basinh. n/a | |
| Beale <nfev> DA n/a | |
| Beale <nfev> DIRECT n/a | |
| Beale <nfev> SHGO n/a | |
| BiggsExp02 success% DE n/a | |
| BiggsExp02 success% basinh. n/a | |
| BiggsExp02 success% DA n/a | |
| BiggsExp02 success% DIRECT n/a | |
| BiggsExp02 success% SHGO n/a | |
| BiggsExp02 <nfev> DE n/a | |
| BiggsExp02 <nfev> basinh. n/a | |
| BiggsExp02 <nfev> DA n/a | |
| BiggsExp02 <nfev> DIRECT n/a | |
| BiggsExp02 <nfev> SHGO n/a | |
| BiggsExp03 success% DE n/a | |
| BiggsExp03 success% basinh. n/a | |
| BiggsExp03 success% DA n/a | |
| BiggsExp03 success% DIRECT n/a | |
| BiggsExp03 success% SHGO n/a | |
| BiggsExp03 <nfev> DE n/a | |
| BiggsExp03 <nfev> basinh. n/a | |
| BiggsExp03 <nfev> DA n/a | |
| BiggsExp03 <nfev> DIRECT n/a | |
| BiggsExp03 <nfev> SHGO n/a | |
| BiggsExp04 success% DE n/a | |
| BiggsExp04 success% basinh. n/a | |
| BiggsExp04 success% DA n/a | |
| BiggsExp04 success% DIRECT n/a | |
| BiggsExp04 success% SHGO n/a | |
| BiggsExp04 <nfev> DE n/a | |
| BiggsExp04 <nfev> basinh. n/a | |
| BiggsExp04 <nfev> DA n/a | |
| BiggsExp04 <nfev> DIRECT n/a | |
| BiggsExp04 <nfev> SHGO n/a | |
| BiggsExp05 success% DE n/a | |
| BiggsExp05 success% basinh. n/a | |
| BiggsExp05 success% DA n/a | |
| BiggsExp05 success% DIRECT n/a | |
| BiggsExp05 success% SHGO n/a | |
| BiggsExp05 <nfev> DE n/a | |
| BiggsExp05 <nfev> basinh. n/a | |
| BiggsExp05 <nfev> DA n/a | |
| BiggsExp05 <nfev> DIRECT n/a | |
| BiggsExp05 <nfev> SHGO n/a | |
| Bird success% DE n/a | |
| Bird success% basinh. n/a | |
| Bird success% DA n/a | |
| Bird success% DIRECT n/a | |
| Bird success% SHGO n/a | |
| Bird <nfev> DE n/a | |
| Bird <nfev> basinh. n/a | |
| Bird <nfev> DA n/a | |
| Bird <nfev> DIRECT n/a | |
| Bird <nfev> SHGO n/a | |
| Bohachevsky1 success% DE n/a | |
| Bohachevsky1 success% basinh. n/a | |
| Bohachevsky1 success% DA n/a | |
| Bohachevsky1 success% DIRECT n/a | |
| Bohachevsky1 success% SHGO n/a | |
| Bohachevsky1 <nfev> DE n/a | |
| Bohachevsky1 <nfev> basinh. n/a | |
| Bohachevsky1 <nfev> DA n/a | |
| Bohachevsky1 <nfev> DIRECT n/a | |
| Bohachevsky1 <nfev> SHGO n/a | |
| Bohachevsky2 success% DE n/a | |
| Bohachevsky2 success% basinh. n/a | |
| Bohachevsky2 success% DA n/a | |
| Bohachevsky2 success% DIRECT n/a | |
| Bohachevsky2 success% SHGO n/a | |
| Bohachevsky2 <nfev> DE n/a | |
| Bohachevsky2 <nfev> basinh. n/a | |
| Bohachevsky2 <nfev> DA n/a | |
| Bohachevsky2 <nfev> DIRECT n/a | |
| Bohachevsky2 <nfev> SHGO n/a | |
| Bohachevsky3 success% DE n/a | |
| Bohachevsky3 success% basinh. n/a | |
| Bohachevsky3 success% DA n/a | |
| Bohachevsky3 success% DIRECT n/a | |
| Bohachevsky3 success% SHGO n/a | |
| Bohachevsky3 <nfev> DE n/a | |
| Bohachevsky3 <nfev> basinh. n/a | |
| Bohachevsky3 <nfev> DA n/a | |
| Bohachevsky3 <nfev> DIRECT n/a | |
| Bohachevsky3 <nfev> SHGO n/a | |
| BoxBetts success% DE n/a | |
| BoxBetts success% basinh. n/a | |
| BoxBetts success% DA n/a | |
| BoxBetts success% DIRECT n/a | |
| BoxBetts success% SHGO n/a | |
| BoxBetts <nfev> DE n/a | |
| BoxBetts <nfev> basinh. n/a | |
| BoxBetts <nfev> DA n/a | |
| BoxBetts <nfev> DIRECT n/a | |
| BoxBetts <nfev> SHGO n/a | |
| Branin01 success% DE n/a | |
| Branin01 success% basinh. n/a | |
| Branin01 success% DA n/a | |
| Branin01 success% DIRECT n/a | |
| Branin01 success% SHGO n/a | |
| Branin01 <nfev> DE n/a | |
| Branin01 <nfev> basinh. n/a | |
| Branin01 <nfev> DA n/a | |
| Branin01 <nfev> DIRECT n/a | |
| Branin01 <nfev> SHGO n/a | |
| Branin02 success% DE n/a | |
| Branin02 success% basinh. n/a | |
| Branin02 success% DA n/a | |
| Branin02 success% DIRECT n/a | |
| Branin02 success% SHGO n/a | |
| Branin02 <nfev> DE n/a | |
| Branin02 <nfev> basinh. n/a | |
| Branin02 <nfev> DA n/a | |
| Branin02 <nfev> DIRECT n/a | |
| Branin02 <nfev> SHGO n/a | |
| Brent success% DE n/a | |
| Brent success% basinh. n/a | |
| Brent success% DA n/a | |
| Brent success% DIRECT n/a | |
| Brent success% SHGO n/a | |
| Brent <nfev> DE n/a | |
| Brent <nfev> basinh. n/a | |
| Brent <nfev> DA n/a | |
| Brent <nfev> DIRECT n/a | |
| Brent <nfev> SHGO n/a | |
| Brown success% DE n/a | |
| Brown success% basinh. n/a | |
| Brown success% DA n/a | |
| Brown success% DIRECT n/a | |
| Brown success% SHGO n/a | |
| Brown <nfev> DE n/a | |
| Brown <nfev> basinh. n/a | |
| Brown <nfev> DA n/a | |
| Brown <nfev> DIRECT n/a | |
| Brown <nfev> SHGO n/a | |
| Bukin02 success% DE n/a | |
| Bukin02 success% basinh. n/a | |
| Bukin02 success% DA n/a | |
| Bukin02 success% DIRECT n/a | |
| Bukin02 success% SHGO n/a | |
| Bukin02 <nfev> DE n/a | |
| Bukin02 <nfev> basinh. n/a | |
| Bukin02 <nfev> DA n/a | |
| Bukin02 <nfev> DIRECT n/a | |
| Bukin02 <nfev> SHGO n/a | |
| Bukin04 success% DE n/a | |
| Bukin04 success% basinh. n/a | |
| Bukin04 success% DA n/a | |
| Bukin04 success% DIRECT n/a | |
| Bukin04 success% SHGO n/a | |
| Bukin04 <nfev> DE n/a | |
| Bukin04 <nfev> basinh. n/a | |
| Bukin04 <nfev> DA n/a | |
| Bukin04 <nfev> DIRECT n/a | |
| Bukin04 <nfev> SHGO n/a | |
| Bukin06 success% DE n/a | |
| Bukin06 success% basinh. n/a | |
| Bukin06 success% DA n/a | |
| Bukin06 success% DIRECT n/a | |
| Bukin06 success% SHGO n/a | |
| Bukin06 <nfev> DE n/a | |
| Bukin06 <nfev> basinh. n/a | |
| Bukin06 <nfev> DA n/a | |
| Bukin06 <nfev> DIRECT n/a | |
| Bukin06 <nfev> SHGO n/a | |
| CarromTable success% DE n/a | |
| CarromTable success% basinh. n/a | |
| CarromTable success% DA n/a | |
| CarromTable success% DIRECT n/a | |
| CarromTable success% SHGO n/a | |
| CarromTable <nfev> DE n/a | |
| CarromTable <nfev> basinh. n/a | |
| CarromTable <nfev> DA n/a | |
| CarromTable <nfev> DIRECT n/a | |
| CarromTable <nfev> SHGO n/a | |
| Chichinadze success% DE n/a | |
| Chichinadze success% basinh. n/a | |
| Chichinadze success% DA n/a | |
| Chichinadze success% DIRECT n/a | |
| Chichinadze success% SHGO n/a | |
| Chichinadze <nfev> DE n/a | |
| Chichinadze <nfev> basinh. n/a | |
| Chichinadze <nfev> DA n/a | |
| Chichinadze <nfev> DIRECT n/a | |
| Chichinadze <nfev> SHGO n/a | |
| Cigar success% DE n/a | |
| Cigar success% basinh. n/a | |
| Cigar success% DA n/a | |
| Cigar success% DIRECT n/a | |
| Cigar success% SHGO n/a | |
| Cigar <nfev> DE n/a | |
| Cigar <nfev> basinh. n/a | |
| Cigar <nfev> DA n/a | |
| Cigar <nfev> DIRECT n/a | |
| Cigar <nfev> SHGO n/a | |
| Cola success% DE n/a | |
| Cola success% basinh. n/a | |
| Cola success% DA n/a | |
| Cola success% DIRECT n/a | |
| Cola success% SHGO n/a | |
| Cola <nfev> DE n/a | |
| Cola <nfev> basinh. n/a | |
| Cola <nfev> DA n/a | |
| Cola <nfev> DIRECT n/a | |
| Cola <nfev> SHGO n/a | |
| Colville success% DE n/a | |
| Colville success% basinh. n/a | |
| Colville success% DA n/a | |
| Colville success% DIRECT n/a | |
| Colville success% SHGO n/a | |
| Colville <nfev> DE n/a | |
| Colville <nfev> basinh. n/a | |
| Colville <nfev> DA n/a | |
| Colville <nfev> DIRECT n/a | |
| Colville <nfev> SHGO n/a | |
| Corana success% DE n/a | |
| Corana success% basinh. n/a | |
| Corana success% DA n/a | |
| Corana success% DIRECT n/a | |
| Corana success% SHGO n/a | |
