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Numpy Benchmarks (Sept 25, 2022)

Mohaned Qunaibit edited this page Oct 5, 2022 · 7 revisions

Benchmark Machine

Results

No. benchmarks cpython-capi-1.22.1 cpython-hpy-capi cpython-hpy-universal
- average 0.00% 0.25% 0.58%
1 bench_ufunc_strides.AVX_UFunc_log.time_log(4, 'f') 49.373μs 116.583μs 136.13% 115.117μs 133.16%
2 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 1, 1, 'f') 481.552μs 1.108ms 130.05% 1.086ms 125.55%
3 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 2, 1, 'f') 432.868μs 896.196μs 107.04% 454.304μs 4.95%
4 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('absolute', 2, 'F') 33.423μs 68.582μs 105.20% 34.541μs 3.35%
5 bench_lib.Nan.time_nanmax(200000, 0.1) 99.430μs 201.866μs 103.02% 102.023μs 2.61%
6 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 2, 'f') 1.744ms 1.752ms 0.45% 3.390ms 94.34%
7 bench_lib.Nan.time_nanmax(200000, 0) 102.229μs 197.718μs 93.41% 109.683μs 7.29%
8 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('absolute', 4, 'F') 34.088μs 65.925μs 93.40% 34.519μs 1.26%
9 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 2, 'f') 1.737ms 1.766ms 1.67% 3.321ms 91.14%
10 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 1, 'f') 1.726ms 1.740ms 0.82% 3.257ms 88.68%
11 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 1, 'F') 16.583μs 16.862μs 1.69% 31.261μs 88.52%
12 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 2, 4, 'd') 1.119ms 1.194ms 6.74% 2.101ms 87.77%
13 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 2, 1, 'd') 1.249ms 2.089ms 67.19% 2.271ms 81.79%
14 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('square', 1, 'F') 14.002μs 25.266μs 80.45% 23.577μs 68.39%
15 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 4, 1, 'd') 1.197ms 1.239ms 3.49% 2.156ms 80.10%
16 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 2, 2, 'f') 1.400ms 2.507ms 79.04% 2.481ms 77.15%
17 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 1, 'd') 1.825ms 1.851ms 1.40% 3.253ms 78.20%
18 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 4, 2, 'f') 1.731ms 1.745ms 0.85% 3.051ms 76.29%
19 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 4, 2, 'f') 1.397ms 1.414ms 1.16% 2.434ms 74.21%
20 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 2, 2, 'f') 1.722ms 1.745ms 1.35% 2.995ms 73.91%
21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 4, 2, 'd') 1.743ms 1.754ms 0.65% 3.015ms 72.97%
22 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 2, 4, 'd') 1.290ms 1.296ms 0.45% 2.223ms 72.33%
23 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 1, 1, 'd') 1.233ms 1.248ms 1.28% 2.111ms 71.24%
24 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 1, 4, 'f') 1.428ms 1.431ms 0.26% 2.434ms 70.50%
25 bench_ufunc_strides.AVX_UFunc_log.time_log(1, 'd') 78.722μs 134.184μs 70.45% 81.484μs 3.51%
26 bench_linalg.Linalg.time_op('svd', 'float64') 3.483ms 5.935ms 70.37% 3.556ms 2.08%
27 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 4, 1, 'd') 1.254ms 1.301ms 3.82% 2.115ms 68.70%
28 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('square', 2, 'F') 14.511μs 24.368μs 67.93% 14.726μs 1.48%
29 bench_linalg.Linalg.time_op('svd', 'int32') 3.540ms 5.943ms 67.86% 5.917ms 67.13%
30 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('square', 1, 'D') 14.780μs 24.651μs 66.79% 15.082μs 2.04%
31 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 2, 2, 'f') 2.169ms 2.181ms 0.55% 3.614ms 66.63%
32 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 4, 2, 'd') 1.310ms 1.313ms 0.19% 2.181ms 66.50%
33 bench_ufunc_strides.AVX_UFunc_log.time_log(2, 'd') 79.869μs 132.150μs 65.46% 132.826μs 66.31%
34 bench_ufunc_strides.AVX_UFunc_log.time_log(4, 'd') 80.255μs 131.389μs 63.71% 132.940μs 65.65%
35 bench_linalg.Linalg.time_op('svd', 'float32') 3.580ms 5.927ms 65.55% 3.611ms 0.87%
36 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 2, 2, 'd') 1.298ms 2.141ms 64.90% 2.088ms 60.82%
37 bench_linalg.Linalg.time_op('svd', 'complex128') 7.595ms 12.459ms 64.04% 7.780ms 2.43%
38 bench_linalg.Linalg.time_op('pinv', 'float64') 4.580ms 7.473ms 63.16% 4.592ms 0.25%
39 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 2, 4, 'f') 2.258ms 2.260ms 0.10% 3.597ms 59.31%
40 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 2, 4, 'd') 1.405ms 2.233ms 58.90% 2.219ms 57.94%
41 bench_linalg.Linalg.time_op('pinv', 'complex64') 9.154ms 14.449ms 57.85% 9.260ms 1.16%
42 bench_linalg.Linalg.time_op('pinv', 'int64') 4.587ms 7.223ms 57.45% 4.638ms 1.10%
43 bench_linalg.Linalg.time_op('svd', 'complex64') 7.684ms 12.097ms 57.44% 7.850ms 2.16%
44 bench_linalg.Linalg.time_op('pinv', 'int16') 4.619ms 7.178ms 55.38% 4.641ms 0.46%
45 bench_linalg.Linalg.time_op('pinv', 'int32') 4.629ms 7.177ms 55.05% 4.651ms 0.48%
46 bench_linalg.Eindot.time_einsum_ijk_jil_kl 30.418ms 46.457ms 52.73% 30.799ms 1.25%
47 bench_linalg.Linalg.time_op('det', 'int32') 262.069μs 392.829μs 49.90% 273.315μs 4.29%
48 bench_random.RNG.time_normal_zig('numpy') 2.082ms 3.062ms 47.04% 2.109ms 1.28%
49 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 4, 1, 'd') 2.391ms 3.500ms 46.40% 2.400ms 0.39%
50 bench_core.CorrConv.time_correlate(1000, 10, 'full') 7.029μs 10.230μs 45.55% 10.007μs 42.38%
51 bench_linalg.Linalg.time_op('det', 'int16') 268.322μs 388.572μs 44.82% 272.921μs 1.71%
52 bench_core.CorrConv.time_correlate(1000, 10, 'same') 6.900μs 9.989μs 44.76% 9.876μs 43.12%
53 bench_linalg.Linalg.time_op('det', 'float32') 264.151μs 382.304μs 44.73% 277.097μs 4.90%
54 bench_core.CorrConv.time_correlate(1000, 100, 'same') 91.245μs 92.737μs 1.64% 113.531μs 24.42%
55 bench_core.CorrConv.time_correlate(1000, 100, 'valid') 84.424μs 104.863μs 24.21% 104.569μs 23.86%
56 bench_ufunc.UFunc.time_ufunc_types('tan') 7.917ms 7.957ms 0.51% 9.794ms 23.71%
57 bench_linalg.Einsum.time_einsum_contig_contig(<class 'numpy.float64'>) 170.892μs 174.573μs 2.15% 210.568μs 23.22%
58 bench_lib.Nan.time_nanmax(200, 0) 22.233μs 22.652μs 1.89% 27.216μs 22.42%
59 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 1, 'F') 10.139μs 12.361μs 21.92% 10.271μs 1.31%
60 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 1, 1, 'd') 61.609μs 75.062μs 21.84% 63.828μs 3.60%
61 bench_random.Randint_dtype.time_randint_fast('uint16') 237.254μs 238.202μs 0.40% 287.900μs 21.35%
62 bench_linalg.Einsum.time_einsum_contig_outstride0(<class 'numpy.float32'>) 89.283μs 91.519μs 2.50% 107.870μs 20.82%
63 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 1, 'D') 14.201μs 16.950μs 19.36% 16.687μs 17.51%
64 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 2, 'F') 12.320μs 13.725μs 11.41% 14.695μs 19.27%
65 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 1, 'F') 10.455μs 12.183μs 16.53% 12.417μs 18.77%
66 bench_function_base.Bincount.time_bincount 338.863μs 399.918μs 18.02% 357.176μs 5.40%
67 bench_scalar.ScalarMath.time_addition_pyint('complex256') 7.225μs 8.524μs 17.97% 7.465μs 3.32%
68 bench_ufunc.ArgParsing.time_add_arg_parsing((array(1.), array(2.), out=array(3.))) 2.369μs 2.780μs 17.33% 2.402μs 1.41%
69 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 2, 4, 'd') 206.414μs 212.302μs 2.85% 241.886μs 17.18%
70 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 2, 'F') 12.397μs 14.464μs 16.67% 13.576μs 9.51%
71 bench_core.VarComplex.time_var(1000000) 7.779ms 9.056ms 16.42% 8.113ms 4.30%
72 bench_linalg.Einsum.time_einsum_noncon_mul(<class 'numpy.float64'>) 56.871μs 66.017μs 16.08% 63.351μs 11.40%
73 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 4, 4, 'f') 1.261ms 1.274ms 1.04% 1.463ms 16.01%
74 bench_linalg.Einsum.time_einsum_contig_contig(<class 'numpy.float32'>) 104.926μs 105.913μs 0.94% 121.629μs 15.92%
75 bench_linalg.Eindot.time_dot_d_dot_b_c 266.095μs 306.898μs 15.33% 266.349μs 0.10%
76 bench_function_base.Sort.time_sort('merge', 'int64', ('reversed',)) 15.310μs 15.431μs 0.79% 17.652μs 15.29%
77 bench_lib.Nan.time_nanvar(200000, 2.0) 2.076ms 2.121ms 2.14% 2.384ms 14.83%
78 bench_core.CorrConv.time_correlate(1000, 10000, 'full') 10.247ms 10.315ms 0.66% 11.716ms 14.33%
79 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 4, 'd') 108.794μs 123.764μs 13.76% 111.477μs 2.47%
80 bench_random.Bounded.time_bounded('MT19937', [<class 'numpy.uint64'>, 95]) 324.050μs 329.459μs 1.67% 367.246μs 13.33%
81 bench_ma.Indexing.time_scalar(True, 2, 100) 3.592μs 4.067μs 13.25% 3.849μs 7.16%
82 bench_ma.MA.time_masked_array 17.632μs 18.087μs 2.59% 19.887μs 12.79%
83 bench_core.CorrConv.time_convolve(100000, 1000, 'valid') 102.427ms 103.095ms 0.65% 115.202ms 12.47%
84 bench_linalg.Eindot.time_matmul_a_b 39.354ms 41.173ms 4.62% 44.149ms 12.18%
85 bench_core.CorrConv.time_convolve(50, 1000, 'same') 50.601μs 50.835μs 0.46% 56.544μs 11.75%
86 bench_random.RNG.time_normal_zig('Philox') 1.294ms 1.306ms 0.95% 1.446ms 11.72%
87 bench_ma.Indexing.time_scalar(True, 1, 10) 3.447μs 3.736μs 8.38% 3.847μs 11.61%
88 bench_random.Bounded.time_bounded('MT19937', [<class 'numpy.uint32'>, 1535]) 326.829μs 364.468μs 11.52% 346.907μs 6.14%
89 bench_random.Randint_dtype.time_randint_slow('uint32') 1.490ms 1.545ms 3.66% 1.660ms 11.40%
90 bench_core.CountNonzero.time_count_nonzero_axis(3, 100, <class 'numpy.int64'>) 19.749μs 20.220μs 2.38% 21.983μs 11.31%
91 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 2, 'd') 62.982μs 70.061μs 11.24% 63.249μs 0.42%
92 bench_reduce.AddReduceSeparate.time_reduce(0, 'int64') 487.077μs 487.391μs 0.06% 541.330μs 11.14%
93 bench_random.Randint_dtype.time_randint_slow('uint8') 989.973μs 1.012ms 2.24% 1.097ms 10.80%
94 bench_random.Bounded.time_bounded('SFC64', [<class 'numpy.uint16'>, 2047]) 255.971μs 283.527μs 10.77% 278.810μs 8.92%
95 bench_random.Bounded.time_bounded('numpy', [<class 'numpy.uint32'>, 2047]) 316.298μs 329.852μs 4.29% 350.003μs 10.66%
96 bench_random.Bounded.time_bounded('numpy', [<class 'numpy.uint16'>, 1535]) 608.717μs 615.153μs 1.06% 671.653μs 10.34%
97 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 1, 'd') 51.333μs 56.588μs 10.24% 51.761μs 0.83%
98 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 4, 1, 'f') 51.202μs 56.433μs 10.22% 55.684μs 8.76%
99 bench_ma.Indexing.time_scalar(True, 2, 1000) 3.621μs 3.990μs 10.20% 3.834μs 5.88%
100 bench_scalar.ScalarMath.time_abs('longfloat') 1.055μs 1.071μs 1.53% 1.161μs 9.99%
101 bench_ma.Indexing.time_scalar(True, 2, 10) 3.635μs 3.987μs 9.67% 3.673μs 1.04%
102 bench_random.Bounded.time_bounded('MT19937', [<class 'numpy.uint16'>, 2047]) 272.428μs 274.465μs 0.75% 298.449μs 9.55%
103 bench_random.Bounded.time_bounded('numpy', [<class 'numpy.uint32'>, 1535]) 732.728μs 749.186μs 2.25% 802.436μs 9.51%
104 bench_lib.Nan.time_nanmean(200, 90.0) 79.201μs 79.412μs 0.27% 86.666μs 9.43%
105 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 2, 'd') 74.467μs 81.433μs 9.35% 75.149μs 0.92%
106 bench_ma.Indexing.time_1d(False, 2, 100) 15.412μs 15.500μs 0.57% 16.843μs 9.28%
107 bench_random.Bounded.time_bounded('numpy', [<class 'numpy.uint8'>, 64]) 978.155μs 999.191μs 2.15% 1.069ms 9.27%
108 bench_random.Bounded.time_bounded('PCG64', [<class 'numpy.uint16'>, 1535]) 276.505μs 284.138μs 2.76% 302.062μs 9.24%
109 bench_lib.Nan.time_nancumprod(200, 50.0) 34.404μs 34.600μs 0.57% 37.582μs 9.24%
110 bench_lib.Nan.time_nanmean(200, 0.1) 78.253μs 79.550μs 1.66% 85.471μs 9.22%
111 bench_random.Bounded.time_bounded('MT19937', [<class 'numpy.uint64'>, 2047]) 325.830μs 340.420μs 4.48% 355.762μs 9.19%
112 bench_array_coercion.ArrayCoercionSmall.time_asanyarray_dtype(array([5])) 2.609μs 2.719μs 4.24% 2.848μs 9.16%
113 bench_scalar.ScalarMath.time_addition_pyint('complex128') 7.204μs 7.864μs 9.16% 7.511μs 4.26%
114 bench_random.Bounded.time_bounded('Philox', [<class 'numpy.uint32'>, 2047]) 440.768μs 444.644μs 0.88% 481.025μs 9.13%
115 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 4, 'd') 155.084μs 157.141μs 1.33% 169.235μs 9.12%
116 bench_random.RNG.time_raw('numpy') 317.800μs 346.587μs 9.06% 339.533μs 6.84%
117 bench_ma.Indexing.time_1d(True, 2, 100) 16.869μs 16.958μs 0.53% 18.388μs 9.01%
118 bench_lib.Nan.time_nancumprod(200000, 0) 1.505ms 1.640ms 8.93% 1.511ms 0.37%
119 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 1000000, <class 'numpy.int32'>) 4.624ms 4.837ms 4.60% 5.027ms 8.71%
120 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 2, 'D') 18.948μs 20.588μs 8.66% 19.996μs 5.53%
121 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'wrap', 'int16') 8.574μs 8.711μs 1.59% 9.302μs 8.49%
122 bench_core.Temporaries.time_mid2 161.193μs 162.382μs 0.74% 174.869μs 8.48%
123 bench_ma.Indexing.time_0d(True, 1, 100) 16.706μs 18.119μs 8.46% 17.423μs 4.29%
124 bench_core.PackBits.time_packbits_axis1(<class 'bool'>) 43.417μs 46.144μs 6.28% 47.081μs 8.44%
125 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 4, 1, 'f') 52.699μs 53.687μs 1.88% 57.063μs 8.28%
126 bench_random.Bounded.time_bounded('Philox', [<class 'numpy.uint32'>, 1535]) 436.508μs 439.900μs 0.78% 472.484μs 8.24%
127 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 2, 4, 'f') 151.290μs 156.339μs 3.34% 163.566μs 8.11%
128 bench_function_base.Sort.time_sort('heap', 'int64', ('random',)) 709.560μs 712.040μs 0.35% 767.107μs 8.11%
129 bench_ma.Indexing.time_scalar(False, 1, 1000) 3.789μs 4.088μs 7.90% 3.858μs 1.84%
130 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 1, 1, 'f') 139.096μs 139.675μs 0.42% 149.994μs 7.84%
131 bench_random.Bounded.time_bounded('numpy', [<class 'numpy.uint64'>, 1535]) 739.121μs 795.079μs 7.57% 796.829μs 7.81%
132 bench_array_coercion.ArrayCoercionSmall.time_array_all_kwargs(1) 2.942μs 2.993μs 1.71% 3.172μs 7.80%
133 bench_random.RNG.time_normal_zig('SFC64') 894.600μs 929.327μs 3.88% 964.327μs 7.79%
134 bench_random.Bounded.time_bounded('Philox', [<class 'numpy.uint16'>, 2047]) 351.407μs 354.907μs 1.00% 378.520μs 7.72%
135 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 4, 2, 'd') 173.152μs 179.176μs 3.48% 186.420μs 7.66%
136 bench_linalg.Einsum.time_einsum_noncon_outer(<class 'numpy.float32'>) 4.033ms 4.158ms 3.09% 4.340ms 7.61%
137 bench_shape_base.Block.time_3d(10, 'copy') 55.581μs 57.081μs 2.70% 59.730μs 7.46%
138 bench_random.RNG.time_32bit('PCG64') 264.005μs 264.695μs 0.26% 283.640μs 7.44%
139 bench_random.Randint_dtype.time_randint_slow('uint16') 1.190ms 1.221ms 2.60% 1.277ms 7.31%
140 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 1, 2, 'f') 2.146ms 2.302ms 7.25% 2.177ms 1.45%
141 bench_lib.Nan.time_nancumprod(200000, 0.1) 1.532ms 1.642ms 7.20% 1.574ms 2.75%
142 bench_random.Bounded.time_bounded('Philox', [<class 'numpy.uint16'>, 95]) 314.749μs 316.885μs 0.68% 337.358μs 7.18%
143 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 1, 'D') 16.452μs 17.405μs 5.79% 17.623μs 7.12%
144 bench_random.Randint_dtype.time_randint_fast('uint32') 312.551μs 316.389μs 1.23% 334.777μs 7.11%
145 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 4, 2, 'f') 56.008μs 58.237μs 3.98% 59.982μs 7.09%
146 bench_lib.Nan.time_nanmax(200, 90.0) 22.498μs 22.882μs 1.71% 24.091μs 7.08%
147 bench_ma.Indexing.time_scalar(False, 2, 1000) 3.913μs 4.189μs 7.05% 4.090μs 4.53%
148 bench_lib.Nan.time_nanmin(200, 0) 22.583μs 22.976μs 1.74% 24.168μs 7.02%
149 bench_random.Bounded.time_bounded('SFC64', [<class 'numpy.uint16'>, 1535]) 266.172μs 269.246μs 1.15% 284.753μs 6.98%
150 bench_core.CorrConv.time_convolve(50, 100, 'same') 13.709μs 14.654μs 6.89% 13.808μs 0.72%
151 bench_shape_base.Block.time_3d(1, 'copy') 12.838μs 13.040μs 1.58% 13.722μs 6.88%
152 bench_lib.Nan.time_nanvar(200000, 90.0) 2.860ms 2.898ms 1.33% 3.057ms 6.88%
153 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 4, 1, 'd') 80.980μs 83.292μs 2.86% 86.541μs 6.87%
154 bench_random.Bounded.time_bounded('Philox', [<class 'numpy.uint16'>, 1535]) 359.123μs 363.093μs 1.11% 383.676μs 6.84%
155 bench_io.Copy.time_strided_assign('int16') 5.643μs 5.678μs 0.63% 6.021μs 6.70%
156 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('conjugate', 2, 'F') 10.397μs 10.592μs 1.87% 11.089μs 6.65%
157 bench_shape_base.Block2D.time_block2d((32, 32), 'uint32', (2, 2)) 60.253μs 60.587μs 0.55% 64.260μs 6.65%
158 bench_array_coercion.ArrayCoercionSmall.time_array(5) 912.790ns 914.961ns 0.24% 973.450ns 6.65%
159 bench_lib.Nan.time_nancumprod(200000, 50.0) 2.625ms 2.724ms 3.78% 2.796ms 6.52%
160 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 10000, <class 'numpy.int32'>) 48.991μs 52.163μs 6.47% 50.166μs 2.40%
161 bench_lib.Nan.time_nanargmax(200000, 0) 1.141ms 1.142ms 0.07% 1.215ms 6.45%
162 bench_ma.Indexing.time_scalar(False, 1, 100) 3.812μs 4.058μs 6.44% 3.859μs 1.23%
163 bench_linalg.Einsum.time_einsum_noncon_mul(<class 'numpy.float32'>) 57.151μs 60.797μs 6.38% 57.992μs 1.47%
164 bench_lib.Nan.time_nancumprod(200000, 2.0) 1.619ms 1.644ms 1.55% 1.721ms 6.31%
165 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 1, 4, 'd') 94.558μs 98.346μs 4.01% 100.505μs 6.29%
166 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 4, 1, 'f') 356.290μs 378.652μs 6.28% 359.387μs 0.87%
167 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 1, 4, 'f') 150.668μs 151.084μs 0.28% 160.085μs 6.25%
168 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 100, <class 'numpy.int64'>) 20.513μs 20.764μs 1.22% 21.795μs 6.25%
169 bench_ufunc.UFunc.time_ufunc_types('frexp') 758.130μs 805.046μs 6.19% 797.079μs 5.14%
170 bench_ma.Indexing.time_scalar(True, 1, 1000) 3.482μs 3.697μs 6.17% 3.494μs 0.35%
171 bench_ma.Indexing.time_scalar(False, 2, 10) 3.905μs 4.146μs 6.15% 3.995μs 2.30%
172 bench_linalg.Einsum.time_einsum_sum_mul(<class 'numpy.float64'>) 61.641μs 63.491μs 3.00% 65.413μs 6.12%
173 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 2, 4, 'd') 192.442μs 204.208μs 6.11% 195.864μs 1.78%
174 bench_ma.Indexing.time_scalar(True, 1, 100) 3.480μs 3.692μs 6.10% 3.513μs 0.95%
175 bench_scalar.ScalarMath.time_abs('int32') 1.025μs 1.061μs 3.50% 1.087μs 6.10%
176 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('complex128', 100000) 28.963ms 30.720ms 6.07% 29.145ms 0.63%
177 bench_core.CountNonzero.time_count_nonzero_axis(2, 100, <class 'object'>) 45.241μs 46.479μs 2.74% 47.986μs 6.07%
178 bench_lib.Nan.time_nanprod(200, 50.0) 38.871μs 39.460μs 1.52% 41.223μs 6.05%
179 bench_function_base.Sort.time_sort('heap', 'float64', ('sorted_block', 10)) 608.511μs 609.682μs 0.19% 644.741μs 5.95%
180 bench_linalg.Einsum.time_einsum_noncon_sum_mul2(<class 'numpy.float64'>) 64.504μs 65.541μs 1.61% 68.293μs 5.87%
181 bench_ma.Indexing.time_scalar(False, 2, 100) 3.921μs 4.149μs 5.83% 3.960μs 1.02%
182 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 2, 'f') 51.402μs 54.365μs 5.76% 54.396μs 5.82%
183 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 1, 'd') 39.871μs 42.181μs 5.80% 40.781μs 2.28%
184 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 2, 1, 'f') 34.298μs 34.338μs 0.12% 36.277μs 5.77%
185 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 4, 1, 'f') 103.876μs 109.849μs 5.75% 105.136μs 1.21%
186 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 2, 4, 'f') 154.205μs 162.955μs 5.67% 158.876μs 3.03%
187 bench_lib.Nan.time_nanmax(200, 50.0) 22.496μs 22.790μs 1.30% 23.771μs 5.67%
188 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 4, 2, 'f') 143.342μs 151.378μs 5.61% 147.082μs 2.61%
189 bench_function_base.Sort.time_argsort('quick', 'int64', ('sorted_block', 100)) 425.476μs 449.264μs 5.59% 428.104μs 0.62%
190 bench_ma.Indexing.time_0d(True, 2, 100) 16.717μs 17.014μs 1.78% 17.645μs 5.55%
191 bench_lib.Nan.time_nanstd(200000, 90.0) 2.863ms 2.903ms 1.40% 3.022ms 5.55%
192 bench_lib.Nan.time_nancumsum(200000, 90.0) 2.031ms 2.144ms 5.54% 2.050ms 0.92%
193 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 4, 1, 'f') 144.965μs 145.366μs 0.28% 152.988μs 5.53%
194 bench_array_coercion.ArrayCoercionSmall.time_array_dtype_not_kwargs(5) 1.707μs 1.721μs 0.80% 1.801μs 5.51%
195 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 10000, <class 'numpy.int16'>) 59.381μs 62.623μs 5.46% 62.162μs 4.68%
196 bench_ma.UFunc.time_scalar(False, True, 10) 35.777μs 37.716μs 5.42% 35.906μs 0.36%
197 bench_core.CountNonzero.time_count_nonzero_axis(1, 10000, <class 'numpy.int32'>) 45.640μs 46.496μs 1.88% 48.109μs 5.41%
198 bench_lib.Nan.time_nancumsum(200000, 0.1) 1.530ms 1.613ms 5.41% 1.573ms 2.84%
199 bench_linalg.Einsum.time_einsum_noncon_multiply(<class 'numpy.float64'>) 156.551μs 164.382μs 5.00% 164.941μs 5.36%
200 bench_scalar.ScalarMath.time_power_of_two('complex128') 8.166μs 8.526μs 4.41% 8.596μs 5.26%
201 bench_function_base.Sort.time_sort('quick', 'float64', ('sorted_block', 10)) 388.607μs 393.234μs 1.19% 409.064μs 5.26%
202 bench_lib.Nan.time_nansum(200, 50.0) 35.897μs 37.786μs 5.26% 36.166μs 0.75%
203 bench_function_base.Sort.time_argsort('quick', 'float64', ('reversed',)) 116.974μs 117.197μs 0.19% 123.084μs 5.22%
204 bench_linalg.Einsum.time_einsum_noncon_contig_outstride0(<class 'numpy.float64'>) 37.927μs 38.304μs 1.00% 39.906μs 5.22%
205 bench_core.CountNonzero.time_count_nonzero(3, 1000000, <class 'numpy.int16'>) 269.346μs 272.269μs 1.09% 283.372μs 5.21%
206 bench_random.Bounded.time_bounded('PCG64', [<class 'numpy.uint32'>, 1535]) 273.505μs 277.964μs 1.63% 287.678μs 5.18%
207 bench_scalar.ScalarMath.time_power_of_two('complex256') 8.196μs 8.608μs 5.03% 8.331μs 1.65%
208 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 1, 4, 'f') 2.338ms 2.453ms 4.94% 2.363ms 1.08%
209 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 2, 'd') 76.187μs 77.320μs 1.49% 79.934μs 4.92%
210 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 4, 2, 'd') 944.268μs 952.426μs 0.86% 990.343μs 4.88%
211 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 4, 2, 'd') 48.562μs 50.915μs 4.85% 49.000μs 0.90%
212 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 1, 1, 'd') 122.421μs 128.342μs 4.84% 122.632μs 0.17%
213 bench_random.Randint.time_randint_fast 323.638μs 329.170μs 1.71% 339.200μs 4.81%
214 bench_overrides.ArrayFunction.time_mock_concatenate_duck 1.199μs 1.207μs 0.71% 1.256μs 4.78%
215 bench_reduce.MinMax.time_min(<class 'numpy.float32'>) 14.492μs 14.720μs 1.57% 15.184μs 4.77%
216 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 1, 1, 'f') 434.704μs 455.400μs 4.76% 434.712μs 0.00%
217 bench_ma.Indexing.time_0d(False, 1, 100) 15.271μs 15.376μs 0.69% 15.996μs 4.75%
218 bench_linalg.Linalg.time_op('norm', 'int16') 82.286μs 86.182μs 4.74% 83.571μs 1.56%
219 bench_random.Bounded.time_bounded('Philox', [<class 'numpy.uint64'>, 95]) 427.950μs 431.824μs 0.91% 448.200μs 4.73%
220 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 4, 'D') 27.836μs 29.151μs 4.73% 28.908μs 3.85%
221 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('conjugate', 1, 'F') 9.854μs 9.905μs 0.52% 10.312μs 4.65%
222 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 1, 'f') 42.781μs 44.089μs 3.06% 44.760μs 4.63%
223 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 2, 1, 'd') 145.640μs 152.319μs 4.59% 148.604μs 2.04%
224 bench_lib.Nan.time_nanmedian(200, 2.0) 94.171μs 94.262μs 0.10% 98.469μs 4.56%
225 bench_function_base.Sort.time_sort('quick', 'float64', ('sorted_block', 1000)) 300.261μs 301.370μs 0.37% 313.867μs 4.53%
226 bench_random.Bounded.time_bounded('numpy', [<class 'numpy.uint64'>, 2047]) 317.812μs 324.711μs 2.17% 332.200μs 4.53%
227 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 2, 'd') 98.337μs 100.593μs 2.29% 102.788μs 4.53%
228 bench_ufunc.UFunc.time_ufunc_types('greater') 575.511μs 581.394μs 1.02% 601.311μs 4.48%
229 bench_random.Bounded.time_bounded('Philox', [<class 'numpy.uint64'>, 2047]) 430.604μs 431.129μs 0.12% 449.879μs 4.48%
230 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 10000, <class 'numpy.int16'>) 47.755μs 49.878μs 4.45% 48.651μs 1.88%
231 bench_core.CountNonzero.time_count_nonzero_axis(1, 1000000, <class 'numpy.int64'>) 1.956ms 1.962ms 0.30% 2.042ms 4.42%
232 bench_ufunc.ArgParsing.time_add_arg_parsing((array(1.), array(2.), out=(array(3.),))) 2.337μs 2.440μs 4.40% 2.366μs 1.23%
233 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 2, 1, 'f') 33.627μs 35.099μs 4.38% 33.788μs 0.48%
234 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 2, 1, 'd') 119.661μs 124.851μs 4.34% 124.246μs 3.83%
235 bench_random.RNG.time_raw('MT19937') 951.836μs 992.827μs 4.31% 992.555μs 4.28%
236 bench_function_base.Sort.time_argsort('quick', 'int16', ('sorted_block', 10)) 404.169μs 408.985μs 1.19% 421.562μs 4.30%
237 bench_ma.Indexing.time_scalar(False, 1, 10) 3.812μs 3.975μs 4.28% 3.902μs 2.34%
238 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 1, 4, 'f') 57.460μs 58.355μs 1.56% 59.906μs 4.26%
239 bench_lib.Nan.time_nanvar(200000, 0.1) 1.938ms 1.958ms 1.05% 2.020ms 4.22%
240 bench_scalar.ScalarMath.time_multiplication('float32') 914.629ns 953.208ns 4.22% 929.173ns 1.59%
241 bench_lib.Nan.time_nanmin(200, 0.1) 22.137μs 22.676μs 2.43% 23.070μs 4.21%
242 bench_core.CountNonzero.time_count_nonzero_axis(2, 1000000, <class 'bool'>) 1.603ms 1.670ms 4.21% 1.616ms 0.85%
243 bench_scalar.ScalarMath.time_abs('int64') 1.033μs 1.058μs 2.38% 1.077μs 4.17%
244 bench_linalg.Einsum.time_einsum_sum_mul(<class 'numpy.float32'>) 58.957μs 61.406μs 4.15% 60.302μs 2.28%
245 bench_ufunc.UFunc.time_ufunc_types('bitwise_xor') 39.516μs 39.726μs 0.53% 41.145μs 4.12%
246 bench_scalar.ScalarMath.time_power_of_two('int64') 5.300μs 5.514μs 4.02% 5.517μs 4.09%
247 bench_linalg.Einsum.time_einsum_noncon_sum_mul(<class 'numpy.float32'>) 62.188μs 62.273μs 0.14% 64.692μs 4.03%
248 bench_ma.Indexing.time_0d(True, 2, 10) 16.954μs 17.489μs 3.15% 17.633μs 4.00%
249 bench_core.CorrConv.time_convolve(50, 100, 'valid') 11.942μs 12.416μs 3.97% 12.087μs 1.21%
250 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 4, 1, 'd') 477.768μs 496.641μs 3.95% 489.459μs 2.45%
251 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 1, 2, 'f') 2.054ms 2.065ms 0.50% 2.136ms 3.95%
252 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 10000, <class 'numpy.int64'>) 53.099μs 55.191μs 3.94% 54.046μs 1.78%
253 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 1, 2, 'd') 151.749μs 157.717μs 3.93% 155.155μs 2.24%
254 bench_linalg.Einsum.time_einsum_noncon_multiply(<class 'numpy.float32'>) 115.207μs 119.728μs 3.92% 119.688μs 3.89%
255 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 2, 'f') 60.039μs 62.392μs 3.92% 60.545μs 0.84%
256 bench_lib.Unique.time_unique(200, 0.1) 30.893μs 31.595μs 2.27% 32.103μs 3.92%
257 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 4, 4, 'f') 923.226μs 948.801μs 2.77% 959.342μs 3.91%
258 bench_lib.Nan.time_nanstd(200, 0) 163.929μs 165.739μs 1.10% 170.300μs 3.89%
259 bench_itemselection.Take.time_contiguous((1000, 2), 'clip', 'float32') 9.514μs 9.882μs 3.86% 9.554μs 0.42%
260 bench_linalg.Einsum.time_einsum_noncon_contig_contig(<class 'numpy.float32'>) 44.608μs 45.071μs 1.04% 46.315μs 3.83%
261 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 4, 'F') 17.357μs 17.510μs 0.88% 18.019μs 3.81%
262 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 1, 'd') 53.466μs 54.003μs 1.00% 55.501μs 3.81%
263 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 1000000, <class 'object'>) 253.052ms 262.578ms 3.76% 254.218ms 0.46%
264 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 2, 1, 'd') 58.631μs 60.814μs 3.72% 59.050μs 0.72%
265 bench_scalar.ScalarMath.time_abs('int16') 1.037μs 1.069μs 3.13% 1.075μs 3.70%
266 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 2, 2, 'f') 933.518μs 937.175μs 0.39% 968.009μs 3.69%
267 bench_ma.Indexing.time_0d(False, 2, 100) 15.502μs 15.532μs 0.19% 16.075μs 3.69%
268 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 2, 4, 'd') 182.799μs 184.053μs 0.69% 189.531μs 3.68%
269 bench_array_coercion.ArrayCoercionSmall.time_asarray(1) 966.123ns 1.002μs 3.67% 983.448ns 1.79%
270 bench_core.CountNonzero.time_count_nonzero_axis(1, 1000000, <class 'numpy.int16'>) 1.324ms 1.371ms 3.57% 1.373ms 3.65%
271 bench_function_base.Sort.time_argsort('heap', 'int16', ('reversed',)) 545.152μs 564.795μs 3.60% 547.058μs 0.35%
272 bench_function_base.Sort.time_argsort('merge', 'float64', ('uniform',)) 20.297μs 20.618μs 1.58% 21.028μs 3.60%
273 bench_scalar.ScalarMath.time_power_of_two('int32') 55.330μs 55.848μs 0.94% 57.323μs 3.60%
274 bench_function_base.Sort.time_argsort('heap', 'float64', ('sorted_block', 10)) 734.335μs 760.721μs 3.59% 740.543μs 0.85%
275 bench_ma.Indexing.time_1d(True, 2, 1000) 17.410μs 17.712μs 1.74% 18.030μs 3.56%
276 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 4, 1, 'f') 847.203μs 867.883μs 2.44% 877.354μs 3.56%
277 bench_itemselection.Take.time_contiguous((1000, 3), 'raise', 'complex64') 19.529μs 19.544μs 0.08% 20.223μs 3.55%
278 bench_io.Copy.time_memcpy('complex64') 8.557μs 8.723μs 1.94% 8.861μs 3.55%
279 bench_random.Bounded.time_bounded('PCG64', [<class 'numpy.uint64'>, 95]) 312.584μs 313.836μs 0.40% 323.594μs 3.52%
280 bench_ma.UFunc.time_scalar(False, False, 100) 26.653μs 26.954μs 1.13% 27.583μs 3.49%
281 bench_array_coercion.ArrayCoercionSmall.time_ascontiguousarray(5) 1.276μs 1.291μs 1.21% 1.320μs 3.48%
282 bench_core.CountNonzero.time_count_nonzero_axis(2, 10000, <class 'numpy.int16'>) 59.874μs 61.946μs 3.46% 61.766μs 3.16%
283 bench_array_coercion.ArrayCoercionSmall.time_asarray(5) 861.660ns 887.779ns 3.03% 891.429ns 3.45%
284 bench_lib.Nan.time_nanmax(200, 0.1) 22.904μs 23.042μs 0.60% 23.687μs 3.42%
285 bench_lib.Nan.time_nanmean(200000, 90.0) 1.899ms 1.963ms 3.42% 1.950ms 2.73%
286 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 4, 'd') 161.442μs 166.952μs 3.41% 163.735μs 1.42%
287 bench_reduce.MinMax.time_max(<class 'numpy.float32'>) 14.431μs 14.921μs 3.40% 14.854μs 2.94%
288 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 10000, <class 'numpy.int32'>) 63.922μs 66.090μs 3.39% 64.705μs 1.23%
289 bench_core.CountNonzero.time_count_nonzero_axis(3, 1000000, <class 'numpy.int16'>) 3.981ms 4.083ms 2.58% 4.116ms 3.39%
290 bench_ma.Indexing.time_1d(False, 1, 10) 15.002μs 15.269μs 1.78% 15.510μs 3.39%
291 bench_linalg.Einsum.time_einsum_noncon_sum_mul(<class 'numpy.float64'>) 64.642μs 65.431μs 1.22% 66.830μs 3.38%
292 bench_lib.Nan.time_nanmin(200, 90.0) 22.498μs 22.636μs 0.61% 23.251μs 3.35%
293 bench_lib.Nan.time_nanmin(200, 2.0) 22.516μs 22.814μs 1.33% 23.267μs 3.34%
294 bench_scalar.ScalarMath.time_addition_pyint('int64') 4.969μs 5.135μs 3.33% 5.090μs 2.44%
295 bench_ufunc.Custom.time_and_bool 2.788μs 2.832μs 1.59% 2.880μs 3.33%
296 bench_ma.UFunc.time_1d(True, False, 100) 65.011μs 67.173μs 3.33% 65.796μs 1.21%
297 bench_io.Copy.time_memcpy('int16') 2.448μs 2.489μs 1.67% 2.529μs 3.31%
298 bench_io.Copy.time_memcpy('float32') 4.076μs 4.211μs 3.31% 4.142μs 1.63%
299 bench_scalar.ScalarMath.time_power_of_two('float64') 8.331μs 8.606μs 3.30% 8.530μs 2.39%
