ENH, SIMD: Extend universal intrinsics to support IBMZ #20913
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It covers SIMD operations for all datatypes starting
from z/Arch11 a.k.a IBM Z13, except for single-precision
which requires minimum z/Arch12 a.k.a IBMZ 14 to be dispatched.
This patch rename the branch /simd/vsx to /simd/vec, the new
the path is hold the definitions of universal intrinsics for
both Power and Z architectures.
This patch also adds new preprocessor identifiers:
* NPY_SIMD_BIGENDIAN: 1 if the enabled SIMD extension
is running on big-endian mode otherwise 0.
* NPY_SIMD_F32: 1 if the enabled SIMD extension
supports single-precision otherwise 0.
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Github doesn't allow big body of the pr desc, the rest as follows: VX |
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cc @mattip |
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Let's put this in now, at the beginning of the 1.24 release cycle, in hopes that some IBMZ users can chime in. |
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Extend universal intrinsics to support IBMZ
It covers SIMD operations for all datatypes starting
from z/Arch11 a.k.a IBM Z13, except for single-precision
which requires minimum z/Arch12 a.k.a IBMZ 14 to be dispatched.
This patch rename the branch /simd/vsx to /simd/vec, the new
the path holds the definitions of universal intrinsics for
both Power and Z architectures.
This patch also adds new preprocessor identifiers:
NPY_SIMD_BIGENDIAN: 1 if the enabled SIMD extension
is running on big-endian mode otherwise 0.
NPY_SIMD_F32: 1 if the enabled SIMD extension
supports single-precision otherwise 0.
TODO:
Benchmark
The following benchmark is inferential and does not accurately reflect the true change, since it was accomplished using an unstable VM.
CPU
OS
Linux numpy 5.4.0-104-generic #118-Ubuntu SMP Wed Mar 2 19:02:13 UTC 2022 s390x s390x s390x GNU/Linux Python 3.8.10 gcc (Ubuntu 11.1.0-1ubuntu1~20.04) 11.1.0Benchmark
VXE2
unset NPY_DISABLE_CPU_FEATURES python runtests.py --bench-compare parent/mainbefore after ratio [982fcd38] [47d54c6d] <zsystem_sup~5> <zsystem_sup> + 8.41±0.03μs 10.2±0.3μs 1.21 bench_function_base.Sort.time_sort('merge', 'int64', ('uniform',)) + 82.8±0.4μs 99.0±0.3μs 1.19 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'h') + 83.0±0.3μs 99.2±0.3μs 1.19 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'h') + 83.5±0.7μs 99.7±0.7μs 1.19 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 4, 'h') + 84.3±0.8μs 101±0.5μs 1.19 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 1, 'h') + 83.1±0.2μs 99.2±0.2μs 1.19 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'h') + 85.0±0.7μs 101±0.4μs 1.19 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 2, 'h') + 83.1±0.4μs 99.0±0.3μs 1.19 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'h') + 10.3±0.03μs 12.2±0.06μs 1.19 bench_function_base.Sort.time_sort('merge', 'float32', ('ordered',)) + 83.7±0.5μs 9.2±0.4μs 1.19 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'h') + 127±0.4μs 149±3μs 1.17 bench_function_base.Sort.time_argsort('quick', 'int32', ('reversed',)) + 322±1μs 364±2μs 1.13 bench_function_base.Sort.time_argsort('quick', 'int64', ('sorted_block', 1000)) + 87.6±3μs 99.0±0.8μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 4, 'b') + 249±1μs 281±2μs 1.13 bench_core.CountNonzero.time_count_nonzero(3, 10000, <class 'str'>) + 87.4±0.8μs 98.6±0.2μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 2, 'b') + 131±5μs 148±2μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 2, 'q') + 11.9±0.08μs 13.4±0.3μs 1.13 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 1, 'D') + 87.6±0.5μs 98.5±0.2μs 1.12 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 4, 'b') + 13.3±0.2μs 14.9±0.2μs 1.12 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 2, 'D') + 1.47±0.02ms 1.64±0.05ms 1.12 bench_lib.Pad.time_pad((256, 128, 1), 8, 'edge') + 167±0.9μs 186±4μs 1.11 bench_core.CountNonzero.time_count_nonzero(2, 10000, <class 'str'>) + 113±3μs 126±2μs 1.11 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 1, 'Q') + 5.71±0.2ms 6.32±0.2ms 1.11 bench_lib.Pad.time_pad((4194304,), 1, 'mean') + 283±7μs 312±10μs 1.10 bench_core.PackBits.time_packbits_axis0(<class 'bool'>) + 329±3μs 363±2μs 1.10 bench_function_base.Sort.time_argsort('quick', 'int32', ('sorted_block', 1000)) + 70.6±0.5μs 77.9±0.7μs 1.10 bench_ufunc.CustomArrayFloorDivideInt.time_floor_divide_int(<class 'numpy.int64'>, 10000) + 114±1μs 126±3μs 1.10 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 1, 'L') + 87.7±0.9μs 96.6±0.2μs 1.10 bench_function_base.Sort.time_sort('merge', 'float64', ('sorted_block', 100)) + 299±0.8μs 329±1μs 1.10 bench_function_base.Sort.time_sort('quick', 'int16', ('sorted_block', 1000)) + 79.2±0.2μs 87.1±0.1μs 1.10 bench_function_base.Where.time_interleaved_zeros_x8 + 61.0±0.5μs 67.0±0.5μs 1.10 bench_function_base.Select.time_select + 117±5μs 129±3μs 1.10 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 1, 'q') + 82.3±0.4μs 89.9±2μs 1.09 bench_core.CountNonzero.time_count_nonzero(1, 10000, <class 'str'>) + 52.9±0.6μs 57.5±0.3μs 1.09 bench_function_base.Sort.time_argsort('merge', 'int16', ('sorted_block', 10)) + 195±1μs 212±0.6μs 1.09 bench_function_base.Sort.time_sort('merge', 'int32', ('sorted_block', 10)) + 3.33±0.04ms 3.60±0.3ms 1.08 bench_lib.Pad.time_pad((1, 1, 1, 1, 1), 8, 'edge') + 7.01±0.1ms 7.57±0.2ms 1.08 bench_ufunc.CustomArrayFloorDivideInt.time_floor_divide_int(<class 'numpy.int64'>, 1000000) + 5.26±0.1ms 5.68±0.2ms 1.08 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('str', 10000) + 138±4μs 148±3μs 1.08 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 2, 'L') + 20.5±0.4ms 22.0±0.3ms 1.07 