| Corana <nfev> DE n/a | |
| Corana <nfev> basinh. n/a | |
| Corana <nfev> DA n/a | |
| Corana <nfev> DIRECT n/a | |
| Corana <nfev> SHGO n/a | |
| CosineMixture success% DE n/a | |
| CosineMixture success% basinh. n/a | |
| CosineMixture success% DA n/a | |
| CosineMixture success% DIRECT n/a | |
| CosineMixture success% SHGO n/a | |
| CosineMixture <nfev> DE n/a | |
| CosineMixture <nfev> basinh. n/a | |
| CosineMixture <nfev> DA n/a | |
| CosineMixture <nfev> DIRECT n/a | |
| CosineMixture <nfev> SHGO n/a | |
| CrossInTray success% DE n/a | |
| CrossInTray success% basinh. n/a | |
| CrossInTray success% DA n/a | |
| CrossInTray success% DIRECT n/a | |
| CrossInTray success% SHGO n/a | |
| CrossInTray <nfev> DE n/a | |
| CrossInTray <nfev> basinh. n/a | |
| CrossInTray <nfev> DA n/a | |
| CrossInTray <nfev> DIRECT n/a | |
| CrossInTray <nfev> SHGO n/a | |
| CrossLegTable success% DE n/a | |
| CrossLegTable success% basinh. n/a | |
| CrossLegTable success% DA n/a | |
| CrossLegTable success% DIRECT n/a | |
| CrossLegTable success% SHGO n/a | |
| CrossLegTable <nfev> DE n/a | |
| CrossLegTable <nfev> basinh. n/a | |
| CrossLegTable <nfev> DA n/a | |
| CrossLegTable <nfev> DIRECT n/a | |
| CrossLegTable <nfev> SHGO n/a | |
| CrownedCross success% DE n/a | |
| CrownedCross success% basinh. n/a | |
| CrownedCross success% DA n/a | |
| CrownedCross success% DIRECT n/a | |
| CrownedCross success% SHGO n/a | |
| CrownedCross <nfev> DE n/a | |
| CrownedCross <nfev> basinh. n/a | |
| CrownedCross <nfev> DA n/a | |
| CrownedCross <nfev> DIRECT n/a | |
| CrownedCross <nfev> SHGO n/a | |
| Csendes success% DE n/a | |
| Csendes success% basinh. n/a | |
| Csendes success% DA n/a | |
| Csendes success% DIRECT n/a | |
| Csendes success% SHGO n/a | |
| Csendes <nfev> DE n/a | |
| Csendes <nfev> basinh. n/a | |
| Csendes <nfev> DA n/a | |
| Csendes <nfev> DIRECT n/a | |
| Csendes <nfev> SHGO n/a | |
| Cube success% DE n/a | |
| Cube success% basinh. n/a | |
| Cube success% DA n/a | |
| Cube success% DIRECT n/a | |
| Cube success% SHGO n/a | |
| Cube <nfev> DE n/a | |
| Cube <nfev> basinh. n/a | |
| Cube <nfev> DA n/a | |
| Cube <nfev> DIRECT n/a | |
| Cube <nfev> SHGO n/a | |
| Damavandi success% DE n/a | |
| Damavandi success% basinh. n/a | |
| Damavandi success% DA n/a | |
| Damavandi success% DIRECT n/a | |
| Damavandi success% SHGO n/a | |
| Damavandi <nfev> DE n/a | |
| Damavandi <nfev> basinh. n/a | |
| Damavandi <nfev> DA n/a | |
| Damavandi <nfev> DIRECT n/a | |
| Damavandi <nfev> SHGO n/a | |
| DeVilliersGlasser01 success% DE n/a | |
| DeVilliersGlasser01 success% basinh. n/a | |
| DeVilliersGlasser01 success% DA n/a | |
| DeVilliersGlasser01 success% DIRECT n/a | |
| DeVilliersGlasser01 success% SHGO n/a | |
| DeVilliersGlasser01 <nfev> DE n/a | |
| DeVilliersGlasser01 <nfev> basinh. n/a | |
| DeVilliersGlasser01 <nfev> DA n/a | |
| DeVilliersGlasser01 <nfev> DIRECT n/a | |
| DeVilliersGlasser01 <nfev> SHGO n/a | |
| DeVilliersGlasser02 success% DE n/a | |
| DeVilliersGlasser02 success% basinh. n/a | |
| DeVilliersGlasser02 success% DA n/a | |
| DeVilliersGlasser02 success% DIRECT n/a | |
| DeVilliersGlasser02 success% SHGO n/a | |
| DeVilliersGlasser02 <nfev> DE n/a | |
| DeVilliersGlasser02 <nfev> basinh. n/a | |
| DeVilliersGlasser02 <nfev> DA n/a | |
| DeVilliersGlasser02 <nfev> DIRECT n/a | |
| DeVilliersGlasser02 <nfev> SHGO n/a | |
| Deb01 success% DE n/a | |
| Deb01 success% basinh. n/a | |
| Deb01 success% DA n/a | |
| Deb01 success% DIRECT n/a | |
| Deb01 success% SHGO n/a | |
| Deb01 <nfev> DE n/a | |
| Deb01 <nfev> basinh. n/a | |
| Deb01 <nfev> DA n/a | |
| Deb01 <nfev> DIRECT n/a | |
| Deb01 <nfev> SHGO n/a | |
| Deb03 success% DE n/a | |
| Deb03 success% basinh. n/a | |
| Deb03 success% DA n/a | |
| Deb03 success% DIRECT n/a | |
| Deb03 success% SHGO n/a | |
| Deb03 <nfev> DE n/a | |
| Deb03 <nfev> basinh. n/a | |
| Deb03 <nfev> DA n/a | |
| Deb03 <nfev> DIRECT n/a | |
| Deb03 <nfev> SHGO n/a | |
| Decanomial success% DE n/a | |
| Decanomial success% basinh. n/a | |
| Decanomial success% DA n/a | |
| Decanomial success% DIRECT n/a | |
| Decanomial success% SHGO n/a | |
| Decanomial <nfev> DE n/a | |
| Decanomial <nfev> basinh. n/a | |
| Decanomial <nfev> DA n/a | |
| Decanomial <nfev> DIRECT n/a | |
| Decanomial <nfev> SHGO n/a | |
| Deceptive success% DE n/a | |
| Deceptive success% basinh. n/a | |
| Deceptive success% DA n/a | |
| Deceptive success% DIRECT n/a | |
| Deceptive success% SHGO n/a | |
| Deceptive <nfev> DE n/a | |
| Deceptive <nfev> basinh. n/a | |
| Deceptive <nfev> DA n/a | |
| Deceptive <nfev> DIRECT n/a | |
| Deceptive <nfev> SHGO n/a | |
| DeckkersAarts success% DE n/a | |
| DeckkersAarts success% basinh. n/a | |
| DeckkersAarts success% DA n/a | |
| DeckkersAarts success% DIRECT n/a | |
| DeckkersAarts success% SHGO n/a | |
| DeckkersAarts <nfev> DE n/a | |
| DeckkersAarts <nfev> basinh. n/a | |
| DeckkersAarts <nfev> DA n/a | |
| DeckkersAarts <nfev> DIRECT n/a | |
| DeckkersAarts <nfev> SHGO n/a | |
| DeflectedCorrugatedSpring success% DE n/a | |
| DeflectedCorrugatedSpring success% basinh. n/a | |
| DeflectedCorrugatedSpring success% DA n/a | |
| DeflectedCorrugatedSpring success% DIRECT n/a | |
| DeflectedCorrugatedSpring success% SHGO n/a | |
| DeflectedCorrugatedSpring <nfev> DE n/a | |
| DeflectedCorrugatedSpring <nfev> basinh. n/a | |
| DeflectedCorrugatedSpring <nfev> DA n/a | |
| DeflectedCorrugatedSpring <nfev> DIRECT n/a | |
| DeflectedCorrugatedSpring <nfev> SHGO n/a | |
| DixonPrice success% DE n/a | |
| DixonPrice success% basinh. n/a | |
| DixonPrice success% DA n/a | |
| DixonPrice success% DIRECT n/a | |
| DixonPrice success% SHGO n/a | |
| DixonPrice <nfev> DE n/a | |
| DixonPrice <nfev> basinh. n/a | |
| DixonPrice <nfev> DA n/a | |
| DixonPrice <nfev> DIRECT n/a | |
| DixonPrice <nfev> SHGO n/a | |
| Dolan success% DE n/a | |
| Dolan success% basinh. n/a | |
| Dolan success% DA n/a | |
| Dolan success% DIRECT n/a | |
| Dolan success% SHGO n/a | |
| Dolan <nfev> DE n/a | |
| Dolan <nfev> basinh. n/a | |
| Dolan <nfev> DA n/a | |
| Dolan <nfev> DIRECT n/a | |
| Dolan <nfev> SHGO n/a | |
| DropWave success% DE n/a | |
| DropWave success% basinh. n/a | |
| DropWave success% DA n/a | |
| DropWave success% DIRECT n/a | |
| DropWave success% SHGO n/a | |
| DropWave <nfev> DE n/a | |
| DropWave <nfev> basinh. n/a | |
| DropWave <nfev> DA n/a | |
| DropWave <nfev> DIRECT n/a | |
| DropWave <nfev> SHGO n/a | |
| Easom success% DE n/a | |
| Easom success% basinh. n/a | |
| Easom success% DA n/a | |
| Easom success% DIRECT n/a | |
| Easom success% SHGO n/a | |
| Easom <nfev> DE n/a | |
| Easom <nfev> basinh. n/a | |
| Easom <nfev> DA n/a | |
| Easom <nfev> DIRECT n/a | |
| Easom <nfev> SHGO n/a | |
| Eckerle4 success% DE n/a | |
| Eckerle4 success% basinh. n/a | |
| Eckerle4 success% DA n/a | |
| Eckerle4 success% DIRECT n/a | |
| Eckerle4 success% SHGO n/a | |
| Eckerle4 <nfev> DE n/a | |
| Eckerle4 <nfev> basinh. n/a | |
| Eckerle4 <nfev> DA n/a | |
| Eckerle4 <nfev> DIRECT n/a | |
| Eckerle4 <nfev> SHGO n/a | |