300 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 4, 4, 'd') 2.948ms 2.963ms 0.52% 3.045ms 3.30%
301 bench_core.CountNonzero.time_count_nonzero_axis(1, 10000, <class 'numpy.int64'>) 49.097μs 50.709μs 3.28% 50.259μs 2.37%
302 bench_core.UnpackBits.time_unpackbits_little 9.209μs 9.511μs 3.27% 9.507μs 3.23%
303 bench_itemselection.PutMask.time_sparse(False, 'complex128') 3.957μs 4.086μs 3.27% 3.979μs 0.56%
304 bench_core.CorrConv.time_convolve(100000, 10, 'valid') 265.560μs 274.210μs 3.26% 270.592μs 1.89%
305 bench_function_base.Sort.time_sort('quick', 'int64', ('sorted_block', 10)) 340.303μs 341.487μs 0.35% 351.343μs 3.24%
306 bench_ma.Indexing.time_0d(True, 1, 10) 16.671μs 16.849μs 1.07% 17.209μs 3.23%
307 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 4, 1, 'd') 162.271μs 163.524μs 0.77% 167.481μs 3.21%
308 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 2, 2, 'd') 1.451ms 1.474ms 1.59% 1.498ms 3.20%
309 bench_ma.UFunc.time_2d(True, False, 1000) 3.820ms 3.894ms 1.94% 3.942ms 3.19%
310 bench_function_base.Sort.time_argsort('merge', 'int16', ('reversed',)) 90.219μs 93.053μs 3.14% 90.534μs 0.35%
311 bench_core.CountNonzero.time_count_nonzero(1, 100, <class 'numpy.int8'>) 1.640μs 1.691μs 3.14% 1.663μs 1.40%
312 bench_core.CountNonzero.time_count_nonzero(2, 10000, <class 'bool'>) 3.364μs 3.367μs 0.10% 3.469μs 3.13%
313 bench_ma.Indexing.time_0d(True, 1, 1000) 16.705μs 16.736μs 0.19% 17.227μs 3.13%
314 bench_core.CountNonzero.time_count_nonzero_axis(2, 10000, <class 'numpy.int32'>) 62.795μs 64.745μs 3.11% 64.643μs 2.94%
315 bench_core.CountNonzero.time_count_nonzero(1, 10000, <class 'numpy.int64'>) 6.207μs 6.400μs 3.11% 6.213μs 0.10%
316 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 4, 4, 'd') 1.294ms 1.303ms 0.71% 1.334ms 3.10%
317 bench_function_base.Sort.time_sort('merge', 'int16', ('sorted_block', 10)) 35.018μs 35.757μs 2.11% 36.102μs 3.10%
318 bench_lib.Nan.time_nanmean(200, 2.0) 78.685μs 79.074μs 0.49% 81.119μs 3.09%
319 bench_core.Core.time_eye_100 54.421μs 56.083μs 3.06% 54.998μs 1.06%
320 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 4, 2, 'd') 698.701μs 719.976μs 3.04% 701.757μs 0.44%
321 bench_lib.Nan.time_nanmean(200, 0) 78.667μs 79.489μs 1.05% 81.062μs 3.04%
322 bench_linalg.Einsum.time_einsum_multiply(<class 'numpy.float32'>) 117.444μs 121.018μs 3.04% 119.166μs 1.47%
323 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 2, 1, 'f') 95.365μs 97.679μs 2.43% 98.260μs 3.04%
324 bench_lib.Nan.time_nanmin(200, 50.0) 22.595μs 23.002μs 1.80% 23.277μs 3.02%
325 bench_linalg.Einsum.time_einsum_noncon_sum_mul2(<class 'numpy.float32'>) 61.602μs 62.491μs 1.44% 63.460μs 3.02%
326 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 4, 1, 'f') 141.526μs 142.248μs 0.51% 145.762μs 2.99%
327 bench_reduce.AddReduceSeparate.time_reduce(0, 'complex128') 1.317ms 1.356ms 2.99% 1.324ms 0.52%
328 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 2, 2, 'd') 74.231μs 76.277μs 2.76% 76.449μs 2.99%
329 bench_lib.Nan.time_nanvar(200000, 50.0) 4.022ms 4.079ms 1.41% 4.142ms 2.98%
330 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 4, 1, 'd') 1.491ms 1.513ms 1.46% 1.535ms 2.95%
331 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 1, 4, 'f') 349.159μs 359.458μs 2.95% 352.822μs 1.05%
332 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 4, 4, 'd') 93.167μs 95.886μs 2.92% 93.918μs 0.81%
333 bench_core.CountNonzero.time_count_nonzero_axis(2, 10000, <class 'bool'>) 36.080μs 37.129μs 2.91% 36.332μs 0.70%
334 bench_core.CountNonzero.time_count_nonzero(2, 100, <class 'numpy.int64'>) 1.744μs 1.794μs 2.91% 1.752μs 0.46%
335 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 4, 2, 'f') 142.743μs 146.892μs 2.91% 145.681μs 2.06%
336 bench_ufunc_strides.AVX_ldexp.time_ufunc('d', 2) 57.140μs 58.798μs 2.90% 57.634μs 0.86%
337 bench_random.Bounded.time_bounded('PCG64', [<class 'numpy.uint32'>, 1024]) 275.954μs 277.503μs 0.56% 283.953μs 2.90%
338 bench_random.RNG.time_normal_zig('MT19937') 1.357ms 1.396ms 2.89% 1.380ms 1.71%
339 bench_shape_base.Block.time_block_simple_row_wise(10) 31.879μs 32.359μs 1.50% 32.793μs 2.86%
340 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 4, 1, 'd') 687.683μs 707.350μs 2.86% 695.694μs 1.16%
341 bench_io.LoadtxtUseColsCSV.time_loadtxt_usecols_csv(2) 1.337ms 1.348ms 0.77% 1.375ms 2.85%
342 bench_linalg.Einsum.time_einsum_mul(<class 'numpy.float64'>) 2.142ms 2.202ms 2.81% 2.171ms 1.36%
343 bench_ma.UFunc.time_scalar_1d(False, False, 1000) 53.780μs 53.990μs 0.39% 55.286μs 2.80%
344 bench_scalar.ScalarMath.time_addition('complex64') 911.766ns 925.720ns 1.53% 937.036ns 2.77%
345 bench_import.Import.time_random 116.835ms 118.202ms 1.17% 120.066ms 2.77%
346 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 1, 'f') 21.589μs 21.797μs 0.97% 22.182μs 2.75%
347 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 4, 2, 'd') 1.269ms 1.269ms 0.03% 1.304ms 2.75%
348 bench_linalg.Lstsq.time_numpy_linalg_lstsq_a__b_float64 1.964ms 1.991ms 1.37% 2.018ms 2.74%
349 bench_core.CountNonzero.time_count_nonzero(2, 1000000, <class 'numpy.int16'>) 161.782μs 163.840μs 1.27% 166.219μs 2.74%
350 bench_core.Core.time_empty_100 1.167μs 1.199μs 2.74% 1.189μs 1.92%
351 bench_array_coercion.ArrayCoercionSmall.time_asanyarray_dtype(5) 2.926μs 3.006μs 2.73% 2.970μs 1.49%
352 bench_ma.UFunc.time_1d(True, True, 100) 54.917μs 56.029μs 2.02% 56.413μs 2.72%
353 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 2, 'f') 59.956μs 60.924μs 1.62% 61.575μs 2.70%
354 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 1000000, <class 'numpy.int16'>) 2.709ms 2.782ms 2.69% 2.718ms 0.33%
355 bench_core.Core.time_array_empty 2.304μs 2.366μs 2.69% 2.327μs 1.01%
356 bench_ma.UFunc.time_scalar(True, False, 1000) 36.034μs 36.282μs 0.69% 36.988μs 2.65%
357 bench_array_coercion.ArrayCoercionSmall.time_array_no_copy([1]) 4.348μs 4.381μs 0.77% 4.463μs 2.64%
358 bench_ma.Concatenate.time_it('ndarray', 2) 64.045μs 65.016μs 1.52% 65.731μs 2.63%
359 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 10000, <class 'object'>) 1.315ms 1.349ms 2.57% 1.325ms 0.77%
360 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('reciprocal', 1, 'D') 25.677μs 26.336μs 2.57% 26.010μs 1.30%
361 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('reciprocal', 4, 'F') 28.571μs 29.034μs 1.62% 29.305μs 2.57%
362 bench_core.CountNonzero.time_count_nonzero_axis(1, 100, <class 'object'>) 31.458μs 31.702μs 0.78% 32.264μs 2.56%
363 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('complex128', 10000) 2.957ms 3.033ms 2.56% 2.960ms 0.08%
364 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 4, 'f') 1.784ms 1.830ms 2.55% 1.797ms 0.72%
365 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 4, 2, 'f') 144.270μs 147.917μs 2.53% 144.649μs 0.26%
366 bench_core.CountNonzero.time_count_nonzero(3, 1000000, <class 'numpy.int64'>) 2.043ms 2.095ms 2.52% 2.078ms 1.72%
367 bench_scalar.ScalarMath.time_multiplication('int16') 918.585ns 941.648ns 2.51% 931.740ns 1.43%
368 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 4, 1, 'd') 157.206μs 161.132μs 2.50% 157.279μs 0.05%
369 bench_core.Core.time_dstack_l 26.669μs 27.335μs 2.50% 26.825μs 0.58%
370 bench_import.Import.time_matlib 117.530ms 119.261ms 1.47% 120.441ms 2.48%
371 bench_random.Bounded.time_bounded('numpy', [<class 'numpy.uint64'>, 1024]) 1.590ms 1.615ms 1.58% 1.629ms 2.47%
372 bench_indexing.ScalarIndexing.time_assign(2) 36.474μs 36.782μs 0.84% 37.373μs 2.46%
373 bench_reduce.AddReduce.time_axis_0 24.024ms 24.103ms 0.33% 24.616ms 2.46%
374 bench_ma.UFunc.time_scalar_1d(False, False, 10) 49.680μs 49.987μs 0.62% 50.901μs 2.46%
375 bench_io.CopyTo.time_copyto_dense 6.779μs 6.946μs 2.45% 6.930μs 2.22%
376 bench_io.LoadtxtCSVComments.time_comment_loadtxt_csv(100) 41.803μs 41.991μs 0.45% 42.821μs 2.44%
377 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 4, 1, 'f') 52.229μs 53.149μs 1.76% 53.501μs 2.43%
378 bench_function_base.Sort.time_argsort('quick', 'int16', ('uniform',)) 67.476μs 69.116μs 2.43% 67.902μs 0.63%
379 bench_function_base.Sort.time_sort('heap', 'int16', ('reversed',)) 398.541μs 399.927μs 0.35% 408.196μs 2.42%
380 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 100, <class 'numpy.int16'>) 19.819μs 20.292μs 2.38% 20.011μs 0.96%
381 bench_io.LoadtxtCSVComments.time_comment_loadtxt_csv(100000) 29.615ms 30.065ms 1.52% 30.319ms 2.38%
382 bench_reduce.AddReduceSeparate.time_reduce(1, 'complex256') 2.359ms 2.415ms 2.36% 2.398ms 1.66%
383 bench_core.VarComplex.time_var(1000) 96.090μs 98.337μs 2.34% 97.842μs 1.82%
384 bench_function_base.Sort.time_argsort('heap', 'int64', ('reversed',)) 466.108μs 472.026μs 1.27% 476.917μs 2.32%
385 bench_reduce.AddReduceSeparate.time_reduce(1, 'int64') 660.212μs 674.040μs 2.09% 675.506μs 2.32%
386 bench_shape_base.Block2D.time_block2d((16, 16), 'uint64', (4, 4)) 128.120μs 128.288μs 0.13% 131.084μs 2.31%
387 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 2, 1, 'f') 53.668μs 54.901μs 2.30% 54.465μs 1.48%
388 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 2, 'd') 76.773μs 77.105μs 0.43% 78.525μs 2.28%
389 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 4, 4, 'f') 48.462μs 48.904μs 0.91% 49.568μs 2.28%
390 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'wrap', 'int32') 10.287μs 10.513μs 2.21% 10.520μs 2.26%
391 bench_itemselection.PutMask.time_sparse(False, 'int32') 3.725μs 3.809μs 2.25% 3.786μs 1.63%
392 bench_scalar.ScalarMath.time_addition_pyint('int32') 10.478μs 10.608μs 1.24% 10.714μs 2.25%
393 bench_scalar.ScalarMath.time_addition_pyint('float64') 7.491μs 7.660μs 2.25% 7.522μs 0.40%
394 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 4, 4, 'd') 1.298ms 1.328ms 2.25% 1.302ms 0.28%
395 bench_lib.Nan.time_nanstd(200, 90.0) 164.692μs 166.090μs 0.85% 168.390μs 2.25%
396 bench_ma.Indexing.time_1d(True, 1, 10) 16.442μs 16.479μs 0.22% 16.810μs 2.24%
397 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 100, <class 'object'>) 45.530μs 46.526μs 2.19% 46.544μs 2.23%
398 bench_core.CorrConv.time_correlate(100000, 100, 'valid') 8.894ms 9.091ms 2.22% 8.898ms 0.04%
399 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 4, 2, 'd') 504.247μs 512.755μs 1.69% 515.437μs 2.22%
400 bench_ma.UFunc.time_scalar(False, True, 1000) 35.980μs 36.014μs 0.09% 36.777μs 2.22%
401 bench_reduce.ArgMax.time_argmax(<class 'numpy.float32'>) 198.938μs 199.719μs 0.39% 203.342μs 2.21%
402 bench_shape_base.Block.time_3d(1, 'block') 95.645μs 97.763μs 2.21% 97.081μs 1.50%
403 bench_lib.Nan.time_nancumsum(200000, 2.0) 1.632ms 1.668ms 2.20% 1.633ms 0.06%
404 bench_linalg.Linalg.time_op('norm', 'float64') 83.425μs 85.215μs 2.15% 85.257μs 2.20%
405 bench_linalg.Einsum.time_einsum_noncon_contig_outstride0(<class 'numpy.float32'>) 38.246μs 38.654μs 1.07% 39.086μs 2.20%
406 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 2, 1, 'd') 37.693μs 38.261μs 1.50% 38.521μs 2.20%
407 bench_linalg.Eindot.time_dot_trans_at_a 25.360ms 25.432ms 0.28% 25.916ms 2.19%
408 bench_ma.Indexing.time_0d(False, 1, 10) 15.337μs 15.448μs 0.73% 15.673μs 2.19%
409 bench_function_base.Sort.time_sort('merge', 'float64', ('ordered',)) 16.072μs 16.272μs 1.25% 16.423μs 2.19%
410 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 4, 2, 'f') 1.214ms 1.227ms 1.06% 1.241ms 2.18%
411 bench_function_base.Sort.time_sort('quick', 'int64', ('reversed',)) 81.325μs 81.493μs 0.21% 83.093μs 2.17%
412 bench_import.Import.time_numpy_inspect 118.146ms 120.696ms 2.16% 118.211ms 0.05%
413 bench_scalar.ScalarMath.time_multiplication('float16') 1.018μs 1.040μs 2.16% 1.040μs 2.14%
414 bench_lib.Nan.time_nanprod(200, 0.1) 34.864μs 35.602μs 2.12% 35.611μs 2.14%
415 bench_itemselection.Take.time_contiguous((1000, 1), 'wrap', 'int16') 5.334μs 5.448μs 2.14% 5.362μs 0.52%
416 bench_lib.Nan.time_nanmean(200000, 2.0) 1.482ms 1.514ms 2.12% 1.510ms 1.91%
417 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 1, 1, 'f') 1.697ms 1.700ms 0.16% 1.733ms 2.11%
418 bench_lib.Nan.time_nanargmin(200, 0.1) 52.501μs 53.306μs 1.53% 53.610μs 2.11%
419 bench_array_coercion.ArrayCoercionSmall.time_array_all_kwargs([1]) 4.962μs 5.067μs 2.10% 5.044μs 1.65%
420 bench_scalar.ScalarMath.time_addition('float16') 1.019μs 1.021μs 0.27% 1.040μs 2.09%
421 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 1, 4, 'f') 452.601μs 454.171μs 0.35% 462.046μs 2.09%
422 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 4, 2, 'd') 168.360μs 169.791μs 0.85% 171.860μs 2.08%
423 bench_ma.UFunc.time_scalar_1d(False, True, 1000) 90.320μs 91.434μs 1.23% 92.191μs 2.07%
424 bench_scalar.ScalarMath.time_multiplication('int64') 911.303ns 913.847ns 0.28% 930.087ns 2.06%
425 bench_ma.Indexing.time_1d(False, 2, 10) 15.354μs 15.466μs 0.73% 15.670μs 2.06%
426 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('float64', 10000) 2.829ms 2.842ms 0.47% 2.887ms 2.05%
427 bench_reduce.SmallReduction.time_small 9.369μs 9.561μs 2.05% 9.504μs 1.44%
428 bench_itemselection.PutMask.time_sparse(False, 'float64') 3.972μs 4.053μs 2.05% 3.990μs 0.47%
429 bench_io.Copy.time_memcpy('complex128') 17.094μs 17.443μs 2.05% 17.311μs 1.27%
430 bench_lib.Nan.time_nanmax(200000, 50.0) 100.051μs 102.096μs 2.04% 101.432μs 1.38%
431 bench_core.Core.time_identity_100 57.408μs 58.574μs 2.03% 58.318μs 1.58%
432 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 4, 2, 'd') 2.741ms 2.796ms 2.02% 2.748ms 0.26%
433 bench_array_coercion.ArrayCoercionSmall.time_array_all_kwargs(5) 3.412μs 3.425μs 0.40% 3.480μs 2.02%
434 bench_ma.UFunc.time_2d(False, False, 10) 39.092μs 39.860μs 1.96% 39.880μs 2.01%
435 bench_lib.Nan.time_nanstd(200, 0.1) 164.339μs 165.916μs 0.96% 167.619μs 2.00%
436 bench_core.CorrConv.time_convolve(1000, 10000, 'full') 10.338ms 10.543ms 1.98% 10.391ms 0.51%
437 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 4, 'd') 127.266μs 129.780μs 1.97% 127.871μs 0.48%
438 bench_scalar.ScalarMath.time_addition('int16') 920.797ns 930.214ns 1.02% 938.868ns 1.96%
439 bench_core.CountNonzero.time_count_nonzero_axis(2, 100, <class 'bool'>) 14.678μs 14.839μs 1.10% 14.964μs 1.95%
440 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 4, 'f') 58.464μs 59.588μs 1.92% 58.517μs 0.09%
441 bench_function_base.Sort.time_sort('merge', 'int16', ('sorted_block', 1000)) 38.219μs 38.559μs 0.89% 38.954μs 1.92%
442 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 1, 1, 'f') 137.603μs 140.248μs 1.92% 139.464μs 1.35%
443 bench_linalg.Einsum.time_einsum_sum_mul2(<class 'numpy.float64'>) 61.087μs 62.141μs 1.73% 62.239μs 1.89%
444 bench_ma.UFunc.time_scalar_1d(True, True, 100) 61.384μs 61.419μs 0.06% 62.533μs 1.87%
445 bench_function_base.Median.time_odd 104.201μs 104.309μs 0.10% 106.151μs 1.87%
446 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 2, 'f') 60.731μs 61.866μs 1.87% 60.853μs 0.20%
447 bench_lib.Nan.time_nanvar(200, 0) 158.488μs 159.724μs 0.78% 161.448μs 1.87%
448 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 1, 4, 'f') 146.259μs 148.090μs 1.25% 148.988μs 1.87%
449 bench_core.CountNonzero.time_count_nonzero_axis(2, 100, <class 'numpy.int64'>) 19.196μs 19.554μs 1.86% 19.416μs 1.14%
450 bench_core.CountNonzero.time_count_nonzero(3, 10000, <class 'numpy.int16'>) 4.316μs 4.396μs 1.85% 4.394μs 1.81%
451 bench_linalg.Einsum.time_einsum_sum_mul2(<class 'numpy.float32'>) 59.682μs 60.415μs 1.23% 60.778μs 1.84%
452 bench_function_base.Sort.time_argsort('quick', 'float64', ('ordered',)) 75.503μs 75.694μs 0.25% 76.879μs 1.82%
453 bench_function_base.Median.time_wide 4.027ms 4.098ms 1.77% 4.100ms 1.82%
454 bench_reduce.AnyAll.time_all_fast 5.766μs 5.870μs 1.81% 5.768μs 0.04%
455 bench_ma.UFunc.time_2d(True, True, 10) 61.408μs 61.882μs 0.77% 62.509μs 1.79%
456 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 100, <class 'numpy.int8'>) 19.784μs 19.839μs 0.28% 20.139μs 1.79%
457 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 2, 'f') 41.321μs 42.060μs 1.79% 41.564μs 0.59%
458 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 4, 2, 'f') 1.755ms 1.786ms 1.78% 1.765ms 0.58%
459 bench_linalg.Linalg.time_op('norm', 'float32') 61.828μs 62.053μs 0.36% 62.927μs 1.78%
460 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 4, 'f') 76.458μs 77.808μs 1.77% 76.620μs 0.21%
461 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 4, 1, 'd') 87.923μs 88.278μs 0.40% 89.468μs 1.76%
462 bench_ma.UFunc.time_2d(True, False, 100) 127.479μs 128.405μs 0.73% 129.716μs 1.76%
463 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 2, 2, 'd') 1.038ms 1.056ms 1.75% 1.047ms 0.88%
464 bench_lib.Nan.time_nanquantile(200000, 2.0) 3.206ms 3.262ms 1.75% 3.228ms 0.71%
465 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 1, 1, 'f') 573.248μs 576.811μs 0.62% 583.242μs 1.74%
466 bench_random.Bounded.time_bounded('Philox', [<class 'numpy.uint8'>, 95]) 1.000ms 1.017ms 1.74% 1.002ms 0.17%
467 bench_import.Import.time_ma 117.421ms 118.167ms 0.64% 119.458ms 1.74%
468 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 1000000, <class 'numpy.int64'>) 2.042ms 2.056ms 0.68% 2.077ms 1.72%
469 bench_random.Randint_dtype.time_randint_slow('bool') 145.003μs 146.035μs 0.71% 147.487μs 1.71%
470 bench_shape_base.Block2D.time_block2d((32, 32), 'uint8', (2, 2)) 48.475μs 48.873μs 0.82% 49.303μs 1.71%
471 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 2, 1, 'd') 63.464μs 64.540μs 1.69% 63.935μs 0.74%
472 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 2, 1, 'd') 470.680μs 478.635μs 1.69% 472.700μs 0.43%
473 bench_overrides.ArrayFunction.time_mock_concatenate_numpy 1.013μs 1.014μs 0.09% 1.030μs 1.69%
474 bench_reduce.AddReduceSeparate.time_reduce(1, 'float16') 3.825ms 3.829ms 0.10% 3.890ms 1.69%
475 bench_lib.Nan.time_nanpercentile(200, 0) 280.069μs 280.868μs 0.28% 284.772μs 1.68%
476 bench_scalar.ScalarMath.time_multiplication('int32') 929.517ns 945.072ns 1.67% 931.659ns 0.23%
477 bench_ma.UFunc.time_scalar_1d(True, False, 10) 67.610μs 68.310μs 1.04% 68.732μs 1.66%
478 bench_scalar.ScalarMath.time_addition_pyint('complex64') 13.458μs 13.681μs 1.66% 13.564μs 0.78%
479 bench_array_coercion.ArrayCoercionSmall.time_ascontiguousarray(1) 1.365μs 1.388μs 1.65% 1.366μs 0.03%
480 bench_core.PackBits.time_packbits_axis0(<class 'bool'>) 569.319μs 572.728μs 0.60% 578.644μs 1.64%
481 bench_scalar.ScalarMath.time_multiplication('longfloat') 1.010μs 1.026μs 1.63% 1.011μs 0.07%
482 bench_function_base.Sort.time_argsort('heap', 'int16', ('uniform',)) 40.030μs 40.681μs 1.62% 40.273μs 0.61%
483 bench_ma.UFunc.time_2d(True, True, 100) 128.602μs 130.682μs 1.62% 130.489μs 1.47%
484 bench_ma.UFunc.time_1d(False, True, 100) 64.575μs 65.615μs 1.61% 65.366μs 1.23%
485 bench_shape_base.Block2D.time_block2d((32, 32), 'uint16', (2, 2)) 53.056μs 53.728μs 1.27% 53.907μs 1.60%
486 bench_core.CountNonzero.time_count_nonzero_axis(1, 100, <class 'numpy.int16'>) 18.184μs 18.476μs 1.60% 18.248μs 0.35%
487 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 10000, <class 'numpy.int16'>) 72.935μs 74.101μs 1.60% 74.035μs 1.51%
488 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 1, 'd') 1.860ms 1.890ms 1.60% 1.886ms 1.37%
489 bench_ma.UFunc.time_2d(False, True, 100) 58.558μs 59.480μs 1.57% 59.122μs 0.96%
490 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 2, 'd') 76.875μs 78.085μs 1.57% 77.597μs 0.94%
491 bench_ma.UFunc.time_scalar(True, False, 10) 35.978μs 36.181μs 0.56% 36.545μs 1.57%
492 bench_core.CountNonzero.time_count_nonzero(2, 1000000, <class 'bool'>) 139.416μs 141.596μs 1.56% 140.501μs 0.78%
493 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 1, 4, 'd') 509.966μs 517.940μs 1.56% 512.070μs 0.41%
494 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 1, 2, 'd') 66.562μs 67.596μs 1.55% 67.176μs 0.92%
495 bench_core.CountNonzero.time_count_nonzero_axis(2, 1000000, <class 'numpy.int8'>) 2.567ms 2.581ms 0.56% 2.606ms 1.54%
496 bench_scalar.ScalarMath.time_multiplication('complex64') 907.898ns 912.936ns 0.55% 921.842ns 1.54%
497 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 2, 4, 'd') 850.818μs 863.865μs 1.53% 853.365μs 0.30%
498 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 2, 'd') 98.349μs 99.281μs 0.95% 99.849μs 1.53%
499 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 2, 4, 'd') 190.379μs 192.885μs 1.32% 193.277μs 1.52%
500 bench_shape_base.Block2D.time_block2d((128, 128), 'uint8', (4, 4)) 165.632μs 168.153μs 1.52% 167.502μs 1.13%
501 bench_function_base.Sort.time_sort('quick', 'int64', ('sorted_block', 1000)) 262.629μs 266.608μs 1.52% 264.352μs 0.66%
502 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 4, 2, 'f') 1.117ms 1.127ms 0.94% 1.134ms 1.51%
503 bench_core.CountNonzero.time_count_nonzero(1, 100, <class 'numpy.int64'>) 1.695μs 1.721μs 1.50% 1.715μs 1.13%
504 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 2, 1, 'd') 2.620ms 2.659ms 1.49% 2.650ms 1.14%
505 bench_lib.Nan.time_nanargmin(200, 90.0) 53.584μs 54.379μs 1.48% 54.159μs 1.07%
506 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 4, 'd') 107.158μs 108.737μs 1.47% 107.876μs 0.67%
507 bench_shape_base.Block2D.time_block2d((32, 32), 'uint8', (4, 4)) 122.557μs 124.363μs 1.47% 124.233μs 1.37%
508 bench_linalg.Eindot.time_matmul_trans_at_a 26.259ms 26.641ms 1.45% 26.373ms 0.43%
509 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 4, 2, 'f') 2.000ms 2.029ms 1.44% 2.029ms 1.42%
510 bench_linalg.Eindot.time_matmul_trans_a_at 9.163ms 9.294ms 1.43% 9.239ms 0.83%
511 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 100, <class 'numpy.int64'>) 19.646μs 19.710μs 0.32% 19.927μs 1.43%
512 bench_random.Random.time_rng('binomial 10 0.5') 411.700μs 413.462μs 0.43% 417.578μs 1.43%
513 bench_io.Copy.time_strided_copy('int16') 11.599μs 11.690μs 0.78% 11.764μs 1.42%
514 bench_core.CountNonzero.time_count_nonzero_axis(3, 100, <class 'numpy.int32'>) 20.035μs 20.076μs 0.21% 20.314μs 1.39%
515 bench_lib.Unique.time_unique(200, 0) 31.223μs 31.229μs 0.02% 31.656μs 1.39%
516 bench_shape_base.Block2D.time_block2d((16, 16), 'uint16', (4, 4)) 118.909μs 120.305μs 1.17% 120.523μs 1.36%
517 bench_core.CountNonzero.time_count_nonzero_axis(1, 100, <class 'bool'>) 14.413μs 14.510μs 0.67% 14.609μs 1.36%
518 bench_random.Bounded.time_bounded('MT19937', [<class 'numpy.uint8'>, 95]) 939.018μs 951.691μs 1.35% 949.418μs 1.11%
519 bench_indexing.IndexingStructured0D.time_array_all 1.634μs 1.635μs 0.05% 1.656μs 1.34%
520 bench_records.Records.time_fromarrays_wo_dtype 105.682ms 106.868ms 1.12% 107.077ms 1.32%
521 bench_linalg.Linalg.time_op('norm', 'int32') 83.339μs 83.884μs 0.65% 84.437μs 1.32%
522 bench_ma.UFunc.time_1d(True, True, 10) 54.360μs 54.582μs 0.41% 55.075μs 1.32%
523 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 2, 1, 'd') 1.144ms 1.159ms 1.31% 1.154ms 0.90%
524 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 4, 4, 'f') 611.579μs 617.311μs 0.94% 619.534μs 1.30%
525 bench_scalar.ScalarMath.time_addition('float32') 916.764ns 920.635ns 0.42% 928.522ns 1.28%
526 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 4, 4, 'f') 2.223ms 2.242ms 0.84% 2.251ms 1.28%
527 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 4, 2, 'd') 1.051ms 1.065ms 1.27% 1.060ms 0.81%
528 bench_reduce.MinMax.time_max(<class 'numpy.float64'>) 18.540μs 18.774μs 1.26% 18.686μs 0.79%
529 bench_ma.UFunc.time_scalar(True, True, 1000) 21.572μs 21.598μs 0.12% 21.840μs 1.24%
530 bench_scalar.ScalarMath.time_addition('int32') 916.650ns 924.980ns 0.91% 927.989ns 1.24%
531 bench_ufunc.UFunc.time_ufunc_types('spacing') 648.887μs 656.819μs 1.22% 649.631μs 0.11%
532 bench_shape_base.Block2D.time_block2d((16, 16), 'uint32', (2, 2)) 48.334μs 48.922μs 1.22% 48.661μs 0.68%
533 bench_core.CountNonzero.time_count_nonzero(1, 1000000, <class 'str'>) 96.761ms 97.920ms 1.20% 97.144ms 0.40%
534 bench_linalg.Linalg.time_op('norm', 'complex256') 213.533μs 216.084μs 1.19% 214.104μs 0.27%
535 bench_core.CountNonzero.time_count_nonzero(1, 10000, <class 'numpy.int8'>) 2.621μs 2.647μs 0.97% 2.653μs 1.19%
536 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 1000000, <class 'numpy.int32'>) 1.518ms 1.536ms 1.18% 1.521ms 0.15%
537 bench_core.PackBits.time_packbits(<class 'bool'>) 3.858μs 3.903μs 1.18% 3.870μs 0.31%
538 bench_linalg.Eindot.time_matmul_d_matmul_b_c 270.096μs 270.350μs 0.09% 273.259μs 1.17%
539 bench_scalar.ScalarMath.time_addition('int64') 912.233ns 921.957ns 1.07% 922.877ns 1.17%
540 bench_scalar.ScalarMath.time_abs('float64') 1.031μs 1.043μs 1.16% 1.032μs 0.05%
541 bench_ma.MA.time_masked_array_l100 54.917μs 55.268μs 0.64% 55.551μs 1.16%
542 bench_function_base.Median.time_tall 3.907ms 3.914ms 0.16% 3.952ms 1.14%
543 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('int32', 100000) 14.732ms 14.812ms 0.54% 14.900ms 1.14%
544 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 1, 1, 'd') 141.256μs 142.860μs 1.14% 142.085μs 0.59%
545 bench_ufunc.UFunc.time_ufunc_types('matmul') 22.647ms 22.773ms 0.55% 22.903ms 1.13%
546 bench_core.PackBits.time_packbits_little(<class 'bool'>) 4.133μs 4.135μs 0.05% 4.179μs 1.12%
547 bench_overrides.ArrayFunction.time_mock_broadcast_to_duck 1.096μs 1.106μs 0.96% 1.108μs 1.11%
548 bench_ma.UFunc.time_scalar(True, False, 100) 36.204μs 36.604μs 1.11% 36.328μs 0.34%
549 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 2, 2, 'f') 51.451μs 52.019μs 1.10% 51.491μs 0.08%
550 bench_ma.UFunc.time_scalar(False, True, 100) 36.366μs 36.446μs 0.22% 36.767μs 1.10%
551 bench_core.CountNonzero.time_count_nonzero(3, 10000, <class 'str'>) 2.843ms 2.852ms 0.30% 2.875ms 1.10%
552 bench_ufunc.UFunc.time_ufunc_types('logical_or') 564.066μs 570.255μs 1.10% 567.450μs 0.60%
553 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 2, 'd') 76.607μs 77.444μs 1.09% 76.773μs 0.22%
554 bench_lib.Nan.time_nanmean(200, 50.0) 79.162μs 79.691μs 0.67% 80.012μs 1.07%
555 bench_function_base.Sort.time_sort('quick', 'int16', ('reversed',)) 90.180μs 91.140μs 1.06% 90.505μs 0.36%
556 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 4, 'f') 67.127μs 67.829μs 1.05% 67.725μs 0.89%
557 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 1, 1, 'd') 2.627ms 2.639ms 0.46% 2.654ms 1.03%
558 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 1, 4, 'd') 108.682μs 109.789μs 1.02% 108.787μs 0.10%
559 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 4, 1, 'd') 158.702μs 159.413μs 0.45% 160.299μs 1.01%
560 bench_itemselection.PutMask.time_sparse(False, 'float32') 3.698μs 3.735μs 1.00% 3.701μs 0.06%
561 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 1, 4, 'f') 140.259μs 140.526μs 0.19% 141.657μs 1.00%
562 bench_itemselection.Take.time_contiguous((1000, 3), 'raise', 'float32') 14.378μs 14.450μs 0.50% 14.521μs 0.99%
563 bench_core.CountNonzero.time_count_nonzero(1, 100, <class 'numpy.int32'>) 1.654μs 1.666μs 0.77% 1.670μs 0.99%
564 bench_array_coercion.ArrayCoercionSmall.time_array_subok(array([5])) 2.567μs 2.583μs 0.59% 2.593μs 0.99%
565 bench_ma.UFunc.time_scalar_1d(True, False, 100) 71.910μs 72.310μs 0.56% 72.605μs 0.97%
566 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 4, 'd') 2.008ms 2.027ms 0.95% 2.027ms 0.94%
567 bench_core.CountNonzero.time_count_nonzero(2, 10000, <class 'numpy.int32'>) 5.023μs 5.071μs 0.95% 5.038μs 0.30%
568 bench_itemselection.Take.time_contiguous((1000, 2), 'raise', 'complex128') 21.632μs 21.807μs 0.81% 21.835μs 0.94%
569 bench_shape_base.Block.time_block_simple_column_wise(10) 54.886μs 55.016μs 0.24% 55.398μs 0.93%
570 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 1, 2, 'f') 1.069ms 1.079ms 0.93% 1.075ms 0.51%
571 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 4, 1, 'd') 786.403μs 793.686μs 0.93% 789.972μs 0.45%
572 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 1, 1, 'f') 89.319μs 90.138μs 0.92% 89.641μs 0.36%
573 bench_core.CountNonzero.time_count_nonzero(3, 1000000, <class 'numpy.int8'>) 210.906μs 211.424μs 0.25% 212.816μs 0.91%
574 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 1, 2, 'f') 91.166μs 91.963μs 0.87% 91.333μs 0.18%
575 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 2, 4, 'f') 66.518μs 66.853μs 0.50% 67.088μs 0.86%
576 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 1, 1, 'd') 1.139ms 1.149ms 0.85% 1.142ms 0.29%
577 bench_function_base.Sort.time_sort('quick', 'int16', ('sorted_block', 100)) 326.346μs 329.124μs 0.85% 328.068μs 0.53%
578 bench_io.LoadtxtUseColsCSV.time_loadtxt_usecols_csv([1, 3]) 1.601ms 1.610ms 0.57% 1.614ms 0.85%
579 bench_core.CountNonzero.time_count_nonzero_axis(2, 100, <class 'numpy.int32'>) 19.301μs 19.458μs 0.82% 19.463μs 0.84%
580 bench_function_base.Sort.time_argsort('merge', 'float64', ('sorted_block', 1000)) 62.905μs 63.018μs 0.18% 63.432μs 0.84%
581 bench_ufunc.UFunc.time_ufunc_types('arctan2') 2.016ms 2.020ms 0.16% 2.033ms 0.84%
582 bench_core.CountNonzero.time_count_nonzero(3, 1000000, <class 'numpy.int32'>) 795.424μs 796.931μs 0.19% 802.046μs 0.83%
583 bench_function_base.Sort.time_argsort('heap', 'float64', ('uniform',)) 43.750μs 44.052μs 0.69% 44.111μs 0.83%
584 bench_core.CountNonzero.time_count_nonzero(3, 10000, <class 'numpy.int64'>) 15.038μs 15.162μs 0.82% 15.147μs 0.72%
585 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 2, 4, 'f') 64.103μs 64.628μs 0.82% 64.450μs 0.54%
586 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 1, 1, 'f') 847.263μs 854.133μs 0.81% 848.931μs 0.20%
587 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 1, 1, 'd') 1.202ms 1.205ms 0.23% 1.212ms 0.80%
588 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('float64', 100) 40.961μs 41.286μs 0.80% 41.117μs 0.38%
589 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 1, 4, 'd') 182.565μs 184.016μs 0.80% 183.649μs 0.59%
590 bench_random.Random.time_rng('uniform') 33.032μs 33.215μs 0.55% 33.295μs 0.79%
591 bench_ma.MA.time_masked_array_l100_t100 77.276μs 77.889μs 0.79% 77.504μs 0.30%
592 bench_io.LoadtxtReadUint64Integers.time_read_uint64_neg_values(10000) 3.226ms 3.240ms 0.43% 3.251ms 0.79%
593 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 1, 4, 'd') 108.819μs 109.671μs 0.78% 109.081μs 0.24%
594 bench_function_base.Sort.time_sort('heap', 'float64', ('uniform',)) 38.758μs 39.061μs 0.78% 39.051μs 0.76%
595 bench_function_base.Sort.time_sort('merge', 'int16', ('random',)) 35.176μs 35.449μs 0.78% 35.390μs 0.61%
596 bench_ufunc.CustomInplace.time_char_or 53.086μs 53.496μs 0.77% 53.218μs 0.25%
597 bench_core.CorrConv.time_convolve(100000, 1000, 'same') 102.685ms 102.959ms 0.27% 103.473ms 0.77%
598 bench_shape_base.Block2D.time_block2d((64, 64), 'uint8', (2, 2)) 60.214μs 60.625μs 0.68% 60.673μs 0.76%
599 bench_core.CorrConv.time_correlate(1000, 10000, 'valid') 9.232ms 9.247ms 0.16% 9.301ms 0.75%
600 bench_import.Import.time_fft 117.986ms 118.124ms 0.12% 118.867ms 0.75%
601 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 1, 2, 'd') 477.127μs 480.570μs 0.72% 478.255μs 0.24%