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('object', 100000) + 408±2μs 438±0.8μs 1.07 bench_function_base.Sort.time_argsort('quick', 'int64', ('sorted_block', 100)) + 184±2μs 197±8μs 1.07 bench_lib.Pad.time_pad((4, 4, 4, 4), 8, 'constant') + 52.7±2ms 56.4±2ms 1.07 bench_io.LoadtxtCSVdtypes.time_loadtxt_dtypes_csv('str', 100000) + 121±2μs 129±3μs 1.07 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 1, 'L') + 104±0.7μs 111±0.3μs 1.07 bench_function_base.Sort.time_sort('quick', 'float32', ('uniform',)) + 368±0.7μs 393±1μs 1.07 bench_function_base.Sort.time_sort('quick', 'int16', ('sorted_block', 100)) + 510±5μs 544±3μs 1.06 bench_function_base.Sort.time_argsort('heap', 'float64', ('ordered',)) + 1.80±0.02ms 1.91±0.03ms 1.06 bench_core.CountNonzero.time_count_nonzero(3, 1000000, <class 'numpy.int64'>) + 3.44±0.03ms 3.65±0.07ms 1.06 bench_core.CountNonzero.time_count_nonzero_axis(2, 1000000, <class 'numpy.int64'>) + 534±2μs 566±10μs 1.06 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 4, 4, 'd') + 49.3±0.4μs 52.3±0.4μs 1.06 bench_function_base.Sort.time_sort('merge', 'float32', ('sorted_block', 1000)) + 141±4μs 149±3μs 1.06 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 1, 'l') + 121±3μs 129±4μs 1.06 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 1, 'q') + 93.3±0.7μs 98.8±1μs 1.06 bench_function_base.Sort.time_argsort('merge', 'int64', ('sorted_block', 100)) + 942±30μs 997±20μs 1.06 bench_reduce.AddReduceSeparate.time_reduce(1, 'int16') + 410±6μs 434±0.9μs 1.06 bench_function_base.Sort.time_argsort('quick', 'int32', ('sorted_block', 100)) + 531±2μs 561±2μs 1.06 bench_function_base.Sort.time_argsort('heap', 'float32', ('ordered',)) + 526±1μs 556±10μs 1.06 bench_function_base.Sort.time_argsort('merge', 'int64', ('random',)) + 75.5±1μs 79.8±2μs 1.06 bench_function_base.Sort.time_argsort('quick', 'uint32', ('ordered',)) + 57.0±0.7μs 60.2±0.4μs 1.06 bench_function_base.Sort.time_argsort('merge', 'int16', ('sorted_block', 100)) + 534±7μs 562±4μs 1.05 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'exp2'>, 4, 2, 'd') + 727±0.9μs 765±30μs 1.05 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'log'>, 2, 2, 'd') + 683±10μs 719±4μs 1.05 bench_lib.Pad.time_pad((256, 128, 1), 8, 'constant') + 46.0±2μs 48.4±0.2μs 1.05 bench_function_base.Sort.time_argsort('heap', 'int64', ('uniform',)) + 121±1μs 128±4μs 1.05 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 1, 'Q') + 2.10±0.02ms 2.21±0.03ms 1.05 bench_lib.Pad.time_pad((256, 128, 1), (0, 32), 'mean') + 237±1ms 249±2ms 1.05 bench_function_base.Histogram2D.time_fine_binning + 1.20±0.01ms 1.26±0.01ms 1.05 bench_core.CountNonzero.time_count_nonzero(2, 1000000, <class 'numpy.int64'>) - 5.47±0.1μs 5.21±0.05μs 0.95 bench_ma.Indexing.time_1d(False, 1, 10) - 1.50±0.02ms 1.43±0.01ms 0.95 bench_lib.Nan.time_nanargmin(200000, 50.0) - 30.5±0.1μs 29.1±0.2μs 0.95 bench_function_base.Median.time_odd_inplace - 88.8±0.7μs 84.6±0.4μs 0.95 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 1, 'H') - 13.7±0.1μs 13.1±0.08μs 0.95 bench_ma.UFunc.time_2d(False, False, 10) - 696±4μs 662±0.5μs 0.95 bench_function_base.Sort.time_sort('heap', 'float32', ('sorted_block', 10)) - 36.9±0.1μs 35.1±0.1μs 0.95 bench_core.CountNonzero.time_count_nonzero_axis(2, 10000, <class 'numpy.int8'>) - 72.6±0.6μs 69.0±1μs 0.95 bench_ufunc.CustomArrayFloorDivideInt.time_floor_divide_int(<class 'numpy.int16'>, 10000) - 90.9±0.6μs 86.3±0.8μs 0.95 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 4, 'H') - 88.3±0.3μs 83.9±0.4μs 0.95 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'H') - 473±0.7μs 449±1μs 0.95 bench_function_base.Sort.time_argsort('quick', 'int16', ('sorted_block', 10)) - 88.3±0.3μs 83.8±0.5μs 0.95 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'H') - 38.8±0.9μs 36.8±0.07μs 0.95 bench_linalg.Linalg.time_op('norm', 'complex64') - 88.9±0.7μs 84.2±1μs 0.95 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 4, 'H') - 92.0±0.1μs 87.1±1μs 0.95 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 2, 'H') - 5.79±0.1μs 5.48±0.01μs 0.95 bench_ma.Indexing.time_1d(True, 1, 1000) - 87.2±0.3μs 82.5±0.4μs 0.95 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'H') - 7.23±0.05ms 6.85±0.03ms 0.95 bench_ufunc.CustomArrayFloorDivideInt.time_floor_divide_int(<class 'numpy.int16'>, 1000000) - 2.34±0.02ms 2.21±0.02ms 0.95 bench_lib.Nan.time_nanstd(200000, 90.0) - 5.46±0.1μs 5.17±0.05μs 0.95 bench_ma.Indexing.time_1d(False, 2, 10) - 5.46±0.1μs 5.16±0.1μs 0.95 bench_ma.Indexing.time_1d(False, 2, 1000) - 5.86±0.05μs 5.54±0.02μs 0.95 bench_indexing.ScalarIndexing.time_assign(0) - 5.45±0.1μs 5.15±0.1μs 0.95 bench_ma.Indexing.time_0d(False, 2, 10) - 5.80±0.1μs 5.48±0.04μs 0.94 bench_ma.Indexing.time_0d(True, 1, 10) - 88.5±0.6μs 83.6±0.5μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'H') - 87.7±0.4μs 82.8±0.5μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'H') - 5.83±0.1μs 5.50±0.04μs 0.94 bench_ma.Indexing.time_0d(True, 1, 100) - 90.6±0.3μs 85.5±0.8μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 2, 'H') - 151±0.8μs 143±0.5μs 0.94 bench_function_base.Sort.time_argsort('quick', 'int16', ('reversed',)) - 89.5±0.5μs 84.4±0.5μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 1, 'H') - 2.33±0.02ms 2.20±0.01ms 0.94 bench_lib.Nan.time_nanvar(200000, 90.0) - 87.8±0.3μs 82.8±0.4μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'H') - 18.6±0.2μs 17.5±0.2μs 0.94 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 4, 'D') - 92.8±0.9μs 87.4±1μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 2, 'H') - 89.9±0.5μs 84.7±0.6μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 1, 'H') - 90.1±0.4μs 84.8±0.5μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 2, 'H') - 89.9±0.4μs 84.6±0.5μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 