| EggCrate success% DE n/a | |
| EggCrate success% basinh. n/a | |
| EggCrate success% DA n/a | |
| EggCrate success% DIRECT n/a | |
| EggCrate success% SHGO n/a | |
| EggCrate <nfev> DE n/a | |
| EggCrate <nfev> basinh. n/a | |
| EggCrate <nfev> DA n/a | |
| EggCrate <nfev> DIRECT n/a | |
| EggCrate <nfev> SHGO n/a | |
| EggHolder success% DE n/a | |
| EggHolder success% basinh. n/a | |
| EggHolder success% DA n/a | |
| EggHolder success% DIRECT n/a | |
| EggHolder success% SHGO n/a | |
| EggHolder <nfev> DE n/a | |
| EggHolder <nfev> basinh. n/a | |
| EggHolder <nfev> DA n/a | |
| EggHolder <nfev> DIRECT n/a | |
| EggHolder <nfev> SHGO n/a | |
| ElAttarVidyasagarDutta success% DE n/a | |
| ElAttarVidyasagarDutta success% basinh. n/a | |
| ElAttarVidyasagarDutta success% DA n/a | |
| ElAttarVidyasagarDutta success% DIRECT n/a | |
| ElAttarVidyasagarDutta success% SHGO n/a | |
| ElAttarVidyasagarDutta <nfev> DE n/a | |
| ElAttarVidyasagarDutta <nfev> basinh. n/a | |
| ElAttarVidyasagarDutta <nfev> DA n/a | |
| ElAttarVidyasagarDutta <nfev> DIRECT n/a | |
| ElAttarVidyasagarDutta <nfev> SHGO n/a | |
| Exp2 success% DE n/a | |
| Exp2 success% basinh. n/a | |
| Exp2 success% DA n/a | |
| Exp2 success% DIRECT n/a | |
| Exp2 success% SHGO n/a | |
| Exp2 <nfev> DE n/a | |
| Exp2 <nfev> basinh. n/a | |
| Exp2 <nfev> DA n/a | |
| Exp2 <nfev> DIRECT n/a | |
| Exp2 <nfev> SHGO n/a | |
| Exponential success% DE n/a | |
| Exponential success% basinh. n/a | |
| Exponential success% DA n/a | |
| Exponential success% DIRECT n/a | |
| Exponential success% SHGO n/a | |
| Exponential <nfev> DE n/a | |
| Exponential <nfev> basinh. n/a | |
| Exponential <nfev> DA n/a | |
| Exponential <nfev> DIRECT n/a | |
| Exponential <nfev> SHGO n/a | |
| FreudensteinRoth success% DE n/a | |
| FreudensteinRoth success% basinh. n/a | |
| FreudensteinRoth success% DA n/a | |
| FreudensteinRoth success% DIRECT n/a | |
| FreudensteinRoth success% SHGO n/a | |
| FreudensteinRoth <nfev> DE n/a | |
| FreudensteinRoth <nfev> basinh. n/a | |
| FreudensteinRoth <nfev> DA n/a | |
| FreudensteinRoth <nfev> DIRECT n/a | |
| FreudensteinRoth <nfev> SHGO n/a | |
| Gear success% DE n/a | |
| Gear success% basinh. n/a | |
| Gear success% DA n/a | |
| Gear success% DIRECT n/a | |
| Gear success% SHGO n/a | |
| Gear <nfev> DE n/a | |
| Gear <nfev> basinh. n/a | |
| Gear <nfev> DA n/a | |
| Gear <nfev> DIRECT n/a | |
| Gear <nfev> SHGO n/a | |
| Giunta success% DE n/a | |
| Giunta success% basinh. n/a | |
| Giunta success% DA n/a | |
| Giunta success% DIRECT n/a | |
| Giunta success% SHGO n/a | |
| Giunta <nfev> DE n/a | |
| Giunta <nfev> basinh. n/a | |
| Giunta <nfev> DA n/a | |
| Giunta <nfev> DIRECT n/a | |
| Giunta <nfev> SHGO n/a | |
| GoldsteinPrice success% DE n/a | |
| GoldsteinPrice success% basinh. n/a | |
| GoldsteinPrice success% DA n/a | |
| GoldsteinPrice success% DIRECT n/a | |
| GoldsteinPrice success% SHGO n/a | |
| GoldsteinPrice <nfev> DE n/a | |
| GoldsteinPrice <nfev> basinh. n/a | |
| GoldsteinPrice <nfev> DA n/a | |
| GoldsteinPrice <nfev> DIRECT n/a | |
| GoldsteinPrice <nfev> SHGO n/a | |
| Griewank success% DE n/a | |
| Griewank success% basinh. n/a | |
| Griewank success% DA n/a | |
| Griewank success% DIRECT n/a | |
| Griewank success% SHGO n/a | |
| Griewank <nfev> DE n/a | |
| Griewank <nfev> basinh. n/a | |
| Griewank <nfev> DA n/a | |
| Griewank <nfev> DIRECT n/a | |
| Griewank <nfev> SHGO n/a | |
| Gulf success% DE n/a | |
| Gulf success% basinh. n/a | |
| Gulf success% DA n/a | |
| Gulf success% DIRECT n/a | |
| Gulf success% SHGO n/a | |
| Gulf <nfev> DE n/a | |
| Gulf <nfev> basinh. n/a | |
| Gulf <nfev> DA n/a | |
| Gulf <nfev> DIRECT n/a | |
| Gulf <nfev> SHGO n/a | |
| Hansen success% DE n/a | |
| Hansen success% basinh. n/a | |
| Hansen success% DA n/a | |
| Hansen success% DIRECT n/a | |
| Hansen success% SHGO n/a | |
| Hansen <nfev> DE n/a | |
| Hansen <nfev> basinh. n/a | |
| Hansen <nfev> DA n/a | |
| Hansen <nfev> DIRECT n/a | |
| Hansen <nfev> SHGO n/a | |
| Hartmann3 success% DE n/a | |
| Hartmann3 success% basinh. n/a | |
| Hartmann3 success% DA n/a | |
| Hartmann3 success% DIRECT n/a | |
| Hartmann3 success% SHGO n/a | |
| Hartmann3 <nfev> DE n/a | |
| Hartmann3 <nfev> basinh. n/a | |
| Hartmann3 <nfev> DA n/a | |
| Hartmann3 <nfev> DIRECT n/a | |
| Hartmann3 <nfev> SHGO n/a | |
| Hartmann6 success% DE n/a | |
| Hartmann6 success% basinh. n/a | |
| Hartmann6 success% DA n/a | |
| Hartmann6 success% DIRECT n/a | |
| Hartmann6 success% SHGO n/a | |
| Hartmann6 <nfev> DE n/a | |
| Hartmann6 <nfev> basinh. n/a | |
| Hartmann6 <nfev> DA n/a | |
| Hartmann6 <nfev> DIRECT n/a | |
| Hartmann6 <nfev> SHGO n/a | |
| HelicalValley success% DE n/a | |
| HelicalValley success% basinh. n/a | |
| HelicalValley success% DA n/a | |
| HelicalValley success% DIRECT n/a | |
| HelicalValley success% SHGO n/a | |
| HelicalValley <nfev> DE n/a | |
| HelicalValley <nfev> basinh. n/a | |
| HelicalValley <nfev> DA n/a | |
| HelicalValley <nfev> DIRECT n/a | |
| HelicalValley <nfev> SHGO n/a | |
| HimmelBlau success% DE n/a | |
| HimmelBlau success% basinh. n/a | |
| HimmelBlau success% DA n/a | |
| HimmelBlau success% DIRECT n/a | |
| HimmelBlau success% SHGO n/a | |
| HimmelBlau <nfev> DE n/a | |
| HimmelBlau <nfev> basinh. n/a | |
| HimmelBlau <nfev> DA n/a | |
| HimmelBlau <nfev> DIRECT n/a | |
| HimmelBlau <nfev> SHGO n/a | |
| HolderTable success% DE n/a | |
| HolderTable success% basinh. n/a | |
| HolderTable success% DA n/a | |
| HolderTable success% DIRECT n/a | |
| HolderTable success% SHGO n/a | |
| HolderTable <nfev> DE n/a | |
| HolderTable <nfev> basinh. n/a | |
| HolderTable <nfev> DA n/a | |
| HolderTable <nfev> DIRECT n/a | |
| HolderTable <nfev> SHGO n/a | |
| Hosaki success% DE n/a | |
| Hosaki success% basinh. n/a | |
| Hosaki success% DA n/a | |
| Hosaki success% DIRECT n/a | |
| Hosaki success% SHGO n/a | |
| Hosaki <nfev> DE n/a | |
| Hosaki <nfev> basinh. n/a | |
| Hosaki <nfev> DA n/a | |
| Hosaki <nfev> DIRECT n/a | |
| Hosaki <nfev> SHGO n/a | |
| Infinity success% DE n/a | |
| Infinity success% basinh. n/a | |
| Infinity success% DA n/a | |
| Infinity success% DIRECT n/a | |
| Infinity success% SHGO n/a | |
| Infinity <nfev> DE n/a | |
| Infinity <nfev> basinh. n/a | |
| Infinity <nfev> DA n/a | |
| Infinity <nfev> DIRECT n/a | |
| Infinity <nfev> SHGO n/a | |
| JennrichSampson success% DE n/a | |
| JennrichSampson success% basinh. n/a | |
| JennrichSampson success% DA n/a | |
| JennrichSampson success% DIRECT n/a | |
| JennrichSampson success% SHGO n/a | |
| JennrichSampson <nfev> DE n/a | |
| JennrichSampson <nfev> basinh. n/a | |
| JennrichSampson <nfev> DA n/a | |
| JennrichSampson <nfev> DIRECT n/a | |
| JennrichSampson <nfev> SHGO n/a | |
| Judge success% DE n/a | |
| Judge success% basinh. n/a | |
| Judge success% DA n/a | |
| Judge success% DIRECT n/a | |
| Judge success% SHGO n/a | |
| Judge <nfev> DE n/a | |
| Judge <nfev> basinh. n/a | |
| Judge <nfev> DA n/a | |
| Judge <nfev> DIRECT n/a | |
| Judge <nfev> SHGO n/a | |