602 bench_array_coercion.ArrayCoercionSmall.time_asanyarray_dtype(range(0, 3)) 5.681μs 5.691μs 0.17% 5.721μs 0.72%
603 bench_function_base.Sort.time_sort('heap', 'int64', ('sorted_block', 100)) 645.193μs 645.819μs 0.10% 649.756μs 0.71%
604 bench_core.CountNonzero.time_count_nonzero(2, 100, <class 'numpy.int16'>) 1.678μs 1.690μs 0.70% 1.690μs 0.67%
605 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 2, 4, 'f') 2.340ms 2.346ms 0.25% 2.357ms 0.69%
606 bench_core.UnpackBits.time_unpackbits_axis1_little 115.560μs 115.590μs 0.03% 116.334μs 0.67%
607 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 4, 2, 'd') 191.937μs 192.426μs 0.25% 193.221μs 0.67%
608 bench_lib.Nan.time_nanquantile(200, 0.1) 269.454μs 271.192μs 0.65% 270.128μs 0.25%
609 bench_lib.Nan.time_nansum(200, 90.0) 35.845μs 36.073μs 0.64% 35.979μs 0.37%
610 bench_ufunc.UFunc.time_ufunc_types('logaddexp') 619.570μs 622.756μs 0.51% 623.329μs 0.61%
611 bench_scalar.ScalarMath.time_addition_pyint('longfloat') 7.310μs 7.326μs 0.22% 7.354μs 0.59%
612 bench_indexing.ScalarIndexing.time_assign(0) 16.791μs 16.807μs 0.10% 16.888μs 0.58%
613 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 4, 1, 'f') 35.390μs 35.461μs 0.20% 35.589μs 0.56%
614 bench_indexing.Indexing.time_op('indexes_rand_', 'I', '') 805.880μs 810.315μs 0.55% 805.931μs 0.01%
615 bench_array_coercion.ArrayCoercionSmall.time_array_dtype_not_kwargs(array([5])) 1.443μs 1.450μs 0.52% 1.449μs 0.43%
616 bench_function_base.Sort.time_sort('quick', 'int64', ('random',)) 407.923μs 409.984μs 0.51% 409.485μs 0.38%
617 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('int32', 100) 27.214μs 27.350μs 0.50% 27.269μs 0.20%
618 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('object', 10000) 5.053ms 5.078ms 0.50% 5.056ms 0.06%
619 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint64'>, 8) 23.030μs 23.144μs 0.50% 23.095μs 0.29%
620 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 4, 'f') 58.047μs 58.331μs 0.49% 58.265μs 0.38%
621 bench_lib.Nan.time_nanvar(200, 90.0) 158.206μs 158.944μs 0.47% 158.619μs 0.26%
622 bench_linalg.Eindot.time_dot_trans_a_at 9.136ms 9.145ms 0.10% 9.178ms 0.46%
623 bench_function_base.Sort.time_sort('merge', 'int16', ('ordered',)) 9.710μs 9.750μs 0.41% 9.754μs 0.46%
624 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 10000, <class 'numpy.int32'>) 78.862μs 79.190μs 0.42% 79.208μs 0.44%
625 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('float32', 10) 15.266μs 15.332μs 0.43% 15.321μs 0.36%
626 bench_function_base.Sort.time_argsort('merge', 'float64', ('ordered',)) 20.013μs 20.098μs 0.42% 20.053μs 0.20%
627 bench_ufunc_strides.AVX_UFunc_log.time_log(2, 'f') 49.099μs 49.300μs 0.41% 49.272μs 0.35%
628 bench_function_base.Select.time_select_larger 627.300μs 628.359μs 0.17% 629.859μs 0.41%
629 bench_itemselection.PutMask.time_dense(True, 'int64') 3.795μs 3.810μs 0.40% 3.809μs 0.36%
630 bench_function_base.Sort.time_argsort('quick', 'int16', ('sorted_block', 100)) 389.644μs 391.004μs 0.35% 391.041μs 0.36%
631 bench_core.CountNonzero.time_count_nonzero(1, 10000, <class 'str'>) 958.439μs 958.736μs 0.03% 961.645μs 0.33%
632 bench_core.CountNonzero.time_count_nonzero(2, 1000000, <class 'str'>) 193.120ms 193.716ms 0.31% 193.148ms 0.01%
633 bench_function_base.Sort.time_argsort('quick', 'float64', ('uniform',)) 126.156μs 126.543μs 0.31% 126.274μs 0.09%
634 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('str', 10) 66.423μs 66.478μs 0.08% 66.613μs 0.29%
635 bench_core.CorrConv.time_convolve(100000, 10, 'full') 263.169μs 263.844μs 0.26% 263.490μs 0.12%
636 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 1, 2, 'd') 1.715ms 1.719ms 0.24% 1.719ms 0.25%
637 bench_shape_base.Block2D.time_block2d((16, 16), 'uint16', (2, 2)) 45.492μs 45.553μs 0.13% 45.599μs 0.24%
638 bench_linalg.Eindot.time_matmul_trans_a_atc 9.485ms 9.505ms 0.21% 9.487ms 0.01%
639 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 2, 1, 'f') 2.244ms 2.248ms 0.18% 2.244ms 0.02%
640 bench_io.LoadtxtCSVSkipRows.time_skiprows_csv(10000) 95.454ms 95.574ms 0.13% 95.561ms 0.11%
641 bench_function_base.Sort.time_argsort('heap', 'int64', ('sorted_block', 1000)) 607.817μs 608.035μs 0.04% 608.329μs 0.08%
642 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 1, 4, 'f') 2.232ms 2.233ms 0.07% 2.233ms 0.04%
643 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 4, 1, 'f') 1.364ms 434.724μs -68.13% 440.224μs -67.73%
644 bench_core.CorrConv.time_correlate(100000, 10, 'full') 590.861μs 254.708μs -56.89% 255.383μs -56.78%
645 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 2, 1, 'f') 2.161ms 1.007ms -53.41% 1.014ms -53.10%
646 bench_lib.Nan.time_nanmin(200000, 0.1) 213.893μs 101.115μs -52.73% 101.154μs -52.71%
647 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 2, 2, 'f') 921.544μs 439.704μs -52.29% 441.564μs -52.08%
648 bench_lib.Nan.time_nanmin(200000, 90.0) 210.770μs 102.161μs -51.53% 102.244μs -51.49%
649 bench_lib.Nan.time_nanmin(200000, 0) 202.617μs 100.631μs -50.33% 100.802μs -50.25%
650 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 2, 1, 'd') 1.715ms 882.258μs -48.57% 884.931μs -48.41%
651 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 2, 1, 'f') 1.998ms 1.092ms -45.35% 1.105ms -44.68%
652 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 2, 4, 'd') 936.097μs 521.437μs -44.30% 527.222μs -43.68%
653 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 1, 4, 'f') 2.028ms 1.133ms -44.12% 1.157ms -42.95%
654 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 4, 1, 'f') 2.995ms 1.691ms -43.54% 2.998ms 0.12%
655 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 1, 4, 'd') 2.192ms 1.254ms -42.80% 1.257ms -42.62%
656 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 1, 4, 'f') 3.048ms 1.760ms -42.27% 3.099ms 1.68%
657 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 2, 4, 'f') 2.106ms 1.256ms -40.34% 1.283ms -39.05%
658 bench_app.LaplaceInplace.time_it('inplace') 561.286ms 339.985ms -39.43% 406.848ms -27.52%
659 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 1, 4, 'd') 2.944ms 1.805ms -38.69% 3.003ms 2.02%
660 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 4, 2, 'd') 3.048ms 2.009ms -34.08% 2.012ms -33.97%
661 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 2, 2, 'd') 2.976ms 1.987ms -33.24% 2.010ms -32.47%
662 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 2, 1, 'f') 131.512μs 89.696μs -31.80% 93.309μs -29.05%
663 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 4, 1, 'd') 3.793ms 2.706ms -28.66% 2.714ms -28.46%
664 bench_core.CorrConv.time_correlate(50, 10000, 'full') 588.057μs 439.129μs -25.33% 439.678μs -25.23%
665 bench_ufunc.UFunc.time_ufunc_types('expm1') 10.735ms 8.101ms -24.54% 8.147ms -24.11%
666 bench_ufunc.UFunc.time_ufunc_types('cbrt') 2.368ms 1.807ms -23.66% 1.819ms -23.17%
667 bench_core.CorrConv.time_convolve(50, 10000, 'same') 535.928μs 413.677μs -22.81% 416.446μs -22.29%
668 bench_ufunc.UFunc.time_ufunc_types('log10') 4.576ms 3.574ms -21.90% 3.606ms -21.19%
669 bench_random.Bounded.time_bounded('SFC64', [<class 'numpy.uint32'>, 2047]) 320.470μs 265.603μs -17.12% 283.935μs -11.40%
670 bench_random.Bounded.time_bounded('SFC64', [<class 'numpy.uint32'>, 1535]) 321.935μs 267.926μs -16.78% 289.272μs -10.15%
671 bench_ufunc.UFunc.time_ufunc_types('divide') 1.287ms 1.079ms -16.13% 1.100ms -14.48%
672 bench_ufunc.UFunc.time_ufunc_types('exp2') 5.799ms 4.911ms -15.32% 4.917ms -15.21%
673 bench_ufunc.UFunc.time_ufunc_types('tanh') 6.789ms 5.776ms -14.92% 5.895ms -13.17%
674 bench_ufunc.UFunc.time_ufunc_types('float_power') 12.678ms 10.786ms -14.92% 11.016ms -13.11%
675 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 4, 4, 'd') 269.925μs 229.719μs -14.90% 232.144μs -14.00%
676 bench_ufunc.UFunc.time_ufunc_types('sinh') 7.915ms 6.830ms -13.71% 6.835ms -13.65%
677 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 2, 4, 'f') 172.887μs 150.688μs -12.84% 154.406μs -10.69%
678 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 1, 4, 'd') 206.709μs 180.259μs -12.80% 193.893μs -6.20%
679 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 1, 4, 'd') 152.338μs 132.900μs -12.76% 134.765μs -11.54%
680 bench_io.Copy.time_memcpy_large_out_of_place('complex64') 4.622ms 4.044ms -12.51% 4.686ms 1.37%
681 bench_ma.UFunc.time_1d(False, True, 10) 73.223μs 64.574μs -11.81% 65.317μs -10.80%
682 bench_random.Bounded.time_bounded('SFC64', [<class 'numpy.uint64'>, 2047]) 337.784μs 298.558μs -11.61% 330.614μs -2.12%
683 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 1, 2, 'd') 163.006μs 145.064μs -11.01% 149.612μs -8.22%
684 bench_random.Bounded.time_bounded('SFC64', [<class 'numpy.uint64'>, 1024]) 337.524μs 301.614μs -10.64% 345.744μs 2.44%
685 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 1, 2, 'd') 171.600μs 154.427μs -10.01% 159.577μs -7.01%
686 bench_lib.Nan.time_nancumprod(200, 0.1) 33.151μs 29.912μs -9.77% 30.072μs -9.29%
687 bench_lib.Nan.time_nanquantile(200000, 0) 2.772ms 2.515ms -9.28% 2.921ms 5.37%
688 bench_linalg.Einsum.time_einsum_noncon_contig_contig(<class 'numpy.float64'>) 48.975μs 44.699μs -8.73% 45.274μs -7.56%
689 bench_random.Bounded.time_bounded('numpy', [<class 'numpy.uint64'>, 95]) 844.801μs 771.936μs -8.63% 806.777μs -4.50%
690 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 4, 2, 'd') 201.319μs 184.359μs -8.42% 186.487μs -7.37%
691 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 2, 4, 'd') 206.898μs 189.541μs -8.39% 198.736μs -3.94%
692 bench_lib.Nan.time_nanmedian(200000, 0) 3.185ms 2.921ms -8.32% 2.969ms -6.79%
693 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 4, 4, 'f') 158.418μs 145.268μs -8.30% 162.821μs 2.78%
694 bench_lib.Nan.time_nanquantile(200000, 0.1) 3.199ms 2.948ms -7.86% 3.142ms -1.80%
695 bench_itemselection.Take.time_contiguous((1000, 3), 'clip', 'complex128') 31.476μs 29.126μs -7.47% 29.439μs -6.47%
696 bench_core.CorrConv.time_convolve(50, 100, 'full') 15.547μs 14.418μs -7.27% 14.542μs -6.47%
697 bench_lib.Nan.time_nanpercentile(200000, 0) 3.403ms 3.157ms -7.23% 3.163ms -7.06%
698 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 2, 'f') 65.468μs 60.907μs -6.97% 61.062μs -6.73%
699 bench_ufunc.ArgParsing.time_add_arg_parsing((array(1.), array(2.), subok=True, where=True)) 2.677μs 2.493μs -6.89% 2.543μs -5.02%
700 bench_ufunc.UFunc.time_ufunc_types('ceil') 509.828μs 475.073μs -6.82% 488.331μs -4.22%
701 bench_itemselection.PutMask.time_dense(True, 'float32') 3.923μs 3.664μs -6.61% 3.740μs -4.68%
702 bench_lib.Nan.time_nanstd(200000, 2.0) 2.225ms 2.078ms -6.59% 2.186ms -1.72%
703 bench_itemselection.Take.time_contiguous((1000, 3), 'wrap', 'float64') 20.052μs 18.748μs -6.50% 18.855μs -5.97%
704 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 1, 'd') 82.238μs 76.910μs -6.48% 78.557μs -4.48%
705 bench_core.Core.time_tril_indices_500 1.541ms 1.441ms -6.48% 1.486ms -3.52%
706 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 2, 'd') 105.074μs 98.380μs -6.37% 99.013μs -5.77%
707 bench_random.Bounded.time_bounded('numpy', [<class 'numpy.uint32'>, 1024]) 1.606ms 1.504ms -6.36% 1.681ms 4.62%
708 bench_random.Bounded.time_bounded('PCG64', [<class 'numpy.uint16'>, 2047]) 291.443μs 272.949μs -6.35% 292.457μs 0.35%
709 bench_indexing.Indexing.time_op('indexes_', 'I', '=1') 344.456μs 322.621μs -6.34% 330.791μs -3.97%
710 bench_io.Copy.time_strided_assign('float32') 6.313μs 5.920μs -6.22% 6.028μs -4.51%
711 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 4, 1, 'd') 147.312μs 138.205μs -6.18% 142.304μs -3.40%
712 bench_ufunc.UFunc.time_ufunc_types('true_divide') 1.135ms 1.066ms -6.03% 1.082ms -4.61%
713 bench_ufunc.UFunc.time_ufunc_types('sign') 783.086μs 735.936μs -6.02% 801.400μs 2.34%
714 bench_itemselection.PutMask.time_dense(True, 'int16') 3.943μs 3.711μs -5.90% 3.725μs -5.55%
715 bench_ufunc.Custom.time_or_bool 2.840μs 2.674μs -5.83% 2.784μs -1.97%
716 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 1, 2, 'd') 160.453μs 151.356μs -5.67% 156.581μs -2.41%
717 bench_ma.Concatenate.time_it('unmasked', 2) 48.326μs 45.593μs -5.65% 47.176μs -2.38%
718 bench_core.CountNonzero.time_count_nonzero(1, 1000000, <class 'numpy.int16'>) 85.499μs 80.665μs -5.65% 85.580μs 0.09%
719 bench_function_base.Sort.time_sort('heap', 'int16', ('uniform',)) 30.114μs 28.413μs -5.65% 28.675μs -4.78%
720 bench_random.Shuffle.time_100000 1.339ms 1.264ms -5.64% 1.319ms -1.51%
721 bench_itemselection.PutMask.time_sparse(True, 'int64') 3.763μs 3.551μs -5.63% 3.558μs -5.45%
722 bench_random.RNG.time_32bit('numpy') 324.728μs 306.621μs -5.58% 316.281μs -2.60%
723 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 4, 4, 'f') 157.177μs 148.533μs -5.50% 166.069μs 5.66%
724 bench_ufunc.UFunc.time_ufunc_types('equal') 568.353μs 537.205μs -5.48% 550.610μs -3.12%
725 bench_lib.Nan.time_nanpercentile(200000, 50.0) 5.411ms 5.115ms -5.48% 5.190ms -4.08%
726 bench_core.Indices.time_indices 1.759ms 1.664ms -5.39% 1.687ms -4.06%
727 bench_core.PackBits.time_packbits_little(<class 'numpy.uint64'>) 65.557μs 62.072μs -5.31% 62.717μs -4.33%
728 bench_io.Copy.time_cont_assign('float64') 6.818μs 6.458μs -5.29% 6.472μs -5.08%
729 bench_core.CountNonzero.time_count_nonzero(2, 1000000, <class 'numpy.int32'>) 444.052μs 420.689μs -5.26% 440.104μs -0.89%
730 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 4, 'd') 129.334μs 122.546μs -5.25% 125.215μs -3.18%
731 bench_random.Bounded.time_bounded('Philox', [<class 'numpy.uint8'>, 64]) 735.052μs 696.707μs -5.22% 746.540μs 1.56%
732 bench_trim_zeros.TrimZeros.time_trim_zeros(dtype('float64'), 30000) 14.414ms 13.665ms -5.20% 13.851ms -3.91%
733 bench_itemselection.Take.time_contiguous((1000, 1), 'clip', 'complex128') 13.999μs 13.277μs -5.16% 13.366μs -4.52%
734 bench_shape_base.Block2D.time_block2d((16, 16), 'uint64', (2, 2)) 56.045μs 53.157μs -5.15% 53.234μs -5.02%
735 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 4, 4, 'f') 156.666μs 148.652μs -5.12% 154.426μs -1.43%
736 bench_function_base.Sort.time_argsort('quick', 'float64', ('sorted_block', 1000)) 360.630μs 342.245μs -5.10% 350.390μs -2.84%
737 bench_core.CountNonzero.time_count_nonzero_axis(2, 1000000, <class 'numpy.int16'>) 2.775ms 2.634ms -5.07% 2.790ms 0.53%
738 bench_random.RNG.time_normal_zig('PCG64') 1.099ms 1.043ms -5.05% 1.132ms 3.04%
739 bench_random.Bounded.time_bounded('MT19937', [<class 'numpy.uint16'>, 95]) 243.212μs 230.980μs -5.03% 279.003μs 14.72%
740 bench_ma.UFunc.time_scalar_1d(False, False, 100) 52.478μs 49.839μs -5.03% 51.788μs -1.32%
741 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 1, 4, 'd') 113.478μs 107.807μs -5.00% 109.020μs -3.93%
742 bench_shape_base.Block2D.time_block2d((1024, 1024), 'uint64', (2, 2)) 2.755ms 2.618ms -4.97% 2.658ms -3.50%
743 bench_itemselection.Take.time_contiguous((1000, 1), 'raise', 'longfloat') 13.581μs 12.912μs -4.93% 12.930μs -4.79%
744 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 4, 'f') 78.348μs 74.547μs -4.85% 76.021μs -2.97%
745 bench_core.CountNonzero.time_count_nonzero_axis(2, 1000000, <class 'numpy.int32'>) 3.188ms 3.034ms -4.83% 3.284ms 2.99%
746 bench_lib.Nan.time_nancumsum(200, 0.1) 31.783μs 30.259μs -4.79% 31.321μs -1.45%
747 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 2, 4, 'f') 155.431μs 147.987μs -4.79% 167.476μs 7.75%
748 bench_lib.Nan.time_nanmax(200000, 2.0) 104.867μs 99.883μs -4.75% 102.229μs -2.52%
749 bench_ufunc.UFunc.time_ufunc_types('conjugate') 689.388μs 656.787μs -4.73% 662.212μs -3.94%
750 bench_itemselection.Take.time_contiguous((1000, 2), 'wrap', 'float16') 7.685μs 7.322μs -4.72% 7.355μs -4.29%
751 bench_core.CountNonzero.time_count_nonzero_axis(1, 1000000, <class 'numpy.int32'>) 1.601ms 1.526ms -4.69% 1.558ms -2.72%
752 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('absolute', 1, 'F') 34.344μs 32.742μs -4.66% 33.203μs -3.32%
753 bench_itemselection.Take.time_contiguous((1000, 1), 'raise', 'float16') 5.318μs 5.071μs -4.65% 5.814μs 9.32%
754 bench_ufunc.CustomScalar.time_less_than_scalar2(<class 'numpy.float32'>) 10.127μs 9.658μs -4.63% 9.795μs -3.29%
755 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 4, 4, 'd') 783.249μs 747.974μs -4.50% 757.538μs -3.28%
756 bench_io.Copy.time_memcpy_large_out_of_place('complex128') 7.538ms 7.199ms -4.49% 7.390ms -1.96%
757 bench_ma.UFunc.time_scalar_1d(False, True, 100) 81.204μs 77.611μs -4.42% 79.789μs -1.74%
758 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 4, 1, 'd') 165.047μs 157.748μs -4.42% 160.954μs -2.48%
759 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 4, 2, 'f') 64.454μs 61.608μs -4.42% 66.277μs 2.83%
760 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 1, 4, 'f') 156.886μs 149.976μs -4.40% 155.295μs -1.01%
761 bench_ma.Concatenate.time_it('unmasked', 100) 417.952μs 399.619μs -4.39% 407.304μs -2.55%
762 bench_reduce.AddReduceSeparate.time_reduce(1, 'int16') 817.361μs 781.650μs -4.37% 803.079μs -1.75%
763 bench_itemselection.Take.time_contiguous((1000, 3), 'wrap', 'int64') 19.719μs 18.860μs -4.36% 18.887μs -4.22%
764 bench_ufunc.UFunc.time_ufunc_types('fabs') 517.487μs 494.982μs -4.35% 504.164μs -2.57%
765 bench_core.CountNonzero.time_count_nonzero_axis(3, 1000000, <class 'numpy.int64'>) 6.018ms 5.758ms -4.31% 6.235ms 3.61%
766 bench_trim_zeros.TrimZeros.time_trim_zeros(dtype('float64'), 300000) 142.545ms 136.428ms -4.29% 138.558ms -2.80%
767 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 1000000, <class 'bool'>) 821.208μs 786.007μs -4.29% 825.293μs 0.50%
768 bench_lib.Nan.time_nanargmax(200, 0.1) 54.929μs 52.593μs -4.25% 53.814μs -2.03%
769 bench_itemselection.Take.time_contiguous((1000, 1), 'wrap', 'int32') 7.642μs 7.319μs -4.23% 7.383μs -3.39%
770 bench_core.CountNonzero.time_count_nonzero(1, 1000000, <class 'numpy.int64'>) 534.808μs 512.391μs -4.19% 568.892μs 6.37%
771 bench_scalar.ScalarMath.time_addition('complex256') 1.050μs 1.007μs -4.17% 1.026μs -2.28%
772 bench_reduce.AddReduceSeparate.time_reduce(1, 'float32') 259.076μs 248.394μs -4.12% 255.015μs -1.57%
773 bench_shape_base.Block.time_block_complicated(100) 1.861ms 1.784ms -4.10% 1.879ms 0.98%
774 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 4, 'f') 79.378μs 76.129μs -4.09% 77.396μs -2.50%
775 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 1000000, <class 'numpy.int8'>) 2.572ms 2.467ms -4.08% 2.506ms -2.57%
776 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 1000000, <class 'numpy.int32'>) 3.067ms 2.943ms -4.04% 3.278ms 6.91%
777 bench_ufunc.CustomInplace.time_int_or_temp 320.673μs 307.760μs -4.03% 313.215μs -2.33%
778 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 4, 'F') 21.129μs 20.285μs -3.99% 21.365μs 1.11%
779 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 1, 2, 'f') 452.838μs 434.784μs -3.99% 441.389μs -2.53%
780 bench_ufunc.UFunc.time_ufunc_types('deg2rad') 517.919μs 497.368μs -3.97% 501.505μs -3.17%
781 bench_itemselection.Take.time_contiguous((1000, 2), 'raise', 'int32') 9.817μs 9.428μs -3.97% 9.500μs -3.23%
782 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 4, 4, 'd') 1.032ms 991.426μs -3.96% 1.025ms -0.73%
783 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 4, 4, 'd') 1.059ms 1.018ms -3.96% 1.073ms 1.28%
784 bench_trim_zeros.TrimZeros.time_trim_zeros(dtype('float64'), 3000) 1.425ms 1.369ms -3.93% 1.431ms 0.43%
785 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 1, 'f') 44.003μs 42.281μs -3.91% 46.290μs 5.20%
786 bench_lib.Nan.time_nanprod(200000, 0) 1.259ms 1.210ms -3.90% 1.216ms -3.43%
787 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int16'>, 43) 10.370μs 9.967μs -3.89% 10.156μs -2.06%
788 bench_array_coercion.ArrayCoercionSmall.time_array_all_kwargs(range(0, 3)) 6.647μs 6.390μs -3.87% 6.454μs -2.90%
789 bench_shape_base.Block2D.time_block2d((256, 256), 'uint8', (4, 4)) 228.549μs 219.715μs -3.87% 222.635μs -2.59%
790 bench_function_base.Sort.time_argsort('merge', 'int64', ('ordered',)) 15.536μs 14.939μs -3.84% 14.986μs -3.54%
791 bench_io.CopyTo.time_copyto_sparse 42.950μs 41.304μs -3.83% 41.734μs -2.83%
792 bench_ufunc.UFunc.time_ufunc_types('arctanh') 3.961ms 3.810ms -3.82% 3.873ms -2.21%
793 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint8'>, 43) 11.027μs 10.608μs -3.80% 10.663μs -3.30%
794 bench_ufunc.UFunc.time_ufunc_types('not_equal') 576.379μs 554.505μs -3.80% 559.058μs -3.01%
795 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 1000000, <class 'numpy.int64'>) 4.194ms 4.036ms -3.77% 4.479ms 6.80%
796 bench_ufunc.ArgParsing.time_add_arg_parsing((array(1.), array(2.))) 2.366μs 2.277μs -3.77% 2.331μs -1.48%
797 bench_function_base.Sort.time_argsort('merge', 'int16', ('sorted_block', 100)) 115.274μs 110.934μs -3.77% 112.761μs -2.18%
798 bench_trim_zeros.TrimZeros.time_trim_zeros(dtype('complex128'), 3000) 2.345ms 2.257ms -3.75% 2.280ms -2.75%
799 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 4, 4, 'f') 2.141ms 2.061ms -3.74% 2.099ms -1.97%
800 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 4, 2, 'd') 101.367μs 97.639μs -3.68% 100.174μs -1.18%
801 bench_itemselection.Take.time_contiguous((1000, 3), 'clip', 'float16') 10.948μs 10.546μs -3.68% 10.834μs -1.04%
802 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 1, 'f') 35.175μs 33.884μs -3.67% 34.449μs -2.06%
803 bench_array_coercion.ArrayCoercionSmall.time_array([1]) 2.824μs 2.721μs -3.66% 2.729μs -3.38%
804 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 4, 4, 'd') 170.552μs 164.316μs -3.66% 178.150μs 4.46%
805 bench_shape_base.Block2D.time_block2d((1024, 1024), 'uint64', (4, 4)) 3.174ms 3.058ms -3.65% 3.129ms -1.41%
806 bench_core.CorrConv.time_correlate(50, 10, 'full') 4.471μs 4.309μs -3.64% 4.523μs 1.14%
807 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 2, 'D') 20.647μs 19.899μs -3.62% 25.235μs 22.22%
808 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 4, 2, 'd') 103.993μs 100.247μs -3.60% 100.715μs -3.15%
809 bench_trim_zeros.TrimZeros.time_trim_zeros(dtype('complex128'), 300000) 234.357ms 226.013ms -3.56% 231.968ms -1.02%
810 bench_function_base.Sort.time_argsort('merge', 'int16', ('ordered',)) 15.262μs 14.720μs -3.55% 14.763μs -3.27%
811 bench_scalar.ScalarMath.time_power_of_two('int16') 56.417μs 54.424μs -3.53% 57.162μs 1.32%
812 bench_lib.Nan.time_nanprod(200, 0) 35.963μs 34.694μs -3.53% 35.799μs -0.46%
813 bench_shape_base.Block.time_block_simple_column_wise(1) 33.362μs 32.206μs -3.46% 32.876μs -1.46%
814 bench_itemselection.Take.time_contiguous((1000, 2), 'raise', 'float64') 13.479μs 13.014μs -3.45% 13.106μs -2.77%
815 bench_ufunc.Scalar.time_add_scalar_conv_complex 3.372μs 3.256μs -3.45% 3.340μs -0.94%
816 bench_core.CorrConv.time_correlate(50, 10, 'valid') 4.400μs 4.250μs -3.42% 4.364μs -0.82%
817 bench_shape_base.Block.time_block_simple_column_wise(100) 599.246μs 578.811μs -3.41% 580.447μs -3.14%
818 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 2, 1, 'f') 499.347μs 482.345μs -3.40% 483.744μs -3.12%
819 bench_ufunc.UFunc.time_ufunc_types('rad2deg') 512.464μs 495.055μs -3.40% 504.641μs -1.53%
820 bench_core.Core.time_arange_100 1.816μs 1.754μs -3.37% 1.775μs -2.24%
821 bench_ufunc.UFunc.time_ufunc_types('minimum') 897.392μs 867.466μs -3.33% 891.463μs -0.66%
822 bench_shape_base.Block.time_block_simple_row_wise(100) 321.824μs 311.109μs -3.33% 315.336μs -2.02%
823 bench_lib.Nan.time_nansum(200, 0.1) 36.151μs 34.948μs -3.33% 36.198μs 0.13%
824 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 1, 'd') 55.605μs 53.759μs -3.32% 59.095μs 6.28%
825 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 4, 4, 'f') 1.179ms 1.140ms -3.28% 1.174ms -0.42%
826 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 4, 1, 'd') 86.194μs 83.392μs -3.25% 88.185μs 2.31%
827 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 1000000, <class 'numpy.int8'>) 3.824ms 3.701ms -3.23% 3.734ms -2.35%
828 bench_trim_zeros.TrimZeros.time_trim_zeros(dtype('bool'), 30000) 123.843ms 119.858ms -3.22% 124.368ms 0.42%
829 bench_ufunc.CustomScalar.time_add_scalar2(<class 'numpy.float64'>) 17.197μs 16.644μs -3.21% 17.067μs -0.76%
830 bench_linalg.Linalg.time_op('norm', 'complex128') 143.284μs 138.720μs -3.18% 141.285μs -1.39%
831 bench_shape_base.Block2D.time_block2d((512, 512), 'uint16', (2, 2)) 546.649μs 529.242μs -3.18% 542.672μs -0.73%
832 bench_shape_base.Block.time_block_complicated(10) 130.750μs 126.648μs -3.14% 129.966μs -0.60%
833 bench_random.Permutation.time_permutation_int 171.020μs 165.673μs -3.13% 172.766μs 1.02%
834 bench_itemselection.Take.time_contiguous((1000, 2), 'clip', 'complex64') 13.611μs 13.186μs -3.12% 13.600μs -0.08%
835 bench_shape_base.Block2D.time_block2d((256, 256), 'uint32', (2, 2)) 310.939μs 301.230μs -3.12% 306.776μs -1.34%
836 bench_array_coercion.ArrayCoercionSmall.time_asarray_dtype(1) 2.561μs 2.481μs -3.10% 2.535μs -1.01%
837 bench_random.Bounded.time_bounded('MT19937', [<class 'numpy.uint32'>, 2047]) 336.609μs 326.194μs -3.09% 341.148μs 1.35%
838 bench_core.CountNonzero.time_count_nonzero_axis(2, 10000, <class 'numpy.int8'>) 62.724μs 60.793μs -3.08% 69.981μs 11.57%
839 bench_random.Bounded.time_bounded('numpy', [<class 'numpy.uint16'>, 1024]) 1.228ms 1.190ms -3.05% 1.314ms 7.00%
840 bench_lib.Nan.time_nanpercentile(200, 90.0) 303.452μs 294.205μs -3.05% 298.516μs -1.63%
841 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 4, 4, 'd') 164.117μs 159.134μs -3.04% 162.566μs -0.94%
842 bench_itemselection.Take.time_contiguous((1000, 2), 'wrap', 'longfloat') 21.638μs 20.981μs -3.04% 21.282μs -1.65%
843 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 1, 4, 'd') 187.808μs 182.125μs -3.03% 249.311μs 32.75%
844 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 1, 'f') 35.188μs 34.140μs -2.98% 34.674μs -1.46%
845 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 4, 1, 'd') 1.236ms 1.199ms -2.96% 1.278ms 3.38%
846 bench_array_coercion.ArrayCoercionSmall.time_array_no_copy(range(0, 3)) 5.782μs 5.612μs -2.94% 5.656μs -2.17%
847 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 2, 4, 'd') 126.825μs 123.098μs -2.94% 135.408μs 6.77%
848 bench_core.Temporaries.time_large 4.007ms 3.890ms -2.93% 3.952ms -1.37%
849 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 4, 1, 'd') 82.039μs 79.649μs -2.91% 80.965μs -1.31%
850 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 1, 2, 'd') 1.461ms 1.419ms -2.88% 1.419ms -2.85%
851 bench_lib.Nan.time_nanprod(200000, 50.0) 2.313ms 2.247ms -2.86% 2.288ms -1.10%
852 bench_random.Bounded.time_bounded('MT19937', [<class 'numpy.uint64'>, 1535]) 335.415μs 325.867μs -2.85% 332.261μs -0.94%
853 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 2, 'd') 64.652μs 62.825μs -2.83% 62.990μs -2.57%
854 bench_lib.Nan.time_nansum(200000, 90.0) 1.585ms 1.540ms -2.80% 1.555ms -1.88%
855 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int16'>, 8) 10.362μs 10.071μs -2.80% 10.251μs -1.07%
856 bench_function_base.Sort.time_sort('merge', 'int64', ('uniform',)) 13.868μs 13.480μs -2.80% 13.540μs -2.37%
857 bench_ufunc.Custom.time_nonzero 82.490μs 80.186μs -2.79% 81.041μs -1.76%
858 bench_random.Bounded.time_bounded('PCG64', [<class 'numpy.uint32'>, 2047]) 282.582μs 274.705μs -2.79% 284.674μs 0.74%
859 bench_io.CopyTo.time_copyto 19.231μs 18.698μs -2.77% 18.886μs -1.79%
860 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'raise', 'complex256') 37.867μs 36.818μs -2.77% 37.039μs -2.19%
861 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'clip', 'complex256') 37.792μs 36.749μs -2.76% 36.953μs -2.22%
862 bench_lib.Nan.time_nancumprod(200, 2.0) 30.693μs 29.850μs -2.75% 30.022μs -2.19%
863 bench_indexing.IndexingStructured0D.time_array_slice 2.249μs 2.188μs -2.72% 2.226μs -1.00%
864 bench_shape_base.Block.time_block_complicated(1) 83.502μs 81.241μs -2.71% 82.017μs -1.78%
865 bench_shape_base.Block2D.time_block2d((32, 32), 'uint64', (4, 4)) 146.565μs 142.600μs -2.71% 147.315μs 0.51%
866 bench_itemselection.Take.time_contiguous((1000, 2), 'wrap', 'complex256') 36.773μs 35.779μs -2.70% 36.104μs -1.82%
867 bench_core.CountNonzero.time_count_nonzero(1, 10000, <class 'numpy.int16'>) 2.812μs 2.737μs -2.68% 2.754μs -2.05%
868 bench_shape_base.Block2D.time_block2d((512, 512), 'uint32', (4, 4)) 1.127ms 1.097ms -2.68% 1.106ms -1.84%
869 bench_reduce.ArgMax.time_argmax(<class 'bool'>) 10.049μs 9.781μs -2.68% 10.480μs 4.28%
870 bench_itemselection.Take.time_contiguous((1000, 1), 'wrap', 'float64') 9.748μs 9.488μs -2.67% 9.645μs -1.06%
871 bench_array_coercion.ArrayCoercionSmall.time_array(range(0, 3)) 4.137μs 4.027μs -2.66% 4.059μs -1.89%
872 bench_trim_zeros.TrimZeros.time_trim_zeros(dtype('complex128'), 30000) 23.156ms 22.541ms -2.65% 22.918ms -1.03%
873 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 4, 1, 'd') 2.318ms 2.257ms -2.65% 2.294ms -1.02%
874 bench_io.Copy.time_cont_assign('int8') 1.986μs 1.934μs -2.64% 2.116μs 6.53%
875 bench_ufunc.Custom.time_not_bool 2.360μs 2.298μs -2.64% 2.384μs 1.00%
876 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 2, 4, 'f') 97.917μs 95.330μs -2.64% 101.649μs 3.81%
877 bench_shape_base.Block2D.time_block2d((512, 512), 'uint64', (2, 2)) 2.119ms 2.063ms -2.63% 2.103ms -0.73%
878 bench_ufunc.UFunc.time_ufunc_types('trunc') 489.827μs 477.004μs -2.62% 483.027μs -1.39%
879 bench_core.CountNonzero.time_count_nonzero_axis(1, 10000, <class 'bool'>) 26.261μs 25.577μs -2.60% 25.721μs -2.05%
880 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 1, 4, 'd') 178.587μs 173.940μs -2.60% 188.682μs 5.65%
881 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 4, 'd') 164.656μs 160.383μs -2.60% 177.137μs 7.58%
882 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 2, 'd') 63.960μs 62.307μs -2.58% 64.208μs 0.39%
883 bench_lib.Nan.time_nanvar(200000, 0) 1.968ms 1.918ms -2.57% 1.936ms -1.66%
884 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 4, 1, 'd') 1.050ms 1.024ms -2.53% 1.054ms 0.32%
885 bench_lib.Nan.time_nanstd(200, 2.0) 170.408μs 166.095μs -2.53% 169.033μs -0.81%
886 bench_ma.Concatenate.time_it('masked', 100) 507.100μs 494.277μs -2.53% 504.527μs -0.51%
887 bench_shape_base.Block2D.time_block2d((256, 256), 'uint64', (2, 2)) 544.747μs 530.979μs -2.53% 537.949μs -1.25%
888 bench_random.Bounded.time_bounded('SFC64', [<class 'numpy.uint32'>, 1024]) 265.494μs 258.788μs -2.53% 288.908μs 8.82%
889 bench_ma.Indexing.time_1d(False, 2, 1000) 15.680μs 15.288μs -2.51% 15.982μs 1.92%
890 bench_shape_base.Block2D.time_block2d((512, 512), 'uint32', (2, 2)) 1.011ms 986.191μs -2.50% 1.002ms -0.90%
891 bench_ufunc.UFunc.time_ufunc_types('copysign') 439.279μs 428.379μs -2.48% 434.204μs -1.16%
892 bench_ufunc.UFunc.time_ufunc_types('log2') 3.428ms 3.343ms -2.47% 3.387ms -1.19%
893 bench_core.CountNonzero.time_count_nonzero(1, 10000, <class 'numpy.int32'>) 3.560μs 3.472μs -2.46% 3.581μs 0.60%