1, 'H') - 5.73±0.1μs 5.40±0.03μs 0.94 bench_ma.Indexing.time_1d(True, 1, 100) - 89.3±1μs 83.9±1μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 4, 'H') - 91.4±0.5μs 85.9±0.8μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 1, 'H') - 5.87±0.1μs 5.52±0.05μs 0.94 bench_ma.Indexing.time_0d(True, 2, 10) - 78.0±0.8μs 73.2±0.2μs 0.94 bench_function_base.Sort.time_argsort('quick', 'int32', ('ordered',)) - 90.1±1μs 84.7±0.7μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 1, 'H') - 88.1±0.4μs 82.7±0.2μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'H') - 817±4μs 767±2μs 0.94 bench_ufunc.UFunc.time_ufunc_types('reciprocal') - 1.42±0.01ms 1.33±0.01ms 0.94 bench_lib.Nan.time_nanvar(200000, 0.1) - 90.2±0.3μs 84.6±0.5μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 2, 'H') - 491±3μs 461±2μs 0.94 bench_function_base.Sort.time_argsort('quick', 'int16', ('sorted_block', 100)) - 91.9±1μs 86.1±1μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 4, 'H') - 5.89±0.2μs 5.52±0.06μs 0.94 bench_ma.Indexing.time_1d(True, 2, 100) - 5.49±0.2μs 5.15±0.05μs 0.94 bench_ma.Indexing.time_1d(False, 1, 100) - 91.4±1μs 85.6±0.2μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 4, 'H') - 355±6μs 332±2μs 0.94 bench_ufunc.UFunc.time_ufunc_types('square') - 87.8±0.5μs 82.2±0.2μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'H') - 90.2±0.8μs 84.5±0.4μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 4, 'H') - 5.46±0.05μs 5.11±0.1μs 0.94 bench_ma.Indexing.time_0d(False, 1, 100) - 1.50±0.01ms 1.41±0.01ms 0.94 bench_lib.Nan.time_nanstd(200000, 2.0) - 5.82±0.04μs 5.44±0.02μs 0.94 bench_ma.Indexing.time_0d(True, 1, 1000) - 87.6±0.3μs 81.9±0.2μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'H') - 89.7±0.2μs 83.8±0.3μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 1, 'H') - 87.6±0.09μs 81.9±0.1μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'H') - 91.2±0.9μs 85.2±0.9μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 2, 'H') - 90.5±0.9μs 84.5±0.8μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 2, 'H') - 91.2±0.7μs 85.2±1μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 4, 'H') - 5.46±0.07μs 5.10±0.09μs 0.93 bench_ma.Indexing.time_0d(False, 2, 1000) - 1.42±0.01ms 1.33±0.02ms 0.93 bench_lib.Nan.time_nanvar(200000, 0) - 92.3±0.5μs 86.1±0.7μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 4, 'H') - 5.50±0.07μs 5.13±0.08μs 0.93 bench_ma.Indexing.time_0d(False, 2, 100) - 91.3±0.3μs 85.1±0.6μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 4, 'H') - 89.8±1μs 83.7±0.3μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 2, 'H') - 466±4μs 434±1μs 0.93 bench_function_base.Sort.time_sort('merge', 'uint32', ('random',)) - 277±3μs 258±1μs 0.93 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 2, 1, 'd') - 90.9±0.5μs 84.6±0.3μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 2, 'H') - 94.1±0.8μs 87.6±0.6μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 4, 'H') - 89.1±0.6μs 82.9±0.3μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 2, 'H') - 17.8±0.2μs 16.5±0.09μs 0.93 bench_core.VarComplex.time_var(1000) - 275±3μs 256±3μs 0.93 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 1, 'd') - 273±0.5μs 254±2μs 0.93 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 2, 'd') - 90.0±0.2μs 83.6±0.5μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 4, 'H') - 89.4±0.6μs 83.1±0.5μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 1, 'H') - 93.0±0.7μs 86.4±0.6μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 4, 'H') - 89.9±0.4μs 83.4±0.5μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 1, 'H') - 272±2μs 253±5μs 0.93 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 2, 2, 'd') - 1.42±0.01ms 1.32±0.01ms 0.93 bench_lib.Nan.time_nanstd(200000, 0.1) - 88.4±0.4μs 82.0±0.3μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'H') - 5.95±0.1μs 5.52±0.08μs 0.93 bench_ma.Indexing.time_1d(True, 2, 10) - 91.4±0.5μs 84.8±0.3μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 4, 'H') - 274±2μs 254±2μs 0.93 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 1, 1, 'd') - 5.48±0.04μs 5.07±0.04μs 0.93 bench_ma.Indexing.time_0d(False, 1, 10) - 5.94±0.08μs 5.49±0.02μs 0.93 bench_ma.Indexing.time_0d(True, 2, 1000) - 90.0±0.6μs 83.1±0.6μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'H') - 93.6±0.6μs 86.4±0.7μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 4, 'H') - 92.6±0.5μs 85.5±0.9μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 4, 'H') - 276±3μs 253±0.8μs 0.92 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 4, 'd') - 1.51±0.01ms 1.39±0.01ms 0.92 bench_lib.Nan.time_nanvar(200000, 2.0) - 1.86±0.01μs 1.71±0μs 0.92 bench_itemselection.Take.time_contiguous((1000, 1), 'clip', 'int64') - 5.59±0.2μs 5.14±0.04μs 0.92 bench_ma.Indexing.time_1d(False, 1, 1000) - 1.87±0.01μs 1.72±0.03μs 0.92 bench_itemselection.Take.time_contiguous((1000, 1), 'clip', 'float32') - 5.91±0.1μs 5.42±0.05μs 0.92 bench_ma.Indexing.time_1d(True, 1, 10) - 5.97±0.1μs 5.47±0.04μs 0.92 bench_ma.Indexing.time_0d(True, 2, 100) - 76.1±0.3μs 69.7±0.6μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'I') - 248±2ms 227±1ms 0.92 bench_app.LaplaceInplace.time_it('normal') - 6.08±0.02μs 5.56±0.04μs 0.92 bench_itemselection.PutMask.time_dense(False, 'complex256') - 1.87±0.01μs 1.70±0.01μs 0.91 bench_itemselection.Take.time_contiguous((1000, 1), 'clip', 'float64') - 1.89±0.01μs 1.72±0.02μs 0.91 bench_itemselection.Take.time_contiguous((1000, 1), 'clip', 'int32') - 4.47±0.08μs 4.08±0.02μs 0.91 bench_ma.MA.time_masked_array - 93.7±2μs 85.4±0.5μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 4, 'H') - 357±2μs 325±1μs 0.91 bench_function_base.Sort.time_argsort('quick', 'uint32', ('sorted_block', 1000)) - 75.7±0.4μs 