| Katsuura success% DE n/a | |
| Katsuura success% basinh. n/a | |
| Katsuura success% DA n/a | |
| Katsuura success% DIRECT n/a | |
| Katsuura success% SHGO n/a | |
| Katsuura <nfev> DE n/a | |
| Katsuura <nfev> basinh. n/a | |
| Katsuura <nfev> DA n/a | |
| Katsuura <nfev> DIRECT n/a | |
| Katsuura <nfev> SHGO n/a | |
| Keane success% DE n/a | |
| Keane success% basinh. n/a | |
| Keane success% DA n/a | |
| Keane success% DIRECT n/a | |
| Keane success% SHGO n/a | |
| Keane <nfev> DE n/a | |
| Keane <nfev> basinh. n/a | |
| Keane <nfev> DA n/a | |
| Keane <nfev> DIRECT n/a | |
| Keane <nfev> SHGO n/a | |
| Kowalik success% DE n/a | |
| Kowalik success% basinh. n/a | |
| Kowalik success% DA n/a | |
| Kowalik success% DIRECT n/a | |
| Kowalik success% SHGO n/a | |
| Kowalik <nfev> DE n/a | |
| Kowalik <nfev> basinh. n/a | |
| Kowalik <nfev> DA n/a | |
| Kowalik <nfev> DIRECT n/a | |
| Kowalik <nfev> SHGO n/a | |
| Langermann success% DE n/a | |
| Langermann success% basinh. n/a | |
| Langermann success% DA n/a | |
| Langermann success% DIRECT n/a | |
| Langermann success% SHGO n/a | |
| Langermann <nfev> DE n/a | |
| Langermann <nfev> basinh. n/a | |
| Langermann <nfev> DA n/a | |
| Langermann <nfev> DIRECT n/a | |
| Langermann <nfev> SHGO n/a | |
| LennardJones success% DE n/a | |
| LennardJones success% basinh. n/a | |
| LennardJones success% DA n/a | |
| LennardJones success% DIRECT n/a | |
| LennardJones success% SHGO n/a | |
| LennardJones <nfev> DE n/a | |
| LennardJones <nfev> basinh. n/a | |
| LennardJones <nfev> DA n/a | |
| LennardJones <nfev> DIRECT n/a | |
| LennardJones <nfev> SHGO n/a | |
| Leon success% DE n/a | |
| Leon success% basinh. n/a | |
| Leon success% DA n/a | |
| Leon success% DIRECT n/a | |
| Leon success% SHGO n/a | |
| Leon <nfev> DE n/a | |
| Leon <nfev> basinh. n/a | |
| Leon <nfev> DA n/a | |
| Leon <nfev> DIRECT n/a | |
| Leon <nfev> SHGO n/a | |
| Levy03 success% DE n/a | |
| Levy03 success% basinh. n/a | |
| Levy03 success% DA n/a | |
| Levy03 success% DIRECT n/a | |
| Levy03 success% SHGO n/a | |
| Levy03 <nfev> DE n/a | |
| Levy03 <nfev> basinh. n/a | |
| Levy03 <nfev> DA n/a | |
| Levy03 <nfev> DIRECT n/a | |
| Levy03 <nfev> SHGO n/a | |
| Levy05 success% DE n/a | |
| Levy05 success% basinh. n/a | |
| Levy05 success% DA n/a | |
| Levy05 success% DIRECT n/a | |
| Levy05 success% SHGO n/a | |
| Levy05 <nfev> DE n/a | |
| Levy05 <nfev> basinh. n/a | |
| Levy05 <nfev> DA n/a | |
| Levy05 <nfev> DIRECT n/a | |
| Levy05 <nfev> SHGO n/a | |
| Levy13 success% DE n/a | |
| Levy13 success% basinh. n/a | |
| Levy13 success% DA n/a | |
| Levy13 success% DIRECT n/a | |
| Levy13 success% SHGO n/a | |
| Levy13 <nfev> DE n/a | |
| Levy13 <nfev> basinh. n/a | |
| Levy13 <nfev> DA n/a | |
| Levy13 <nfev> DIRECT n/a | |
| Levy13 <nfev> SHGO n/a | |
| Matyas success% DE n/a | |
| Matyas success% basinh. n/a | |
| Matyas success% DA n/a | |
| Matyas success% DIRECT n/a | |
| Matyas success% SHGO n/a | |
| Matyas <nfev> DE n/a | |
| Matyas <nfev> basinh. n/a | |
| Matyas <nfev> DA n/a | |
| Matyas <nfev> DIRECT n/a | |
| Matyas <nfev> SHGO n/a | |
| McCormick success% DE n/a | |
| McCormick success% basinh. n/a | |
| McCormick success% DA n/a | |
| McCormick success% DIRECT n/a | |
| McCormick success% SHGO n/a | |
| McCormick <nfev> DE n/a | |
| McCormick <nfev> basinh. n/a | |
| McCormick <nfev> DA n/a | |
| McCormick <nfev> DIRECT n/a | |
| McCormick <nfev> SHGO n/a | |
| Meyer success% DE n/a | |
| Meyer success% basinh. n/a | |
| Meyer success% DA n/a | |
| Meyer success% DIRECT n/a | |
| Meyer success% SHGO n/a | |
| Meyer <nfev> DE n/a | |
| Meyer <nfev> basinh. n/a | |
| Meyer <nfev> DA n/a | |
| Meyer <nfev> DIRECT n/a | |
| Meyer <nfev> SHGO n/a | |
| Michalewicz success% DE n/a | |
| Michalewicz success% basinh. n/a | |
| Michalewicz success% DA n/a | |
| Michalewicz success% DIRECT n/a | |
| Michalewicz success% SHGO n/a | |
| Michalewicz <nfev> DE n/a | |
| Michalewicz <nfev> basinh. n/a | |
| Michalewicz <nfev> DA n/a | |
| Michalewicz <nfev> DIRECT n/a | |
| Michalewicz <nfev> SHGO n/a | |
| MieleCantrell success% DE n/a | |
| MieleCantrell success% basinh. n/a | |
| MieleCantrell success% DA n/a | |
| MieleCantrell success% DIRECT n/a | |
| MieleCantrell success% SHGO n/a | |
| MieleCantrell <nfev> DE n/a | |
| MieleCantrell <nfev> basinh. n/a | |
| MieleCantrell <nfev> DA n/a | |
| MieleCantrell <nfev> DIRECT n/a | |
| MieleCantrell <nfev> SHGO n/a | |
| Mishra01 success% DE n/a | |
| Mishra01 success% basinh. n/a | |
| Mishra01 success% DA n/a | |
| Mishra01 success% DIRECT n/a | |
| Mishra01 success% SHGO n/a | |
| Mishra01 <nfev> DE n/a | |
| Mishra01 <nfev> basinh. n/a | |
| Mishra01 <nfev> DA n/a | |
| Mishra01 <nfev> DIRECT n/a | |
| Mishra01 <nfev> SHGO n/a | |
| Mishra02 success% DE n/a | |
| Mishra02 success% basinh. n/a | |
| Mishra02 success% DA n/a | |
| Mishra02 success% DIRECT n/a | |
| Mishra02 success% SHGO n/a | |
| Mishra02 <nfev> DE n/a | |
| Mishra02 <nfev> basinh. n/a | |
| Mishra02 <nfev> DA n/a | |
| Mishra02 <nfev> DIRECT n/a | |
| Mishra02 <nfev> SHGO n/a | |
| Mishra03 success% DE n/a | |
| Mishra03 success% basinh. n/a | |
| Mishra03 success% DA n/a | |
| Mishra03 success% DIRECT n/a | |
| Mishra03 success% SHGO n/a | |
| Mishra03 <nfev> DE n/a | |
| Mishra03 <nfev> basinh. n/a | |
| Mishra03 <nfev> DA n/a | |
| Mishra03 <nfev> DIRECT n/a | |
| Mishra03 <nfev> SHGO n/a | |
| Mishra04 success% DE n/a | |
| Mishra04 success% basinh. n/a | |
| Mishra04 success% DA n/a | |
| Mishra04 success% DIRECT n/a | |
| Mishra04 success% SHGO n/a | |
| Mishra04 <nfev> DE n/a | |
| Mishra04 <nfev> basinh. n/a | |
| Mishra04 <nfev> DA n/a | |
| Mishra04 <nfev> DIRECT n/a | |
| Mishra04 <nfev> SHGO n/a | |
| Mishra05 success% DE n/a | |
| Mishra05 success% basinh. n/a | |
| Mishra05 success% DA n/a | |
| Mishra05 success% DIRECT n/a | |
| Mishra05 success% SHGO n/a | |
| Mishra05 <nfev> DE n/a | |
| Mishra05 <nfev> basinh. n/a | |
| Mishra05 <nfev> DA n/a | |
| Mishra05 <nfev> DIRECT n/a | |
| Mishra05 <nfev> SHGO n/a | |
| Mishra06 success% DE n/a | |
| Mishra06 success% basinh. n/a | |
| Mishra06 success% DA n/a | |
| Mishra06 success% DIRECT n/a | |
| Mishra06 success% SHGO n/a | |
| Mishra06 <nfev> DE n/a | |
| Mishra06 <nfev> basinh. n/a | |
| Mishra06 <nfev> DA n/a | |
| Mishra06 <nfev> DIRECT n/a | |
| Mishra06 <nfev> SHGO n/a | |
| Mishra07 success% DE n/a | |
| Mishra07 success% basinh. n/a | |
| Mishra07 success% DA n/a | |
| Mishra07 success% DIRECT n/a | |
| Mishra07 success% SHGO n/a | |
| Mishra07 <nfev> DE n/a | |
| Mishra07 <nfev> basinh. n/a | |
| Mishra07 <nfev> DA n/a | |
| Mishra07 <nfev> DIRECT n/a | |
| Mishra07 <nfev> SHGO n/a | |
| Mishra08 success% DE n/a | |
| Mishra08 success% basinh. n/a | |
| Mishra08 success% DA n/a | |
| Mishra08 success% DIRECT n/a | |
| Mishra08 success% SHGO n/a | |
| Mishra08 <nfev> DE n/a | |
| Mishra08 <nfev> basinh. n/a | |
| Mishra08 <nfev> DA n/a | |
| Mishra08 <nfev> DIRECT n/a | |
| Mishra08 <nfev> SHGO n/a | |
| Mishra09 success% DE n/a | |