894 bench_shape_base.Block2D.time_block2d((256, 256), 'uint16', (2, 2)) 192.834μs 188.109μs -2.45% 188.616μs -2.19%
895 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 100, <class 'bool'>) 15.518μs 15.139μs -2.44% 15.192μs -2.10%
896 bench_io.Copy.time_memcpy_large_out_of_place('float64') 4.276ms 4.172ms -2.44% 4.381ms 2.45%
897 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'wrap', 'complex256') 37.247μs 36.339μs -2.44% 36.425μs -2.21%
898 bench_random.Bounded.time_bounded('Philox', [<class 'numpy.uint64'>, 1535]) 440.739μs 430.025μs -2.43% 454.067μs 3.02%
899 bench_ufunc.UFunc.time_ufunc_types('logical_xor') 605.234μs 590.672μs -2.41% 603.700μs -0.25%
900 bench_ufunc.Scalar.time_add_scalar_conv 3.117μs 3.042μs -2.40% 3.061μs -1.77%
901 bench_ma.Indexing.time_1d(False, 1, 1000) 15.308μs 14.940μs -2.40% 15.502μs 1.27%
902 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 4, 4, 'd') 164.623μs 160.680μs -2.40% 163.734μs -0.54%
903 bench_lib.Nan.time_nanvar(200, 0.1) 159.279μs 155.472μs -2.39% 158.892μs -0.24%
904 bench_reduce.AddReduce.time_axis_1 11.893ms 11.609ms -2.39% 11.641ms -2.12%
905 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 1, 4, 'd') 1.328ms 1.296ms -2.39% 1.312ms -1.14%
906 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 4, 2, 'f') 928.143μs 906.008μs -2.38% 913.342μs -1.59%
907 bench_ufunc.UFunc.time_ufunc_types('square') 763.764μs 745.650μs -2.37% 748.936μs -1.94%
908 bench_random.RNG.time_32bit('Philox') 440.050μs 429.704μs -2.35% 499.796μs 13.58%
909 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 4, 4, 'd') 2.633ms 2.571ms -2.35% 2.574ms -2.23%
910 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 2, 4, 'd') 1.017ms 993.384μs -2.34% 1.005ms -1.24%
911 bench_shape_base.Block2D.time_block2d((64, 64), 'uint32', (4, 4)) 165.880μs 162.009μs -2.33% 164.541μs -0.81%
912 bench_shape_base.Block2D.time_block2d((256, 256), 'uint8', (2, 2)) 131.309μs 128.273μs -2.31% 131.513μs 0.16%
913 bench_function_base.Sort.time_sort('merge', 'int64', ('random',)) 459.517μs 448.900μs -2.31% 449.113μs -2.26%
914 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('object', 100) 59.146μs 57.784μs -2.30% 59.333μs 0.32%
915 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 1, 2, 'f') 143.803μs 140.495μs -2.30% 146.366μs 1.78%
916 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 2, 1, 'd') 1.028ms 1.005ms -2.28% 1.012ms -1.57%
917 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 10000, <class 'bool'>) 36.853μs 36.014μs -2.28% 37.622μs 2.09%
918 bench_itemselection.Take.time_contiguous((1000, 2), 'raise', 'complex256') 36.994μs 36.153μs -2.27% 36.985μs -0.02%
919 bench_ufunc.UFunc.time_ufunc_types('less_equal') 582.678μs 569.584μs -2.25% 589.874μs 1.24%
920 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 4, 'd') 124.204μs 121.415μs -2.25% 124.294μs 0.07%
921 bench_array_coercion.ArrayCoercionSmall.time_array_no_copy(array([5])) 1.807μs 1.766μs -2.24% 1.776μs -1.71%
922 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 1, 1, 'f') 2.268ms 2.217ms -2.24% 2.250ms -0.82%
923 bench_ufunc.UFunc.time_ufunc_types('conj') 683.888μs 668.600μs -2.24% 672.663μs -1.64%
924 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 4, 2, 'd') 1.583ms 1.548ms -2.23% 1.633ms 3.16%
925 bench_lib.Nan.time_nanquantile(200, 90.0) 294.641μs 288.092μs -2.22% 295.121μs 0.16%
926 bench_ufunc.UFunc.time_ufunc_types('greater_equal') 581.983μs 569.058μs -2.22% 580.711μs -0.22%
927 bench_ufunc.UFunc.time_ufunc_types('isnat') 647.137ns 632.926ns -2.20% 638.890ns -1.27%
928 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 2, 'd') 101.110μs 98.890μs -2.20% 102.637μs 1.51%
929 bench_lib.Nan.time_nanpercentile(200000, 90.0) 3.607ms 3.529ms -2.19% 3.551ms -1.56%
930 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 4, 1, 'f') 1.046ms 1.023ms -2.18% 1.026ms -1.91%
931 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 2, 4, 'd') 1.636ms 1.601ms -2.17% 1.614ms -1.38%
932 bench_shape_base.Block2D.time_block2d((512, 512), 'uint16', (4, 4)) 654.825μs 640.662μs -2.16% 648.725μs -0.93%
933 bench_ma.UFunc.time_1d(True, False, 10) 65.570μs 64.161μs -2.15% 71.761μs 9.44%
934 bench_overrides.ArrayFunction.time_mock_concatenate_mixed 1.310μs 1.282μs -2.15% 1.337μs 2.05%
935 bench_random.Bounded.time_bounded('PCG64', [<class 'numpy.uint16'>, 95]) 248.221μs 242.907μs -2.14% 271.349μs 9.32%
936 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 1, 1, 'd') 1.475ms 1.444ms -2.14% 1.680ms 13.89%
937 bench_reduce.AddReduceSeparate.time_reduce(0, 'longfloat') 2.608ms 2.552ms -2.14% 2.668ms 2.30%
938 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 4, 4, 'f') 1.467ms 1.436ms -2.14% 2.444ms 66.60%
939 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 1, 2, 'f') 588.102μs 575.611μs -2.12% 579.755μs -1.42%
940 bench_ufunc.UFunc.time_ufunc_types('isnan') 181.488μs 177.635μs -2.12% 178.510μs -1.64%
941 bench_itemselection.PutMask.time_dense(False, 'int16') 4.063μs 3.977μs -2.12% 4.010μs -1.32%
942 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 4, 2, 'f') 503.542μs 492.891μs -2.12% 497.100μs -1.28%
943 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 4, 'd') 162.422μs 158.988μs -2.11% 183.839μs 13.19%
944 bench_itemselection.PutMask.time_dense(False, 'float32') 4.059μs 3.973μs -2.11% 3.996μs -1.56%
945 bench_itemselection.PutMask.time_sparse(True, 'complex64') 3.582μs 3.506μs -2.11% 3.560μs -0.61%
946 bench_function_base.Sort.time_sort('heap', 'float64', ('sorted_block', 1000)) 617.717μs 604.859μs -2.08% 605.311μs -2.01%
947 bench_ufunc.ArgParsing.time_add_arg_parsing((array(1.), array(2.), subok=True)) 2.487μs 2.436μs -2.08% 2.467μs -0.83%
948 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 2, 'f') 42.898μs 42.011μs -2.07% 42.449μs -1.05%
949 bench_itemselection.PutMask.time_sparse(False, 'int16') 4.038μs 3.954μs -2.07% 3.993μs -1.10%
950 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 4, 2, 'f') 150.670μs 147.556μs -2.07% 153.333μs 1.77%
951 bench_scalar.ScalarMath.time_power_of_two('complex64') 65.603μs 64.249μs -2.06% 64.287μs -2.01%
952 bench_itemselection.PutMask.time_dense(False, 'complex256') 6.656μs 6.520μs -2.05% 6.550μs -1.60%
953 bench_function_base.Sort.time_sort('quick', 'float64', ('uniform',)) 111.478μs 109.194μs -2.05% 109.300μs -1.95%
954 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 1, 2, 'd') 795.086μs 778.829μs -2.04% 789.257μs -0.73%
955 bench_core.CorrConv.time_convolve(50, 10, 'valid') 9.932μs 9.729μs -2.04% 9.846μs -0.86%
956 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 4, 4, 'f') 74.477μs 72.957μs -2.04% 75.114μs 0.86%
957 bench_core.CountNonzero.time_count_nonzero_axis(2, 1000000, <class 'numpy.int64'>) 4.195ms 4.110ms -2.02% 4.233ms 0.91%
958 bench_trim_zeros.TrimZeros.time_trim_zeros(dtype('int64'), 30000) 442.146ms 433.200ms -2.02% 436.983ms -1.17%
959 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 1, 'D') 15.778μs 15.460μs -2.02% 22.530μs 42.79%
960 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('conjugate', 2, 'D') 13.594μs 13.322μs -2.00% 13.374μs -1.62%
961 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 2, 1, 'f') 1.213ms 1.189ms -2.00% 1.199ms -1.18%
962 bench_lib.Nan.time_nanargmax(200, 2.0) 54.237μs 53.153μs -2.00% 54.390μs 0.28%
963 bench_indexing.ScalarIndexing.time_index(2) 36.631μs 35.900μs -2.00% 36.616μs -0.04%
964 bench_shape_base.Block2D.time_block2d((256, 256), 'uint32', (4, 4)) 408.108μs 399.962μs -2.00% 412.134μs 0.99%
965 bench_shape_base.Block2D.time_block2d((16, 16), 'uint8', (2, 2)) 45.029μs 44.131μs -1.99% 44.441μs -1.30%
966 bench_trim_zeros.TrimZeros.time_trim_zeros(dtype('int64'), 3000) 43.349ms 42.487ms -1.99% 43.443ms 0.22%
967 bench_indexing.IndexingStructured0D.time_scalar_slice 4.017μs 3.937μs -1.99% 3.965μs -1.28%
968 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint16'>, 8) 11.770μs 11.537μs -1.98% 11.649μs -1.03%
969 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 2, 2, 'd') 2.350ms 2.304ms -1.96% 2.319ms -1.33%
970 bench_ufunc.UFunc.time_ufunc_types('nextafter') 692.646μs 679.073μs -1.96% 741.007μs 6.98%
971 bench_shape_base.Block2D.time_block2d((256, 256), 'uint16', (4, 4)) 286.646μs 281.030μs -1.96% 293.447μs 2.37%
972 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 4, 'd') 164.626μs 161.402μs -1.96% 162.328μs -1.40%
973 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 2, 'F') 17.855μs 17.506μs -1.96% 32.230μs 80.51%
974 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 4, 4, 'd') 1.411ms 1.383ms -1.94% 2.221ms 57.45%
975 bench_array_coercion.ArrayCoercionSmall.time_array_subok(1) 2.519μs 2.470μs -1.94% 2.534μs 0.58%
976 bench_ma.Concatenate.time_it('unmasked+masked', 100) 662.212μs 649.381μs -1.94% 697.319μs 5.30%
977 bench_random.Bounded.time_bounded('MT19937', [<class 'numpy.uint16'>, 1024]) 259.364μs 254.360μs -1.93% 296.142μs 14.18%
978 bench_shape_base.Block2D.time_block2d((1024, 1024), 'uint32', (2, 2)) 1.846ms 1.811ms -1.93% 1.816ms -1.62%
979 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 1, 'd') 54.013μs 52.974μs -1.92% 54.193μs 0.33%
980 bench_random.Bounded.time_bounded('numpy', [<class 'numpy.uint8'>, 127]) 167.584μs 164.360μs -1.92% 164.748μs -1.69%
981 bench_reduce.AnyAll.time_all_slow 9.739μs 9.552μs -1.91% 9.788μs 0.51%
982 bench_lib.Nan.time_nanstd(200000, 0.1) 1.962ms 1.924ms -1.91% 1.954ms -0.41%
983 bench_function_base.Sort.time_sort('merge', 'int16', ('sorted_block', 100)) 35.595μs 34.918μs -1.90% 36.452μs 2.41%
984 bench_function_base.Median.time_even_small 72.097μs 70.731μs -1.89% 71.312μs -1.09%
985 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 4, 4, 'd') 1.153ms 1.131ms -1.89% 1.151ms -0.19%
986 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 10000, <class 'bool'>) 28.787μs 28.244μs -1.89% 28.507μs -0.97%
987 bench_array_coercion.ArrayCoercionSmall.time_asarray_dtype(5) 2.903μs 2.848μs -1.88% 2.957μs 1.85%
988 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 1, 1, 'd') 144.256μs 141.539μs -1.88% 143.035μs -0.85%
989 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 1, 4, 'd') 835.084μs 819.401μs -1.88% 1.623ms 94.40%
990 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 4, 4, 'd') 223.125μs 218.935μs -1.88% 223.911μs 0.35%
991 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 1000000, <class 'numpy.int16'>) 3.966ms 3.892ms -1.86% 4.042ms 1.93%
992 bench_itemselection.Take.time_contiguous((1000, 1), 'clip', 'float16') 5.038μs 4.945μs -1.86% 5.129μs 1.79%
993 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 2, 'f') 42.448μs 41.663μs -1.85% 42.482μs 0.08%
994 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 4, 4, 'f') 618.885μs 607.450μs -1.85% 614.200μs -0.76%
995 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'clip', 'int64') 13.919μs 13.664μs -1.84% 13.694μs -1.62%
996 bench_ufunc.UFunc.time_ufunc_types('add') 858.901μs 843.175μs -1.83% 858.047μs -0.10%
997 bench_reduce.AnyAll.time_any_slow 10.299μs 10.112μs -1.82% 10.121μs -1.73%
998 bench_ufunc.CustomInplace.time_int_or 63.429μs 62.282μs -1.81% 62.989μs -0.69%
999 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 2, 4, 'd') 124.338μs 122.096μs -1.80% 128.796μs 3.59%
1000 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 2, 4, 'f') 1.073ms 1.054ms -1.80% 1.059ms -1.31%
1001 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 4, 1, 'f') 592.923μs 582.272μs -1.80% 582.558μs -1.75%
1002 bench_shape_base.Block2D.time_block2d((128, 128), 'uint64', (2, 2)) 191.164μs 187.734μs -1.79% 188.850μs -1.21%
1003 bench_reduce.AddReduceSeparate.time_reduce(0, 'float32') 200.730μs 197.129μs -1.79% 201.379μs 0.32%
1004 bench_itemselection.PutMask.time_dense(False, 'int32') 4.072μs 3.999μs -1.79% 4.029μs -1.05%
1005 bench_ma.UFunc.time_1d(False, True, 1000) 81.085μs 79.634μs -1.79% 85.743μs 5.75%
1006 bench_linalg.Linalg.time_op('svd', 'int16') 3.546ms 3.483ms -1.79% 3.510ms -1.03%
1007 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 2, 4, 'd') 95.832μs 94.121μs -1.79% 94.960μs -0.91%
1008 bench_itemselection.PutMask.time_sparse(True, 'complex256') 3.607μs 3.542μs -1.78% 3.621μs 0.39%
1009 bench_ma.Concatenate.time_it('ndarray+masked', 2000) 71.615ms 70.339ms -1.78% 74.892ms 4.58%
1010 bench_function_base.Sort.time_argsort('heap', 'float64', ('random',)) 890.200μs 874.383μs -1.78% 880.675μs -1.07%
1011 bench_itemselection.PutMask.time_sparse(True, 'longfloat') 3.609μs 3.546μs -1.77% 3.607μs -0.07%
1012 bench_lib.Nan.time_nanquantile(200, 2.0) 287.762μs 282.697μs -1.76% 290.319μs 0.89%
1013 bench_lib.Nan.time_nanstd(200, 50.0) 171.102μs 168.113μs -1.75% 190.693μs 11.45%
1014 bench_core.PackBits.time_packbits(<class 'numpy.uint64'>) 64.595μs 63.481μs -1.73% 64.021μs -0.89%
1015 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 4, 2, 'd') 179.488μs 176.399μs -1.72% 177.340μs -1.20%
1016 bench_linalg.Einsum.time_einsum_mul(<class 'numpy.float32'>) 957.791μs 941.327μs -1.72% 1.025ms 7.05%
1017 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 1, 4, 'f') 50.038μs 49.183μs -1.71% 49.222μs -1.63%
1018 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 4, 4, 'f') 1.138ms 1.119ms -1.70% 1.124ms -1.20%
1019 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 1, 4, 'f') 61.353μs 60.312μs -1.70% 60.465μs -1.45%
1020 bench_array_coercion.ArrayCoercionSmall.time_asarray(range(0, 3)) 4.105μs 4.036μs -1.70% 4.052μs -1.31%
1021 bench_lib.Nan.time_nanquantile(200, 0) 275.185μs 270.528μs -1.69% 283.644μs 3.07%
1022 bench_lib.Nan.time_nanpercentile(200, 2.0) 297.440μs 292.450μs -1.68% 298.134μs 0.23%
1023 bench_shape_base.Block2D.time_block2d((1024, 1024), 'uint8', (4, 4)) 743.728μs 731.257μs -1.68% 755.971μs 1.65%
1024 bench_linalg.Linalg.time_op('norm', 'int64') 88.567μs 87.082μs -1.68% 88.968μs 0.45%
1025 bench_function_base.Sort.time_sort('heap', 'int16', ('sorted_block', 1000)) 495.632μs 487.346μs -1.67% 494.777μs -0.17%
1026 bench_ufunc.UFunc.time_ufunc_types('arctan') 3.570ms 3.511ms -1.67% 3.549ms -0.58%
1027 bench_random.Bounded.time_bounded('Philox', [<class 'numpy.uint16'>, 1024]) 342.684μs 336.971μs -1.67% 364.003μs 6.22%
1028 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 2, 1, 'f') 36.200μs 35.599μs -1.66% 36.086μs -0.31%
1029 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 4, 2, 'f') 55.523μs 54.601μs -1.66% 61.897μs 11.48%
1030 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 4, 4, 'd') 1.582ms 1.556ms -1.66% 1.564ms -1.12%
1031 bench_shape_base.Block2D.time_block2d((256, 256), 'uint64', (4, 4)) 642.950μs 632.318μs -1.65% 641.944μs -0.16%
1032 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 1000000, <class 'numpy.int64'>) 6.059ms 5.959ms -1.65% 6.238ms 2.95%
1033 bench_lib.Nan.time_nancumprod(200, 0) 30.825μs 30.318μs -1.64% 30.567μs -0.84%
1034 bench_random.Random.time_rng('weibull 1') 540.710μs 531.855μs -1.64% 542.216μs 0.28%
1035 bench_lib.Nan.time_nanargmin(200, 0) 54.301μs 53.413μs -1.63% 54.060μs -0.44%
1036 bench_ma.Concatenate.time_it('ndarray', 100) 422.328μs 415.462μs -1.63% 421.850μs -0.11%
1037 bench_ma.Concatenate.time_it('ndarray', 2000) 54.918ms 54.031ms -1.62% 56.126ms 2.20%
1038 bench_itemselection.PutMask.time_dense(True, 'int32') 3.781μs 3.720μs -1.61% 3.755μs -0.67%
1039 bench_linalg.Einsum.time_einsum_noncon_outer(<class 'numpy.float64'>) 7.823ms 7.698ms -1.60% 7.716ms -1.37%
1040 bench_itemselection.Take.time_contiguous((1000, 2), 'clip', 'complex256') 36.733μs 36.148μs -1.59% 36.563μs -0.46%
1041 bench_random.Bounded.time_bounded('numpy', [<class 'numpy.uint16'>, 95]) 621.365μs 611.506μs -1.59% 659.977μs 6.21%
1042 bench_function_base.Sort.time_sort('merge', 'float64', ('uniform',)) 16.279μs 16.021μs -1.59% 16.193μs -0.53%
1043 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 4, 1, 'd') 39.575μs 38.949μs -1.58% 39.294μs -0.71%
1044 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 4, 'f') 66.620μs 65.569μs -1.58% 66.308μs -0.47%
1045 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('int32', 10) 13.706μs 13.491μs -1.56% 13.784μs 0.57%
1046 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 4, 4, 'd') 239.693μs 235.993μs -1.54% 248.618μs 3.72%
1047 bench_core.CountNonzero.time_count_nonzero_axis(3, 10000, <class 'numpy.int32'>) 78.581μs 77.369μs -1.54% 77.688μs -1.14%
1048 bench_function_base.Sort.time_sort('merge', 'int64', ('ordered',)) 13.711μs 13.500μs -1.54% 13.606μs -0.76%
1049 bench_indexing.ScalarIndexing.time_assign(1) 27.224μs 26.806μs -1.54% 26.849μs -1.38%
1050 bench_ufunc.UFunc.time_ufunc_types('multiply') 874.600μs 861.216μs -1.53% 869.925μs -0.53%
1051 bench_itemselection.Take.time_contiguous((1000, 1), 'raise', 'int32') 7.406μs 7.294μs -1.51% 7.296μs -1.49%
1052 bench_function_base.Sort.time_sort('heap', 'int16', ('sorted_block', 10)) 513.129μs 505.430μs -1.50% 514.605μs 0.29%
1053 bench_itemselection.Take.time_contiguous((1000, 2), 'clip', 'float16') 7.267μs 7.158μs -1.50% 7.164μs -1.42%
1054 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 2, 4, 'd') 124.975μs 123.102μs -1.50% 126.523μs 1.24%
1055 bench_scalar.ScalarMath.time_addition_pyint('float32') 13.621μs 13.418μs -1.49% 13.557μs -0.47%
1056 bench_ufunc.UFunc.time_ufunc_types('fmin') 915.809μs 902.259μs -1.48% 903.050μs -1.39%
1057 bench_array_coercion.ArrayCoercionSmall.time_array_dtype_not_kwargs(range(0, 3)) 4.538μs 4.471μs -1.48% 4.556μs 0.39%
1058 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 2, 4, 'f') 1.145ms 1.128ms -1.47% 1.159ms 1.23%
1059 bench_core.CountNonzero.time_count_nonzero_axis(2, 100, <class 'numpy.int16'>) 19.336μs 19.052μs -1.47% 19.203μs -0.69%
1060 bench_io.LoadtxtCSVDateTime.time_loadtxt_csv_datetime(20) 34.440μs 33.935μs -1.47% 34.316μs -0.36%
1061 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'raise', 'longfloat') 20.756μs 20.453μs -1.46% 20.826μs 0.34%
1062 bench_ma.UFunc.time_1d(True, True, 1000) 66.554μs 65.583μs -1.46% 67.085μs 0.80%
1063 bench_function_base.Sort.time_sort('merge', 'float64', ('sorted_block', 1000)) 49.070μs 48.354μs -1.46% 52.401μs 6.79%
1064 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 4, 'f') 78.227μs 77.095μs -1.45% 77.727μs -0.64%
1065 bench_ufunc.UFunc.time_ufunc_types('abs') 1.062ms 1.046ms -1.45% 1.057ms -0.48%
1066 bench_function_base.Sort.time_sort('merge', 'int16', ('uniform',)) 9.815μs 9.674μs -1.44% 9.777μs -0.39%
1067 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 1, 4, 'f') 485.331μs 478.345μs -1.44% 481.150μs -0.86%
1068 bench_core.CountNonzero.time_count_nonzero_axis(3, 1000000, <class 'numpy.int32'>) 4.755ms 4.687ms -1.43% 4.837ms 1.73%
1069 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 2, 'd') 1.919ms 1.892ms -1.43% 1.901ms -0.94%
1070 bench_ma.Indexing.time_1d(True, 2, 10) 17.055μs 16.812μs -1.43% 17.658μs 3.53%
1071 bench_reduce.AddReduceSeparate.time_reduce(0, 'int32') 570.455μs 562.400μs -1.41% 568.200μs -0.40%
1072 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 2, 4, 'f') 977.811μs 964.092μs -1.40% 973.051μs -0.49%
1073 bench_array_coercion.ArrayCoercionSmall.time_ascontiguousarray(range(0, 3)) 4.089μs 4.032μs -1.39% 4.118μs 0.71%
1074 bench_random.Bounded.time_bounded('MT19937', [<class 'numpy.uint16'>, 1535]) 279.868μs 276.003μs -1.38% 320.446μs 14.50%
1075 bench_itemselection.Take.time_contiguous((1000, 1), 'wrap', 'complex256') 21.223μs 20.931μs -1.38% 21.485μs 1.23%
1076 bench_function_base.Sort.time_argsort('quick', 'float64', ('sorted_block', 100)) 459.417μs 453.113μs -1.37% 457.067μs -0.51%
1077 bench_ma.Indexing.time_0d(False, 2, 10) 15.655μs 15.440μs -1.37% 15.821μs 1.06%
1078 bench_shape_base.Block2D.time_block2d((64, 64), 'uint16', (4, 4)) 147.022μs 145.036μs -1.35% 145.959μs -0.72%
1079 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 2, 'd') 1.951ms 1.925ms -1.35% 1.931ms -1.05%
1080 bench_lib.Nan.time_nansum(200, 0) 35.664μs 35.184μs -1.35% 35.547μs -0.33%
1081 bench_ufunc.Scalar.time_add_scalar 1.745μs 1.722μs -1.34% 1.763μs 0.99%
1082 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 2, 4, 'f') 159.818μs 157.690μs -1.33% 160.734μs 0.57%
1083 bench_itemselection.PutMask.time_dense(False, 'float64') 4.378μs 4.319μs -1.33% 4.443μs 1.50%
1084 bench_itemselection.PutMask.time_sparse(True, 'float16') 3.730μs 3.680μs -1.32% 3.874μs 3.87%
1085 bench_shape_base.Block2D.time_block2d((128, 128), 'uint16', (2, 2)) 97.900μs 96.616μs -1.31% 99.599μs 1.74%
1086 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 1, 'd') 53.287μs 52.591μs -1.31% 54.348μs 1.99%
1087 bench_io.Copy.time_memcpy_large_out_of_place('float32') 2.422ms 2.391ms -1.30% 2.703ms 11.60%
1088 bench_ma.UFunc.time_1d(False, False, 1000) 40.381μs 39.861μs -1.29% 40.272μs -0.27%
1089 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('int64', 10) 13.842μs 13.664μs -1.28% 13.888μs 0.34%
1090 bench_indexing.Indexing.time_op('indexes_rand_', 'I', '=1') 332.073μs 327.821μs -1.28% 331.459μs -0.18%
1091 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 1000000, <class 'bool'>) 2.425ms 2.394ms -1.28% 2.555ms 5.37%
1092 bench_itemselection.Take.time_contiguous((1000, 1), 'clip', 'longfloat') 13.526μs 13.353μs -1.28% 13.593μs 0.49%
1093 bench_random.Bounded.time_bounded('numpy', [<class 'numpy.uint8'>, 95]) 526.878μs 520.155μs -1.28% 538.630μs 2.23%
1094 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 2, 2, 'f') 49.420μs 48.790μs -1.28% 50.669μs 2.53%
1095 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 1, 1, 'f') 939.185μs 927.259μs -1.27% 927.342μs -1.26%
1096 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('float32', 10000) 2.839ms 2.803ms -1.27% 2.859ms 0.70%
1097 bench_itemselection.Take.time_contiguous((1000, 1), 'raise', 'complex256') 21.471μs 21.199μs -1.27% 21.256μs -1.00%
1098 bench_core.CorrConv.time_convolve(1000, 10, 'same') 12.771μs 12.609μs -1.27% 12.802μs 0.24%
1099 bench_ufunc.UFunc.time_ufunc_types('power') 10.557ms 10.424ms -1.27% 10.427ms -1.24%
1100 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 4, 'f') 1.803ms 1.780ms -1.26% 1.792ms -0.59%
1101 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 1, 'd') 78.657μs 77.675μs -1.25% 79.153μs 0.63%
1102 bench_indexing.Indexing.time_op('indexes_rand_', 'np.ix_(I, I)', '') 1.660ms 1.639ms -1.24% 1.747ms 5.26%
1103 bench_function_base.Sort.time_argsort('heap', 'int64', ('sorted_block', 100)) 683.592μs 675.163μs -1.23% 680.069μs -0.52%
1104 bench_function_base.Percentile.time_percentile 313.163μs 309.306μs -1.23% 328.547μs 4.91%
1105 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int16'>, -43) 10.159μs 10.035μs -1.22% 10.150μs -0.10%
1106 bench_shape_base.Block2D.time_block2d((1024, 1024), 'uint8', (2, 2)) 595.074μs 587.811μs -1.22% 594.006μs -0.18%
1107 bench_ufunc.UFunc.time_ufunc_types('bitwise_not') 27.470μs 27.135μs -1.22% 27.347μs -0.45%
1108 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 4, 'F') 16.906μs 16.701μs -1.21% 18.004μs 6.50%
1109 bench_indexing.IndexingStructured0D.time_scalar_all 3.693μs 3.648μs -1.21% 3.654μs -1.05%
1110 bench_lib.Nan.time_nancumprod(200, 90.0) 34.685μs 34.269μs -1.20% 34.482μs -0.59%
1111 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 2, 4, 'd') 2.935ms 2.900ms -1.20% 2.912ms -0.78%
1112 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 1, 4, 'd') 178.294μs 176.164μs -1.19% 205.859μs 15.46%
1113 bench_ma.Concatenate.time_it('unmasked', 2000) 47.712ms 47.147ms -1.18% 47.319ms -0.82%
1114 bench_ufunc.UFunc.time_ufunc_types('reciprocal') 924.934μs 914.050μs -1.18% 938.217μs 1.44%
1115 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 2, 4, 'f') 361.304μs 357.087μs -1.17% 358.471μs -0.78%
1116 bench_core.CorrConv.time_correlate(50, 100, 'valid') 6.676μs 6.598μs -1.16% 7.190μs 7.70%
1117 bench_ufunc.UFunc.time_ufunc_types('exp') 5.171ms 5.112ms -1.15% 5.123ms -0.93%
1118 bench_itemselection.PutMask.time_sparse(True, 'float64') 3.574μs 3.533μs -1.14% 3.608μs 0.97%
1119 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 2, 4, 'd') 748.045μs 739.538μs -1.14% 764.538μs 2.20%
1120 bench_array_coercion.ArrayCoercionSmall.time_array_invalid_kwarg(range(0, 3)) 2.258μs 2.233μs -1.14% 2.265μs 0.30%
1121 bench_array_coercion.ArrayCoercionSmall.time_array_invalid_kwarg([1]) 2.256μs 2.230μs -1.14% 2.261μs 0.21%
1122 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 2, 2, 'd') 800.694μs 791.615μs -1.13% 801.150μs 0.06%
1123 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 4, 'd') 107.982μs 106.758μs -1.13% 107.260μs -0.67%
1124 bench_shape_base.Block.time_no_lists(10) 48.107μs 47.562μs -1.13% 47.671μs -0.91%
1125 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 4, 2, 'f') 1.108ms 1.095ms -1.13% 2.309ms 108.45%
1126 bench_indexing.ScalarIndexing.time_assign_cast(0) 38.909μs 38.472μs -1.12% 39.180μs 0.70%
1127 bench_ufunc.UFunc.time_ufunc_types('fmod') 839.932μs 830.549μs -1.12% 835.546μs -0.52%
1128 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 1, 1, 'd') 664.924μs 657.506μs -1.12% 660.683μs -0.64%
1129 bench_ufunc.UFunc.time_ufunc_types('modf') 890.892μs 880.967μs -1.11% 886.842μs -0.45%
1130 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 4, 'd') 165.976μs 164.147μs -1.10% 175.862μs 5.96%
1131 bench_function_base.Sort.time_sort('quick', 'float64', ('random',)) 465.130μs 460.027μs -1.10% 461.296μs -0.82%
1132 bench_itemselection.PutMask.time_sparse(False, 'complex256') 3.997μs 3.954μs -1.09% 4.054μs 1.42%
1133 bench_core.PackBits.time_packbits_axis1(<class 'numpy.uint64'>) 1.227ms 1.214ms -1.09% 1.221ms -0.55%
1134 bench_itemselection.PutMask.time_dense(True, 'longfloat') 4.089μs 4.045μs -1.08% 4.124μs 0.85%
1135 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 4, 4, 'd') 540.306μs 534.460μs -1.08% 560.051μs 3.65%
1136 bench_ufunc_strides.AVX_ldexp.time_ufunc('d', 1) 57.563μs 56.941μs -1.08% 57.535μs -0.05%
1137 bench_function_base.Sort.time_sort('heap', 'int64', ('ordered',)) 461.335μs 456.396μs -1.07% 463.961μs 0.57%
1138 bench_core.Core.time_identity_3000 5.684ms 5.623ms -1.06% 5.628ms -0.98%
1139 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 2, 1, 'd') 1.209ms 1.196ms -1.06% 1.510ms 24.91%
1140 bench_shape_base.Block2D.time_block2d((64, 64), 'uint64', (4, 4)) 184.878μs 182.927μs -1.06% 185.424μs 0.30%
1141 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 1, 2, 'd') 64.408μs 63.729μs -1.05% 64.648μs 0.37%
1142 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 2, 1, 'f') 899.601μs 890.133μs -1.05% 965.801μs 7.36%
1143 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 2, 2, 'f') 143.005μs 141.508μs -1.05% 143.205μs 0.14%
1144 bench_itemselection.PutMask.time_dense(False, 'complex128') 4.749μs 4.700μs -1.04% 4.742μs -0.14%
1145 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 1, 'd') 39.881μs 39.466μs -1.04% 39.526μs -0.89%
1146 bench_itemselection.Take.time_contiguous((1000, 2), 'raise', 'int16') 7.402μs 7.326μs -1.03% 7.443μs 0.55%
1147 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 1, 1, 'f') 1.367ms 1.353ms -1.03% 2.408ms 76.12%
1148 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 1, 2, 'd') 133.871μs 132.489μs -1.03% 135.087μs 0.91%
1149 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 2, 2, 'f') 48.824μs 48.320μs -1.03% 48.580μs -0.50%
1150 bench_core.CorrConv.time_correlate(100000, 10, 'same') 258.062μs 255.402μs -1.03% 258.202μs 0.05%
1151 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 4, 1, 'd') 159.312μs 157.670μs -1.03% 164.434μs 3.22%
1152 bench_ma.UFunc.time_scalar(True, True, 100) 21.783μs 21.558μs -1.03% 22.302μs 2.38%
1153 bench_ma.UFunc.time_scalar_1d(True, True, 1000) 81.060μs 80.226μs -1.03% 82.161μs 1.36%
1154 bench_scalar.ScalarMath.time_multiplication('float64') 919.357ns 909.900ns -1.03% 920.482ns 0.12%
1155 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 4, 4, 'd') 2.493ms 2.468ms -1.02% 2.476ms -0.70%
1156 bench_io.LoadtxtCSVDateTime.time_loadtxt_csv_datetime(20000) 15.943ms 15.782ms -1.01% 16.138ms 1.22%
1157 bench_ma.UFunc.time_2d(False, False, 100) 60.178μs 59.570μs -1.01% 59.864μs -0.52%
1158 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 4, 2, 'f') 1.048ms 1.038ms -1.01% 1.085ms 3.49%
1159 bench_linalg.Linalg.time_op('norm', 'complex64') 103.749μs 102.707μs -1.00% 104.734μs 0.95%
1160 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 100, <class 'bool'>) 15.205μs 15.052μs -1.00% 15.261μs 0.37%
1161 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 2, 1, 'f') 1.381ms 1.367ms -1.00% 2.413ms 74.79%
1162 bench_array_coercion.ArrayCoercionSmall.time_array_subok(5) 2.396μs 2.372μs -1.00% 2.413μs 0.70%
1163 bench_shape_base.Block.time_nested(10) 135.301μs 133.951μs -1.00% 136.476μs 0.87%
1164 bench_linalg.Linalg.time_op('det', 'int64') 265.979μs 263.327μs -1.00% 277.394μs 4.29%
1165 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 1, 2, 'f') 42.623μs 42.200μs -0.99% 42.387μs -0.55%
1166 bench_indexing.IndexingSeparate.time_mmap_slicing 4.615ms 4.569ms -0.99% 4.599ms -0.35%
1167 bench_shape_base.Block2D.time_block2d((16, 16), 'uint32', (4, 4)) 123.037μs 121.825μs -0.98% 122.760μs -0.23%
1168 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 2, 4, 'f') 1.786ms 1.769ms -0.98% 3.185ms 78.32%
1169 bench_io.LoadtxtCSVSkipRows.time_skiprows_csv(500) 105.243ms 104.210ms -0.98% 104.222ms -0.97%
1170 bench_function_base.Sort.time_sort('quick', 'float64', ('sorted_block', 100)) 386.403μs 382.670μs -0.97% 401.119μs 3.81%
1171 bench_lib.Nan.time_nanargmax(200000, 2.0) 1.244ms 1.232ms -0.97% 1.232ms -0.94%
1172 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 2, 1, 'd') 126.088μs 124.872μs -0.96% 125.560μs -0.42%
1173 bench_array_coercion.ArrayCoercionSmall.time_asanyarray(range(0, 3)) 4.115μs 4.075μs -0.96% 4.122μs 0.18%
1174 bench_io.LoadtxtCSVDateTime.time_loadtxt_csv_datetime(200) 179.482μs 177.764μs -0.96% 192.104μs 7.03%
1175 bench_ma.Concatenate.time_it('ndarray+masked', 2) 149.936μs 148.501μs -0.96% 153.164μs 2.15%
1176 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 2, 2, 'd') 1.742ms 1.725ms -0.96% 2.974ms 70.74%
1177 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 2, 2, 'd') 158.103μs 156.606μs -0.95% 163.245μs 3.25%
1178 bench_random.Bounded.time_bounded('PCG64', [<class 'numpy.uint8'>, 95]) 935.654μs 926.827μs -0.94% 960.145μs 2.62%
1179 bench_function_base.Sort.time_sort('merge', 'float64', ('sorted_block', 100)) 84.185μs 83.394μs -0.94% 83.993μs -0.23%
1180 bench_ma.Indexing.time_1d(False, 1, 100) 15.084μs 14.942μs -0.94% 16.297μs 8.04%
1181 bench_function_base.Sort.time_sort('quick', 'float64', ('reversed',)) 109.623μs 108.595μs -0.94% 110.230μs 0.55%
1182 bench_ufunc.ArgParsing.time_add_arg_parsing((array(1.), array(2.), array(3.))) 2.210μs 2.190μs -0.93% 2.193μs -0.76%
1183 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 2, 1, 'd') 777.673μs 770.436μs -0.93% 773.722μs -0.51%