69.0±0.8μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'i') - 77.6±0.8μs 70.6±0.4μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'I') - 75.4±0.3μs 68.6±0.2μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'I') - 82.5±0.7μs 74.9±3μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'Q') - 81.9±0.09μs 74.3±1μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'Q') - 75.4±0.8μs 68.4±0.5μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'I') - 75.6±0.3μs 68.6±0.6μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'i') - 1.91±0.02μs 1.73±0.02μs 0.91 bench_itemselection.Take.time_contiguous((1000, 2), 'clip', 'int16') - 75.4±0.5μs 68.2±0.4μs 0.90 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'I') - 1.16±0.03μs 1.05±0.01μs 0.90 bench_ufunc.CustomArrayFloorDivideInt.time_floor_divide_int(<class 'numpy.int8'>, 100) - 944±20μs 853±5μs 0.90 bench_lib.Nan.time_nanargmax(200000, 90.0) - 3.28±0.03μs 2.96±0μs 0.90 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'clip', 'float64') - 87.9±1μs 79.3±1μs 0.90 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'l') - 75.6±0.3μs 68.2±0.2μs 0.90 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'i') - 4.02±0.04ms 3.63±0.04ms 0.90 bench_core.VarComplex.time_var(1000000) - 1.88±0.01μs 1.70±0.02μs 0.90 bench_itemselection.Take.time_contiguous((1000, 2), 'clip', 'float16') - 76.8±0.5μs 69.1±0.2μs 0.90 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'I') - 76.7±0.3μs 69.0±0.4μs 0.90 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'I') - 75.8±0.5μs 68.1±0.5μs 0.90 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'i') - 76.4±0.3μs 68.7±0.2μs 0.90 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'I') - 563±4μs 506±0.7μs 0.90 bench_function_base.Sort.time_sort('heap', 'float32', ('reversed',)) - 1.89±0.02μs 1.69±0.01μs 0.90 bench_itemselection.Take.time_contiguous((1000, 2), 'clip', 'float32') - 107±4μs 96.4±2μs 0.90 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 4, 'd') - 89.7±2μs 80.6±2μs 0.90 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'L') - 1.90±0.02μs 1.71±0μs 0.90 bench_itemselection.Take.time_contiguous((1000, 1), 'clip', 'complex64') - 76.7±1μs 68.8±0.2μs 0.90 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'I') - 936±5μs 839±10μs 0.90 bench_lib.Nan.time_nanargmin(200000, 90.0) - 1.45±0.06ms 1.30±0.04ms 0.90 bench_lib.Pad.time_pad((1024, 1024), (0, 32), 'mean') - 79.2±0.6μs 71.0±0.8μs 0.90 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 2, 'i') - 480±2μs 430±2μs 0.90 bench_function_base.Sort.time_argsort('quick', 'int16', ('sorted_block', 1000)) - 74.1±2μs 66.3±3μs 0.90 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 4, 'd') - 77.4±0.4μs 69.2±0.3μs 0.90 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'i') - 78.6±2μs 70.3±0.6μs 0.90 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 2, 'I') - 4.78±0.2ms 4.28±0.08ms 0.89 bench_lib.Pad.time_pad((4, 4, 4, 4), (0, 32), 'linear_ramp') - 82.8±1μs 74.0±2μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'l') - 61.6±1μs 55.1±0.9μs 0.89 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 1, 2, 'd') - 78.5±1μs 70.2±0.2μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'i') - 79.9±0.6μs 71.5±0.7μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 4, 'I') - 84.6±0.8μs 75.6±2μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 4, 'I') - 88.1±0.9μs 78.7±1μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 4, 'i') - 88.4±1μs 79.0±2μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'q') - 1.90±0.02μs 1.70±0.01μs 0.89 bench_itemselection.Take.time_contiguous((1000, 2), 'clip', 'int32') - 79.0±0.8μs 70.5±0.8μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 2, 'I') - 76.5±0.6μs 68.3±0.2μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'i') - 269±2μs 240±1μs 0.89 bench_ufunc.UFunc.time_ufunc_types('maximum') - 76.9±0.2μs 68.6±0.6μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'i') - 60.6±0.6μs 54.1±0.3μs 0.89 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 2, 1, 'd') - 77.5±0.5μs 69.1±0.3μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'i') - 80.3±0.6μs 71.7±0.8μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 4, 'i') - 81.3±1μs 72.5±1μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 1, 'I') - 77.4±1μs 69.0±0.2μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'I') - 89.7±0.9μs 79.9±0.9μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 2, 'i') - 82.9±0.5μs 73.8±1μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'q') - 430±8μs 383±3μs 0.89 bench_ufunc.UFunc.time_ufunc_types('multiply') - 79.6±0.4μs 70.9±0.4μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 1, 'i') - 80.9±0.2μs 72.0±0.6μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 1, 'i') - 81.5±0.2μs 72.6±1μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 1, 'i') - 88.6±0.9μs 78.8±0.9μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'q') - 89.3±2μs 79.5±0.7μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'l') - 1.48±0.01μs 1.31±0.02μs 0.89 bench_itemselection.Take.time_contiguous((1000, 1), 'raise', 'int16') - 3.25±0.02μs 2.89±0.02μs 0.89 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'clip', 'int32') - 83.1±0.7μs 73.8±0.7μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'l') - 79.3±2μs 70.4±0.5μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'I') - 78.1±0.7μs 69.3±0.3μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'i') - 263±3μs 234±0.6μs 0.89 bench_ufunc.UFunc.time_ufunc_types('minimum') - 79.5±0.3μs 70.6±0.6μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 1, 'I') - 78.8±2μs 69.9±0.5μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'i') - 81.3±1μs 72.1±0.7μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 4, 'I') - 89.2±1μs 