| Mishra09 success% basinh. n/a | |
| Mishra09 success% DA n/a | |
| Mishra09 success% DIRECT n/a | |
| Mishra09 success% SHGO n/a | |
| Mishra09 <nfev> DE n/a | |
| Mishra09 <nfev> basinh. n/a | |
| Mishra09 <nfev> DA n/a | |
| Mishra09 <nfev> DIRECT n/a | |
| Mishra09 <nfev> SHGO n/a | |
| Mishra10 success% DE n/a | |
| Mishra10 success% basinh. n/a | |
| Mishra10 success% DA n/a | |
| Mishra10 success% DIRECT n/a | |
| Mishra10 success% SHGO n/a | |
| Mishra10 <nfev> DE n/a | |
| Mishra10 <nfev> basinh. n/a | |
| Mishra10 <nfev> DA n/a | |
| Mishra10 <nfev> DIRECT n/a | |
| Mishra10 <nfev> SHGO n/a | |
| Mishra11 success% DE n/a | |
| Mishra11 success% basinh. n/a | |
| Mishra11 success% DA n/a | |
| Mishra11 success% DIRECT n/a | |
| Mishra11 success% SHGO n/a | |
| Mishra11 <nfev> DE n/a | |
| Mishra11 <nfev> basinh. n/a | |
| Mishra11 <nfev> DA n/a | |
| Mishra11 <nfev> DIRECT n/a | |
| Mishra11 <nfev> SHGO n/a | |
| MultiModal success% DE n/a | |
| MultiModal success% basinh. n/a | |
| MultiModal success% DA n/a | |
| MultiModal success% DIRECT n/a | |
| MultiModal success% SHGO n/a | |
| MultiModal <nfev> DE n/a | |
| MultiModal <nfev> basinh. n/a | |
| MultiModal <nfev> DA n/a | |
| MultiModal <nfev> DIRECT n/a | |
| MultiModal <nfev> SHGO n/a | |
| NeedleEye success% DE n/a | |
| NeedleEye success% basinh. n/a | |
| NeedleEye success% DA n/a | |
| NeedleEye success% DIRECT n/a | |
| NeedleEye success% SHGO n/a | |
| NeedleEye <nfev> DE n/a | |
| NeedleEye <nfev> basinh. n/a | |
| NeedleEye <nfev> DA n/a | |
| NeedleEye <nfev> DIRECT n/a | |
| NeedleEye <nfev> SHGO n/a | |
| NewFunction01 success% DE n/a | |
| NewFunction01 success% basinh. n/a | |
| NewFunction01 success% DA n/a | |
| NewFunction01 success% DIRECT n/a | |
| NewFunction01 success% SHGO n/a | |
| NewFunction01 <nfev> DE n/a | |
| NewFunction01 <nfev> basinh. n/a | |
| NewFunction01 <nfev> DA n/a | |
| NewFunction01 <nfev> DIRECT n/a | |
| NewFunction01 <nfev> SHGO n/a | |
| NewFunction02 success% DE n/a | |
| NewFunction02 success% basinh. n/a | |
| NewFunction02 success% DA n/a | |
| NewFunction02 success% DIRECT n/a | |
| NewFunction02 success% SHGO n/a | |
| NewFunction02 <nfev> DE n/a | |
| NewFunction02 <nfev> basinh. n/a | |
| NewFunction02 <nfev> DA n/a | |
| NewFunction02 <nfev> DIRECT n/a | |
| NewFunction02 <nfev> SHGO n/a | |
| OddSquare success% DE n/a | |
| OddSquare success% basinh. n/a | |
| OddSquare success% DA n/a | |
| OddSquare success% DIRECT n/a | |
| OddSquare success% SHGO n/a | |
| OddSquare <nfev> DE n/a | |
| OddSquare <nfev> basinh. n/a | |
| OddSquare <nfev> DA n/a | |
| OddSquare <nfev> DIRECT n/a | |
| OddSquare <nfev> SHGO n/a | |
| Parsopoulos success% DE n/a | |
| Parsopoulos success% basinh. n/a | |
| Parsopoulos success% DA n/a | |
| Parsopoulos success% DIRECT n/a | |
| Parsopoulos success% SHGO n/a | |
| Parsopoulos <nfev> DE n/a | |
| Parsopoulos <nfev> basinh. n/a | |
| Parsopoulos <nfev> DA n/a | |
| Parsopoulos <nfev> DIRECT n/a | |
| Parsopoulos <nfev> SHGO n/a | |
| Pathological success% DE n/a | |
| Pathological success% basinh. n/a | |
| Pathological success% DA n/a | |
| Pathological success% DIRECT n/a | |
| Pathological success% SHGO n/a | |
| Pathological <nfev> DE n/a | |
| Pathological <nfev> basinh. n/a | |
| Pathological <nfev> DA n/a | |
| Pathological <nfev> DIRECT n/a | |
| Pathological <nfev> SHGO n/a | |
| Paviani success% DE n/a | |
| Paviani success% basinh. n/a | |
| Paviani success% DA n/a | |
| Paviani success% DIRECT n/a | |
| Paviani success% SHGO n/a | |
| Paviani <nfev> DE n/a | |
| Paviani <nfev> basinh. n/a | |
| Paviani <nfev> DA n/a | |
| Paviani <nfev> DIRECT n/a | |
| Paviani <nfev> SHGO n/a | |
| PenHolder success% DE n/a | |
| PenHolder success% basinh. n/a | |
| PenHolder success% DA n/a | |
| PenHolder success% DIRECT n/a | |
| PenHolder success% SHGO n/a | |
| PenHolder <nfev> DE n/a | |
| PenHolder <nfev> basinh. n/a | |
| PenHolder <nfev> DA n/a | |
| PenHolder <nfev> DIRECT n/a | |
| PenHolder <nfev> SHGO n/a | |
| Penalty01 success% DE n/a | |
| Penalty01 success% basinh. n/a | |
| Penalty01 success% DA n/a | |
| Penalty01 success% DIRECT n/a | |
| Penalty01 success% SHGO n/a | |
| Penalty01 <nfev> DE n/a | |
| Penalty01 <nfev> basinh. n/a | |
| Penalty01 <nfev> DA n/a | |
| Penalty01 <nfev> DIRECT n/a | |
| Penalty01 <nfev> SHGO n/a | |
| Penalty02 success% DE n/a | |
| Penalty02 success% basinh. n/a | |
| Penalty02 success% DA n/a | |
| Penalty02 success% DIRECT n/a | |
| Penalty02 success% SHGO n/a | |
| Penalty02 <nfev> DE n/a | |
| Penalty02 <nfev> basinh. n/a | |
| Penalty02 <nfev> DA n/a | |
| Penalty02 <nfev> DIRECT n/a | |
| Penalty02 <nfev> SHGO n/a | |
| PermFunction01 success% DE n/a | |
| PermFunction01 success% basinh. n/a | |
| PermFunction01 success% DA n/a | |
| PermFunction01 success% DIRECT n/a | |
| PermFunction01 success% SHGO n/a | |
| PermFunction01 <nfev> DE n/a | |
| PermFunction01 <nfev> basinh. n/a | |
| PermFunction01 <nfev> DA n/a | |
| PermFunction01 <nfev> DIRECT n/a | |
| PermFunction01 <nfev> SHGO n/a | |
| PermFunction02 success% DE n/a | |
| PermFunction02 success% basinh. n/a | |
| PermFunction02 success% DA n/a | |
| PermFunction02 success% DIRECT n/a | |
| PermFunction02 success% SHGO n/a | |
| PermFunction02 <nfev> DE n/a | |
| PermFunction02 <nfev> basinh. n/a | |
| PermFunction02 <nfev> DA n/a | |
| PermFunction02 <nfev> DIRECT n/a | |
| PermFunction02 <nfev> SHGO n/a | |
| Pinter success% DE n/a | |
| Pinter success% basinh. n/a | |
| Pinter success% DA n/a | |
| Pinter success% DIRECT n/a | |
| Pinter success% SHGO n/a | |
| Pinter <nfev> DE n/a | |
| Pinter <nfev> basinh. n/a | |
| Pinter <nfev> DA n/a | |
| Pinter <nfev> DIRECT n/a | |
| Pinter <nfev> SHGO n/a | |
| Plateau success% DE n/a | |
| Plateau success% basinh. n/a | |
| Plateau success% DA n/a | |
| Plateau success% DIRECT n/a | |
| Plateau success% SHGO n/a | |
| Plateau <nfev> DE n/a | |
| Plateau <nfev> basinh. n/a | |
| Plateau <nfev> DA n/a | |
| Plateau <nfev> DIRECT n/a | |
| Plateau <nfev> SHGO n/a | |
| Powell success% DE n/a | |
| Powell success% basinh. n/a | |
| Powell success% DA n/a | |
| Powell success% DIRECT n/a | |
| Powell success% SHGO n/a | |
| Powell <nfev> DE n/a | |
| Powell <nfev> basinh. n/a | |
| Powell <nfev> DA n/a | |
| Powell <nfev> DIRECT n/a | |
| Powell <nfev> SHGO n/a | |
| PowerSum success% DE n/a | |
| PowerSum success% basinh. n/a | |
| PowerSum success% DA n/a | |
| PowerSum success% DIRECT n/a | |
| PowerSum success% SHGO n/a | |
| PowerSum <nfev> DE n/a | |
| PowerSum <nfev> basinh. n/a | |
| PowerSum <nfev> DA n/a | |
| PowerSum <nfev> DIRECT n/a | |
| PowerSum <nfev> SHGO n/a | |
| Price01 success% DE n/a | |
| Price01 success% basinh. n/a | |
| Price01 success% DA n/a | |
| Price01 success% DIRECT n/a | |
| Price01 success% SHGO n/a | |
| Price01 <nfev> DE n/a | |
| Price01 <nfev> basinh. n/a | |
| Price01 <nfev> DA n/a | |
| Price01 <nfev> DIRECT n/a | |
| Price01 <nfev> SHGO n/a | |
| Price02 success% DE n/a | |
| Price02 success% basinh. n/a | |