1184 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 1, 2, 'd') 1.198ms 1.187ms -0.93% 1.230ms 2.69%
1185 bench_core.Core.time_vstack_l 27.095μs 26.843μs -0.93% 27.342μs 0.91%
1186 bench_trim_zeros.TrimZeros.time_trim_zeros(dtype('bool'), 300000) 1.242s 1.231s -0.92% 1.235s -0.55%
1187 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 2, 4, 'd') 992.016μs 982.884μs -0.92% 1.160ms 16.91%
1188 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 4, 1, 'f') 471.366μs 467.027μs -0.92% 467.254μs -0.87%
1189 bench_ufunc.UFunc.time_ufunc_types('cosh') 6.405ms 6.346ms -0.92% 6.369ms -0.56%
1190 bench_random.Bounded.time_bounded('PCG64', [<class 'numpy.uint8'>, 64]) 623.953μs 618.241μs -0.92% 619.212μs -0.76%
1191 bench_linalg.Eindot.time_inner_trans_a_ac 9.188ms 9.105ms -0.90% 9.130ms -0.63%
1192 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 1, 1, 'f') 1.065ms 1.056ms -0.90% 1.059ms -0.57%
1193 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 2, 1, 'f') 140.768μs 139.508μs -0.90% 156.672μs 11.30%
1194 bench_lib.Nan.time_nanargmin(200000, 0) 1.187ms 1.176ms -0.89% 1.187ms 0.03%
1195 bench_lib.Nan.time_nansum(200, 2.0) 35.329μs 35.015μs -0.89% 35.771μs 1.25%
1196 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 1, 1, 'f') 139.841μs 138.608μs -0.88% 139.215μs -0.45%
1197 bench_itemselection.PutMask.time_dense(True, 'float16') 3.720μs 3.688μs -0.88% 3.693μs -0.75%
1198 bench_core.CorrConv.time_correlate(50, 10000, 'same') 435.488μs 431.671μs -0.88% 433.004μs -0.57%
1199 bench_function_base.Sort.time_argsort('heap', 'float64', ('ordered',)) 523.170μs 518.605μs -0.87% 525.905μs 0.52%
1200 bench_function_base.Sort.time_argsort('quick', 'int64', ('uniform',)) 79.176μs 78.486μs -0.87% 78.723μs -0.57%
1201 bench_linalg.Eindot.time_matmul_trans_atc_a 26.042ms 25.816ms -0.87% 31.251ms 20.00%
1202 bench_random.Bounded.time_bounded('SFC64', [<class 'numpy.uint64'>, 1535]) 300.803μs 298.197μs -0.87% 324.110μs 7.75%
1203 bench_itemselection.PutMask.time_dense(True, 'float64') 3.744μs 3.712μs -0.86% 3.732μs -0.34%
1204 bench_lib.Nan.time_nanmedian(200, 50.0) 99.622μs 98.771μs -0.86% 98.983μs -0.64%
1205 bench_io.Copy.time_cont_assign('int16') 3.076μs 3.050μs -0.84% 3.094μs 0.58%
1206 bench_io.Copy.time_strided_copy('float32') 12.500μs 12.395μs -0.84% 12.488μs -0.10%
1207 bench_core.Core.time_array_float_l1000_dtype 197.511μs 195.859μs -0.84% 202.238μs 2.39%
1208 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 1, 4, 'f') 1.120ms 1.111ms -0.84% 1.191ms 6.34%
1209 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 1, 2, 'f') 1.396ms 1.384ms -0.83% 1.386ms -0.70%
1210 bench_function_base.Sort.time_argsort('heap', 'float64', ('reversed',)) 556.742μs 552.110μs -0.83% 569.283μs 2.25%
1211 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 1, 1, 'd') 143.699μs 142.530μs -0.81% 146.014μs 1.61%
1212 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 4, 'f') 64.955μs 64.429μs -0.81% 64.486μs -0.72%
1213 bench_function_base.Median.time_odd_inplace 78.817μs 78.182μs -0.81% 79.310μs 0.63%
1214 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 4, 4, 'd') 243.269μs 241.313μs -0.80% 243.321μs 0.02%
1215 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 1, 2, 'd') 1.290ms 1.280ms -0.80% 2.070ms 60.47%
1216 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 4, 'd') 161.698μs 160.404μs -0.80% 165.269μs 2.21%
1217 bench_ma.UFunc.time_scalar_1d(True, True, 10) 59.105μs 58.633μs -0.80% 58.924μs -0.31%
1218 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 4, 4, 'd') 1.870ms 1.855ms -0.80% 1.866ms -0.21%
1219 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 2, 'd') 102.536μs 101.722μs -0.79% 105.505μs 2.90%
1220 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 4, 2, 'f') 145.265μs 144.118μs -0.79% 146.177μs 0.63%
1221 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 4, 1, 'd') 921.369μs 914.217μs -0.78% 984.926μs 6.90%
1222 bench_ma.UFunc.time_2d(True, True, 1000) 3.890ms 3.860ms -0.77% 4.068ms 4.59%
1223 bench_core.CorrConv.time_convolve(1000, 1000, 'full') 1.039ms 1.031ms -0.77% 1.034ms -0.50%
1224 bench_core.CountNonzero.time_count_nonzero(1, 10000, <class 'bool'>) 2.626μs 2.606μs -0.77% 2.608μs -0.70%
1225 bench_function_base.Sort.time_argsort('merge', 'float64', ('random',)) 625.759μs 620.976μs -0.76% 625.682μs -0.01%
1226 bench_lib.Nan.time_nanmin(200000, 2.0) 100.825μs 100.058μs -0.76% 101.830μs 1.00%
1227 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 1, 'd') 77.909μs 77.317μs -0.76% 77.680μs -0.29%
1228 bench_core.CountNonzero.time_count_nonzero(3, 1000000, <class 'bool'>) 210.737μs 209.137μs -0.76% 210.093μs -0.31%
1229 bench_reduce.MinMax.time_min(<class 'numpy.float64'>) 18.541μs 18.401μs -0.76% 18.524μs -0.10%
1230 bench_ma.UFunc.time_scalar_1d(False, True, 10) 79.250μs 78.650μs -0.76% 82.931μs 4.65%
1231 bench_ufunc.UFunc.time_ufunc_types('positive') 706.480μs 701.140μs -0.76% 702.240μs -0.60%
1232 bench_random.RNG.time_raw('Philox') 1.044ms 1.036ms -0.74% 1.050ms 0.56%
1233 bench_core.CountNonzero.time_count_nonzero(1, 1000000, <class 'object'>) 20.577ms 20.425ms -0.74% 20.503ms -0.36%
1234 bench_array_coercion.ArrayCoercionSmall.time_array_no_copy(5) 2.389μs 2.371μs -0.74% 2.411μs 0.91%
1235 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 4, 1, 'f') 587.817μs 583.505μs -0.73% 609.617μs 3.71%
1236 bench_ma.Indexing.time_0d(False, 2, 1000) 15.483μs 15.370μs -0.73% 16.038μs 3.59%
1237 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 2, 4, 'd') 1.847ms 1.833ms -0.73% 3.045ms 64.85%
1238 bench_core.CorrConv.time_correlate(1000, 100, 'full') 94.649μs 93.966μs -0.72% 116.251μs 22.82%
1239 bench_core.CorrConv.time_correlate(50, 100, 'same') 8.565μs 8.504μs -0.72% 8.664μs 1.16%
1240 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 4, 4, 'd') 161.553μs 160.395μs -0.72% 170.065μs 5.27%
1241 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 2, 2, 'd') 920.142μs 913.634μs -0.71% 920.592μs 0.05%
1242 bench_overrides.ArrayFunction.time_mock_broadcast_to_numpy 868.801ns 862.687ns -0.70% 866.237ns -0.30%
1243 bench_app.MaxesOfDots.time_it 21.694ms 21.542ms -0.70% 24.800ms 14.32%
1244 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 4, 1, 'd') 1.734ms 1.722ms -0.70% 3.010ms 73.63%
1245 bench_ma.Indexing.time_0d(True, 2, 1000) 17.005μs 16.887μs -0.70% 17.775μs 4.52%
1246 bench_lib.Nan.time_nanargmin(200000, 50.0) 2.267ms 2.251ms -0.69% 2.252ms -0.66%
1247 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('conjugate', 1, 'D') 11.209μs 11.132μs -0.69% 11.146μs -0.56%
1248 bench_lib.Nan.time_nanpercentile(200, 50.0) 295.714μs 293.683μs -0.69% 302.949μs 2.45%
1249 bench_ufunc_strides.LogisticRegression.time_train(<class 'numpy.float32'>) 4.103s 4.075s -0.68% 4.095s -0.21%
1250 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 4, 2, 'd') 99.635μs 98.957μs -0.68% 100.582μs 0.95%
1251 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 2, 2, 'd') 2.465ms 2.448ms -0.68% 3.495ms 41.78%
1252 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 4, 1, 'f') 492.649μs 489.323μs -0.68% 491.505μs -0.23%
1253 bench_lib.Nan.time_nansum(200000, 0.1) 1.079ms 1.072ms -0.67% 1.079ms -0.03%
1254 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 2, 2, 'd') 489.149μs 485.859μs -0.67% 498.548μs 1.92%
1255 bench_reduce.AddReduceSeparate.time_reduce(1, 'complex128') 919.142μs 912.967μs -0.67% 937.009μs 1.94%
1256 bench_lib.Nan.time_nancumsum(200, 50.0) 30.851μs 30.645μs -0.67% 30.750μs -0.33%
1257 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 2, 2, 'f') 349.610μs 347.270μs -0.67% 348.943μs -0.19%
1258 bench_itemselection.Take.time_contiguous((1000, 2), 'clip', 'int32') 9.612μs 9.548μs -0.67% 9.649μs 0.38%
1259 bench_core.CorrConv.time_convolve(50, 1000, 'valid') 48.966μs 48.641μs -0.67% 48.650μs -0.65%
1260 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('complex128', 100) 42.538μs 42.255μs -0.66% 42.408μs -0.31%
1261 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 1, 2, 'f') 468.378μs 465.275μs -0.66% 465.359μs -0.64%
1262 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 4, 2, 'f') 38.449μs 38.195μs -0.66% 38.497μs 0.12%
1263 bench_array_coercion.ArrayCoercionSmall.time_asanyarray(1) 952.010ns 945.725ns -0.66% 978.517ns 2.78%
1264 bench_ufunc.ArgParsing.time_add_arg_parsing((array(1.), array(2.), array(3.), subok=True, where=True)) 2.466μs 2.450μs -0.65% 2.484μs 0.72%
1265 bench_function_base.Sort.time_argsort('quick', 'float64', ('sorted_block', 10)) 464.844μs 461.823μs -0.65% 463.800μs -0.22%
1266 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 1, 2, 'd') 1.493ms 1.483ms -0.63% 1.540ms 3.20%
1267 bench_core.CountNonzero.time_count_nonzero_axis(3, 100, <class 'numpy.int8'>) 19.997μs 19.870μs -0.63% 19.910μs -0.43%
1268 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 1, 4, 'd') 1.589ms 1.579ms -0.62% 1.589ms -0.04%
1269 bench_core.CorrConv.time_correlate(100000, 100, 'same') 9.051ms 8.995ms -0.61% 9.001ms -0.55%
1270 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 2, 1, 'd') 59.832μs 59.470μs -0.60% 59.568μs -0.44%
1271 bench_random.Bounded.time_bounded('PCG64', [<class 'numpy.uint16'>, 1024]) 263.834μs 262.259μs -0.60% 285.516μs 8.22%
1272 bench_function_base.Sort.time_argsort('merge', 'int64', ('sorted_block', 100)) 80.046μs 79.573μs -0.59% 81.053μs 1.26%
1273 bench_random.Bounded.time_bounded('Philox', [<class 'numpy.uint64'>, 1024]) 430.568μs 428.024μs -0.59% 449.192μs 4.33%
1274 bench_ma.Concatenate.time_it('unmasked+masked', 2000) 65.563ms 65.183ms -0.58% 65.411ms -0.23%
1275 bench_ufunc.UFunc.time_ufunc_types('sin') 7.130ms 7.089ms -0.58% 7.107ms -0.32%
1276 bench_ufunc.UFunc.time_ufunc_types('mod') 944.290μs 938.872μs -0.57% 941.967μs -0.25%
1277 bench_random.Randint_dtype.time_randint_fast('bool') 36.287μs 36.080μs -0.57% 36.731μs 1.22%
1278 bench_linalg.Eindot.time_inner_trans_a_a 9.164ms 9.112ms -0.57% 10.470ms 14.25%
1279 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('reciprocal', 2, 'F') 28.507μs 28.345μs -0.57% 28.412μs -0.33%
1280 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 2, 4, 'd') 123.188μs 122.501μs -0.56% 125.981μs 2.27%
1281 bench_core.CorrConv.time_correlate(100000, 1000, 'same') 103.076ms 102.505ms -0.55% 103.417ms 0.33%
1282 bench_lib.Nan.time_nanquantile(200, 50.0) 290.954μs 289.350μs -0.55% 291.336μs 0.13%
1283 bench_core.CorrConv.time_correlate(1000, 1000, 'full') 1.032ms 1.026ms -0.55% 1.170ms 13.33%
1284 bench_random.RNG.time_32bit('MT19937') 308.395μs 306.703μs -0.55% 323.408μs 4.87%
1285 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 4, 1, 'f') 1.386ms 1.378ms -0.55% 2.375ms 71.39%
1286 bench_core.Core.time_array_int_l1000 236.868μs 235.580μs -0.54% 238.014μs 0.48%
1287 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 2, 1, 'f') 463.789μs 461.275μs -0.54% 461.796μs -0.43%
1288 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 2, 1, 'd') 2.328ms 2.315ms -0.54% 2.328ms 0.00%
1289 bench_random.Bounded.time_bounded('MT19937', [<class 'numpy.uint64'>, 1024]) 327.294μs 325.579μs -0.52% 342.423μs 4.62%
1290 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 1, 'f') 34.004μs 33.825μs -0.52% 34.702μs 2.05%
1291 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 4, 1, 'f') 2.171ms 2.160ms -0.52% 3.535ms 62.84%
1292 bench_itemselection.Take.time_contiguous((1000, 2), 'clip', 'complex128') 21.493μs 21.381μs -0.52% 21.445μs -0.23%
1293 bench_ufunc.UFunc.time_ufunc_types('gcd') 180.553μs 179.623μs -0.52% 179.660μs -0.49%
1294 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 1, 4, 'd') 107.895μs 107.344μs -0.51% 107.514μs -0.35%
1295 bench_core.CorrConv.time_convolve(1000, 10, 'full') 12.719μs 12.655μs -0.51% 12.952μs 1.83%
1296 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 1, 2, 'd') 1.184ms 1.179ms -0.50% 1.184ms -0.08%
1297 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('square', 4, 'D') 20.108μs 20.008μs -0.50% 20.735μs 3.11%
1298 bench_core.UnpackBits.time_unpackbits_axis0 1.984ms 1.975ms -0.49% 1.980ms -0.22%
1299 bench_ufunc.UFunc.time_ufunc_types('isinf') 188.254μs 187.338μs -0.49% 196.186μs 4.21%
1300 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 2, 4, 'd') 2.441ms 2.429ms -0.48% 2.431ms -0.42%
1301 bench_io.CopyTo.time_copyto_8_dense 69.384μs 69.053μs -0.48% 69.092μs -0.42%
1302 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 1, 2, 'd') 2.737ms 2.724ms -0.48% 2.739ms 0.09%
1303 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 1, 4, 'd') 733.434μs 729.976μs -0.47% 730.163μs -0.45%
1304 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 1, 1, 'd') 750.629μs 747.174μs -0.46% 786.774μs 4.82%
1305 bench_itemselection.Take.time_contiguous((1000, 3), 'raise', 'int16') 11.475μs 11.422μs -0.46% 11.428μs -0.41%
1306 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 2, 'f') 42.088μs 41.897μs -0.45% 41.997μs -0.22%
1307 bench_records.Records.time_fromarrays_formats_as_list 106.941ms 106.459ms -0.45% 107.428ms 0.45%
1308 bench_array_coercion.ArrayCoercionSmall.time_array_invalid_kwarg(array([5])) 2.256μs 2.246μs -0.44% 2.247μs -0.39%
1309 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 1, 4, 'd') 2.504ms 2.493ms -0.44% 2.504ms 0.00%
1310 bench_overrides.ArrayFunction.time_mock_concatenate_many 2.120μs 2.111μs -0.43% 2.138μs 0.85%
1311 bench_io.Copy.time_strided_assign('complex64') 32.657μs 32.525μs -0.41% 33.021μs 1.11%
1312 bench_shape_base.Block2D.time_block2d((128, 128), 'uint32', (2, 2)) 129.520μs 128.995μs -0.41% 129.304μs -0.17%
1313 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 1, 4, 'd') 974.454μs 970.551μs -0.40% 974.717μs 0.03%
1314 bench_io.Copy.time_cont_assign('complex64') 15.607μs 15.545μs -0.40% 15.845μs 1.52%
1315 bench_linalg.Eindot.time_dot_trans_a_atc 9.468ms 9.431ms -0.40% 9.456ms -0.14%
1316 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 2, 2, 'f') 1.092ms 1.088ms -0.40% 1.094ms 0.14%
1317 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 2, 'd') 1.897ms 1.890ms -0.38% 1.890ms -0.37%
1318 bench_ma.Indexing.time_0d(False, 1, 1000) 15.414μs 15.356μs -0.38% 16.517μs 7.16%
1319 bench_lib.Nan.time_nanpercentile(200000, 2.0) 3.718ms 3.704ms -0.37% 3.749ms 0.84%
1320 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 2, 2, 'd') 695.620μs 693.038μs -0.37% 765.851μs 10.10%
1321 bench_linalg.Eindot.time_einsum_i_ij_j 551.747μs 549.700μs -0.37% 979.114μs 77.46%
1322 bench_reduce.AddReduceSeparate.time_reduce(1, 'longfloat') 1.188ms 1.183ms -0.37% 1.200ms 1.04%
1323 bench_function_base.Sort.time_argsort('quick', 'float64', ('random',)) 552.705μs 550.663μs -0.37% 564.228μs 2.08%
1324 bench_ma.UFunc.time_scalar(False, False, 10) 27.058μs 26.959μs -0.37% 27.379μs 1.19%
1325 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 100, <class 'numpy.int32'>) 20.021μs 19.948μs -0.36% 20.240μs 1.10%
1326 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 1000000, <class 'numpy.int16'>) 1.333ms 1.328ms -0.36% 1.347ms 1.04%
1327 bench_scalar.ScalarMath.time_power_of_two('longfloat') 8.444μs 8.413μs -0.36% 8.433μs -0.12%
1328 bench_random.Bounded.time_bounded('SFC64', [<class 'numpy.uint8'>, 64]) 596.400μs 594.270μs -0.36% 598.682μs 0.38%
1329 bench_ufunc.UFunc.time_ufunc_types('logical_and') 571.094μs 569.061μs -0.36% 571.558μs 0.08%
1330 bench_ufunc.UFunc.time_ufunc_types('arccosh') 5.786ms 5.766ms -0.35% 5.770ms -0.27%
1331 bench_function_base.Sort.time_sort('merge', 'float64', ('reversed',)) 15.303μs 15.251μs -0.34% 15.468μs 1.08%
1332 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 2, 2, 'd') 926.077μs 922.967μs -0.34% 952.676μs 2.87%
1333 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 4, 1, 'f') 60.801μs 60.597μs -0.34% 61.235μs 0.71%
1334 bench_ma.Concatenate.time_it('ndarray+masked', 100) 664.137μs 661.912μs -0.34% 665.850μs 0.26%
1335 bench_random.Bounded.time_bounded('SFC64', [<class 'numpy.uint16'>, 1024]) 250.231μs 249.402μs -0.33% 277.178μs 10.77%
1336 bench_scalar.ScalarMath.time_addition_pyint('int16') 10.516μs 10.482μs -0.33% 10.698μs 1.72%
1337 bench_function_base.Sort.time_sort('merge', 'float64', ('random',)) 485.618μs 484.027μs -0.33% 487.777μs 0.44%
1338 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 2, 4, 'f') 606.734μs 604.756μs -0.33% 618.534μs 1.94%
1339 bench_io.LoadtxtCSVDateTime.time_loadtxt_csv_datetime(2000) 1.619ms 1.613ms -0.32% 1.623ms 0.25%
1340 bench_ma.Indexing.time_1d(True, 1, 100) 16.434μs 16.381μs -0.32% 16.893μs 2.79%
1341 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 2, 1, 'f') 931.601μs 928.675μs -0.31% 952.717μs 2.27%
1342 bench_function_base.Sort.time_sort('quick', 'int64', ('ordered',)) 56.740μs 56.568μs -0.30% 61.624μs 8.61%
1343 bench_function_base.Sort.time_argsort('merge', 'float64', ('reversed',)) 16.889μs 16.838μs -0.30% 17.084μs 1.15%
1344 bench_ma.Concatenate.time_it('unmasked+masked', 2) 141.610μs 141.184μs -0.30% 159.686μs 12.76%
1345 bench_function_base.Sort.time_argsort('heap', 'int16', ('random',)) 825.893μs 823.431μs -0.30% 825.239μs -0.08%
1346 bench_io.Copy.time_strided_copy('float64') 15.191μs 15.147μs -0.29% 15.323μs 0.87%
1347 bench_records.Records.time_fromstring_formats_as_list 16.495ms 16.448ms -0.29% 16.544ms 0.30%
1348 bench_function_base.Sort.time_sort('heap', 'float64', ('random',)) 711.093μs 709.073μs -0.28% 734.221μs 3.25%
1349 bench_ma.UFunc.time_scalar(False, False, 1000) 26.855μs 26.779μs -0.28% 28.453μs 5.95%
1350 bench_function_base.Sort.time_argsort('heap', 'int16', ('sorted_block', 100)) 757.257μs 755.114μs -0.28% 757.864μs 0.08%
1351 bench_random.Bounded.time_bounded('numpy', [<class 'numpy.uint16'>, 2047]) 238.100μs 237.436μs -0.28% 303.721μs 27.56%
1352 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 2, 2, 'd') 796.051μs 793.829μs -0.28% 804.508μs 1.06%
1353 bench_random.Bounded.time_bounded('PCG64', [<class 'numpy.uint64'>, 1024]) 315.491μs 314.621μs -0.28% 341.444μs 8.23%
1354 bench_ma.Indexing.time_1d(True, 1, 1000) 16.527μs 16.481μs -0.27% 16.959μs 2.62%
1355 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 2, 2, 'd') 1.236ms 1.233ms -0.27% 1.278ms 3.39%
1356 bench_records.Records.time_fromarrays_formats_as_string 132.813ms 132.451ms -0.27% 134.767ms 1.47%
1357 bench_scalar.ScalarMath.time_addition('float64') 923.082ns 920.595ns -0.27% 921.621ns -0.16%
1358 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 4, 2, 'f') 599.340μs 597.728μs -0.27% 600.211μs 0.15%
1359 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 2, 'd') 74.812μs 74.619μs -0.26% 74.991μs 0.24%
1360 bench_shape_base.Block2D.time_block2d((512, 512), 'uint8', (2, 2)) 309.565μs 308.841μs -0.23% 311.215μs 0.53%
1361 bench_core.CorrConv.time_correlate(1000, 1000, 'valid') 5.370μs 5.358μs -0.22% 5.570μs 3.72%
1362 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 1, 4, 'f') 974.144μs 972.009μs -0.22% 987.551μs 1.38%
1363 bench_random.Permutation.time_permutation_2d 2.207ms 2.202ms -0.21% 2.258ms 2.31%
1364 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 4, 'f') 66.176μs 66.038μs -0.21% 67.846μs 2.52%
1365 bench_function_base.Sort.time_sort('heap', 'float64', ('reversed',)) 477.495μs 476.527μs -0.20% 481.729μs 0.89%
1366 bench_random.Bounded.time_bounded('SFC64', [<class 'numpy.uint16'>, 95]) 238.198μs 237.718μs -0.20% 281.628μs 18.23%
1367 bench_lib.Nan.time_nanargmin(200000, 90.0) 1.645ms 1.642ms -0.20% 1.727ms 4.99%
1368 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 4, 4, 'd') 1.351ms 1.348ms -0.20% 1.353ms 0.16%
1369 bench_function_base.Sort.time_sort('quick', 'float64', ('ordered',)) 72.095μs 71.953μs -0.20% 73.790μs 2.35%
1370 bench_shape_base.Block2D.time_block2d((64, 64), 'uint16', (2, 2)) 69.504μs 69.368μs -0.20% 71.941μs 3.51%
1371 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 2, 1, 'd') 1.687ms 1.684ms -0.19% 2.870ms 70.10%
1372 bench_ma.UFunc.time_2d(False, True, 10) 39.378μs 39.304μs -0.19% 39.847μs 1.19%
1373 bench_io.LoadtxtCSVComments.time_comment_loadtxt_csv(10) 14.857μs 14.829μs -0.19% 14.951μs 0.63%
1374 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 2, 1, 'f') 1.709ms 1.706ms -0.18% 2.964ms 73.41%
1375 bench_ma.UFunc.time_1d(False, False, 100) 35.833μs 35.768μs -0.18% 36.366μs 1.49%
1376 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 2, 4, 'd') 2.531ms 2.526ms -0.18% 3.822ms 51.00%
1377 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('float32', 100) 41.222μs 41.150μs -0.17% 41.362μs 0.34%
1378 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 1, 2, 'f') 1.216ms 1.214ms -0.17% 1.217ms 0.12%
1379 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 2, 2, 'f') 2.284ms 2.280ms -0.16% 2.312ms 1.22%
1380 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 1, 4, 'f') 602.301μs 601.339μs -0.16% 603.228μs 0.15%
1381 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 1, 1, 'd') 48.805μs 48.729μs -0.16% 48.881μs 0.16%
1382 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 1, 1, 'd') 49.058μs 48.985μs -0.15% 51.210μs 4.39%
1383 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 4, 1, 'f') 102.069μs 101.929μs -0.14% 103.940μs 1.83%
1384 bench_linalg.Linalg.time_op('det', 'float64') 205.629μs 205.362μs -0.13% 217.642μs 5.84%
1385 bench_core.CountNonzero.time_count_nonzero(2, 1000000, <class 'numpy.int8'>) 139.194μs 139.014μs -0.13% 141.845μs 1.90%
1386 bench_shape_base.Block2D.time_block2d((512, 512), 'uint64', (4, 4)) 2.068ms 2.066ms -0.12% 2.079ms 0.54%
1387 bench_io.Copy.time_memcpy('int8') 1.658μs 1.656μs -0.12% 1.658μs -0.03%
1388 bench_random.Bounded.time_bounded('Philox', [<class 'numpy.uint32'>, 1024]) 441.108μs 440.587μs -0.12% 474.983μs 7.68%
1389 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 1, 1, 'd') 1.398ms 1.397ms -0.11% 1.435ms 2.60%
1390 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 1, 4, 'f') 1.251ms 1.249ms -0.11% 1.264ms 1.05%
1391 bench_shape_base.Block2D.time_block2d((128, 128), 'uint32', (4, 4)) 223.616μs 223.388μs -0.10% 226.736μs 1.40%
1392 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('reciprocal', 2, 'D') 26.334μs 26.308μs -0.10% 26.362μs 0.10%
1393 bench_io.Copy.time_strided_assign('int8') 5.720μs 5.714μs -0.10% 5.746μs 0.46%
1394 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 2, 1, 'd') 145.132μs 144.995μs -0.09% 145.968μs 0.58%
1395 bench_function_base.Sort.time_argsort('heap', 'int16', ('ordered',)) 524.229μs 523.755μs -0.09% 524.580μs 0.07%
1396 bench_function_base.Sort.time_sort('heap', 'float64', ('sorted_block', 100)) 645.948μs 645.381μs -0.09% 675.240μs 4.53%
1397 bench_ufunc_strides.AVX_ldexp.time_ufunc('d', 4) 58.179μs 58.129μs -0.09% 58.353μs 0.30%
1398 bench_function_base.Sort.time_argsort('heap', 'float64', ('sorted_block', 100)) 767.743μs 767.114μs -0.08% 768.507μs 0.10%
1399 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 1, 2, 'd') 88.332μs 88.261μs -0.08% 88.835μs 0.57%
1400 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 4, 1, 'f') 2.249ms 2.247ms -0.07% 3.817ms 69.70%
1401 bench_core.CountNonzero.time_count_nonzero(3, 100, <class 'object'>) 7.895μs 7.889μs -0.07% 8.696μs 10.14%
1402 bench_function_base.Sort.time_sort('heap', 'int64', ('uniform',)) 36.566μs 36.541μs -0.07% 37.932μs 3.73%
1403 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 2, 'f') 60.434μs 60.393μs -0.07% 61.198μs 1.26%
1404 bench_random.Permutation.time_permutation_1d 170.170μs 170.058μs -0.07% 179.108μs 5.25%
1405 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 4, 1, 'd') 928.369μs 927.800μs -0.06% 929.384μs 0.11%
1406 bench_linalg.Linalg.time_op('norm', 'float16') 112.537μs 112.474μs -0.06% 113.087μs 0.49%
1407 bench_function_base.Sort.time_sort('heap', 'int64', ('sorted_block', 1000)) 604.799μs 604.506μs -0.05% 610.212μs 0.89%
1408 bench_import.Import.time_numpy 118.142ms 118.121ms -0.02% 119.434ms 1.09%
1409 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 2, 4, 'f') 507.555μs 507.505μs -0.01% 1.117ms 120.02%
1410 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 2, 4, 'f') 1.208ms 483.823μs -59.94% 482.374μs -60.06%
1411 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 4, 4, 'f') 1.222ms 488.570μs -60.03% 488.338μs -60.05%
1412 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 1, 1, 'f') 1.145ms 462.004μs -59.66% 458.421μs -59.97%
1413 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('divide', 2, 'D') 89.961μs 36.754μs -59.14% 36.315μs -59.63%
1414 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('divide', 1, 'D') 76.447μs 34.580μs -54.77% 33.811μs -55.77%
1415 bench_core.CorrConv.time_correlate(100000, 10, 'valid') 581.819μs 273.097μs -53.06% 257.538μs -55.74%
1416 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 2, 2, 'f') 1.921ms 869.200μs -54.76% 866.162μs -54.92%
1417 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 2, 1, 'f') 1.867ms 864.777μs -53.68% 850.585μs -54.44%
1418 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 1, 2, 'f') 2.228ms 1.035ms -53.53% 1.021ms -54.19%
1419 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('divide', 1, 'F') 70.906μs 32.904μs -53.59% 32.523μs -54.13%
1420 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('divide', 2, 'F') 72.666μs 34.499μs -52.52% 33.786μs -53.50%
1421 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 1, 4, 'd') 2.298ms 1.092ms -52.48% 1.087ms -52.68%
1422 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 1, 4, 'f') 2.220ms 1.061ms -52.21% 1.058ms -52.35%
1423 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 1, 2, 'd') 2.124ms 1.034ms -51.33% 1.031ms -51.49%
1424 bench_lib.Nan.time_nanmin(200000, 50.0) 203.310μs 102.063μs -49.80% 98.751μs -51.43%
1425 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 1, 2, 'd') 1.800ms 909.662μs -49.47% 901.162μs -49.94%
1426 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 2, 1, 'd') 2.121ms 1.157ms -45.47% 1.153ms -45.67%
1427 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 2, 2, 'f') 1.055ms 584.644μs -44.57% 582.558μs -44.77%
1428 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 2, 2, 'd') 2.136ms 1.234ms -42.21% 1.184ms -44.57%
1429 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 2, 2, 'f') 1.987ms 1.205ms -39.37% 1.104ms -44.45%
1430 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 1, 1, 'd') 1.292ms 768.436μs -40.55% 759.900μs -41.21%
1431 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 2, 4, 'd') 1.438ms 865.662μs -39.79% 856.758μs -40.41%
1432 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 2, 1, 'd') 1.177ms 1.172ms -0.40% 702.694μs -40.29%
1433 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 4, 4, 'd') 1.463ms 884.239μs -39.56% 875.580μs -40.15%
1434 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 4, 1, 'd') 3.104ms 1.980ms -36.23% 1.957ms -36.97%
1435 bench_linalg.Linalg.time_op('pinv', 'float32') 7.281ms 7.597ms 4.34% 4.602ms -36.79%
1436 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 2, 1, 'd') 2.992ms 2.969ms -0.76% 1.912ms -36.11%
1437 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 2, 4, 'd') 3.222ms 2.105ms -34.66% 2.073ms -35.65%
1438 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 1, 1, 'd') 2.932ms 1.956ms -33.26% 1.888ms -35.61%
1439 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 4, 4, 'f') 2.774ms 1.822ms -34.34% 1.798ms -35.18%
1440 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 1, 4, 'd') 3.162ms 3.272ms 3.47% 2.059ms -34.90%
1441 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 2, 4, 'f') 2.738ms 1.832ms -33.10% 1.806ms -34.04%
1442 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 1, 1, 'f') 2.590ms 1.745ms -32.61% 1.715ms -33.78%
1443 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 4, 1, 'f') 2.623ms 1.746ms -33.43% 1.740ms -33.67%
1444 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 1, 2, 'd') 2.951ms 2.967ms 0.52% 1.974ms -33.10%
1445 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 2, 1, 'f') 2.566ms 2.593ms 1.02% 1.749ms -31.87%
1446 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 1, 4, 'f') 2.656ms 2.707ms 1.93% 1.822ms -31.40%
1447 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 2, 2, 'f') 2.552ms 2.593ms 1.60% 1.755ms -31.23%
1448 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 1, 2, 'f') 2.638ms 2.589ms -1.87% 1.857ms -29.59%
1449 bench_ufunc.UFunc.time_ufunc_types('hypot') 1.358ms 1.298ms -4.43% 966.509μs -28.85%
1450 bench_core.CorrConv.time_correlate(50, 1000, 'same') 64.458μs 47.287μs -26.64% 47.031μs -27.04%
1451 bench_random.RNG.time_32bit('SFC64') 318.956μs 260.797μs -18.23% 234.936μs -26.34%
1452 bench_core.CorrConv.time_convolve(50, 10000, 'valid') 548.835μs 412.062μs -24.92% 410.584μs -25.19%
1453 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 2, 2, 'd') 190.849μs 173.030μs -9.34% 150.239μs -21.28%
1454 bench_ufunc.CustomScalar.time_add_scalar2(<class 'numpy.float32'>) 13.109μs 10.606μs -19.10% 10.485μs -20.02%
1455 bench_core.CorrConv.time_convolve(50, 1000, 'full') 63.735μs 51.620μs -19.01% 50.979μs -20.01%
1456 bench_ma.UFunc.time_2d(False, False, 1000) 736.749μs 596.859μs -18.99% 595.068μs -19.23%
1457 bench_core.CorrConv.time_convolve(1000, 100, 'full') 122.605μs 101.372μs -17.32% 100.028μs -18.41%
1458 bench_ufunc.UFunc.time_ufunc_types('ldexp') 248.875μs 210.257μs -15.52% 208.502μs -16.22%
1459 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 4, 4, 'f') 171.953μs 159.287μs -7.37% 147.535μs -14.20%
1460 bench_random.Bounded.time_bounded('MT19937', [<class 'numpy.uint8'>, 127]) 740.847μs 727.864μs -1.75% 644.444μs -13.01%
1461 bench_ufunc_strides.AVX_ldexp.time_ufunc('f', 4) 63.649μs 55.632μs -12.60% 55.543μs -12.74%
1462 bench_ufunc_strides.AVX_ldexp.time_ufunc('f', 2) 63.198μs 55.299μs -12.50% 55.171μs -12.70%
1463 bench_function_base.Median.time_odd_small 81.131μs 71.585μs -11.77% 71.008μs -12.48%
1464 bench_scalar.ScalarMath.time_power_of_two('float32') 71.430μs 63.450μs -11.17% 62.664μs -12.27%
1465 bench_random.Bounded.time_bounded('Philox', [<class 'numpy.uint8'>, 127]) 741.085μs 737.840μs -0.44% 652.162μs -12.00%
1466 bench_io.Copy.time_strided_assign('complex128') 30.309μs 26.953μs -11.07% 26.910μs -11.21%
1467 bench_ufunc.UFunc.time_ufunc_types('floor_divide') 1.221ms 1.213ms -0.63% 1.085ms -11.13%
1468 bench_shape_base.Block.time_3d(10, 'block') 1.689ms 1.506ms -10.82% 1.502ms -11.07%
1469 bench_indexing.Indexing.time_op('indexes_', ':,I', '=1') 440.419μs 408.850μs -7.17% 393.115μs -10.74%
1470 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 1, 'f') 47.708μs 43.117μs -9.62% 42.657μs -10.59%
1471 bench_itemselection.Take.time_contiguous((1000, 1), 'clip', 'float32') 7.804μs 7.281μs -6.71% 7.002μs -10.28%
1472 bench_ufunc.ArgParsingReduce.time_add_reduce_arg_parsing((array([0., 1.]), 0)) 6.204μs 5.590μs -9.91% 5.581μs -10.05%