79.1±1μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 4, 'I') - 88.4±1μs 78.4±0.8μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'q') - 89.2±0.5μs 79.1±0.6μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'Q') - 81.2±0.8μs 71.9±0.5μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 4, 'i') - 84.0±1μs 74.4±0.5μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 2, 'i') - 78.0±0.7μs 69.1±0.4μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'I') - 80.5±0.6μs 71.3±0.2μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 4, 'I') - 3.28±0.01μs 2.90±0.02μs 0.89 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'clip', 'int64') - 81.4±0.5μs 72.1±0.2μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 2, 'I') - 83.1±1μs 73.6±0.7μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'L') - 82.8±1μs 73.3±1μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 4, 'i') - 80.9±2μs 71.6±0.6μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 1, 'I') - 84.8±0.8μs 75.0±2μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 4, 'I') - 78.1±0.4μs 69.1±0.4μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'i') - 82.2±0.5μs 72.7±0.4μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'q') - 87.8±1μs 77.7±0.8μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 4, 'I') - 88.7±0.9μs 78.4±2μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'L') - 3.29±0.02μs 2.91±0.04μs 0.88 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'clip', 'complex64') - 80.6±0.5μs 71.3±0.2μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 2, 'i') - 57.8±0.6μs 51.1±0.8μs 0.88 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 2, 'd') - 89.0±0.8μs 78.6±0.5μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 2, 'I') - 82.6±0.5μs 73.0±0.7μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 2, 'i') - 81.1±0.5μs 71.7±0.5μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 2, 'I') - 88.7±0.6μs 78.3±0.6μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 4, 'I') - 81.4±0.8μs 71.8±1μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 4, 'I') - 80.2±0.6μs 70.8±0.4μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 1, 'i') - 81.0±0.9μs 71.5±0.4μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 1, 'I') - 325±9μs 287±5μs 0.88 bench_ufunc.UFunc.time_ufunc_types('add') - 3.26±0.03μs 2.87±0.02μs 0.88 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'clip', 'float32') - 57.7±0.9μs 50.9±0.8μs 0.88 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 2, 'd') - 82.3±1μs 72.5±1μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 1, 'I') - 83.5±0.7μs 73.6±1μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'Q') - 89.0±0.6μs 78.5±1μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 4, 'i') - 89.7±1μs 79.0±1μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 4, 'i') - 89.0±0.8μs 78.5±2μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'Q') - 82.4±0.7μs 72.6±0.9μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'q') - 81.7±0.3μs 72.0±0.7μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 2, 'i') - 81.6±0.6μs 71.8±0.3μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 1, 'I') - 85.5±0.6μs 75.2±0.5μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 1, 'i') - 82.3±0.6μs 72.4±0.6μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 1, 'i') - 81.6±0.7μs 71.7±0.5μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 2, 'I') - 81.1±1μs 71.3±0.5μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 4, 'I') - 85.3±0.5μs 75.0±0.9μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 4, 'I') - 81.0±0.3μs 71.1±0.8μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 4, 'i') - 89.3±2μs 78.4±0.9μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'Q') - 82.6±0.3μs 72.5±0.4μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 2, 'I') - 81.8±1μs 71.8±2μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 1, 'I') - 89.2±0.5μs 78.3±1μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 2, 'I') - 81.5±1μs 71.5±0.7μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 4, 'i') - 83.5±1μs 73.3±2μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'Q') - 86.1±0.4μs 75.5±0.9μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 4, 'i') - 81.2±1μs 71.2±0.8μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 2, 'i') - 82.5±1μs 72.3±0.6μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'l') - 86.2±1μs 75.5±0.6μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 1, 'I') - 80.0±2μs 70.1±0.9μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 2, 'i') - 83.1±0.8μs 72.9±0.6μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 2, 'I') - 83.7±0.3μs 73.4±0.4μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'L') - 83.2±0.5μs 72.9±0.8μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'Q') - 81.3±0.4μs 71.2±0.5μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 2, 'I') - 84.3±1μs 73.8±1μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'l') - 83.0±1μs 72.7±0.7μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 2, 'i') - 81.9±1μs 71.7±1μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 4, 'i') - 87.8±0.7μs 76.9±0.9μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'l') - 109±1μs 95.8±3μs 0.88 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 2, 'd') - 89.4±1μs 78.2±0.8μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'L') - 83.9±1μs 73.3±0.8μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'L') - 90.1±1μs 78.7±1μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'l') - 110±3μs 96.5±3μs 0.87 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 4, 'd') - 83.2±1μs 72.7±0.6μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 2, 'I') - 85.9±0.8μs 75.0±1μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 1, 'I') - 86.1±0.7μs 