| Price02 success% DA n/a | |
| Price02 success% DIRECT n/a | |
| Price02 success% SHGO n/a | |
| Price02 <nfev> DE n/a | |
| Price02 <nfev> basinh. n/a | |
| Price02 <nfev> DA n/a | |
| Price02 <nfev> DIRECT n/a | |
| Price02 <nfev> SHGO n/a | |
| Price03 success% DE n/a | |
| Price03 success% basinh. n/a | |
| Price03 success% DA n/a | |
| Price03 success% DIRECT n/a | |
| Price03 success% SHGO n/a | |
| Price03 <nfev> DE n/a | |
| Price03 <nfev> basinh. n/a | |
| Price03 <nfev> DA n/a | |
| Price03 <nfev> DIRECT n/a | |
| Price03 <nfev> SHGO n/a | |
| Price04 success% DE n/a | |
| Price04 success% basinh. n/a | |
| Price04 success% DA n/a | |
| Price04 success% DIRECT n/a | |
| Price04 success% SHGO n/a | |
| Price04 <nfev> DE n/a | |
| Price04 <nfev> basinh. n/a | |
| Price04 <nfev> DA n/a | |
| Price04 <nfev> DIRECT n/a | |
| Price04 <nfev> SHGO n/a | |
| Qing success% DE n/a | |
| Qing success% basinh. n/a | |
| Qing success% DA n/a | |
| Qing success% DIRECT n/a | |
| Qing success% SHGO n/a | |
| Qing <nfev> DE n/a | |
| Qing <nfev> basinh. n/a | |
| Qing <nfev> DA n/a | |
| Qing <nfev> DIRECT n/a | |
| Qing <nfev> SHGO n/a | |
| Quadratic success% DE n/a | |
| Quadratic success% basinh. n/a | |
| Quadratic success% DA n/a | |
| Quadratic success% DIRECT n/a | |
| Quadratic success% SHGO n/a | |
| Quadratic <nfev> DE n/a | |
| Quadratic <nfev> basinh. n/a | |
| Quadratic <nfev> DA n/a | |
| Quadratic <nfev> DIRECT n/a | |
| Quadratic <nfev> SHGO n/a | |
| Quintic success% DE n/a | |
| Quintic success% basinh. n/a | |
| Quintic success% DA n/a | |
| Quintic success% DIRECT n/a | |
| Quintic success% SHGO n/a | |
| Quintic <nfev> DE n/a | |
| Quintic <nfev> basinh. n/a | |
| Quintic <nfev> DA n/a | |
| Quintic <nfev> DIRECT n/a | |
| Quintic <nfev> SHGO n/a | |
| Rana success% DE n/a | |
| Rana success% basinh. n/a | |
| Rana success% DA n/a | |
| Rana success% DIRECT n/a | |
| Rana success% SHGO n/a | |
| Rana <nfev> DE n/a | |
| Rana <nfev> basinh. n/a | |
| Rana <nfev> DA n/a | |
| Rana <nfev> DIRECT n/a | |
| Rana <nfev> SHGO n/a | |
| Rastrigin success% DE n/a | |
| Rastrigin success% basinh. n/a | |
| Rastrigin success% DA n/a | |
| Rastrigin success% DIRECT n/a | |
| Rastrigin success% SHGO n/a | |
| Rastrigin <nfev> DE n/a | |
| Rastrigin <nfev> basinh. n/a | |
| Rastrigin <nfev> DA n/a | |
| Rastrigin <nfev> DIRECT n/a | |
| Rastrigin <nfev> SHGO n/a | |
| Ratkowsky01 success% DE n/a | |
| Ratkowsky01 success% basinh. n/a | |
| Ratkowsky01 success% DA n/a | |
| Ratkowsky01 success% DIRECT n/a | |
| Ratkowsky01 success% SHGO n/a | |
| Ratkowsky01 <nfev> DE n/a | |
| Ratkowsky01 <nfev> basinh. n/a | |
| Ratkowsky01 <nfev> DA n/a | |
| Ratkowsky01 <nfev> DIRECT n/a | |
| Ratkowsky01 <nfev> SHGO n/a | |
| Ratkowsky02 success% DE n/a | |
| Ratkowsky02 success% basinh. n/a | |
| Ratkowsky02 success% DA n/a | |
| Ratkowsky02 success% DIRECT n/a | |
| Ratkowsky02 success% SHGO n/a | |
| Ratkowsky02 <nfev> DE n/a | |
| Ratkowsky02 <nfev> basinh. n/a | |
| Ratkowsky02 <nfev> DA n/a | |
| Ratkowsky02 <nfev> DIRECT n/a | |
| Ratkowsky02 <nfev> SHGO n/a | |
| Ripple01 success% DE n/a | |
| Ripple01 success% basinh. n/a | |
| Ripple01 success% DA n/a | |
| Ripple01 success% DIRECT n/a | |
| Ripple01 success% SHGO n/a | |
| Ripple01 <nfev> DE n/a | |
| Ripple01 <nfev> basinh. n/a | |
| Ripple01 <nfev> DA n/a | |
| Ripple01 <nfev> DIRECT n/a | |
| Ripple01 <nfev> SHGO n/a | |
| Ripple25 success% DE n/a | |
| Ripple25 success% basinh. n/a | |
| Ripple25 success% DA n/a | |
| Ripple25 success% DIRECT n/a | |
| Ripple25 success% SHGO n/a | |
| Ripple25 <nfev> DE n/a | |
| Ripple25 <nfev> basinh. n/a | |
| Ripple25 <nfev> DA n/a | |
| Ripple25 <nfev> DIRECT n/a | |
| Ripple25 <nfev> SHGO n/a | |
| Rosenbrock success% DE n/a | |
| Rosenbrock success% basinh. n/a | |
| Rosenbrock success% DA n/a | |
| Rosenbrock success% DIRECT n/a | |
| Rosenbrock success% SHGO n/a | |
| Rosenbrock <nfev> DE n/a | |
| Rosenbrock <nfev> basinh. n/a | |
| Rosenbrock <nfev> DA n/a | |
| Rosenbrock <nfev> DIRECT n/a | |
| Rosenbrock <nfev> SHGO n/a | |
| RosenbrockModified success% DE n/a | |
| RosenbrockModified success% basinh. n/a | |
| RosenbrockModified success% DA n/a | |
| RosenbrockModified success% DIRECT n/a | |
| RosenbrockModified success% SHGO n/a | |
| RosenbrockModified <nfev> DE n/a | |
| RosenbrockModified <nfev> basinh. n/a | |
| RosenbrockModified <nfev> DA n/a | |
| RosenbrockModified <nfev> DIRECT n/a | |
| RosenbrockModified <nfev> SHGO n/a | |
| RotatedEllipse01 success% DE n/a | |
| RotatedEllipse01 success% basinh. n/a | |
| RotatedEllipse01 success% DA n/a | |
| RotatedEllipse01 success% DIRECT n/a | |
| RotatedEllipse01 success% SHGO n/a | |
| RotatedEllipse01 <nfev> DE n/a | |
| RotatedEllipse01 <nfev> basinh. n/a | |
| RotatedEllipse01 <nfev> DA n/a | |
| RotatedEllipse01 <nfev> DIRECT n/a | |
| RotatedEllipse01 <nfev> SHGO n/a | |
| RotatedEllipse02 success% DE n/a | |
| RotatedEllipse02 success% basinh. n/a | |
| RotatedEllipse02 success% DA n/a | |
| RotatedEllipse02 success% DIRECT n/a | |
| RotatedEllipse02 success% SHGO n/a | |
| RotatedEllipse02 <nfev> DE n/a | |
| RotatedEllipse02 <nfev> basinh. n/a | |
| RotatedEllipse02 <nfev> DA n/a | |
| RotatedEllipse02 <nfev> DIRECT n/a | |
| RotatedEllipse02 <nfev> SHGO n/a | |
| Salomon success% DE n/a | |
| Salomon success% basinh. n/a | |
| Salomon success% DA n/a | |
| Salomon success% DIRECT n/a | |
| Salomon success% SHGO n/a | |
| Salomon <nfev> DE n/a | |
| Salomon <nfev> basinh. n/a | |
| Salomon <nfev> DA n/a | |
| Salomon <nfev> DIRECT n/a | |
| Salomon <nfev> SHGO n/a | |
| Sargan success% DE n/a | |
| Sargan success% basinh. n/a | |
| Sargan success% DA n/a | |
| Sargan success% DIRECT n/a | |
| Sargan success% SHGO n/a | |
| Sargan <nfev> DE n/a | |
| Sargan <nfev> basinh. n/a | |
| Sargan <nfev> DA n/a | |
| Sargan <nfev> DIRECT n/a | |
| Sargan <nfev> SHGO n/a | |
| Schaffer01 success% DE n/a | |
| Schaffer01 success% basinh. n/a | |
| Schaffer01 success% DA n/a | |
| Schaffer01 success% DIRECT n/a | |
| Schaffer01 success% SHGO n/a | |
| Schaffer01 <nfev> DE n/a | |
| Schaffer01 <nfev> basinh. n/a | |
| Schaffer01 <nfev> DA n/a | |
| Schaffer01 <nfev> DIRECT n/a | |
| Schaffer01 <nfev> SHGO n/a | |
| Schaffer02 success% DE n/a | |
| Schaffer02 success% basinh. n/a | |
| Schaffer02 success% DA n/a | |
| Schaffer02 success% DIRECT n/a | |
| Schaffer02 success% SHGO n/a | |
| Schaffer02 <nfev> DE n/a | |
| Schaffer02 <nfev> basinh. n/a | |
| Schaffer02 <nfev> DA n/a | |
| Schaffer02 <nfev> DIRECT n/a | |
| Schaffer02 <nfev> SHGO n/a | |
| Schaffer03 success% DE n/a | |
| Schaffer03 success% basinh. n/a | |
| Schaffer03 success% DA n/a | |
| Schaffer03 success% DIRECT n/a | |
| Schaffer03 success% SHGO n/a | |
| Schaffer03 <nfev> DE n/a | |
| Schaffer03 <nfev> basinh. n/a | |
| Schaffer03 <nfev> DA n/a | |
| Schaffer03 <nfev> DIRECT n/a | |
| Schaffer03 <nfev> SHGO n/a | |
| Schaffer04 success% DE n/a | |
| Schaffer04 success% basinh. n/a | |
| Schaffer04 success% DA n/a | |