1473 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 1, 2, 'd') 166.994μs 160.412μs -3.94% 150.509μs -9.87%
1474 bench_array_coercion.ArrayCoercionSmall.time_array(1) 1.083μs 1.035μs -4.42% 977.342ns -9.78%
1475 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 1, 'd') 85.273μs 79.508μs -6.76% 77.008μs -9.69%
1476 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 4, 4, 'f') 169.778μs 158.731μs -6.51% 153.395μs -9.65%
1477 bench_random.Bounded.time_bounded('SFC64', [<class 'numpy.uint8'>, 127]) 651.325μs 667.975μs 2.56% 588.561μs -9.64%
1478 bench_ufunc.UFunc.time_ufunc_types('divmod') 1.533ms 1.405ms -8.33% 1.386ms -9.60%
1479 bench_lib.Nan.time_nanstd(200000, 0) 2.161ms 1.956ms -9.49% 1.954ms -9.60%
1480 bench_lib.Nan.time_nanprod(200000, 0.1) 1.361ms 1.257ms -7.59% 1.233ms -9.37%
1481 bench_lib.Nan.time_nanpercentile(200000, 0.1) 3.696ms 3.388ms -8.33% 3.351ms -9.35%
1482 bench_ufunc.UFunc.time_ufunc_types('rint') 997.269μs 932.884μs -6.46% 905.342μs -9.22%
1483 bench_function_base.Bincount.time_weights 696.893μs 648.662μs -6.92% 633.475μs -9.10%
1484 bench_function_base.Sort.time_argsort('merge', 'int64', ('sorted_block', 1000)) 50.667μs 48.507μs -4.26% 46.210μs -8.80%
1485 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 1, 'd') 40.874μs 38.517μs -5.76% 37.320μs -8.69%
1486 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'raise', 'float16') 8.917μs 8.203μs -8.01% 8.158μs -8.51%
1487 bench_ufunc.CustomInplace.time_float_add_temp 334.060μs 317.781μs -4.87% 305.856μs -8.44%
1488 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 4, 4, 'd') 176.672μs 163.981μs -7.18% 161.925μs -8.35%
1489 bench_core.CorrConv.time_correlate(1000, 1000, 'same') 854.640μs 786.686μs -7.95% 783.549μs -8.32%
1490 bench_core.CorrConv.time_correlate(50, 100, 'full') 10.131μs 9.655μs -4.70% 9.294μs -8.26%
1491 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 1, 'f') 46.233μs 43.367μs -6.20% 42.603μs -7.85%
1492 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 2, 2, 'd') 163.150μs 154.575μs -5.26% 150.383μs -7.83%
1493 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 4, 4, 'f') 165.116μs 154.649μs -6.34% 152.341μs -7.74%
1494 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 1, 1, 'f') 32.841μs 33.345μs 1.54% 30.415μs -7.39%
1495 bench_linalg.Einsum.time_einsum_contig_outstride0(<class 'numpy.float64'>) 154.923μs 147.641μs -4.70% 143.568μs -7.33%
1496 bench_array_coercion.ArrayCoercionSmall.time_array_no_copy(1) 2.650μs 2.683μs 1.24% 2.456μs -7.31%
1497 bench_ufunc.ArgParsingReduce.time_add_reduce_arg_parsing((array([0., 1.]), axis=0, dtype=None)) 6.139μs 5.815μs -5.28% 5.705μs -7.08%
1498 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 4, 2, 'd') 188.360μs 175.244μs -6.96% 175.061μs -7.06%
1499 bench_random.Randint_dtype.time_randint_slow('uint64') 2.045ms 2.038ms -0.36% 1.901ms -7.04%
1500 bench_ufunc.UFunc.time_ufunc_types('signbit') 123.976μs 124.001μs 0.02% 115.385μs -6.93%
1501 bench_lib.Nan.time_nanargmax(200000, 50.0) 2.343ms 2.194ms -6.38% 2.182ms -6.89%
1502 bench_core.CountNonzero.time_count_nonzero_axis(3, 10000, <class 'bool'>) 45.739μs 43.653μs -4.56% 42.590μs -6.88%
1503 bench_random.Randint_dtype.time_randint_fast('uint64') 555.010μs 556.137μs 0.20% 516.955μs -6.86%
1504 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint8'>, 8) 11.184μs 10.537μs -5.78% 10.437μs -6.68%
1505 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 2, 1, 'd') 62.063μs 58.142μs -6.32% 57.933μs -6.65%
1506 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 1, 1, 'd') 115.283μs 115.779μs 0.43% 107.711μs -6.57%
1507 bench_function_base.Sort.time_argsort('merge', 'float64', ('sorted_block', 100)) 116.177μs 108.986μs -6.19% 108.662μs -6.47%
1508 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('int32', 10000) 1.591ms 1.631ms 2.55% 1.488ms -6.44%
1509 bench_core.CountNonzero.time_count_nonzero_axis(3, 1000000, <class 'numpy.int8'>) 3.985ms 4.042ms 1.43% 3.731ms -6.37%
1510 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 4, 'D') 30.467μs 30.171μs -0.97% 28.532μs -6.35%
1511 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'clip', 'float16') 8.307μs 7.978μs -3.96% 7.784μs -6.29%
1512 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 1, 4, 'd') 180.659μs 177.913μs -1.52% 169.468μs -6.19%
1513 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 10000, <class 'bool'>) 45.681μs 44.314μs -2.99% 42.853μs -6.19%
1514 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 10000, <class 'numpy.int8'>) 76.602μs 74.109μs -3.25% 72.035μs -5.96%
1515 bench_itemselection.Take.time_contiguous((1000, 2), 'wrap', 'int64') 13.991μs 13.357μs -4.53% 13.170μs -5.86%
1516 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 4, 4, 'd') 257.335μs 262.724μs 2.09% 242.257μs -5.86%
1517 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 4, 1, 'd') 1.503ms 1.424ms -5.29% 1.416ms -5.81%
1518 bench_core.CorrConv.time_correlate(50, 1000, 'full') 52.502μs 49.727μs -5.29% 49.483μs -5.75%
1519 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 1, 1, 'f') 598.219μs 576.900μs -3.56% 563.900μs -5.74%
1520 bench_itemselection.Take.time_contiguous((1000, 1), 'clip', 'int64') 9.810μs 9.448μs -3.69% 9.249μs -5.72%
1521 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'raise', 'int64') 14.460μs 13.748μs -4.92% 13.635μs -5.71%
1522 bench_core.Temporaries.time_large2 3.926ms 4.121ms 4.95% 3.703ms -5.70%
1523 bench_core.CountNonzero.time_count_nonzero_axis(3, 1000000, <class 'bool'>) 2.495ms 2.401ms -3.77% 2.353ms -5.69%
1524 bench_ufunc.UFunc.time_ufunc_types('bitwise_and') 42.687μs 40.321μs -5.54% 40.276μs -5.65%
1525 bench_itemselection.Take.time_contiguous((1000, 3), 'wrap', 'float16') 11.717μs 11.255μs -3.94% 11.063μs -5.58%
1526 bench_function_base.Sort.time_argsort('heap', 'int64', ('ordered',)) 460.496μs 441.344μs -4.16% 434.844μs -5.57%
1527 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'raise', 'complex128') 21.800μs 20.635μs -5.34% 20.599μs -5.51%
1528 bench_reduce.AddReduceSeparate.time_reduce(0, 'int16') 614.873μs 622.594μs 1.26% 581.005μs -5.51%
1529 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 2, 2, 'd') 135.805μs 133.224μs -1.90% 128.375μs -5.47%
1530 bench_reduce.AddReduceSeparate.time_reduce(1, 'complex64') 497.055μs 495.874μs -0.24% 470.421μs -5.36%
1531 bench_ma.UFunc.time_1d(False, False, 10) 37.569μs 38.952μs 3.68% 35.600μs -5.24%
1532 bench_core.CountNonzero.time_count_nonzero(1, 100, <class 'bool'>) 1.738μs 1.673μs -3.75% 1.647μs -5.23%
1533 bench_array_coercion.ArrayCoercionSmall.time_array(array([5])) 1.101μs 1.093μs -0.69% 1.044μs -5.18%
1534 bench_itemselection.PutMask.time_sparse(False, 'int64') 4.205μs 4.077μs -3.06% 3.990μs -5.13%
1535 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int8'>, -43) 9.630μs 9.299μs -3.44% 9.137μs -5.12%
1536 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'raise', 'int16') 8.414μs 8.526μs 1.33% 7.986μs -5.09%
1537 bench_ufunc.CustomScalar.time_divide_scalar2_inplace(<class 'numpy.float32'>) 14.576μs 14.213μs -2.49% 13.866μs -4.87%
1538 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 1, 2, 'f') 143.834μs 139.875μs -2.75% 136.856μs -4.85%
1539 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 4, 2, 'f') 62.405μs 61.921μs -0.78% 59.378μs -4.85%
1540 bench_ufunc.ArgParsingReduce.time_add_reduce_arg_parsing((array([0., 1.]), axis=0)) 5.910μs 5.725μs -3.14% 5.626μs -4.80%
1541 bench_itemselection.Take.time_contiguous((1000, 2), 'wrap', 'complex128') 21.904μs 21.382μs -2.39% 20.852μs -4.80%
1542 bench_ufunc.UFunc.time_ufunc_types('arccos') 6.509ms 6.295ms -3.29% 6.198ms -4.79%
1543 bench_shape_base.Block2D.time_block2d((512, 512), 'uint8', (4, 4)) 424.950μs 406.677μs -4.30% 404.604μs -4.79%
1544 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 4, 4, 'f') 75.519μs 73.670μs -2.45% 71.944μs -4.73%
1545 bench_random.Bounded.time_bounded('PCG64', [<class 'numpy.uint8'>, 127]) 655.159μs 667.381μs 1.87% 624.623μs -4.66%
1546 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 1, 'f') 35.628μs 34.840μs -2.21% 33.970μs -4.65%
1547 bench_ufunc_strides.AVX_ldexp.time_ufunc('f', 1) 57.715μs 61.931μs 7.30% 55.030μs -4.65%
1548 bench_ufunc.UFunc.time_ufunc_types('floor') 506.032μs 489.955μs -3.18% 482.505μs -4.65%
1549 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 10000, <class 'numpy.int64'>) 91.925μs 90.858μs -1.16% 87.662μs -4.64%
1550 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 2, 2, 'f') 143.176μs 138.914μs -2.98% 136.608μs -4.59%
1551 bench_itemselection.Take.time_contiguous((1000, 1), 'wrap', 'float32') 7.567μs 7.367μs -2.64% 7.221μs -4.57%
1552 bench_random.Bounded.time_bounded('MT19937', [<class 'numpy.uint32'>, 1024]) 351.536μs 344.469μs -2.01% 335.584μs -4.54%
1553 bench_lib.Nan.time_nancumsum(200, 0) 31.405μs 30.216μs -3.79% 29.983μs -4.53%
1554 bench_ufunc.UFunc.time_ufunc_types('heaviside') 667.544μs 652.350μs -2.28% 637.443μs -4.51%
1555 bench_io.Copy.time_memcpy_large_out_of_place('int8') 958.200μs 924.425μs -3.52% 915.145μs -4.49%
1556 bench_core.CountNonzero.time_count_nonzero_axis(3, 10000, <class 'numpy.int16'>) 75.194μs 75.528μs 0.44% 71.871μs -4.42%
1557 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 1, 'f') 45.850μs 43.861μs -4.34% 43.831μs -4.40%
1558 bench_itemselection.Take.time_contiguous((1000, 3), 'raise', 'float64') 19.944μs 19.823μs -0.61% 19.077μs -4.35%
1559 bench_function_base.Histogram1D.time_small_coverage 705.540μs 705.757μs 0.03% 675.273μs -4.29%
1560 bench_lib.Nan.time_nanmedian(200000, 2.0) 3.434ms 3.566ms 3.82% 3.288ms -4.26%
1561 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 2, 4, 'd') 158.079μs 153.184μs -3.10% 151.408μs -4.22%
1562 bench_core.Core.time_ones_100 5.167μs 4.988μs -3.45% 4.952μs -4.16%
1563 bench_itemselection.Take.time_contiguous((1000, 1), 'raise', 'complex128') 13.483μs 13.228μs -1.89% 12.924μs -4.14%
1564 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 2, 4, 'd') 191.974μs 261.730μs 36.34% 184.049μs -4.13%
1565 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 1, 4, 'f') 614.301μs 595.190μs -3.11% 589.032μs -4.11%
1566 bench_io.Copy.time_strided_copy('complex128') 22.482μs 22.357μs -0.56% 21.558μs -4.11%
1567 bench_array_coercion.ArrayCoercionSmall.time_ascontiguousarray(array([5])) 383.567ns 389.719ns 1.60% 367.815ns -4.11%
1568 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 2, 'd') 64.800μs 67.208μs 3.72% 62.152μs -4.09%
1569 bench_itemselection.PutMask.time_dense(True, 'complex64') 3.832μs 3.721μs -2.90% 3.677μs -4.05%
1570 bench_itemselection.Take.time_contiguous((1000, 2), 'clip', 'longfloat') 21.764μs 22.054μs 1.33% 20.889μs -4.02%
1571 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 2, 'd') 65.164μs 63.191μs -3.03% 62.550μs -4.01%
1572 bench_core.CorrConv.time_convolve(1000, 1000, 'valid') 11.791μs 11.541μs -2.12% 11.319μs -4.00%
1573 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 2, 'f') 51.987μs 50.812μs -2.26% 49.920μs -3.98%
1574 bench_core.CountNonzero.time_count_nonzero(1, 1000000, <class 'numpy.int32'>) 164.573μs 165.037μs 0.28% 158.058μs -3.96%
1575 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 1000000, <class 'numpy.int8'>) 1.309ms 1.310ms 0.11% 1.257ms -3.95%
1576 bench_lib.Nan.time_nanargmax(200, 90.0) 55.781μs 53.891μs -3.39% 53.581μs -3.94%
1577 bench_array_coercion.ArrayCoercionSmall.time_array_dtype_not_kwargs(1) 1.353μs 1.348μs -0.36% 1.299μs -3.94%
1578 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'clip', 'float32') 10.371μs 10.391μs 0.19% 9.963μs -3.94%
1579 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 4, 'D') 28.833μs 28.460μs -1.29% 27.713μs -3.89%
1580 bench_linalg.Linalg.time_op('det', 'complex64') 554.800μs 558.847μs 0.73% 533.255μs -3.88%
1581 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 1, 'f') 44.500μs 45.116μs 1.38% 42.778μs -3.87%
1582 bench_ufunc.UFunc.time_ufunc_types('bitwise_or') 41.303μs 41.898μs 1.44% 39.709μs -3.86%
1583 bench_ufunc.CustomInplace.time_char_or_temp 268.273μs 263.574μs -1.75% 257.965μs -3.84%
1584 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 4, 4, 'f') 114.300μs 113.582μs -0.63% 109.933μs -3.82%
1585 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint16'>, 43) 11.905μs 11.475μs -3.61% 11.453μs -3.79%
1586 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 2, 2, 'f') 506.042μs 499.300μs -1.33% 487.005μs -3.76%
1587 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 2, 4, 'f') 615.663μs 596.700μs -3.08% 592.506μs -3.76%
1588 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 4, 2, 'f') 56.979μs 56.142μs -1.47% 54.846μs -3.74%
1589 bench_lib.Nan.time_nanmedian(200000, 0.1) 2.810ms 2.711ms -3.53% 2.706ms -3.73%
1590 bench_core.CorrConv.time_correlate(1000, 10000, 'same') 10.394ms 10.094ms -2.89% 10.007ms -3.72%
1591 bench_itemselection.Take.time_contiguous((1000, 3), 'wrap', 'complex256') 51.902μs 50.675μs -2.36% 49.973μs -3.72%
1592 bench_function_base.Sort.time_sort('quick', 'int16', ('ordered',)) 61.472μs 59.995μs -2.40% 59.202μs -3.69%
1593 bench_itemselection.PutMask.time_dense(False, 'longfloat') 4.810μs 4.743μs -1.41% 4.634μs -3.67%
1594 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 1, 4, 'f') 156.689μs 155.476μs -0.77% 150.943μs -3.67%
1595 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 4, 4, 'f') 525.129μs 523.119μs -0.38% 505.940μs -3.65%
1596 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 4, 2, 'd') 181.109μs 176.103μs -2.76% 174.509μs -3.64%
1597 bench_random.Bounded.time_bounded('PCG64', [<class 'numpy.uint64'>, 2047]) 316.976μs 313.091μs -1.23% 305.473μs -3.63%
1598 bench_itemselection.Take.time_contiguous((1000, 1), 'wrap', 'longfloat') 13.503μs 13.310μs -1.43% 13.013μs -3.63%
1599 bench_function_base.Sort.time_argsort('quick', 'int64', ('reversed',)) 98.620μs 96.075μs -2.58% 95.044μs -3.63%
1600 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('float64', 10) 15.679μs 15.344μs -2.14% 15.114μs -3.61%
1601 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int8'>, 43) 9.497μs 9.315μs -1.91% 9.154μs -3.60%
1602 bench_core.Core.time_array_l 17.216μs 17.716μs 2.90% 16.598μs -3.59%
1603 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 2, 2, 'f') 146.395μs 142.729μs -2.50% 141.224μs -3.53%
1604 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 1, 'f') 44.938μs 44.208μs -1.62% 43.357μs -3.52%
1605 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'raise', 'complex64') 14.205μs 14.172μs -0.23% 13.709μs -3.50%
1606 bench_linalg.Linalg.time_op('det', 'complex128') 446.736μs 443.692μs -0.68% 431.150μs -3.49%
1607 bench_itemselection.Take.time_contiguous((1000, 3), 'clip', 'int16') 11.061μs 10.857μs -1.85% 10.676μs -3.48%
1608 bench_random.Randint.time_randint_slow 1.676ms 1.675ms -0.03% 1.617ms -3.48%
1609 bench_array_coercion.ArrayCoercionSmall.time_asarray(array([5])) 382.372ns 390.238ns 2.06% 369.257ns -3.43%
1610 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'raise', 'float32') 10.613μs 10.841μs 2.15% 10.250μs -3.42%
1611 bench_ufunc.ArgParsingReduce.time_add_reduce_arg_parsing((array([0., 1.]), axis=0, dtype=None, out=array(0.))) 5.300μs 5.192μs -2.04% 5.120μs -3.39%
1612 bench_ufunc.UFunc.time_ufunc_types('fmax') 932.684μs 918.884μs -1.48% 901.175μs -3.38%
1613 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 4, 2, 'd') 108.495μs 105.601μs -2.67% 104.839μs -3.37%
1614 bench_core.Core.time_array_l1 2.705μs 2.634μs -2.63% 2.614μs -3.37%
1615 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'raise', 'int32') 10.855μs 10.564μs -2.69% 10.490μs -3.37%
1616 bench_ufunc.UFunc.time_ufunc_types('subtract') 877.670μs 849.258μs -3.24% 848.175μs -3.36%
1617 bench_core.CountNonzero.time_count_nonzero(2, 1000000, <class 'numpy.int64'>) 1.436ms 1.418ms -1.25% 1.388ms -3.31%
1618 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 4, 1, 'f') 43.903μs 44.292μs 0.89% 42.455μs -3.30%
1619 bench_itemselection.Take.time_contiguous((1000, 3), 'wrap', 'int32') 14.223μs 14.220μs -0.02% 13.754μs -3.29%
1620 bench_indexing.ScalarIndexing.time_assign_cast(1) 52.232μs 51.606μs -1.20% 50.514μs -3.29%
1621 bench_lib.Nan.time_nanargmin(200000, 2.0) 1.304ms 1.278ms -1.97% 1.261ms -3.28%
1622 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 1, 'd') 78.317μs 78.578μs 0.33% 75.756μs -3.27%
1623 bench_itemselection.Take.time_contiguous((1000, 3), 'raise', 'longfloat') 30.761μs 32.307μs 5.03% 29.755μs -3.27%
1624 bench_core.CountNonzero.time_count_nonzero(2, 100, <class 'str'>) 21.612μs 21.135μs -2.21% 20.908μs -3.26%
1625 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 4, 'f') 78.488μs 77.850μs -0.81% 75.937μs -3.25%
1626 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 1, 'f') 35.091μs 34.333μs -2.16% 33.952μs -3.24%
1627 bench_itemselection.PutMask.time_sparse(False, 'longfloat') 4.033μs 4.234μs 4.99% 3.902μs -3.24%
1628 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'wrap', 'complex64') 14.135μs 14.074μs -0.43% 13.680μs -3.22%
1629 bench_reduce.AddReduceSeparate.time_reduce(0, 'float64') 487.947μs 500.027μs 2.48% 472.275μs -3.21%
1630 bench_itemselection.Take.time_contiguous((1000, 3), 'raise', 'int32') 14.451μs 14.349μs -0.70% 13.988μs -3.20%
1631 bench_scalar.ScalarMath.time_power_of_two('float16') 69.595μs 68.445μs -1.65% 67.370μs -3.20%
1632 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 2, 2, 'f') 146.933μs 147.229μs 0.20% 142.272μs -3.17%
1633 bench_itemselection.Take.time_contiguous((1000, 1), 'raise', 'int16') 5.188μs 5.308μs 2.31% 5.024μs -3.16%
1634 bench_lib.Nan.time_nansum(200000, 50.0) 2.192ms 2.133ms -2.69% 2.123ms -3.15%
1635 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'wrap', 'float32') 10.638μs 10.381μs -2.41% 10.303μs -3.15%
1636 bench_ufunc.CustomInplace.time_float_add 55.436μs 54.724μs -1.28% 53.701μs -3.13%
1637 bench_ufunc.ArgParsingReduce.time_add_reduce_arg_parsing((array([0., 1.]), 0, None, array(0.))) 5.174μs 5.356μs 3.53% 5.012μs -3.12%
1638 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 2, 'd') 103.776μs 101.119μs -2.56% 100.544μs -3.11%
1639 bench_records.Records.time_fromstring_formats_as_string 44.267ms 43.052ms -2.75% 42.893ms -3.10%
1640 bench_array_coercion.ArrayCoercionSmall.time_asanyarray([1]) 2.800μs 2.793μs -0.23% 2.713μs -3.10%
1641 bench_ufunc.UFunc.time_ufunc_types('logaddexp2') 643.512μs 629.153μs -2.23% 623.568μs -3.10%
1642 bench_ufunc.UFunc.time_ufunc_types('maximum') 902.184μs 876.675μs -2.83% 874.393μs -3.08%
1643 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 2, 1, 'f') 587.534μs 570.505μs -2.90% 569.453μs -3.08%
1644 bench_array_coercion.ArrayCoercionSmall.time_array_subok(range(0, 3)) 5.787μs 5.687μs -1.74% 5.610μs -3.07%
1645 bench_itemselection.Take.time_contiguous((1000, 1), 'raise', 'int64') 9.711μs 9.597μs -1.17% 9.413μs -3.07%
1646 bench_core.CountNonzero.time_count_nonzero(1, 1000000, <class 'bool'>) 72.135μs 70.575μs -2.16% 69.921μs -3.07%
1647 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 4, 1, 'd') 81.667μs 83.636μs 2.41% 79.165μs -3.06%
1648 bench_io.Copy.time_strided_assign('float64') 7.278μs 7.313μs 0.48% 7.055μs -3.06%
1649 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 2, 4, 'f') 144.802μs 141.867μs -2.03% 140.380μs -3.05%
1650 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 1, 4, 'd') 1.386ms 1.347ms -2.82% 1.344ms -3.05%
1651 bench_itemselection.Take.time_contiguous((1000, 1), 'raise', 'float32') 7.372μs 7.255μs -1.60% 7.150μs -3.01%
1652 bench_lib.Nan.time_nanprod(200, 90.0) 41.059μs 40.030μs -2.51% 39.825μs -3.01%
1653 bench_reduce.AnyAll.time_any_fast 6.009μs 5.879μs -2.16% 5.829μs -3.00%
1654 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 4, 'd') 127.318μs 125.031μs -1.80% 123.516μs -2.99%
1655 bench_core.CountNonzero.time_count_nonzero(2, 10000, <class 'object'>) 416.815μs 404.812μs -2.88% 404.388μs -2.98%
1656 bench_itemselection.Take.time_contiguous((1000, 2), 'wrap', 'float64') 13.380μs 13.494μs 0.85% 12.982μs -2.97%
1657 bench_function_base.Sort.time_argsort('heap', 'int64', ('random',)) 789.922μs 774.829μs -1.91% 766.436μs -2.97%
1658 bench_lib.Nan.time_nanargmin(200, 2.0) 54.628μs 53.548μs -1.98% 53.013μs -2.96%
1659 bench_core.Core.time_diagflat_l50_l50 79.744μs 78.344μs -1.76% 77.386μs -2.96%
1660 bench_lib.Nan.time_nanstd(200000, 50.0) 4.178ms 4.056ms -2.92% 4.054ms -2.95%
1661 bench_core.CorrConv.time_correlate(50, 10, 'same') 4.381μs 4.539μs 3.60% 4.252μs -2.95%
1662 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 1, 'f') 21.954μs 21.912μs -0.19% 21.308μs -2.94%
1663 bench_function_base.Sort.time_argsort('merge', 'int16', ('sorted_block', 10)) 118.246μs 119.690μs 1.22% 114.773μs -2.94%
1664 bench_itemselection.Take.time_contiguous((1000, 3), 'raise', 'int64') 19.911μs 19.503μs -2.05% 19.329μs -2.92%
1665 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 2, 4, 'f') 954.060μs 944.967μs -0.95% 926.217μs -2.92%
1666 bench_array_coercion.ArrayCoercionSmall.time_array_subok([1]) 4.395μs 4.386μs -0.21% 4.267μs -2.92%
1667 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 2, 'f') 51.161μs 51.145μs -0.03% 49.669μs -2.92%
1668 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 1, 1, 'f') 141.363μs 138.551μs -1.99% 137.261μs -2.90%
1669 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'clip', 'int16') 8.081μs 8.495μs 5.12% 7.847μs -2.89%
1670 bench_array_coercion.ArrayCoercionSmall.time_asarray_dtype(range(0, 3)) 5.784μs 5.699μs -1.47% 5.618μs -2.88%
1671 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'clip', 'complex64') 13.799μs 13.715μs -0.61% 13.402μs -2.88%
1672 bench_io.LoadtxtReadUint64Integers.time_read_uint64_neg_values(1000) 341.506μs 338.648μs -0.84% 331.686μs -2.88%
1673 bench_array_coercion.ArrayCoercionSmall.time_asarray([1]) 2.803μs 2.779μs -0.87% 2.723μs -2.88%
1674 bench_ufunc.ArgParsingReduce.time_add_reduce_arg_parsing((array([0., 1.]), out=array(0.))) 5.068μs 5.092μs 0.48% 4.923μs -2.87%
1675 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 1, 'd') 78.516μs 78.908μs 0.50% 76.267μs -2.86%
1676 bench_function_base.Sort.time_sort('merge', 'int64', ('sorted_block', 10)) 99.406μs 97.861μs -1.55% 96.565μs -2.86%
1677 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 2, 2, 'd') 91.129μs 90.280μs -0.93% 88.524μs -2.86%
1678 bench_core.CorrConv.time_convolve(50, 10, 'same') 10.140μs 10.376μs 2.33% 9.852μs -2.85%
1679 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 2, 4, 'f') 49.674μs 48.928μs -1.50% 48.263μs -2.84%
1680 bench_function_base.Sort.time_sort('heap', 'int64', ('reversed',)) 505.587μs 492.596μs -2.57% 491.255μs -2.83%
1681 bench_itemselection.Take.time_contiguous((1000, 1), 'clip', 'float64') 9.708μs 9.556μs -1.56% 9.433μs -2.83%
1682 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 1, 2, 'd') 65.790μs 64.860μs -1.41% 63.943μs -2.81%
1683 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 1, 2, 'f') 499.901μs 497.232μs -0.53% 485.914μs -2.80%
1684 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 2, 2, 'f') 38.996μs 38.418μs -1.48% 37.906μs -2.79%
1685 bench_itemselection.Take.time_contiguous((1000, 2), 'wrap', 'float32') 9.694μs 9.749μs 0.57% 9.424μs -2.79%
1686 bench_core.CountNonzero.time_count_nonzero_axis(3, 10000, <class 'numpy.int64'>) 90.554μs 92.562μs 2.22% 88.034μs -2.78%
1687 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 1, 1, 'f') 21.398μs 21.510μs 0.52% 20.803μs -2.78%
1688 bench_ufunc.CustomInplace.time_double_add 65.348μs 63.828μs -2.33% 63.537μs -2.77%
1689 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 4, 'f') 58.863μs 59.365μs 0.85% 57.234μs -2.77%
1690 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 4, 2, 'd') 103.680μs 100.939μs -2.64% 100.810μs -2.77%
1691 bench_function_base.Sort.time_argsort('merge', 'int64', ('sorted_block', 10)) 125.931μs 124.254μs -1.33% 122.446μs -2.77%
1692 bench_core.VarComplex.time_var(100000) 1.092ms 1.151ms 5.36% 1.062ms -2.77%
1693 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 4, 4, 'd') 244.219μs 239.679μs -1.86% 237.512μs -2.75%
1694 bench_itemselection.Take.time_contiguous((1000, 2), 'raise', 'int64') 13.071μs 14.382μs 10.03% 12.713μs -2.74%
1695 bench_lib.Nan.time_nancumsum(200000, 0) 1.525ms 1.642ms 7.68% 1.484ms -2.74%
1696 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int8'>, 8) 9.491μs 9.400μs -0.96% 9.234μs -2.71%
1697 bench_shape_base.Block.time_no_lists(100) 394.612μs 385.581μs -2.29% 383.946μs -2.70%
1698 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int32'>, -8) 14.513μs 14.287μs -1.56% 14.122μs -2.69%
1699 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 2, 1, 'f') 143.208μs 140.670μs -1.77% 139.368μs -2.68%
1700 bench_core.CountNonzero.time_count_nonzero(2, 10000, <class 'numpy.int16'>) 3.597μs 3.554μs -1.22% 3.501μs -2.68%
1701 bench_array_coercion.ArrayCoercionSmall.time_array_invalid_kwarg(5) 2.282μs 2.308μs 1.14% 2.221μs -2.66%
1702 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 2, 4, 'f') 2.076ms 2.067ms -0.45% 2.021ms -2.66%
1703 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 2, 1, 'd') 146.399μs 144.896μs -1.03% 142.521μs -2.65%
1704 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 1, 4, 'f') 150.626μs 163.548μs 8.58% 146.662μs -2.63%
1705 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 2, 2, 'f') 49.019μs 48.967μs -0.11% 47.734μs -2.62%
1706 bench_random.Bounded.time_bounded('PCG64', [<class 'numpy.uint64'>, 1535]) 315.425μs 314.457μs -0.31% 307.174μs -2.62%
1707 bench_function_base.Sort.time_argsort('heap', 'int64', ('sorted_block', 10)) 644.919μs 651.569μs 1.03% 628.065μs -2.61%
1708 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 1, 2, 'f') 141.826μs 140.670μs -0.82% 138.122μs -2.61%
1709 bench_indexing.IndexingSeparate.time_mmap_fancy_indexing 16.873ms 16.863ms -0.06% 16.433ms -2.61%
1710 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 1, 'd') 40.478μs 40.017μs -1.14% 39.427μs -2.60%
1711 bench_itemselection.Take.time_contiguous((1000, 3), 'clip', 'int32') 13.873μs 13.759μs -0.83% 13.515μs -2.58%
1712 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 1, 1, 'd') 39.356μs 39.225μs -0.33% 38.350μs -2.56%
1713 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 4, 'f') 59.220μs 58.186μs -1.75% 57.710μs -2.55%
1714 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 2, 'd') 102.033μs 99.531μs -2.45% 99.433μs -2.55%
1715 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('int64', 100) 27.440μs 27.113μs -1.19% 26.745μs -2.53%
1716 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 4, 2, 'd') 1.243ms 1.217ms -2.11% 1.212ms -2.53%
1717 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'wrap', 'complex128') 21.029μs 20.764μs -1.26% 20.499μs -2.52%
1718 bench_itemselection.Take.time_contiguous((1000, 3), 'wrap', 'complex64') 19.209μs 19.154μs -0.29% 18.727μs -2.51%
1719 bench_lib.Nan.time_nansum(200000, 0) 1.090ms 1.074ms -1.47% 1.063ms -2.50%
1720 bench_function_base.Sort.time_sort('heap', 'int16', ('sorted_block', 100)) 542.085μs 537.180μs -0.90% 528.655μs -2.48%
1721 bench_itemselection.Take.time_contiguous((1000, 2), 'wrap', 'int32') 9.818μs 9.798μs -0.21% 9.577μs -2.46%
1722 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 2, 2, 'd') 155.180μs 171.008μs 10.20% 151.366μs -2.46%
1723 bench_itemselection.PutMask.time_dense(False, 'int64') 4.425μs 4.350μs -1.68% 4.316μs -2.46%
1724 bench_lib.Nan.time_nanprod(200000, 90.0) 1.749ms 1.715ms -1.95% 1.706ms -2.45%
1725 bench_core.CorrConv.time_convolve(100000, 10, 'same') 266.595μs 262.860μs -1.40% 260.088μs -2.44%
1726 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'wrap', 'float16') 8.908μs 8.783μs -1.40% 8.691μs -2.44%
1727 bench_itemselection.Take.time_contiguous((1000, 3), 'clip', 'float32') 13.731μs 13.848μs 0.85% 13.398μs -2.42%
1728 bench_itemselection.Take.time_contiguous((1000, 3), 'clip', 'complex64') 18.510μs 18.080μs -2.32% 18.063μs -2.42%
1729 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 4, 1, 'd') 1.213ms 1.214ms 0.12% 1.184ms -2.41%
1730 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 1, 1, 'f') 36.340μs 35.966μs -1.03% 35.463μs -2.41%
1731 bench_itemselection.Take.time_contiguous((1000, 3), 'raise', 'float16') 11.497μs 11.523μs 0.23% 11.220μs -2.41%
1732 bench_io.Copy.time_memcpy('float64') 8.935μs 8.809μs -1.41% 8.720μs -2.41%
1733 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 1, 4, 'f') 96.931μs 94.981μs -2.01% 94.610μs -2.39%
1734 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 1, 1, 'd') 2.318ms 2.296ms -0.95% 2.263ms -2.39%
1735 bench_itemselection.Take.time_contiguous((1000, 1), 'wrap', 'float16') 5.413μs 5.598μs 3.42% 5.284μs -2.38%
1736 bench_function_base.Sort.time_argsort('merge', 'float64', ('sorted_block', 10)) 170.916μs 169.330μs -0.93% 166.854μs -2.38%
1737 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'raise', 'float64') 14.252μs 14.008μs -1.71% 13.913μs -2.38%
1738 bench_core.Core.time_triu_indices_500 1.640ms 1.605ms -2.14% 1.601ms -2.37%
1739 bench_itemselection.PutMask.time_sparse(False, 'float16') 4.037μs 4.019μs -0.44% 3.941μs -2.37%
1740 bench_core.CorrConv.time_convolve(1000, 10000, 'valid') 9.520ms 9.387ms -1.40% 9.296ms -2.36%
1741 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 2, 2, 'f') 586.812μs 580.644μs -1.05% 573.084μs -2.34%
1742 bench_core.CountNonzero.time_count_nonzero(1, 10000, <class 'object'>) 206.787μs 206.776μs -0.01% 201.954μs -2.34%
1743 bench_lib.Nan.time_nanargmax(200, 50.0) 54.957μs 53.934μs -1.86% 53.675μs -2.33%
1744 bench_ufunc.UFunc.time_ufunc_types('sqrt') 1.769ms 1.751ms -1.00% 1.728ms -2.33%
1745 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'wrap', 'float64') 13.973μs 13.734μs -1.71% 13.647μs -2.33%
1746 bench_ufunc.UFunc.time_ufunc_types('log') 3.332ms 3.262ms -2.08% 3.254ms -2.33%
1747 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'wrap', 'int64') 13.906μs 13.934μs 0.20% 13.584μs -2.32%
1748 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 1, 1, 'f') 1.202ms 1.194ms -0.72% 1.174ms -2.31%
1749 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 2, 4, 'd') 122.711μs 122.665μs -0.04% 119.875μs -2.31%
1750 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 100, <class 'numpy.int8'>) 19.597μs 19.455μs -0.72% 19.148μs -2.29%
1751 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 4, 4, 'f') 1.806ms 1.777ms -1.58% 1.765ms -2.29%
1752 bench_core.CorrConv.time_convolve(1000, 100, 'same') 98.400μs 97.596μs -0.82% 96.156μs -2.28%
1753 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 2, 1, 'd') 147.200μs 144.703μs -1.70% 143.846μs -2.28%
1754 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 4, 'f') 64.972μs 65.998μs 1.58% 63.492μs -2.28%
1755 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 100, <class 'bool'>) 15.369μs 15.448μs 0.51% 15.019μs -2.28%