75.2±1μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 4, 'i') - 82.5±0.6μs 72.1±0.8μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 1, 'i') - 81.4±1μs 71.1±0.7μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 4, 'i') - 85.2±1μs 74.3±0.2μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 4, 'i') - 83.1±0.8μs 72.5±0.9μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'L') - 89.5±0.7μs 78.1±0.5μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 4, 'i') - 1.41±0.05ms 1.23±0.03ms 0.87 bench_lib.Pad.time_pad((1024, 1024), 8, 'mean') - 1.48±0.01μs 1.29±0.01μs 0.87 bench_itemselection.Take.time_contiguous((1000, 1), 'raise', 'float16') - 83.0±1μs 72.4±0.6μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'L') - 80.8±0.9μs 70.4±0.8μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 1, 'I') - 487±2μs 425±2μs 0.87 bench_function_base.Sort.time_sort('heap', 'float64', ('ordered',)) - 90.1±3μs 78.5±1μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'Q') - 86.6±0.5μs 75.4±0.4μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 1, 'i') - 89.5±1μs 77.9±1μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'q') - 83.2±0.7μs 72.4±0.4μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'Q') - 89.0±1μs 77.4±2μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'Q') - 85.1±0.6μs 74.0±0.5μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 4, 'I') - 150±3μs 131±4μs 0.87 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 4, 'd') - 83.0±2μs 72.2±0.5μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 4, 'I') - 83.6±1μs 72.7±0.4μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 2, 'i') - 83.2±0.4μs 72.3±0.4μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'q') - 11.7±0.05μs 10.2±0.1μs 0.87 bench_reduce.MinMax.time_max(<class 'numpy.float64'>) - 83.4±0.4μs 72.4±0.3μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'l') - 88.3±0.6μs 76.7±0.4μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'L') - 84.3±0.5μs 73.2±0.7μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 4, 'I') - 77.3±3μs 67.0±1μs 0.87 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 4, 'd') - 90.4±2μs 78.5±0.9μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 2, 'i') - 89.3±0.3μs 77.4±0.5μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'Q') - 81.7±0.7μs 70.7±0.5μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 2, 'i') - 91.4±2μs 79.1±1μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'L') - 81.8±1μs 70.8±0.5μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 1, 'i') - 83.9±2μs 72.6±0.2μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 4, 'i') - 82.2±1μs 71.1±0.4μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 1, 'i') - 1.24±0.03ms 1.07±0.06ms 0.86 bench_core.Temporaries.time_large2 - 321±10μs 277±2μs 0.86 bench_ufunc.UFunc.time_ufunc_types('subtract') - 90.8±2μs 78.4±1μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'q') - 90.9±1μs 78.5±0.9μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'L') - 415±5μs 358±4μs 0.86 bench_ufunc.UFunc.time_ufunc_types('rint') - 475±3μs 410±10μs 0.86 bench_lib.Nan.time_nanargmin(200000, 0) - 111±0.7μs 96.0±3μs 0.86 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 4, 'd') - 89.1±1μs 76.7±0.8μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'q') - 522±4μs 449±9μs 0.86 bench_lib.Nan.time_nanargmax(200000, 2.0) - 84.7±1μs 72.8±1μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'q') - 474±5μs 407±6μs 0.86 bench_lib.Nan.time_nanargmax(200000, 0.1) - 91.3±2μs 78.4±1μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'l') - 108±3μs 92.8±2μs 0.86 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 2, 'd') - 84.5±0.6μs 72.4±1μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'l') - 86.2±2μs 73.8±1μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 4, 'i') - 84.4±2μs 72.2±0.8μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'L') - 91.2±1μs 78.0±0.7μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'l') - 385±2μs 329±5μs 0.86 bench_ufunc.UFunc.time_ufunc_types('fmin') - 94.0±0.5μs 80.4±0.8μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 4, 'B') - 90.4±2μs 77.3±0.8μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 4, 'I') - 480±2μs 410±10μs 0.85 bench_lib.Nan.time_nanargmax(200000, 0) - 112±2μs 95.8±3μs 0.85 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 2, 'd') - 58.5±0.6μs 49.9±0.4μs 0.85 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 2, 'd') - 84.4±1μs 72.0±0.5μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 2, 'I') - 2.51±0.02μs 2.14±0.04μs 0.85 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'raise', 'float16') - 113±3μs 96.5±2μs 0.85 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 4, 'd') - 150±2μs 128±3μs 0.85 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 4, 'd') - 60.5±0.3μs 51.5±0.7μs 0.85 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 1, 1, 'd') - 11.8±0.03μs 10.1±0.08μs 0.85 bench_reduce.MinMax.time_min(<class 'numpy.float64'>) - 1.51±0.08s 1.29±0.02s 0.85 bench_io.Savez.time_vb_savez_squares - 93.7±0.4μs 79.6±0.9μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 1, 'B') - 94.5±1μs 80.3±0.9μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 2, 'B') - 94.3±0.3μs 80.0±1μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 1, 'B') - 479±5μs 405±4μs 0.85 bench_lib.Nan.time_nanargmin(200000, 0.1) - 522±2μs 442±3μs 0.85 bench_lib.Nan.time_nanargmin(200000, 2.0) - 254±2μs 214±2μs 0.84 bench_ufunc.UFunc.time_ufunc_types('floor') - 93.5±0.4μs 79.0±0.2μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 2, 'B') - 93.5±0.2μs 79.0±1μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 1, 'B') - 94.5±0.8μs 79.8±0.9μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 2, 'B') - 2.50±0.02μs 2.11±0.01μs 0.84 