| Schaffer04 success% DIRECT n/a | |
| Schaffer04 success% SHGO n/a | |
| Schaffer04 <nfev> DE n/a | |
| Schaffer04 <nfev> basinh. n/a | |
| Schaffer04 <nfev> DA n/a | |
| Schaffer04 <nfev> DIRECT n/a | |
| Schaffer04 <nfev> SHGO n/a | |
| Schwefel01 success% DE n/a | |
| Schwefel01 success% basinh. n/a | |
| Schwefel01 success% DA n/a | |
| Schwefel01 success% DIRECT n/a | |
| Schwefel01 success% SHGO n/a | |
| Schwefel01 <nfev> DE n/a | |
| Schwefel01 <nfev> basinh. n/a | |
| Schwefel01 <nfev> DA n/a | |
| Schwefel01 <nfev> DIRECT n/a | |
| Schwefel01 <nfev> SHGO n/a | |
| Schwefel02 success% DE n/a | |
| Schwefel02 success% basinh. n/a | |
| Schwefel02 success% DA n/a | |
| Schwefel02 success% DIRECT n/a | |
| Schwefel02 success% SHGO n/a | |
| Schwefel02 <nfev> DE n/a | |
| Schwefel02 <nfev> basinh. n/a | |
| Schwefel02 <nfev> DA n/a | |
| Schwefel02 <nfev> DIRECT n/a | |
| Schwefel02 <nfev> SHGO n/a | |
| Schwefel04 success% DE n/a | |
| Schwefel04 success% basinh. n/a | |
| Schwefel04 success% DA n/a | |
| Schwefel04 success% DIRECT n/a | |
| Schwefel04 success% SHGO n/a | |
| Schwefel04 <nfev> DE n/a | |
| Schwefel04 <nfev> basinh. n/a | |
| Schwefel04 <nfev> DA n/a | |
| Schwefel04 <nfev> DIRECT n/a | |
| Schwefel04 <nfev> SHGO n/a | |
| Schwefel06 success% DE n/a | |
| Schwefel06 success% basinh. n/a | |
| Schwefel06 success% DA n/a | |
| Schwefel06 success% DIRECT n/a | |
| Schwefel06 success% SHGO n/a | |
| Schwefel06 <nfev> DE n/a | |
| Schwefel06 <nfev> basinh. n/a | |
| Schwefel06 <nfev> DA n/a | |
| Schwefel06 <nfev> DIRECT n/a | |
| Schwefel06 <nfev> SHGO n/a | |
| Schwefel20 success% DE n/a | |
| Schwefel20 success% basinh. n/a | |
| Schwefel20 success% DA n/a | |
| Schwefel20 success% DIRECT n/a | |
| Schwefel20 success% SHGO n/a | |
| Schwefel20 <nfev> DE n/a | |
| Schwefel20 <nfev> basinh. n/a | |
| Schwefel20 <nfev> DA n/a | |
| Schwefel20 <nfev> DIRECT n/a | |
| Schwefel20 <nfev> SHGO n/a | |
| Schwefel21 success% DE n/a | |
| Schwefel21 success% basinh. n/a | |
| Schwefel21 success% DA n/a | |
| Schwefel21 success% DIRECT n/a | |
| Schwefel21 success% SHGO n/a | |
| Schwefel21 <nfev> DE n/a | |
| Schwefel21 <nfev> basinh. n/a | |
| Schwefel21 <nfev> DA n/a | |
| Schwefel21 <nfev> DIRECT n/a | |
| Schwefel21 <nfev> SHGO n/a | |
| Schwefel22 success% DE n/a | |
| Schwefel22 success% basinh. n/a | |
| Schwefel22 success% DA n/a | |
| Schwefel22 success% DIRECT n/a | |
| Schwefel22 success% SHGO n/a | |
| Schwefel22 <nfev> DE n/a | |
| Schwefel22 <nfev> basinh. n/a | |
| Schwefel22 <nfev> DA n/a | |
| Schwefel22 <nfev> DIRECT n/a | |
| Schwefel22 <nfev> SHGO n/a | |
| Schwefel26 success% DE n/a | |
| Schwefel26 success% basinh. n/a | |
| Schwefel26 success% DA n/a | |
| Schwefel26 success% DIRECT n/a | |
| Schwefel26 success% SHGO n/a | |
| Schwefel26 <nfev> DE n/a | |
| Schwefel26 <nfev> basinh. n/a | |
| Schwefel26 <nfev> DA n/a | |
| Schwefel26 <nfev> DIRECT n/a | |
| Schwefel26 <nfev> SHGO n/a | |
| Schwefel36 success% DE n/a | |
| Schwefel36 success% basinh. n/a | |
| Schwefel36 success% DA n/a | |
| Schwefel36 success% DIRECT n/a | |
| Schwefel36 success% SHGO n/a | |
| Schwefel36 <nfev> DE n/a | |
| Schwefel36 <nfev> basinh. n/a | |
| Schwefel36 <nfev> DA n/a | |
| Schwefel36 <nfev> DIRECT n/a | |
| Schwefel36 <nfev> SHGO n/a | |
| Shekel05 success% DE n/a | |
| Shekel05 success% basinh. n/a | |
| Shekel05 success% DA n/a | |
| Shekel05 success% DIRECT n/a | |
| Shekel05 success% SHGO n/a | |
| Shekel05 <nfev> DE n/a | |
| Shekel05 <nfev> basinh. n/a | |
| Shekel05 <nfev> DA n/a | |
| Shekel05 <nfev> DIRECT n/a | |
| Shekel05 <nfev> SHGO n/a | |
| Shekel07 success% DE n/a | |
| Shekel07 success% basinh. n/a | |
| Shekel07 success% DA n/a | |
| Shekel07 success% DIRECT n/a | |
| Shekel07 success% SHGO n/a | |
| Shekel07 <nfev> DE n/a | |
| Shekel07 <nfev> basinh. n/a | |
| Shekel07 <nfev> DA n/a | |
| Shekel07 <nfev> DIRECT n/a | |
| Shekel07 <nfev> SHGO n/a | |
| Shekel10 success% DE n/a | |
| Shekel10 success% basinh. n/a | |
| Shekel10 success% DA n/a | |
| Shekel10 success% DIRECT n/a | |
| Shekel10 success% SHGO n/a | |
| Shekel10 <nfev> DE n/a | |
| Shekel10 <nfev> basinh. n/a | |
| Shekel10 <nfev> DA n/a | |
| Shekel10 <nfev> DIRECT n/a | |
| Shekel10 <nfev> SHGO n/a | |
| Shubert01 success% DE n/a | |
| Shubert01 success% basinh. n/a | |
| Shubert01 success% DA n/a | |
| Shubert01 success% DIRECT n/a | |
| Shubert01 success% SHGO n/a | |
| Shubert01 <nfev> DE n/a | |
| Shubert01 <nfev> basinh. n/a | |
| Shubert01 <nfev> DA n/a | |
| Shubert01 <nfev> DIRECT n/a | |
| Shubert01 <nfev> SHGO n/a | |
| Shubert03 success% DE n/a | |
| Shubert03 success% basinh. n/a | |
| Shubert03 success% DA n/a | |
| Shubert03 success% DIRECT n/a | |
| Shubert03 success% SHGO n/a | |
| Shubert03 <nfev> DE n/a | |
| Shubert03 <nfev> basinh. n/a | |
| Shubert03 <nfev> DA n/a | |
| Shubert03 <nfev> DIRECT n/a | |
| Shubert03 <nfev> SHGO n/a | |
| Shubert04 success% DE n/a | |
| Shubert04 success% basinh. n/a | |
| Shubert04 success% DA n/a | |
| Shubert04 success% DIRECT n/a | |
| Shubert04 success% SHGO n/a | |
| Shubert04 <nfev> DE n/a | |
| Shubert04 <nfev> basinh. n/a | |
| Shubert04 <nfev> DA n/a | |
| Shubert04 <nfev> DIRECT n/a | |
| Shubert04 <nfev> SHGO n/a | |
| SineEnvelope success% DE n/a | |
| SineEnvelope success% basinh. n/a | |
| SineEnvelope success% DA n/a | |
| SineEnvelope success% DIRECT n/a | |
| SineEnvelope success% SHGO n/a | |
| SineEnvelope <nfev> DE n/a | |
| SineEnvelope <nfev> basinh. n/a | |
| SineEnvelope <nfev> DA n/a | |
| SineEnvelope <nfev> DIRECT n/a | |
| SineEnvelope <nfev> SHGO n/a | |
| SixHumpCamel success% DE n/a | |
| SixHumpCamel success% basinh. n/a | |
| SixHumpCamel success% DA n/a | |
| SixHumpCamel success% DIRECT n/a | |
| SixHumpCamel success% SHGO n/a | |
| SixHumpCamel <nfev> DE n/a | |
| SixHumpCamel <nfev> basinh. n/a | |
| SixHumpCamel <nfev> DA n/a | |
| SixHumpCamel <nfev> DIRECT n/a | |
| SixHumpCamel <nfev> SHGO n/a | |
| Sodp success% DE n/a | |
| Sodp success% basinh. n/a | |
| Sodp success% DA n/a | |
| Sodp success% DIRECT n/a | |
| Sodp success% SHGO n/a | |
| Sodp <nfev> DE n/a | |
| Sodp <nfev> basinh. n/a | |
| Sodp <nfev> DA n/a | |
| Sodp <nfev> DIRECT n/a | |
| Sodp <nfev> SHGO n/a | |
| Sphere success% DE n/a | |
| Sphere success% basinh. n/a | |
| Sphere success% DA n/a | |
| Sphere success% DIRECT n/a | |
| Sphere success% SHGO n/a | |
| Sphere <nfev> DE n/a | |
| Sphere <nfev> basinh. n/a | |
| Sphere <nfev> DA n/a | |
| Sphere <nfev> DIRECT n/a | |
| Sphere <nfev> SHGO n/a | |
| Step success% DE n/a | |
| Step success% basinh. n/a | |
| Step success% DA n/a | |
| Step success% DIRECT n/a | |
| Step success% SHGO n/a | |
| Step <nfev> DE n/a | |
| Step <nfev> basinh. n/a | |
| Step <nfev> DA n/a | |
| Step <nfev> DIRECT n/a | |
| Step <nfev> SHGO n/a | |
| Step2 success% DE n/a | |
| Step2 success% basinh. n/a | |
| Step2 success% DA n/a | |
| Step2 success% DIRECT n/a | |
| Step2 success% SHGO n/a | |
| Step2 <nfev> DE n/a | |
| Step2 <nfev> basinh. n/a | |