1756 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 4, 4, 'd') 1.191ms 1.231ms 3.38% 1.164ms -2.27%
1757 bench_itemselection.Take.time_contiguous((1000, 3), 'raise', 'complex128') 30.719μs 30.196μs -1.70% 30.023μs -2.26%
1758 bench_itemselection.Take.time_contiguous((1000, 2), 'raise', 'complex64') 13.145μs 13.065μs -0.61% 12.847μs -2.26%
1759 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 1, 4, 'd') 109.011μs 107.753μs -1.15% 106.558μs -2.25%
1760 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 4, 2, 'f') 107.358μs 106.424μs -0.87% 104.945μs -2.25%
1761 bench_lib.Nan.time_nancumprod(200000, 90.0) 2.028ms 2.083ms 2.74% 1.982ms -2.24%
1762 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 2, 4, 'd') 1.568ms 1.540ms -1.85% 1.533ms -2.24%
1763 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 4, 2, 'd') 819.730μs 812.508μs -0.88% 801.365μs -2.24%
1764 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 2, 1, 'd') 2.247ms 2.289ms 1.89% 2.196ms -2.24%
1765 bench_indexing.Indexing.time_op('indexes_rand_', ':,I', '=1') 415.986μs 432.927μs 4.07% 406.696μs -2.23%
1766 bench_ufunc.Broadcast.time_broadcast 9.939ms 9.767ms -1.74% 9.718ms -2.22%
1767 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 1, 1, 'f') 46.442μs 48.696μs 4.85% 45.411μs -2.22%
1768 bench_io.LoadtxtCSVComments.time_comment_loadtxt_csv(10000) 3.032ms 2.984ms -1.60% 2.965ms -2.21%
1769 bench_core.Core.time_array_1 735.511ns 722.455ns -1.78% 719.348ns -2.20%
1770 bench_function_base.Sort.time_sort('merge', 'float64', ('sorted_block', 10)) 139.003μs 138.564μs -0.32% 135.956μs -2.19%
1771 bench_itemselection.Take.time_contiguous((1000, 3), 'clip', 'float64') 18.408μs 18.381μs -0.14% 18.005μs -2.19%
1772 bench_indexing.Indexing.time_op('indexes_', 'I', '') 813.746μs 804.392μs -1.15% 795.969μs -2.18%
1773 bench_lib.Nan.time_nanpercentile(200, 0.1) 281.339μs 276.365μs -1.77% 275.208μs -2.18%
1774 bench_reduce.AddReduceSeparate.time_reduce(0, 'complex64') 815.438μs 815.662μs 0.03% 797.700μs -2.18%
1775 bench_core.Core.time_array_float_l1000 363.067μs 356.969μs -1.68% 355.176μs -2.17%
1776 bench_itemselection.Take.time_contiguous((1000, 1), 'clip', 'complex256') 21.594μs 21.364μs -1.07% 21.125μs -2.17%
1777 bench_itemselection.PutMask.time_sparse(True, 'complex128') 3.624μs 3.583μs -1.13% 3.545μs -2.17%
1778 bench_core.Core.time_diagflat_l100 72.345μs 72.329μs -0.02% 70.781μs -2.16%
1779 bench_shape_base.Block2D.time_block2d((1024, 1024), 'uint32', (4, 4)) 1.972ms 1.977ms 0.24% 1.930ms -2.16%
1780 bench_lib.Nan.time_nanprod(200000, 2.0) 1.337ms 1.353ms 1.20% 1.308ms -2.16%
1781 bench_function_base.Sort.time_sort('heap', 'int64', ('sorted_block', 10)) 621.035μs 620.300μs -0.12% 607.653μs -2.15%
1782 bench_core.CountNonzero.time_count_nonzero(2, 10000, <class 'numpy.int64'>) 10.722μs 10.959μs 2.21% 10.492μs -2.15%
1783 bench_ufunc.UFunc.time_ufunc_types('radians') 510.910μs 504.605μs -1.23% 499.914μs -2.15%
1784 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 1, 1, 'd') 897.993μs 891.008μs -0.78% 878.675μs -2.15%
1785 bench_random.Bounded.time_bounded('SFC64', [<class 'numpy.uint64'>, 95]) 343.185μs 338.446μs -1.38% 335.825μs -2.14%
1786 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 2, 1, 'f') 141.005μs 141.176μs 0.12% 137.982μs -2.14%
1787 bench_function_base.Histogram1D.time_full_coverage 3.615ms 3.567ms -1.34% 3.538ms -2.14%
1788 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 4, 4, 'f') 459.363μs 459.838μs 0.10% 449.546μs -2.14%
1789 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 1, 1, 'f') 143.069μs 141.085μs -1.39% 140.015μs -2.13%
1790 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 1, 4, 'f') 59.551μs 58.738μs -1.37% 58.285μs -2.13%
1791 bench_lib.Nan.time_nanmedian(200000, 50.0) 4.909ms 4.845ms -1.30% 4.805ms -2.12%
1792 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 1, 1, 'f') 1.104ms 1.094ms -0.92% 1.080ms -2.12%
1793 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 2, 2, 'd') 146.025μs 149.158μs 2.15% 142.933μs -2.12%
1794 bench_itemselection.Take.time_contiguous((1000, 3), 'wrap', 'complex128') 30.296μs 29.837μs -1.51% 29.655μs -2.12%
1795 bench_scalar.ScalarMath.time_abs('float32') 1.065μs 1.052μs -1.17% 1.043μs -2.10%
1796 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 1, 2, 'd') 64.161μs 63.573μs -0.92% 62.813μs -2.10%
1797 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 4, 'f') 77.818μs 76.761μs -1.36% 76.186μs -2.10%
1798 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 4, 1, 'd') 833.724μs 833.585μs -0.02% 816.277μs -2.09%
1799 bench_core.Temporaries.time_mid 164.144μs 170.225μs 3.71% 160.735μs -2.08%
1800 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int16'>, -8) 10.350μs 10.423μs 0.70% 10.135μs -2.08%
1801 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 4, 4, 'f') 1.076ms 1.062ms -1.26% 1.053ms -2.07%
1802 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 4, 2, 'd') 1.248ms 1.285ms 3.03% 1.222ms -2.07%
1803 bench_itemselection.Take.time_contiguous((1000, 1), 'clip', 'int32') 7.296μs 7.422μs 1.72% 7.145μs -2.06%
1804 bench_itemselection.PutMask.time_dense(False, 'complex64') 4.448μs 4.541μs 2.10% 4.356μs -2.06%
1805 bench_function_base.Sort.time_argsort('merge', 'int64', ('random',)) 535.510μs 529.980μs -1.03% 524.505μs -2.06%
1806 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 1, 1, 'f') 25.108μs 24.706μs -1.60% 24.596μs -2.04%
1807 bench_array_coercion.ArrayCoercionSmall.time_asanyarray(array([5])) 383.281ns 394.425ns 2.91% 375.491ns -2.03%
1808 bench_ufunc.UFunc.time_ufunc_types('remainder') 949.790μs 955.282μs 0.58% 930.600μs -2.02%
1809 bench_ufunc.ArgParsingReduce.time_add_reduce_arg_parsing((array([0., 1.]))) 5.552μs 5.495μs -1.02% 5.440μs -2.02%
1810 bench_indexing.ScalarIndexing.time_index(0) 16.627μs 16.535μs -0.55% 16.292μs -2.01%
1811 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 1, 4, 'f') 58.919μs 58.129μs -1.34% 57.736μs -2.01%
1812 bench_io.LoadtxtReadUint64Integers.time_read_uint64(1000) 339.540μs 337.406μs -0.63% 332.753μs -2.00%
1813 bench_itemselection.Take.time_contiguous((1000, 3), 'clip', 'int64') 18.687μs 18.652μs -0.19% 18.314μs -2.00%
1814 bench_ufunc.UFunc.time_ufunc_types('lcm') 262.219μs 259.615μs -0.99% 256.990μs -1.99%
1815 bench_core.CountNonzero.time_count_nonzero(3, 10000, <class 'bool'>) 4.119μs 4.106μs -0.31% 4.037μs -1.99%
1816 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 4, 2, 'f') 958.155μs 1.031ms 7.56% 939.176μs -1.98%
1817 bench_lib.Nan.time_nanargmin(200000, 0.1) 1.212ms 1.191ms -1.77% 1.188ms -1.98%
1818 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 4, 4, 'f') 918.786μs 913.384μs -0.59% 900.624μs -1.98%
1819 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('complex128', 10) 15.434μs 15.214μs -1.43% 15.129μs -1.97%
1820 bench_itemselection.Take.time_contiguous((1000, 3), 'wrap', 'longfloat') 29.888μs 29.537μs -1.18% 29.299μs -1.97%
1821 bench_core.Core.time_array_float64_l1000 190.586μs 196.868μs 3.30% 186.856μs -1.96%
1822 bench_reduce.AddReduceSeparate.time_reduce(1, 'int32') 765.800μs 757.578μs -1.07% 750.828μs -1.96%
1823 bench_function_base.Sort.time_argsort('heap', 'int16', ('sorted_block', 10)) 720.660μs 709.607μs -1.53% 706.607μs -1.95%
1824 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 1, 4, 'd') 2.931ms 2.909ms -0.75% 2.874ms -1.94%
1825 bench_ufunc.UFunc.time_ufunc_types('degrees') 509.234μs 502.868μs -1.25% 499.391μs -1.93%
1826 bench_ufunc.UFunc.time_ufunc_types('right_shift') 111.839μs 122.615μs 9.64% 109.684μs -1.93%
1827 bench_array_coercion.ArrayCoercionSmall.time_asanyarray_dtype([1]) 4.384μs 4.412μs 0.64% 4.300μs -1.92%
1828 bench_ufunc.CustomInplace.time_double_add_temp 312.506μs 322.253μs 3.12% 306.503μs -1.92%
1829 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 10000, <class 'numpy.int8'>) 61.538μs 61.124μs -0.67% 60.359μs -1.92%
1830 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 4, 2, 'f') 596.312μs 594.450μs -0.31% 584.927μs -1.91%
1831 bench_core.CorrConv.time_convolve(50, 10000, 'full') 416.381μs 417.177μs 0.19% 408.446μs -1.91%
1832 bench_shape_base.Block.time_no_lists(1) 28.073μs 31.027μs 10.52% 27.539μs -1.90%
1833 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 2, 4, 'f') 901.227μs 903.842μs 0.29% 884.085μs -1.90%
1834 bench_lib.Nan.time_nanquantile(200000, 90.0) 3.622ms 3.619ms -0.10% 3.554ms -1.90%
1835 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 4, 4, 'f') 2.351ms 2.336ms -0.63% 2.306ms -1.90%
1836 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 2, 4, 'f') 63.888μs 64.155μs 0.42% 62.677μs -1.89%
1837 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 4, 4, 'd') 234.818μs 272.313μs 15.97% 230.374μs -1.89%
1838 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'clip', 'complex128') 21.392μs 21.224μs -0.79% 20.988μs -1.89%
1839 bench_ufunc.UFunc.time_ufunc_types('negative') 705.713μs 697.173μs -1.21% 692.440μs -1.88%
1840 bench_lib.Nan.time_nanvar(200, 50.0) 161.389μs 159.194μs -1.36% 158.362μs -1.88%
1841 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'deg2rad'>, 4, 1, 'f') 144.989μs 144.255μs -0.51% 142.271μs -1.87%
1842 bench_lib.Nan.time_nanargmax(200000, 90.0) 1.594ms 1.595ms 0.02% 1.565ms -1.87%
1843 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 1, 2, 'f') 47.244μs 46.781μs -0.98% 46.361μs -1.87%
1844 bench_itemselection.Take.time_contiguous((1000, 1), 'wrap', 'int64') 9.692μs 10.390μs 7.21% 9.511μs -1.87%
1845 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 2, 2, 'd') 2.729ms 2.748ms 0.70% 2.678ms -1.86%
1846 bench_itemselection.Take.time_contiguous((1000, 2), 'clip', 'float64') 13.427μs 13.447μs 0.15% 13.180μs -1.84%
1847 bench_function_base.Sort.time_sort_worst 75.535ms 74.993ms -0.72% 74.144ms -1.84%
1848 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 4, 'f') 78.733μs 77.539μs -1.52% 77.293μs -1.83%
1849 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 2, 2, 'd') 75.150μs 75.153μs 0.00% 73.781μs -1.82%
1850 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 2, 'f') 42.042μs 41.901μs -0.34% 41.278μs -1.82%
1851 bench_itemselection.Take.time_contiguous((1000, 3), 'wrap', 'int16') 11.271μs 11.881μs 5.41% 11.067μs -1.82%
1852 bench_core.CorrConv.time_correlate(50, 10000, 'valid') 437.858μs 434.275μs -0.82% 429.921μs -1.81%
1853 bench_linalg.Linalg.time_op('norm', 'longfloat') 122.962μs 126.496μs 2.87% 120.734μs -1.81%
1854 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 4, 1, 'f') 144.033μs 144.036μs 0.00% 141.425μs -1.81%
1855 bench_itemselection.Take.time_contiguous((1000, 2), 'raise', 'float16') 7.362μs 7.635μs 3.71% 7.229μs -1.81%
1856 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 2, 'f') 1.759ms 1.748ms -0.64% 1.727ms -1.80%
1857 bench_import.Import.time_linalg 118.607ms 117.899ms -0.60% 116.471ms -1.80%
1858 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 2, 2, 'd') 49.919μs 49.720μs -0.40% 49.022μs -1.80%
1859 bench_core.CountNonzero.time_count_nonzero(2, 100, <class 'object'>) 5.815μs 5.846μs 0.53% 5.711μs -1.80%
1860 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 2, 2, 'f') 52.751μs 61.865μs 17.28% 51.804μs -1.79%
1861 bench_trim_zeros.TrimZeros.time_trim_zeros(dtype('bool'), 3000) 12.385ms 12.302ms -0.67% 12.163ms -1.79%
1862 bench_indexing.ScalarIndexing.time_assign_cast(2) 61.429μs 61.392μs -0.06% 60.330μs -1.79%
1863 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 4, 2, 'd') 1.498ms 1.552ms 3.62% 1.472ms -1.78%
1864 bench_shape_base.Block2D.time_block2d((128, 128), 'uint16', (4, 4)) 189.153μs 191.747μs 1.37% 185.793μs -1.78%
1865 bench_indexing.Indexing.time_op('indexes_', ':,I', '') 1.009ms 1.002ms -0.73% 991.009μs -1.77%
1866 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 2, 1, 'f') 584.353μs 575.866μs -1.45% 574.005μs -1.77%
1867 bench_function_base.Sort.time_argsort('quick', 'int16', ('random',)) 473.757μs 478.959μs 1.10% 465.413μs -1.76%
1868 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 4, 4, 'f') 77.911μs 77.443μs -0.60% 76.541μs -1.76%
1869 bench_lib.Nan.time_nanmedian(200, 0) 86.041μs 85.158μs -1.03% 84.529μs -1.76%
1870 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint32'>, 43) 14.893μs 14.755μs -0.92% 14.634μs -1.74%
1871 bench_function_base.Sort.time_argsort('quick', 'int16', ('ordered',)) 58.194μs 58.855μs 1.13% 57.184μs -1.74%
1872 bench_ufunc.ArgParsingReduce.time_add_reduce_arg_parsing((array([0., 1.]), 0, None)) 5.658μs 5.721μs 1.10% 5.560μs -1.73%
1873 bench_shape_base.Block.time_3d(100, 'copy') 180.835ms 180.860ms 0.01% 177.704ms -1.73%
1874 bench_ufunc.CustomScalar.time_divide_scalar2(<class 'numpy.float32'>) 12.905μs 12.818μs -0.68% 12.683μs -1.72%
1875 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 1, 'd') 38.382μs 37.770μs -1.59% 37.720μs -1.72%
1876 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 2, 1, 'f') 47.084μs 46.694μs -0.83% 46.273μs -1.72%
1877 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 2, 4, 'f') 66.554μs 66.663μs 0.16% 65.410μs -1.72%
1878 bench_lib.Nan.time_nanquantile(200000, 50.0) 5.500ms 5.461ms -0.70% 5.405ms -1.72%
1879 bench_core.CountNonzero.time_count_nonzero(3, 100, <class 'str'>) 30.428μs 30.677μs 0.82% 29.907μs -1.71%
1880 bench_array_coercion.ArrayCoercionSmall.time_array_dtype_not_kwargs([1]) 3.236μs 3.448μs 6.56% 3.181μs -1.71%
1881 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 4, 'd') 2.020ms 2.014ms -0.32% 1.986ms -1.70%
1882 bench_shape_base.Block2D.time_block2d((32, 32), 'uint32', (4, 4)) 136.719μs 135.501μs -0.89% 134.389μs -1.70%
1883 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 1, 4, 'd') 109.830μs 108.692μs -1.04% 107.960μs -1.70%
1884 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 1, 2, 'f') 46.788μs 53.773μs 14.93% 45.994μs -1.70%
1885 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 2, 2, 'f') 472.592μs 465.088μs -1.59% 464.613μs -1.69%
1886 bench_core.Core.time_array_l_view 634.043μs 628.256μs -0.91% 623.350μs -1.69%
1887 bench_lib.Nan.time_nanmean(200000, 50.0) 2.529ms 2.499ms -1.18% 2.487ms -1.69%
1888 bench_core.CountNonzero.time_count_nonzero(3, 100, <class 'numpy.int32'>) 1.707μs 1.704μs -0.20% 1.679μs -1.68%
1889 bench_function_base.Sort.time_sort('merge', 'int64', ('sorted_block', 1000)) 39.293μs 39.497μs 0.52% 38.633μs -1.68%
1890 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 4, 2, 'f') 475.310μs 478.095μs 0.59% 467.396μs -1.67%
1891 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 1, 1, 'd') 1.677ms 1.661ms -0.94% 1.649ms -1.66%
1892 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'wrap', 'longfloat') 20.904μs 21.870μs 4.62% 20.560μs -1.65%
1893 bench_linalg.Einsum.time_einsum_outer(<class 'numpy.float64'>) 16.755ms 16.724ms -0.19% 16.479ms -1.65%
1894 bench_indexing.ScalarIndexing.time_index(1) 27.091μs 27.071μs -0.07% 26.647μs -1.64%
1895 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 2, 1, 'f') 2.169ms 2.137ms -1.48% 2.133ms -1.64%
1896 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sinh'>, 1, 2, 'f') 1.732ms 1.725ms -0.40% 1.704ms -1.63%
1897 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 4, 1, 'f') 913.268μs 913.842μs 0.06% 898.425μs -1.63%
1898 bench_ufunc.CustomScalar.time_less_than_scalar2(<class 'numpy.float64'>) 12.692μs 12.898μs 1.62% 12.487μs -1.62%
1899 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int32'>, -43) 14.445μs 18.507μs 28.12% 14.212μs -1.62%
1900 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 100, <class 'numpy.int16'>) 20.337μs 20.629μs 1.44% 20.008μs -1.62%
1901 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 4, 2, 'f') 369.392μs 372.090μs 0.73% 363.437μs -1.61%
1902 bench_itemselection.PutMask.time_sparse(True, 'float32') 3.569μs 3.521μs -1.35% 3.511μs -1.61%
1903 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 1, 2, 'f') 53.598μs 56.511μs 5.43% 52.737μs -1.61%
1904 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 1, 2, 'f') 905.559μs 892.217μs -1.47% 891.008μs -1.61%
1905 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 4, 1, 'f') 142.183μs 142.553μs 0.26% 139.901μs -1.60%
1906 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 1, 'f') 35.324μs 35.231μs -0.26% 34.758μs -1.60%
1907 bench_itemselection.Take.time_contiguous((1000, 1), 'wrap', 'complex64') 9.775μs 9.901μs 1.29% 9.618μs -1.60%
1908 bench_function_base.Sort.time_argsort('merge', 'int64', ('uniform',)) 14.961μs 14.952μs -0.06% 14.722μs -1.59%
1909 bench_linalg.Einsum.time_einsum_outer(<class 'numpy.float32'>) 8.805ms 8.679ms -1.44% 8.665ms -1.59%
1910 bench_io.Copy.time_memcpy_large_out_of_place('int16') 1.883ms 1.869ms -0.73% 1.853ms -1.59%
1911 bench_random.Bounded.time_bounded('SFC64', [<class 'numpy.uint8'>, 95]) 910.017μs 915.175μs 0.57% 895.592μs -1.59%
1912 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 2, 4, 'f') 456.925μs 454.344μs -0.56% 449.724μs -1.58%
1913 bench_core.CountNonzero.time_count_nonzero_axis(1, 10000, <class 'numpy.int8'>) 44.249μs 44.411μs 0.37% 43.552μs -1.58%
1914 bench_random.RNG.time_raw('SFC64') 740.514μs 745.436μs 0.66% 728.971μs -1.56%
1915 bench_core.CorrConv.time_convolve(50, 10, 'full') 10.016μs 10.320μs 3.04% 9.860μs -1.56%
1916 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 4, 'd') 122.941μs 124.669μs 1.41% 121.027μs -1.56%
1917 bench_function_base.Sort.time_sort('quick', 'int16', ('sorted_block', 10)) 338.448μs 339.403μs 0.28% 333.261μs -1.53%
1918 bench_ufunc.CustomScalar.time_divide_scalar2(<class 'numpy.float64'>) 20.735μs 20.524μs -1.02% 20.417μs -1.53%
1919 bench_function_base.Sort.time_sort('merge', 'int16', ('reversed',)) 38.108μs 38.448μs 0.89% 37.527μs -1.52%
1920 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 2, 2, 'd') 74.602μs 73.809μs -1.06% 73.468μs -1.52%
1921 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int8'>, -8) 9.373μs 9.271μs -1.09% 9.231μs -1.52%
1922 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 1, 'f') 21.332μs 21.168μs -0.77% 21.009μs -1.52%
1923 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 1, 4, 'f') 59.409μs 60.010μs 1.01% 58.511μs -1.51%
1924 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'clip', 'float64') 13.736μs 15.578μs 13.41% 13.529μs -1.51%
1925 bench_indexing.Indexing.time_op('indexes_rand_', ':,I', '') 1.055ms 1.052ms -0.21% 1.039ms -1.51%
1926 bench_lib.Nan.time_nanprod(200, 2.0) 35.979μs 36.588μs 1.69% 35.438μs -1.50%
1927 bench_itemselection.Take.time_contiguous((1000, 3), 'wrap', 'float32') 14.097μs 14.103μs 0.04% 13.885μs -1.50%
1928 bench_ma.Concatenate.time_it('masked', 2000) 63.107ms 64.444ms 2.12% 62.160ms -1.50%
1929 bench_reduce.AddReduceSeparate.time_reduce(0, 'float16') 11.203ms 11.159ms -0.39% 11.035ms -1.50%
1930 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('int64', 100000) 14.854ms 15.365ms 3.44% 14.634ms -1.49%
1931 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 2, 2, 'f') 56.443μs 55.773μs -1.19% 55.605μs -1.48%
1932 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 1, 2, 'd') 1.063ms 1.121ms 5.43% 1.048ms -1.48%
1933 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 1, 2, 'f') 47.849μs 47.382μs -0.98% 47.140μs -1.48%
1934 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 1, 1, 'd') 878.701μs 879.008μs 0.04% 865.854μs -1.46%
1935 bench_itemselection.Take.time_contiguous((1000, 1), 'raise', 'float64') 9.811μs 9.716μs -0.97% 9.668μs -1.46%
1936 bench_itemselection.Take.time_contiguous((1000, 2), 'clip', 'int16') 7.247μs 7.395μs 2.05% 7.141μs -1.46%
1937 bench_function_base.Sort.time_argsort('quick', 'int64', ('sorted_block', 10)) 440.475μs 440.504μs 0.01% 434.150μs -1.44%
1938 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 1, 'f') 1.734ms 1.724ms -0.55% 1.709ms -1.43%
1939 bench_trim_zeros.TrimZeros.time_trim_zeros(dtype('int64'), 300000) 4.425s 4.406s -0.42% 4.361s -1.43%
1940 bench_core.CountNonzero.time_count_nonzero(2, 10000, <class 'numpy.int8'>) 3.397μs 3.380μs -0.49% 3.348μs -1.42%
1941 bench_core.Core.time_array_l100 33.988μs 34.156μs 0.49% 33.505μs -1.42%
1942 bench_array_coercion.ArrayCoercionSmall.time_asanyarray(5) 901.753ns 894.794ns -0.77% 888.954ns -1.42%
1943 bench_scalar.ScalarMath.time_addition_pyint('float16') 14.225μs 14.437μs 1.49% 14.023μs -1.42%
1944 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 1, 'f') 21.661μs 21.785μs 0.57% 21.354μs -1.42%
1945 bench_indexing.Indexing.time_op('indexes_', 'np.ix_(I, I)', '=1') 1.587ms 1.570ms -1.12% 1.565ms -1.41%
1946 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 1, 2, 'f') 1.114ms 1.102ms -1.05% 1.098ms -1.41%
1947 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 4, 'f') 1.808ms 1.800ms -0.45% 1.782ms -1.40%
1948 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 1, 2, 'f') 869.785μs 862.354μs -0.85% 857.662μs -1.39%
1949 bench_core.CorrConv.time_convolve(100000, 10000, 'same') 1.031s 1.035s 0.31% 1.017s -1.39%
1950 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 1, 1, 'd') 1.006ms 1.005ms -0.02% 991.691μs -1.38%
1951 bench_core.Core.time_diag_l100 89.223μs 90.724μs 1.68% 87.997μs -1.37%
1952 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 4, 1, 'f') 1.997ms 2.035ms 1.89% 1.969ms -1.37%
1953 bench_lib.Nan.time_nancumsum(200, 2.0) 30.909μs 30.615μs -0.95% 30.485μs -1.37%
1954 bench_function_base.Sort.time_sort('quick', 'int16', ('sorted_block', 1000)) 255.795μs 264.563μs 3.43% 252.286μs -1.37%
1955 bench_itemselection.Take.time_contiguous((1000, 3), 'clip', 'complex256') 50.812μs 52.802μs 3.92% 50.117μs -1.37%
1956 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 2, 4, 'd') 1.274ms 1.315ms 3.23% 1.256ms -1.36%
1957 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('float32', 100000) 28.210ms 28.102ms -0.38% 27.825ms -1.36%
1958 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 1, 4, 'd') 1.141ms 1.211ms 6.17% 1.125ms -1.36%
1959 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 1, 2, 'f') 143.112μs 141.258μs -1.30% 141.183μs -1.35%
1960 bench_function_base.Histogram1D.time_fine_binning 3.787ms 3.787ms -0.00% 3.736ms -1.34%
1961 bench_array_coercion.ArrayCoercionSmall.time_asanyarray_dtype(1) 2.508μs 2.544μs 1.45% 2.475μs -1.32%
1962 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 1, 1, 'f') 1.022ms 1.021ms -0.10% 1.009ms -1.32%
1963 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 1, 4, 'd') 1.263ms 1.257ms -0.50% 1.246ms -1.32%
1964 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int64'>, -8) 34.580μs 36.054μs 4.26% 34.124μs -1.32%
1965 bench_ufunc.UFunc.time_ufunc_types('left_shift') 114.954μs 113.873μs -0.94% 113.441μs -1.32%
1966 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 2, 2, 'd') 78.138μs 78.894μs 0.97% 77.110μs -1.32%
1967 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 4, 1, 'f') 1.087ms 1.080ms -0.65% 1.072ms -1.31%
1968 bench_linalg.Eindot.time_einsum_ij_jk_a_b 10.001ms 9.948ms -0.53% 9.870ms -1.31%
1969 bench_core.CountNonzero.time_count_nonzero(1, 100, <class 'object'>) 3.719μs 3.733μs 0.38% 3.670μs -1.31%
1970 bench_core.CountNonzero.time_count_nonzero(1, 100, <class 'str'>) 11.331μs 11.873μs 4.78% 11.183μs -1.31%
1971 bench_lib.Nan.time_nanmean(200000, 0) 1.435ms 1.449ms 0.99% 1.417ms -1.30%
1972 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 2, 2, 'd') 1.208ms 1.212ms 0.35% 1.192ms -1.30%
1973 bench_function_base.Sort.time_argsort('heap', 'float64', ('sorted_block', 1000)) 728.161μs 730.774μs 0.36% 718.757μs -1.29%
1974 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'clip', 'longfloat') 21.376μs 22.737μs 6.37% 21.100μs -1.29%
1975 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('divide', 4, 'D') 43.218μs 44.178μs 2.22% 42.660μs -1.29%
1976 bench_shape_base.Block2D.time_block2d((128, 128), 'uint64', (4, 4)) 283.839μs 289.895μs 2.13% 280.178μs -1.29%
1977 bench_function_base.Median.time_even_inplace 89.787μs 90.688μs 1.00% 88.631μs -1.29%
1978 bench_io.LoadtxtReadUint64Integers.time_read_uint64_neg_values(550) 198.811μs 200.153μs 0.67% 196.252μs -1.29%
1979 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 1, 2, 'd') 780.045μs 774.757μs -0.68% 770.041μs -1.28%
1980 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 1, 2, 'd') 2.355ms 2.345ms -0.42% 2.325ms -1.27%
1981 bench_itemselection.PutMask.time_dense(False, 'float16') 4.009μs 4.157μs 3.70% 3.958μs -1.27%
1982 bench_shape_base.Block2D.time_block2d((64, 64), 'uint8', (4, 4)) 135.819μs 135.201μs -0.45% 134.099μs -1.27%
1983 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 1, 4, 'f') 59.125μs 59.636μs 0.87% 58.378μs -1.26%
1984 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 1, 'f') 1.766ms 1.755ms -0.64% 1.744ms -1.26%
1985 bench_scalar.ScalarMath.time_multiplication('complex128') 924.439ns 916.620ns -0.85% 912.962ns -1.24%
1986 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 4, 1, 'd') 1.073ms 1.134ms 5.69% 1.060ms -1.24%
1987 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 2, 1, 'd') 778.458μs 769.686μs -1.13% 768.829μs -1.24%
1988 bench_function_base.Median.time_even 114.008μs 113.520μs -0.43% 112.600μs -1.24%
1989 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 2, 1, 'f') 46.932μs 47.350μs 0.89% 46.352μs -1.24%
1990 bench_core.PackBits.time_packbits_axis0(<class 'numpy.uint64'>) 1.344ms 1.332ms -0.91% 1.327ms -1.23%
1991 bench_shape_base.Block2D.time_block2d((1024, 1024), 'uint16', (4, 4)) 1.231ms 1.226ms -0.44% 1.216ms -1.23%
1992 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 1, 'd') 52.353μs 51.998μs -0.68% 51.710μs -1.23%
1993 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 2, 2, 'f') 92.322μs 95.975μs 3.96% 91.191μs -1.22%
1994 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 2, 1, 'd') 57.160μs 56.856μs -0.53% 56.461μs -1.22%
1995 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 2, 4, 'd') 1.140ms 1.218ms 6.82% 1.126ms -1.22%
1996 bench_core.VarComplex.time_var(10000) 188.540μs 190.183μs 0.87% 186.238μs -1.22%
1997 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 2, 2, 'd') 152.881μs 164.182μs 7.39% 151.014μs -1.22%
1998 bench_array_coercion.ArrayCoercionSmall.time_array_invalid_kwarg(1) 2.253μs 2.243μs -0.45% 2.226μs -1.22%
1999 bench_core.UnpackBits.time_unpackbits_axis1 115.780μs 115.150μs -0.54% 114.372μs -1.22%
2000 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 1, 2, 'f') 2.286ms 2.410ms 5.43% 2.258ms -1.21%
2001 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 1, 1, 'd') 468.831μs 468.330μs -0.11% 463.150μs -1.21%
2002 bench_function_base.Sort.time_argsort('heap', 'int64', ('uniform',)) 34.956μs 34.892μs -0.18% 34.534μs -1.21%
2003 bench_io.LoadtxtReadUint64Integers.time_read_uint64(10000) 3.264ms 3.245ms -0.60% 3.225ms -1.21%
2004 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'radians'>, 2, 2, 'f') 142.540μs 143.748μs 0.85% 140.821μs -1.21%
2005 bench_core.Core.time_hstack_l 23.364μs 23.599μs 1.01% 23.083μs -1.20%
2006 bench_linalg.Einsum.time_einsum_multiply(<class 'numpy.float64'>) 156.400μs 165.600μs 5.88% 154.518μs -1.20%
2007 bench_function_base.Sort.time_sort('quick', 'int16', ('uniform',)) 61.581μs 65.710μs 6.71% 60.842μs -1.20%
2008 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 2, 2, 'f') 1.223ms 1.217ms -0.49% 1.208ms -1.20%
2009 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 1, 4, 'd') 983.852μs 985.884μs 0.21% 972.217μs -1.18%
2010 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 1, 1, 'd') 142.603μs 142.790μs 0.13% 140.917μs -1.18%
2011 bench_ma.UFunc.time_2d(False, True, 1000) 610.335μs 607.770μs -0.42% 603.131μs -1.18%
2012 bench_function_base.Sort.time_sort('heap', 'float64', ('ordered',)) 458.617μs 473.831μs 3.32% 453.213μs -1.18%
2013 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 1, 2, 'd') 917.843μs 930.925μs 1.43% 907.050μs -1.18%
2014 bench_function_base.Sort.time_argsort('merge', 'int64', ('reversed',)) 17.939μs 17.829μs -0.61% 17.729μs -1.17%
2015 bench_core.CountNonzero.time_count_nonzero(3, 10000, <class 'object'>) 613.343μs 607.329μs -0.98% 606.153μs -1.17%
2016 bench_shape_base.Block2D.time_block2d((128, 128), 'uint8', (2, 2)) 81.938μs 81.891μs -0.06% 80.982μs -1.17%
2017 bench_linalg.Linalg.time_op('pinv', 'complex128') 9.226ms 13.339ms 44.58% 9.118ms -1.17%
2018 bench_ufunc.UFunc.time_ufunc_types('absolute') 1.042ms 1.043ms 0.04% 1.030ms -1.16%
2019 bench_itemselection.Take.time_contiguous((1000, 1), 'clip', 'complex64') 9.600μs 9.711μs 1.16% 9.489μs -1.16%
2020 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 100, <class 'numpy.int32'>) 20.389μs 20.646μs 1.26% 20.154μs -1.15%
2021 bench_core.CountNonzero.time_count_nonzero(1, 100, <class 'numpy.int16'>) 1.669μs 1.691μs 1.27% 1.650μs -1.15%
2022 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 1, 'd') 1.856ms 1.860ms 0.20% 1.835ms -1.15%
2023 bench_core.CountNonzero.time_count_nonzero_axis(1, 100, <class 'numpy.int8'>) 18.327μs 18.526μs 1.09% 18.116μs -1.15%
2024 bench_scalar.ScalarMath.time_addition('longfloat') 1.016μs 1.013μs -0.29% 1.005μs -1.14%
2025 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 1, 4, 'd') 1.528ms 1.520ms -0.52% 1.511ms -1.14%
2026 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 1, 1, 'd') 1.044ms 1.090ms 4.42% 1.032ms -1.14%
2027 bench_array_coercion.ArrayCoercionSmall.time_asarray_dtype([1]) 4.373μs 4.376μs 0.06% 4.323μs -1.14%
2028 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 4, 2, 'd') 2.344ms 2.324ms -0.86% 2.318ms -1.13%
2029 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsinh'>, 4, 2, 'f') 2.280ms 2.274ms -0.27% 2.254ms -1.13%
2030 bench_scalar.ScalarMath.time_multiplication('complex256') 1.028μs 1.018μs -0.98% 1.017μs -1.12%
2031 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 2, 1, 'd') 1.046ms 1.097ms 4.87% 1.034ms -1.12%
2032 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 2, 'd') 63.363μs 65.259μs 2.99% 62.654μs -1.12%
2033 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cbrt'>, 4, 4, 'd') 2.158ms 2.158ms 0.00% 2.134ms -1.11%
2034 bench_itemselection.PutMask.time_dense(True, 'complex256') 5.597μs 5.645μs 0.86% 5.535μs -1.11%
2035 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 4, 1, 'd') 166.219μs 172.332μs 3.68% 164.405μs -1.09%
2036 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint32'>, 8) 14.800μs 14.688μs -0.76% 14.639μs -1.09%
2037 bench_lib.Nan.time_nancumsum(200000, 50.0) 2.682ms 2.682ms -0.01% 2.653ms -1.09%
2038 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 10000, <class 'numpy.int64'>) 72.947μs 73.299μs 0.48% 72.156μs -1.09%
2039 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 1, 2, 'd') 66.649μs 67.620μs 1.46% 65.926μs -1.08%
2040 bench_core.CountNonzero.time_count_nonzero_axis(3, 10000, <class 'object'>) 3.881ms 3.943ms 1.60% 3.839ms -1.08%