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'raise', 'int16') - 94.0±0.6μs 79.0±0.5μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 2, 'B') - 94.1±0.2μs 79.0±0.3μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 2, 'B') - 95.2±0.4μs 79.9±1μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 1, 'B') - 94.8±0.7μs 79.6±0.5μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 4, 'B') - 110±3μs 91.9±3μs 0.84 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 2, 'd') - 93.8±0.4μs 78.5±0.5μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 4, 'B') - 49.8±0.9μs 41.6±1μs 0.84 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 2, 'd') - 388±4μs 324±2μs 0.84 bench_ufunc.UFunc.time_ufunc_types('fmax') - 94.6±0.9μs 79.1±1μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 4, 'B') - 93.4±0.2μs 78.1±0.5μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 2, 'B') - 93.3±0.5μs 78.0±0.7μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 2, 'B') - 92.5±0.8μs 77.2±3μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'B') - 258±2μs 215±1μs 0.84 bench_ufunc.UFunc.time_ufunc_types('ceil') - 151±3μs 126±2μs 0.83 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 4, 'd') - 527±5μs 439±0.7μs 0.83 bench_function_base.Sort.time_sort('heap', 'float32', ('ordered',)) - 93.4±0.4μs 77.8±0.3μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 1, 'B') - 258±8μs 215±4μs 0.83 bench_ufunc.UFunc.time_ufunc_types('trunc') - 95.3±1μs 79.3±1μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 4, 'B') - 58.7±0.9μs 48.8±0.7μs 0.83 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 2, 'd') - 93.8±0.2μs 78.0±0.3μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 4, 'B') - 93.7±0.4μs 78.0±0.7μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 4, 'B') - 94.2±0.9μs 78.3±0.4μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 4, 'B') - 93.9±0.9μs 78.1±0.7μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 2, 'B') - 94.3±0.3μs 78.4±0.3μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 4, 'B') - 95.0±0.7μs 79.0±0.8μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 4, 'B') - 94.6±0.8μs 78.6±0.8μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 4, 'B') - 93.6±0.6μs 77.8±1μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'B') - 5.28±0.04μs 4.38±0.04μs 0.83 bench_lib.Nan.time_nanmin(200, 0.1) - 153±2μs 127±0.6μs 0.83 bench_function_base.Sort.time_argsort('quick', 'uint32', ('reversed',)) - 93.8±0.2μs 77.9±0.4μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 2, 'B') - 94.9±0.5μs 78.7±0.5μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 4, 'B') - 92.8±0.9μs 76.9±0.4μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'B') - 93.0±0.3μs 77.1±0.4μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 4, 'B') - 93.4±0.8μs 77.3±0.5μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 1, 'B') - 93.2±0.3μs 77.0±0.3μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 1, 'B') - 93.9±0.4μs 77.3±0.6μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 2, 'B') - 94.9±0.3μs 78.0±0.4μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 4, 'B') - 5.24±0.03μs 4.31±0.04μs 0.82 bench_lib.Nan.time_nanmin(200, 2.0) - 94.5±0.3μs 77.7±0.4μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 4, 'B') - 93.2±2μs 76.6±0.7μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'B') - 92.8±1μs 76.2±0.8μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'B') - 95.3±0.4μs 78.3±0.5μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 4, 'B') - 92.9±0.5μs 76.2±0.5μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 2, 'B') - 93.5±0.4μs 76.7±0.9μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'B') - 150±2μs 123±2μs 0.82 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 4, 'd') - 1.24±0.02ms 1.02±0.04ms 0.82 bench_core.Temporaries.time_large - 92.9±0.5μs 76.1±0.4μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'B') - 94.0±0.4μs 76.9±0.3μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 4, 'B') - 94.0±0.1μs 76.9±0.9μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 2, 'B') - 92.6±0.2μs 75.6±0.4μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'B') - 5.31±0.02μs 4.33±0.01μs 0.82 bench_lib.Nan.time_nanmin(200, 0) - 93.4±0.3μs 76.2±0.3μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 4, 'B') - 50.9±0.8μs 41.5±0.7μs 0.81 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 2, 'd') - 94.5±0.4μs 76.9±0.4μs 0.81 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 1, 'B') - 93.9±1μs 76.2±0.5μs 0.81 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 1, 'B') - 94.6±0.9μs 76.6±0.4μs 0.81 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 1, 'B') - 94.5±0.6μs 76.3±6μs 0.81 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'B') - 94.5±2μs 76.2±0.5μs 0.81 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'B') - 93.9±0.8μs 75.7±0.8μs 0.81 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'B') - 5.42±0.1μs 4.36±0.03μs 0.80 bench_lib.Nan.time_nanmax(200, 0.1) - 51.8±0.3μs 41.7±0.2μs 0.80 bench_core.VarComplex.time_var(10000) - 122±0.3ms 97.9±1ms 0.80 bench_app.LaplaceInplace.time_it('inplace') - 94.3±2μs 75.6±0.7μs 0.80 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'B') - 51.6±1μs 41.3±0.9μs 0.80 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 2, 'd') - 17.3±0.1μs 13.9±0.08μs 0.80 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 4, 'D') - 5.40±0.04μs 4.31±0.06μs 0.80 bench_lib.Nan.time_nanmin(200, 90.0) - 5.40±0.09μs 4.32±0.04μs 0.80 bench_lib.Nan.time_nanmax(200, 2.0) - 5.47±0.1μs 4.32±0.04μs 0.79 bench_lib.Nan.time_nanmax(200, 0) - 52.1±1μs 41.1±0.8μs 0.79 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 2, 'd') - 5.54±0.1μs 4.33±0.02μs 0.78 bench_lib.Nan.time_nanmax(200, 90.0) - 164±4μs 127±2μs 0.78 