| Step2 <nfev> DA n/a | |
| Step2 <nfev> DIRECT n/a | |
| Step2 <nfev> SHGO n/a | |
| Stochastic success% DE n/a | |
| Stochastic success% basinh. n/a | |
| Stochastic success% DA n/a | |
| Stochastic success% DIRECT n/a | |
| Stochastic success% SHGO n/a | |
| Stochastic <nfev> DE n/a | |
| Stochastic <nfev> basinh. n/a | |
| Stochastic <nfev> DA n/a | |
| Stochastic <nfev> DIRECT n/a | |
| Stochastic <nfev> SHGO n/a | |
| StretchedV success% DE n/a | |
| StretchedV success% basinh. n/a | |
| StretchedV success% DA n/a | |
| StretchedV success% DIRECT n/a | |
| StretchedV success% SHGO n/a | |
| StretchedV <nfev> DE n/a | |
| StretchedV <nfev> basinh. n/a | |
| StretchedV <nfev> DA n/a | |
| StretchedV <nfev> DIRECT n/a | |
| StretchedV <nfev> SHGO n/a | |
| StyblinskiTang success% DE n/a | |
| StyblinskiTang success% basinh. n/a | |
| StyblinskiTang success% DA n/a | |
| StyblinskiTang success% DIRECT n/a | |
| StyblinskiTang success% SHGO n/a | |
| StyblinskiTang <nfev> DE n/a | |
| StyblinskiTang <nfev> basinh. n/a | |
| StyblinskiTang <nfev> DA n/a | |
| StyblinskiTang <nfev> DIRECT n/a | |
| StyblinskiTang <nfev> SHGO n/a | |
| TestTubeHolder success% DE n/a | |
| TestTubeHolder success% basinh. n/a | |
| TestTubeHolder success% DA n/a | |
| TestTubeHolder success% DIRECT n/a | |
| TestTubeHolder success% SHGO n/a | |
| TestTubeHolder <nfev> DE n/a | |
| TestTubeHolder <nfev> basinh. n/a | |
| TestTubeHolder <nfev> DA n/a | |
| TestTubeHolder <nfev> DIRECT n/a | |
| TestTubeHolder <nfev> SHGO n/a | |
| ThreeHumpCamel success% DE n/a | |
| ThreeHumpCamel success% basinh. n/a | |
| ThreeHumpCamel success% DA n/a | |
| ThreeHumpCamel success% DIRECT n/a | |
| ThreeHumpCamel success% SHGO n/a | |
| ThreeHumpCamel <nfev> DE n/a | |
| ThreeHumpCamel <nfev> basinh. n/a | |
| ThreeHumpCamel <nfev> DA n/a | |
| ThreeHumpCamel <nfev> DIRECT n/a | |
| ThreeHumpCamel <nfev> SHGO n/a | |
| Thurber success% DE n/a | |
| Thurber success% basinh. n/a | |
| Thurber success% DA n/a | |
| Thurber success% DIRECT n/a | |
| Thurber success% SHGO n/a | |
| Thurber <nfev> DE n/a | |
| Thurber <nfev> basinh. n/a | |
| Thurber <nfev> DA n/a | |
| Thurber <nfev> DIRECT n/a | |
| Thurber <nfev> SHGO n/a | |
| Treccani success% DE n/a | |
| Treccani success% basinh. n/a | |
| Treccani success% DA n/a | |
| Treccani success% DIRECT n/a | |
| Treccani success% SHGO n/a | |
| Treccani <nfev> DE n/a | |
| Treccani <nfev> basinh. n/a | |
| Treccani <nfev> DA n/a | |
| Treccani <nfev> DIRECT n/a | |
| Treccani <nfev> SHGO n/a | |
| Trefethen success% DE n/a | |
| Trefethen success% basinh. n/a | |
| Trefethen success% DA n/a | |
| Trefethen success% DIRECT n/a | |
| Trefethen success% SHGO n/a | |
| Trefethen <nfev> DE n/a | |
| Trefethen <nfev> basinh. n/a | |
| Trefethen <nfev> DA n/a | |
| Trefethen <nfev> DIRECT n/a | |
| Trefethen <nfev> SHGO n/a | |
| Trid success% DE n/a | |
| Trid success% basinh. n/a | |
| Trid success% DA n/a | |
| Trid success% DIRECT n/a | |
| Trid success% SHGO n/a | |
| Trid <nfev> DE n/a | |
| Trid <nfev> basinh. n/a | |
| Trid <nfev> DA n/a | |
| Trid <nfev> DIRECT n/a | |
| Trid <nfev> SHGO n/a | |
| Trigonometric01 success% DE n/a | |
| Trigonometric01 success% basinh. n/a | |
| Trigonometric01 success% DA n/a | |
| Trigonometric01 success% DIRECT n/a | |
| Trigonometric01 success% SHGO n/a | |
| Trigonometric01 <nfev> DE n/a | |
| Trigonometric01 <nfev> basinh. n/a | |
| Trigonometric01 <nfev> DA n/a | |
| Trigonometric01 <nfev> DIRECT n/a | |
| Trigonometric01 <nfev> SHGO n/a | |
| Trigonometric02 success% DE n/a | |
| Trigonometric02 success% basinh. n/a | |
| Trigonometric02 success% DA n/a | |
| Trigonometric02 success% DIRECT n/a | |
| Trigonometric02 success% SHGO n/a | |
| Trigonometric02 <nfev> DE n/a | |
| Trigonometric02 <nfev> basinh. n/a | |
| Trigonometric02 <nfev> DA n/a | |
| Trigonometric02 <nfev> DIRECT n/a | |
| Trigonometric02 <nfev> SHGO n/a | |
| Tripod success% DE n/a | |
| Tripod success% basinh. n/a | |
| Tripod success% DA n/a | |
| Tripod success% DIRECT n/a | |
| Tripod success% SHGO n/a | |
| Tripod <nfev> DE n/a | |
| Tripod <nfev> basinh. n/a | |
| Tripod <nfev> DA n/a | |
| Tripod <nfev> DIRECT n/a | |
| Tripod <nfev> SHGO n/a | |
| Ursem01 success% DE n/a | |
| Ursem01 success% basinh. n/a | |
| Ursem01 success% DA n/a | |
| Ursem01 success% DIRECT n/a | |
| Ursem01 success% SHGO n/a | |
| Ursem01 <nfev> DE n/a | |
| Ursem01 <nfev> basinh. n/a | |
| Ursem01 <nfev> DA n/a | |
| Ursem01 <nfev> DIRECT n/a | |
| Ursem01 <nfev> SHGO n/a | |
| Ursem03 success% DE n/a | |
| Ursem03 success% basinh. n/a | |
| Ursem03 success% DA n/a | |
| Ursem03 success% DIRECT n/a | |
| Ursem03 success% SHGO n/a | |
| Ursem03 <nfev> DE n/a | |
| Ursem03 <nfev> basinh. n/a | |
| Ursem03 <nfev> DA n/a | |
| Ursem03 <nfev> DIRECT n/a | |
| Ursem03 <nfev> SHGO n/a | |
| Ursem04 success% DE n/a | |
| Ursem04 success% basinh. n/a | |
| Ursem04 success% DA n/a | |
| Ursem04 success% DIRECT n/a | |
| Ursem04 success% SHGO n/a | |
| Ursem04 <nfev> DE n/a | |
| Ursem04 <nfev> basinh. n/a | |
| Ursem04 <nfev> DA n/a | |
| Ursem04 <nfev> DIRECT n/a | |
| Ursem04 <nfev> SHGO n/a | |
| UrsemWaves success% DE n/a | |
| UrsemWaves success% basinh. n/a | |
| UrsemWaves success% DA n/a | |
| UrsemWaves success% DIRECT n/a | |
| UrsemWaves success% SHGO n/a | |
| UrsemWaves <nfev> DE n/a | |
| UrsemWaves <nfev> basinh. n/a | |
| UrsemWaves <nfev> DA n/a | |
| UrsemWaves <nfev> DIRECT n/a | |
| UrsemWaves <nfev> SHGO n/a | |
| VenterSobiezcczanskiSobieski success% DE n/a | |
| VenterSobiezcczanskiSobieski success% basinh. n/a | |
| VenterSobiezcczanskiSobieski success% DA n/a | |
| VenterSobiezcczanskiSobieski success% DIRECT n/a | |
| VenterSobiezcczanskiSobieski success% SHGO n/a | |
| VenterSobiezcczanskiSobieski <nfev> DE n/a | |
| VenterSobiezcczanskiSobieski <nfev> basinh. n/a | |
| VenterSobiezcczanskiSobieski <nfev> DA n/a | |
| VenterSobiezcczanskiSobieski <nfev> DIRECT n/a | |
| VenterSobiezcczanskiSobieski <nfev> SHGO n/a | |
| Vincent success% DE n/a | |
| Vincent success% basinh. n/a | |
| Vincent success% DA n/a | |
| Vincent success% DIRECT n/a | |
| Vincent success% SHGO n/a | |
| Vincent <nfev> DE n/a | |
| Vincent <nfev> basinh. n/a | |
| Vincent <nfev> DA n/a | |
| Vincent <nfev> DIRECT n/a | |
| Vincent <nfev> SHGO n/a | |
| Watson success% DE n/a | |
| Watson success% basinh. n/a | |
| Watson success% DA n/a | |
| Watson success% DIRECT n/a | |
| Watson success% SHGO n/a | |
| Watson <nfev> DE n/a | |
| Watson <nfev> basinh. n/a | |
| Watson <nfev> DA n/a | |
| Watson <nfev> DIRECT n/a | |
| Watson <nfev> SHGO n/a | |
| Wavy success% DE n/a | |
| Wavy success% basinh. n/a | |
| Wavy success% DA n/a | |
| Wavy success% DIRECT n/a | |
| Wavy success% SHGO n/a | |
| Wavy <nfev> DE n/a | |
| Wavy <nfev> basinh. n/a | |
| Wavy <nfev> DA n/a | |
| Wavy <nfev> DIRECT n/a | |
| Wavy <nfev> SHGO n/a | |
| WayburnSeader01 success% DE n/a | |
| WayburnSeader01 success% b |
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