2041 bench_io.LoadtxtCSVSkipRows.time_skiprows_csv(0) 105.136ms 104.704ms -0.41% 104.001ms -1.08%
2042 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 1, 2, 'f') 38.759μs 38.488μs -0.70% 38.341μs -1.08%
2043 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 100, <class 'numpy.int64'>) 19.842μs 19.669μs -0.87% 19.628μs -1.08%
2044 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 4, 'f') 65.484μs 65.159μs -0.50% 64.780μs -1.08%
2045 bench_io.Copy.time_strided_copy('complex64') 18.189μs 18.071μs -0.65% 17.994μs -1.07%
2046 bench_function_base.Sort.time_argsort('quick', 'int64', ('ordered',)) 67.461μs 66.841μs -0.92% 66.737μs -1.07%
2047 bench_core.CountNonzero.time_count_nonzero_axis(3, 10000, <class 'numpy.int8'>) 73.210μs 80.348μs 9.75% 72.432μs -1.06%
2048 bench_core.CountNonzero.time_count_nonzero_axis(3, 100, <class 'bool'>) 15.040μs 15.179μs 0.93% 14.881μs -1.06%
2049 bench_scalar.ScalarMath.time_abs('complex256') 1.080μs 1.096μs 1.46% 1.069μs -1.05%
2050 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 1, 1, 'd') 85.318μs 85.416μs 0.11% 84.420μs -1.05%
2051 bench_function_base.Sort.time_sort('quick', 'int64', ('uniform',)) 65.189μs 65.352μs 0.25% 64.504μs -1.05%
2052 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 2, 'f') 41.835μs 42.180μs 0.82% 41.395μs -1.05%
2053 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int32'>, 43) 14.530μs 18.217μs 25.37% 14.378μs -1.04%
2054 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 1, 4, 'f') 507.259μs 514.323μs 1.39% 501.982μs -1.04%
2055 bench_io.Copy.time_cont_assign('float32') 3.777μs 3.766μs -0.28% 3.738μs -1.03%
2056 bench_ma.UFunc.time_2d(True, False, 10) 62.380μs 62.269μs -0.18% 61.743μs -1.02%
2057 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 4, 2, 'd') 2.454ms 3.429ms 39.74% 2.429ms -1.02%
2058 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 2, 'f') 52.115μs 52.328μs 0.41% 51.585μs -1.02%
2059 bench_core.VarComplex.time_var(100) 77.506μs 76.968μs -0.69% 76.718μs -1.02%
2060 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('square', 4, 'F') 15.556μs 25.167μs 61.78% 15.399μs -1.01%
2061 bench_lib.Nan.time_nanvar(200, 2.0) 159.821μs 163.352μs 2.21% 158.209μs -1.01%
2062 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 2, 1, 'd') 1.456ms 1.458ms 0.08% 1.442ms -1.00%
2063 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 2, 4, 'f') 65.885μs 65.833μs -0.08% 65.225μs -1.00%
2064 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'clip', 'int32') 10.283μs 10.396μs 1.10% 10.181μs -0.99%
2065 bench_lib.Unique.time_unique(200000, 0) 14.351ms 14.247ms -0.73% 14.208ms -0.99%
2066 bench_function_base.Sort.time_sort('quick', 'int64', ('sorted_block', 100)) 340.486μs 339.664μs -0.24% 337.103μs -0.99%
2067 bench_core.CorrConv.time_convolve(1000, 10, 'valid') 12.556μs 12.663μs 0.85% 12.431μs -0.99%
2068 bench_core.Core.time_zeros_100 1.145μs 1.192μs 4.05% 1.134μs -0.99%
2069 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 2, 1, 'd') 898.469μs 926.050μs 3.07% 889.633μs -0.98%
2070 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int64'>, 8) 34.311μs 44.348μs 29.25% 33.974μs -0.98%
2071 bench_shape_base.Block2D.time_block2d((64, 64), 'uint32', (2, 2)) 81.121μs 80.671μs -0.55% 80.328μs -0.98%
2072 bench_array_coercion.ArrayCoercionSmall.time_ascontiguousarray([1]) 2.753μs 2.763μs 0.36% 2.727μs -0.98%
2073 bench_core.CorrConv.time_correlate(50, 1000, 'valid') 45.738μs 45.296μs -0.97% 45.292μs -0.97%
2074 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 1, 4, 'f') 2.081ms 2.064ms -0.79% 2.061ms -0.97%
2075 bench_itemselection.Take.time_contiguous((1000, 3), 'raise', 'complex256') 51.059μs 50.866μs -0.38% 50.566μs -0.97%
2076 bench_lib.Nan.time_nanargmax(200000, 0.1) 1.156ms 1.146ms -0.94% 1.145ms -0.96%
2077 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 4, 4, 'd') 937.555μs 931.086μs -0.69% 928.547μs -0.96%
2078 bench_core.CountNonzero.time_count_nonzero_axis(1, 100, <class 'numpy.int64'>) 18.379μs 18.742μs 1.98% 18.206μs -0.94%
2079 bench_lib.Nan.time_nansum(200000, 2.0) 1.165ms 1.194ms 2.47% 1.154ms -0.94%
2080 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 2, 'f') 51.719μs 51.531μs -0.36% 51.235μs -0.94%
2081 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('absolute', 1, 'D') 48.273μs 47.965μs -0.64% 47.822μs -0.93%
2082 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 2, 2, 'd') 1.076ms 1.129ms 4.89% 1.066ms -0.92%
2083 bench_core.CountNonzero.time_count_nonzero(3, 100, <class 'numpy.int64'>) 1.793μs 1.811μs 1.02% 1.776μs -0.92%
2084 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 10000, <class 'numpy.int8'>) 49.053μs 49.607μs 1.13% 48.605μs -0.91%
2085 bench_function_base.Sort.time_sort('merge', 'int64', ('sorted_block', 100)) 65.146μs 65.383μs 0.36% 64.552μs -0.91%
2086 bench_function_base.Sort.time_argsort('quick', 'int64', ('random',)) 522.604μs 521.355μs -0.24% 517.855μs -0.91%
2087 bench_core.CountNonzero.time_count_nonzero_axis(1, 1000000, <class 'object'>) 126.590ms 129.042ms 1.94% 125.440ms -0.91%
2088 bench_array_coercion.ArrayCoercionSmall.time_array_all_kwargs(array([5])) 2.257μs 2.255μs -0.07% 2.236μs -0.91%
2089 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 100, <class 'object'>) 32.272μs 32.806μs 1.66% 31.979μs -0.91%
2090 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('conjugate', 4, 'F') 12.771μs 13.523μs 5.89% 12.657μs -0.90%
2091 bench_itemselection.PutMask.time_sparse(True, 'int32') 3.597μs 3.711μs 3.17% 3.565μs -0.89%
2092 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 1, 1, 'd') 1.147ms 1.175ms 2.46% 1.137ms -0.88%
2093 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('float64', 100000) 28.269ms 28.586ms 1.12% 28.021ms -0.88%
2094 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('conjugate', 4, 'D') 19.030μs 18.951μs -0.42% 18.864μs -0.87%
2095 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 4, 'd') 107.287μs 106.389μs -0.84% 106.356μs -0.87%
2096 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('reciprocal', 4, 'D') 28.669μs 29.027μs 1.25% 28.421μs -0.86%
2097 bench_core.CorrConv.time_correlate(1000, 10, 'valid') 6.864μs 6.830μs -0.50% 6.805μs -0.86%
2098 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 10000, <class 'object'>) 3.850ms 3.915ms 1.69% 3.817ms -0.86%
2099 bench_core.VarComplex.time_var(10) 71.316μs 72.029μs 1.00% 70.706μs -0.86%
2100 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 1, 'f') 21.631μs 22.517μs 4.10% 21.446μs -0.85%
2101 bench_function_base.Select.time_select 119.778μs 119.782μs 0.00% 118.763μs -0.85%
2102 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 1, 'd') 39.416μs 39.638μs 0.56% 39.083μs -0.85%
2103 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 4, 2, 'f') 2.199ms 2.196ms -0.14% 2.180ms -0.85%
2104 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'positive'>, 1, 1, 'f') 45.659μs 45.760μs 0.22% 45.273μs -0.84%
2105 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('object', 100000) 53.924ms 53.779ms -0.27% 53.471ms -0.84%
2106 bench_core.CountNonzero.time_count_nonzero(3, 100, <class 'numpy.int8'>) 1.683μs 1.703μs 1.18% 1.669μs -0.84%
2107 bench_shape_base.Block2D.time_block2d((1024, 1024), 'uint16', (2, 2)) 1.053ms 1.070ms 1.66% 1.044ms -0.84%
2108 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 4, 'd') 109.212μs 109.366μs 0.14% 108.302μs -0.83%
2109 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 1, 1, 'f') 888.308μs 890.717μs 0.27% 880.925μs -0.83%
2110 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('divide', 4, 'F') 35.101μs 36.565μs 4.17% 34.810μs -0.83%
2111 bench_ma.UFunc.time_scalar_1d(True, False, 1000) 92.425μs 93.046μs 0.67% 91.661μs -0.83%
2112 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 2, 4, 'f') 1.111ms 1.126ms 1.33% 1.102ms -0.83%
2113 bench_itemselection.PutMask.time_sparse(False, 'complex64') 3.993μs 4.112μs 2.98% 3.960μs -0.82%
2114 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 1, 4, 'd') 2.425ms 2.453ms 1.15% 2.406ms -0.82%
2115 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 2, 4, 'd') 124.887μs 125.643μs 0.60% 123.868μs -0.82%
2116 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 1, 2, 'd') 49.286μs 49.496μs 0.43% 48.884μs -0.81%
2117 bench_shape_base.Block2D.time_block2d((32, 32), 'uint64', (2, 2)) 69.644μs 71.084μs 2.07% 69.089μs -0.80%
2118 bench_itemselection.Take.time_contiguous((1000, 2), 'wrap', 'complex64') 13.301μs 13.344μs 0.32% 13.195μs -0.79%
2119 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 4, 'd') 2.081ms 2.069ms -0.57% 2.064ms -0.79%
2120 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 4, 2, 'f') 447.663μs 445.046μs -0.58% 444.129μs -0.79%
2121 bench_core.CountNonzero.time_count_nonzero_axis(1, 10000, <class 'object'>) 1.317ms 1.405ms 6.67% 1.307ms -0.79%
2122 bench_scalar.ScalarMath.time_abs('complex64') 1.061μs 1.063μs 0.20% 1.053μs -0.78%
2123 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 2, 4, 'd') 1.339ms 1.346ms 0.52% 1.329ms -0.77%
2124 bench_shape_base.Block2D.time_block2d((16, 16), 'uint8', (4, 4)) 120.024μs 120.573μs 0.46% 119.104μs -0.77%
2125 bench_indexing.Indexing.time_op('indexes_', 'np.ix_(I, I)', '') 1.631ms 1.629ms -0.10% 1.619ms -0.76%
2126 bench_itemselection.Take.time_contiguous((1000, 3), 'clip', 'longfloat') 29.229μs 29.384μs 0.53% 29.006μs -0.76%
2127 bench_function_base.Sort.time_argsort('merge', 'int16', ('sorted_block', 1000)) 89.653μs 89.216μs -0.49% 88.976μs -0.75%
2128 bench_function_base.Sort.time_argsort('merge', 'int16', ('random',)) 98.182μs 102.440μs 4.34% 97.442μs -0.75%
2129 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 1, 1, 'f') 94.067μs 95.323μs 1.34% 93.366μs -0.75%
2130 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 1, 4, 'f') 935.601μs 946.842μs 1.20% 928.634μs -0.74%
2131 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 2, 'f') 59.571μs 59.612μs 0.07% 59.130μs -0.74%
2132 bench_ufunc.UFunc.time_ufunc_types('isfinite') 189.056μs 188.058μs -0.53% 187.666μs -0.74%
2133 bench_core.CountNonzero.time_count_nonzero_axis(2, 10000, <class 'numpy.int64'>) 71.315μs 71.742μs 0.60% 70.792μs -0.73%
2134 bench_core.CorrConv.time_correlate(100000, 10000, 'valid') 949.606ms 953.428ms 0.40% 942.688ms -0.73%
2135 bench_random.Random.time_rng('poisson 10') 925.976μs 923.217μs -0.30% 919.259μs -0.73%
2136 bench_lib.Nan.time_nanmedian(200, 0.1) 85.338μs 84.759μs -0.68% 84.720μs -0.72%
2137 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 4, 2, 'd') 960.620μs 953.717μs -0.72% 953.676μs -0.72%
2138 bench_core.CountNonzero.time_count_nonzero_axis(3, 100, <class 'numpy.int16'>) 19.957μs 20.885μs 4.65% 19.815μs -0.71%
2139 bench_linalg.Eindot.time_tensordot_a_b_axes_1_0_0_1 35.661ms 36.121ms 1.29% 35.406ms -0.71%
2140 bench_core.CorrConv.time_convolve(100000, 10000, 'valid') 945.565ms 962.550ms 1.80% 938.843ms -0.71%
2141 bench_core.CountNonzero.time_count_nonzero_axis(2, 10000, <class 'object'>) 2.579ms 2.642ms 2.43% 2.561ms -0.71%
2142 bench_core.CountNonzero.time_count_nonzero(3, 100, <class 'bool'>) 1.674μs 1.705μs 1.84% 1.662μs -0.71%
2143 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 2, 1, 'f') 139.839μs 140.928μs 0.78% 138.858μs -0.70%
2144 bench_function_base.Sort.time_argsort('quick', 'int64', ('sorted_block', 1000)) 315.409μs 314.548μs -0.27% 313.245μs -0.69%
2145 bench_ma.UFunc.time_1d(True, False, 1000) 81.854μs 81.887μs 0.04% 81.296μs -0.68%
2146 bench_itemselection.Take.time_contiguous((1000, 1), 'wrap', 'complex128') 13.276μs 13.655μs 2.85% 13.186μs -0.68%
2147 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 1, 1, 'f') 337.539μs 340.321μs 0.82% 335.261μs -0.67%
2148 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 2, 1, 'd') 1.401ms 1.414ms 0.91% 1.391ms -0.67%
2149 bench_core.CorrConv.time_convolve(1000, 100, 'valid') 91.609μs 92.488μs 0.96% 90.992μs -0.67%
2150 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 1, 1, 'f') 45.351μs 45.451μs 0.22% 45.046μs -0.67%
2151 bench_shape_base.Block.time_nested(100) 1.005ms 1.006ms 0.09% 998.109μs -0.67%
2152 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('str', 100000) 350.308ms 348.610ms -0.48% 347.971ms -0.67%
2153 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 2, 1, 'f') 46.502μs 50.603μs 8.82% 46.203μs -0.64%
2154 bench_core.CountNonzero.time_count_nonzero(3, 10000, <class 'numpy.int32'>) 6.637μs 6.601μs -0.54% 6.594μs -0.64%
2155 bench_app.LaplaceInplace.time_it('normal') 610.528ms 638.197ms 4.53% 606.625ms -0.64%
2156 bench_itemselection.PutMask.time_sparse(True, 'int16') 3.732μs 3.736μs 0.11% 3.708μs -0.63%
2157 bench_core.Core.time_eye_3000 5.671ms 5.650ms -0.36% 5.635ms -0.63%
2158 bench_scalar.ScalarMath.time_abs('float16') 1.079μs 1.096μs 1.60% 1.072μs -0.63%
2159 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 1000000, <class 'object'>) 377.973ms 385.481ms 1.99% 375.601ms -0.63%
2160 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tan'>, 2, 4, 'f') 1.433ms 2.546ms 77.61% 1.424ms -0.62%
2161 bench_shape_base.Block.time_nested(1) 105.822μs 105.367μs -0.43% 105.168μs -0.62%
2162 bench_function_base.Sort.time_sort('heap', 'int16', ('ordered',)) 378.607μs 382.874μs 1.13% 376.271μs -0.62%
2163 bench_ufunc.UFunc.time_ufunc_types('less') 576.733μs 578.474μs 0.30% 573.190μs -0.61%
2164 bench_itemselection.Take.time_contiguous((1000, 2), 'wrap', 'int16') 7.425μs 7.445μs 0.27% 7.379μs -0.61%
2165 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 100, <class 'numpy.int32'>) 19.394μs 19.323μs -0.37% 19.276μs -0.61%
2166 bench_random.Random.time_rng('normal') 40.228μs 40.802μs 1.43% 39.984μs -0.61%
2167 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 10000, <class 'object'>) 2.615ms 2.660ms 1.72% 2.599ms -0.61%
2168 bench_shape_base.Block.time_block_simple_row_wise(1) 20.066μs 20.063μs -0.02% 19.946μs -0.60%
2169 bench_core.CountNonzero.time_count_nonzero_axis(2, 100, <class 'numpy.int8'>) 19.297μs 19.670μs 1.94% 19.182μs -0.60%
2170 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'expm1'>, 2, 2, 'f') 1.038ms 1.035ms -0.32% 1.032ms -0.59%
2171 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 1, 2, 'f') 42.196μs 42.212μs 0.04% 41.950μs -0.58%
2172 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('object', 10) 17.993μs 17.924μs -0.38% 17.888μs -0.58%
2173 bench_core.CorrConv.time_correlate(100000, 10000, 'full') 1.057s 1.054s -0.22% 1.051s -0.58%
2174 bench_ufunc.UFunc.time_ufunc_types('invert') 27.406μs 27.637μs 0.84% 27.248μs -0.58%
2175 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('int64', 10000) 1.496ms 1.509ms 0.90% 1.487ms -0.57%
2176 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 4, 2, 'f') 144.156μs 143.852μs -0.21% 143.330μs -0.57%
2177 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 2, 'f') 51.232μs 51.842μs 1.19% 50.940μs -0.57%
2178 bench_core.CountNonzero.time_count_nonzero_axis(3, 100, <class 'object'>) 59.055μs 58.737μs -0.54% 58.718μs -0.57%
2179 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('absolute', 4, 'D') 48.680μs 56.446μs 15.95% 48.404μs -0.57%
2180 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 1, 1, 'd') 38.711μs 38.658μs -0.14% 38.497μs -0.55%
2181 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 1, 2, 'd') 1.231ms 1.237ms 0.45% 1.225ms -0.55%
2182 bench_io.Copy.time_strided_copy('int8') 10.906μs 11.120μs 1.97% 10.847μs -0.54%
2183 bench_core.CorrConv.time_convolve(100000, 100, 'full') 9.018ms 9.036ms 0.20% 8.969ms -0.54%
2184 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 4, 4, 'f') 981.394μs 998.055μs 1.70% 976.176μs -0.53%
2185 bench_itemselection.Take.time_contiguous((1000, 2), 'raise', 'longfloat') 21.419μs 22.050μs 2.95% 21.305μs -0.53%
2186 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 1, 1, 'f') 1.984ms 2.052ms 3.39% 1.974ms -0.53%
2187 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 1, 'd') 79.877μs 81.083μs 1.51% 79.461μs -0.52%
2188 bench_itemselection.PutMask.time_dense(True, 'complex128') 4.043μs 4.133μs 2.22% 4.022μs -0.52%
2189 bench_core.CorrConv.time_convolve(100000, 1000, 'full') 103.248ms 104.018ms 0.75% 102.722ms -0.51%
2190 bench_function_base.Sort.time_sort('quick', 'int16', ('random',)) 392.189μs 407.575μs 3.92% 390.207μs -0.51%
2191 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 1, 2, 'd') 126.854μs 129.227μs 1.87% 126.214μs -0.50%
2192 bench_core.CountNonzero.time_count_nonzero_axis(3, 1000000, <class 'object'>) 379.700ms 390.514ms 2.85% 377.787ms -0.50%
2193 bench_core.CountNonzero.time_count_nonzero_axis(1, 1000000, <class 'bool'>) 785.519μs 839.686μs 6.90% 781.579μs -0.50%
2194 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 1, 1, 'd') 2.231ms 2.232ms 0.08% 2.220ms -0.50%
2195 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int64'>, -43) 34.553μs 45.986μs 33.09% 34.382μs -0.49%
2196 bench_random.Bounded.time_bounded('MT19937', [<class 'numpy.uint8'>, 64]) 647.825μs 645.756μs -0.32% 644.631μs -0.49%
2197 bench_lib.Nan.time_nanmax(200000, 90.0) 102.205μs 199.682μs 95.37% 101.703μs -0.49%
2198 bench_lib.Nan.time_nanargmin(200, 50.0) 54.388μs 55.222μs 1.53% 54.122μs -0.49%
2199 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 1, 2, 'f') 938.351μs 944.592μs 0.67% 933.759μs -0.49%
2200 bench_core.CorrConv.time_convolve(100000, 100, 'valid') 8.949ms 8.970ms 0.24% 8.905ms -0.49%
2201 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 4, 4, 'f') 373.031μs 372.331μs -0.19% 371.228μs -0.48%
2202 bench_array_coercion.ArrayCoercionSmall.time_asarray_dtype(array([5])) 2.657μs 2.693μs 1.35% 2.644μs -0.48%
2203 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 2, 'f') 59.800μs 60.096μs 0.50% 59.517μs -0.47%
2204 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (1), 4, 4, 'f') 74.266μs 75.372μs 1.49% 73.919μs -0.47%
2205 bench_core.CorrConv.time_correlate(100000, 1000, 'full') 103.582ms 103.709ms 0.12% 103.106ms -0.46%
2206 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 2, 1, 'd') 86.575μs 127.912μs 47.75% 86.178μs -0.46%
2207 bench_ufunc.UFunc.time_ufunc_types('log1p') 3.514ms 3.541ms 0.76% 3.498ms -0.46%
2208 bench_io.LoadtxtUseColsCSV.time_loadtxt_usecols_csv([1, 3, 5, 7]) 2.167ms 2.196ms 1.34% 2.157ms -0.45%
2209 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 1, 2, 'f') 344.785μs 343.291μs -0.43% 343.224μs -0.45%
2210 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 100, <class 'numpy.int8'>) 20.539μs 20.595μs 0.27% 20.447μs -0.45%
2211 bench_ufunc.UFunc.time_ufunc_types('logical_not') 217.612μs 218.176μs 0.26% 216.640μs -0.45%
2212 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp'>, 1, 2, 'd') 684.308μs 684.381μs 0.01% 681.288μs -0.44%
2213 bench_core.CountNonzero.time_count_nonzero(2, 100, <class 'bool'>) 1.663μs 1.676μs 0.80% 1.656μs -0.44%
2214 bench_linalg.Eindot.time_dot_trans_atc_a 25.243ms 25.193ms -0.20% 25.132ms -0.44%
2215 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arcsin'>, 2, 2, 'f') 898.351μs 900.800μs 0.27% 894.425μs -0.44%
2216 bench_core.CountNonzero.time_count_nonzero(1, 1000000, <class 'numpy.int8'>) 71.298μs 71.054μs -0.34% 70.988μs -0.44%
2217 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 2, 2, 'd') 77.974μs 77.901μs -0.09% 77.640μs -0.43%
2218 bench_function_base.Percentile.time_quartile 306.337μs 307.836μs 0.49% 305.032μs -0.43%
2219 bench_random.RNG.time_raw('PCG64') 834.631μs 856.591μs 2.63% 831.123μs -0.42%
2220 bench_function_base.Sort.time_argsort('quick', 'int16', ('sorted_block', 1000)) 299.483μs 298.473μs -0.34% 298.225μs -0.42%
2221 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 1, 2, 'f') 141.755μs 142.610μs 0.60% 141.160μs -0.42%
2222 bench_lib.Nan.time_nanmedian(200, 90.0) 100.846μs 102.769μs 1.91% 100.423μs -0.42%
2223 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 1, 4, 'd') 845.802μs 848.222μs 0.29% 842.294μs -0.41%
2224 bench_linalg.Linalg.time_op('svd', 'int64') 3.553ms 5.943ms 67.25% 3.538ms -0.41%
2225 bench_core.UnpackBits.time_unpackbits 8.590μs 8.566μs -0.28% 8.554μs -0.41%
2226 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'logical_not'>, 1, 2, 'f') 136.089μs 135.656μs -0.32% 135.538μs -0.40%
2227 bench_io.Copy.time_cont_assign('complex128') 15.970μs 15.985μs 0.09% 15.906μs -0.40%
2228 bench_ufunc.UFunc.time_ufunc_types('cos') 7.389ms 7.407ms 0.24% 7.359ms -0.40%
2229 bench_itemselection.Take.time_contiguous((1000, 2), 'clip', 'int64') 13.267μs 14.262μs 7.50% 13.214μs -0.40%
2230 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 2, 'D') 19.801μs 20.057μs 1.30% 19.723μs -0.39%
2231 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 4, 'd') 107.761μs 109.100μs 1.24% 107.346μs -0.39%
2232 bench_function_base.Sort.time_argsort('merge', 'int16', ('uniform',)) 14.603μs 15.163μs 3.83% 14.547μs -0.38%
2233 bench_itemselection.Take.time_contiguous((1000, 2), 'raise', 'float32') 9.605μs 9.717μs 1.16% 9.569μs -0.38%
2234 bench_core.CountNonzero.time_count_nonzero(3, 10000, <class 'numpy.int8'>) 4.098μs 4.104μs 0.14% 4.083μs -0.37%
2235 bench_shape_base.Block2D.time_block2d((32, 32), 'uint16', (4, 4)) 127.310μs 133.439μs 4.81% 126.837μs -0.37%
2236 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log1p'>, 2, 1, 'f') 1.066ms 1.067ms 0.07% 1.062ms -0.36%
2237 bench_core.CorrConv.time_convolve(100000, 100, 'same') 8.919ms 9.001ms 0.93% 8.887ms -0.36%
2238 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('str', 100) 390.257μs 391.379μs 0.29% 388.874μs -0.35%
2239 bench_core.CountNonzero.time_count_nonzero(2, 10000, <class 'str'>) 1.906ms 1.911ms 0.26% 1.900ms -0.35%
2240 bench_ma.UFunc.time_scalar(True, True, 10) 21.792μs 21.839μs 0.22% 21.715μs -0.35%
2241 bench_core.CountNonzero.time_count_nonzero(2, 100, <class 'numpy.int8'>) 1.679μs 1.698μs 1.14% 1.673μs -0.35%
2242 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cosh'>, 4, 1, 'f') 1.202ms 1.208ms 0.42% 1.198ms -0.34%
2243 bench_scalar.ScalarMath.time_abs('complex128') 1.045μs 1.057μs 1.13% 1.042μs -0.34%
2244 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 4, 'f') 58.575μs 59.923μs 2.30% 58.377μs -0.34%
2245 bench_io.CopyTo.time_copyto_8_sparse 79.150μs 79.195μs 0.06% 78.884μs -0.34%
2246 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctanh'>, 1, 1, 'f') 2.143ms 2.332ms 8.83% 2.136ms -0.33%
2247 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 1000000, <class 'object'>) 126.506ms 128.745ms 1.77% 126.087ms -0.33%
2248 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint64'>, 43) 23.216μs 23.148μs -0.29% 23.140μs -0.33%
2249 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 1, 1, 'd') 142.334μs 142.687μs 0.25% 141.870μs -0.33%
2250 bench_core.CorrConv.time_correlate(100000, 100, 'full') 8.951ms 9.173ms 2.48% 8.922ms -0.32%
2251 bench_lib.Nan.time_nanmean(200000, 0.1) 1.407ms 1.435ms 1.97% 1.403ms -0.32%
2252 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 2, 1, 'f') 1.979ms 2.040ms 3.08% 1.972ms -0.32%
2253 bench_ufunc.ArgParsing.time_add_arg_parsing((array(1.), array(2.), out=array(3.), subok=True, where=True)) 2.553μs 2.785μs 9.08% 2.545μs -0.32%
2254 bench_reduce.AddReduceSeparate.time_reduce(0, 'complex256') 5.327ms 5.394ms 1.24% 5.311ms -0.32%
2255 bench_scalar.ScalarMath.time_addition('complex128') 907.314ns 912.341ns 0.55% 904.556ns -0.30%
2256 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'negative'>, 4, 4, 'f') 77.405μs 77.803μs 0.51% 77.172μs -0.30%
2257 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log2'>, 4, 2, 'd') 850.533μs 861.085μs 1.24% 848.079μs -0.29%
2258 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 4, 1, 'f') 939.973μs 938.925μs -0.11% 937.342μs -0.28%
2259 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int32'>, 8) 14.191μs 14.558μs 2.59% 14.152μs -0.28%
2260 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 1, 2, 'f') 583.613μs 585.811μs 0.38% 582.033μs -0.27%
2261 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 4, 2, 'd') 1.111ms 1.793ms 61.48% 1.108ms -0.27%
2262 bench_core.CorrConv.time_correlate(100000, 10000, 'same') 1.027s 1.030s 0.27% 1.024s -0.27%
2263 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 4, 2, 'f') 867.242μs 897.550μs 3.49% 864.970μs -0.26%
2264 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log10'>, 1, 4, 'f') 890.786μs 894.050μs 0.37% 888.470μs -0.26%
2265 bench_ma.Concatenate.time_it('masked', 2) 78.223μs 78.102μs -0.15% 78.023μs -0.26%
2266 bench_random.Randint_dtype.time_randint_fast('uint8') 165.027μs 165.923μs 0.54% 164.612μs -0.25%
2267 bench_indexing.Indexing.time_op('indexes_rand_', 'np.ix_(I, I)', '=1') 1.607ms 1.721ms 7.13% 1.603ms -0.25%
2268 bench_core.CountNonzero.time_count_nonzero_axis(1, 100, <class 'numpy.int32'>) 18.427μs 18.763μs 1.82% 18.381μs -0.25%
2269 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 2, 4, 'f') 64.351μs 65.464μs 1.73% 64.192μs -0.25%
2270 bench_records.Records.time_fromarrays_w_dtype 89.633ms 90.054ms 0.47% 89.411ms -0.25%
2271 bench_core.CorrConv.time_convolve(1000, 10000, 'same') 10.052ms 10.063ms 0.11% 10.028ms -0.24%
2272 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rad2deg'>, 2, 1, 'd') 147.002μs 148.717μs 1.17% 146.657μs -0.24%
2273 bench_core.CountNonzero.time_count_nonzero(2, 1000000, <class 'object'>) 40.811ms 40.941ms 0.32% 40.715ms -0.23%
2274 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 4, 'd') 123.904μs 124.031μs 0.10% 123.616μs -0.23%
2275 bench_core.CorrConv.time_correlate(100000, 1000, 'valid') 101.880ms 102.826ms 0.93% 101.661ms -0.21%
2276 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'conjugate'> (0), 1, 1, 'd') 48.869μs 48.823μs -0.09% 48.765μs -0.21%
2277 bench_lib.Nan.time_nanmedian(200000, 90.0) 3.339ms 3.471ms 3.96% 3.332ms -0.21%
2278 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 4, 'f') 58.258μs 58.240μs -0.03% 58.141μs -0.20%
2279 bench_linalg.Eindot.time_dot_a_b 38.287ms 43.386ms 13.32% 38.211ms -0.20%
2280 bench_io.LoadtxtCSVStructured.time_loadtxt_csv_struct_dtype 15.029ms 15.161ms 0.88% 15.000ms -0.19%
2281 bench_itemselection.Take.time_contiguous((1000, 1), 'clip', 'int16') 5.009μs 5.025μs 0.33% 5.000μs -0.19%
2282 bench_function_base.Sort.time_argsort('heap', 'int16', ('sorted_block', 1000)) 691.239μs 700.707μs 1.37% 689.973μs -0.18%
2283 bench_itemselection.Take.time_contiguous((1000, 1), 'raise', 'complex64') 9.555μs 9.657μs 1.08% 9.539μs -0.17%
2284 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int64'>, 43) 34.350μs 45.584μs 32.70% 34.298μs -0.15%
2285 bench_core.CountNonzero.time_count_nonzero_axis(1, 10000, <class 'numpy.int16'>) 44.514μs 45.358μs 1.90% 44.449μs -0.15%
2286 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 2, 2, 'f') 2.000ms 2.005ms 0.28% 1.997ms -0.14%
2287 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 1, 'f') 20.534μs 20.524μs -0.05% 20.505μs -0.14%
2288 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'degrees'>, 2, 2, 'f') 143.328μs 143.803μs 0.33% 143.134μs -0.14%
2289 bench_lib.Nan.time_nancumsum(200, 90.0) 30.885μs 31.431μs 1.77% 30.844μs -0.13%
2290 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('reciprocal', 1, 'F') 27.704μs 70.567μs 154.72% 27.667μs -0.13%
2291 bench_core.CountNonzero.time_count_nonzero(3, 1000000, <class 'object'>) 61.140ms 61.168ms 0.05% 61.060ms -0.13%
2292 bench_lib.Nan.time_nanmax(200, 2.0) 23.156μs 23.342μs 0.81% 23.127μs -0.13%
2293 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 1000000, <class 'bool'>) 1.623ms 1.640ms 1.05% 1.621ms -0.12%
2294 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arctan'>, 4, 1, 'f') 1.093ms 1.112ms 1.65% 1.092ms -0.12%
2295 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('square', 2, 'D') 15.979μs 24.881μs 55.71% 15.960μs -0.12%
2296 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 100, <class 'object'>) 58.224μs 59.444μs 2.10% 58.157μs -0.12%
2297 bench_core.CountNonzero.time_count_nonzero(2, 100, <class 'numpy.int32'>) 1.678μs 1.691μs 0.80% 1.676μs -0.11%
2298 bench_ufunc.CustomScalar.time_divide_scalar2_inplace(<class 'numpy.float64'>) 21.615μs 35.770μs 65.49% 21.591μs -0.11%
2299 bench_ufunc.UFunc.time_ufunc_types('arcsin') 6.364ms 6.475ms 1.74% 6.357ms -0.11%
2300 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('str', 10000) 34.748ms 34.766ms 0.05% 34.712ms -0.10%
2301 bench_reduce.AddReduceSeparate.time_reduce(1, 'float64') 335.918μs 337.230μs 0.39% 335.577μs -0.10%
2302 bench_function_base.Sort.time_sort('heap', 'int16', ('random',)) 589.217μs 596.089μs 1.17% 588.644μs -0.10%
2303 bench_core.CountNonzero.time_count_nonzero_axis(1, 1000000, <class 'numpy.int8'>) 1.296ms 1.307ms 0.85% 1.295ms -0.10%
2304 bench_shape_base.Block2D.time_block2d((64, 64), 'uint64', (2, 2)) 96.057μs 95.992μs -0.07% 95.974μs -0.09%
2305 bench_core.CountNonzero.time_count_nonzero_axis(2, 1000000, <class 'object'>) 252.893ms 259.428ms 2.58% 252.684ms -0.08%
2306 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 4, 4, 'd') 1.650ms 1.662ms 0.70% 1.649ms -0.08%
2307 bench_core.CorrConv.time_convolve(100000, 10000, 'full') 1.042s 1.067s 2.39% 1.041s -0.08%
2308 bench_ufunc_strides.AVX_cmplx_funcs.time_ufunc('absolute', 2, 'D') 48.613μs 49.148μs 1.10% 48.577μs -0.07%
2309 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'fabs'>, 2, 1, 'f') 140.874μs 141.271μs 0.28% 140.771μs -0.07%
2310 bench_io.Savez.time_vb_savez_squares 333.178ms 367.779ms 10.39% 332.937ms -0.07%
2311 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccos'>, 2, 2, 'd') 1.498ms 1.505ms 0.47% 1.497ms -0.06%
2312 bench_ufunc.UFunc.time_ufunc_types('arcsinh') 5.639ms 5.753ms 2.03% 5.636ms -0.05%
2313 bench_ufunc_strides.AVX_UFunc_log.time_log(1, 'f') 48.706μs 48.779μs 0.15% 48.681μs -0.05%
2314 bench_core.VarComplex.time_var(10000000) 79.661ms 85.423ms 7.23% 79.625ms -0.05%
2315 bench_core.CorrConv.time_convolve(1000, 1000, 'same') 782.815μs 795.315μs 1.60% 782.472μs -0.04%
2316 bench_core.CountNonzero.time_count_nonzero(3, 100, <class 'numpy.int16'>) 1.662μs 1.713μs 3.10% 1.661μs -0.04%
2317 bench_lib.Nan.time_nanargmax(200, 0) 53.333μs 53.503μs 0.32% 53.312μs -0.04%
2318 bench_io.LoadtxtReadUint64Integers.time_read_uint64(550) 197.287μs 199.738μs 1.24% 197.223μs -0.03%
2319 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'arccosh'>, 1, 2, 'd') 2.274ms 2.931ms 28.92% 2.273ms -0.03%
2320 bench_core.CountNonzero.time_count_nonzero(3, 1000000, <class 'str'>) 289.129ms 299.788ms 3.69% 289.085ms -0.02%
2321 bench_function_base.Sort.time_argsort('quick', 'int16', ('reversed',)) 103.919μs 104.264μs 0.33% 103.904μs -0.02%
2322 bench_core.CountNonzero.time_count_nonzero_multi_axis(1, 100, <class 'numpy.int16'>) 19.515μs 20.345μs 4.25% 19.514μs -0.00%
2323 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 2, 1, 'f') 344.778μs 349.303μs 1.31% 344.770μs -0.00%
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