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 4, 'd') - 119±1μs 91.4±3μs 0.77 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 2, 'd') - 372±2μs 282±3μs 0.76 bench_core.VarComplex.time_var(100000) - 21.6±5μs 16.3±0.05μs 0.75 bench_scalar.ScalarMath.time_power_of_two('complex64') - 66.9±1μs 50.1±0.4μs 0.75 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 2, 'd') - 43.4±0.5μs 32.4±0.3μs 0.75 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 1, 'd') - 129±2μs 95.8±2μs 0.74 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 2, 'd') - 43.3±0.8μs 32.2±0.4μs 0.74 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 1, 'd') - 43.6±1μs 32.4±0.2μs 0.74 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 1, 'd') - 90.6±2μs 67.0±4μs 0.74 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 4, 'd') - 43.0±0.3μs 31.8±0.3μs 0.74 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 1, 'd') - 136±3μs 99.0±3μs 0.73 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 4, 'd') - 5.98±0.1μs 4.35±0.02μs 0.73 bench_lib.Nan.time_nanmax(200, 50.0) - 19.0±0.1μs 13.7±0.2μs 0.72 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 4, 'D') - 6.00±0.08μs 4.31±0.03μs 0.72 bench_lib.Nan.time_nanmin(200, 50.0) - 14.5±0.1μs 10.4±0.2μs 0.72 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 2, 'D') - 11.3±0.05μs 8.02±0.04μs 0.71 bench_ufunc.CustomScalar.time_add_scalar2(<class 'numpy.float64'>) - 180±2μs 127±2μs 0.70 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 4, 'd') - 542±10μs 380±2μs 0.70 bench_reduce.AddReduceSeparate.time_reduce(0, 'float64') - 1.24±0.01ms 848±20μs 0.69 bench_reduce.AddReduceSeparate.time_reduce(0, 'complex128') - 59.0±0.4μs 40.2±0.6μs 0.68 bench_core.Temporaries.time_mid2 - 15.0±0.3μs 10.2±0.2μs 0.68 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 2, 'D') - 59.2±0.3μs 39.9±0.4μs 0.67 bench_core.Temporaries.time_mid - 64.7±0.7μs 43.4±0.4μs 0.67 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 1, 'd') - 63.8±0.8μs 42.8±0.4μs 0.67 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 1, 'd') - 64.9±0.6μs 43.4±0.3μs 0.67 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 1, 'd') - 82.4±1μs 54.8±0.4μs 0.66 bench_ufunc.CustomInplace.time_double_add_temp - 13.0±0.08μs 8.57±0.07μs 0.66 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 1, 'D') - 80.1±0.9μs 52.2±0.3μs 0.65 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 2, 'd') - 66.1±0.5μs 43.0±0.3μs 0.65 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 1, 'd') - 63.0±0.7μs 40.5±1μs 0.64 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 2, 'd') - 41.0±0.6μs 26.3±0.2μs 0.64 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 1, 'd') - 40.8±0.5μs 26.0±0.2μs 0.64 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 1, 'd') - 40.9±0.5μs 26.0±0.2μs 0.64 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 1, 'd') - 68.1±0.7μs 43.3±0.2μs 0.64 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 1, 'd') - 40.8±0.5μs 25.7±0.05μs 0.63 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 1, 'd') - 75.2±0.9μs 47.0±0.3μs 0.63 bench_ufunc.CustomInplace.time_double_add - 13.2±0.2μs 7.70±0.06μs 0.58 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 1, 'D') - 11.6±0.04μs 6.69±0.06μs 0.58 bench_reduce.MinMax.time_min(<class 'numpy.float32'>) - 11.8±0.08μs 6.63±0.05μs 0.56 bench_reduce.MinMax.time_max(<class 'numpy.float32'>) - 80.6±0.7μs 43.6±1μs 0.54 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 2, 'd') - 2.00±0.03ms 1.08±0ms 0.54 bench_reduce.AddReduceSeparate.time_reduce(0, 'complex64') - 160±1μs 82.4±0.4μs 0.52 bench_reduce.ArgMax.time_argmax(<class 'numpy.float64'>) - 159±1μs 81.4±0.5μs 0.51 bench_reduce.ArgMin.time_argmin(<class 'numpy.float64'>) - 66.8±0.4μs 34.0±0.2μs 0.51 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int64'>, 43) - 66.7±0.3μs 33.9±0.2μs 0.51 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int64'>, -43) - 85.7±0.7μs 42.6±0.1μs 0.50 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 1, 'd') - 20.7±0.07μs 10.2±0.1μs 0.49 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 4, 'F') - 64.5±0.8μs 31.6±0.2μs 0.49 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 1, 'd') - 71.8±0.4μs 34.4±0.04μs 0.48 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int64'>, -8) - 72.1±0.4μs 34.4±0.1μs 0.48 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int64'>, 8) - 430±3μs 199±2μs 0.46 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 4, 4, 'd') - 78.7±0.8μs 36.0±0.6μs 0.46 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'Q') - 78.7±1μs 35.9±0.7μs 0.46 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'l') - 78.3±0.4μs 35.6±0.4μs 0.45 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'l') - 78.2±0.6μs 35.3±0.5μs 0.45 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'L') - 78.9±0.5μs 35.6±0.6μs 0.45 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'q') - 78.6±1μs 35.5±0.3μs 0.45 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'Q') - 79.1±0.3μs 35.6±0.5μs 0.45 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'L') - 79.1±0.4μs 35.5±0.5μs 0.45 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'q') - 12.7±0.2μs 5.65±0.04μs 0.45 bench_reduce.MinMax.time_min(<class 'numpy.int64'> (0)) - 12.7±0.2μs 5.59±0.02μs 0.44 bench_reduce.MinMax.time_min(<class 'numpy.int64'> (1)) - 438±4μs 192±3μs 0.44 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 4, 4, 'd') - 20.7±0.1μs 9.06±0.04μs 0.44 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 2, 'F') - 20.8±0.09μs 9.02±0.03μs 0.43 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 1, 'F') - 12.9±0.1μs 5.58±0.02μs 0.43 bench_reduce.MinMax.time_min(<class 'numpy.uint64'>) - 12.8±0.2μs 5.53±0.03μs 0.43 bench_reduce.MinMax.time_max(<class 'numpy.int64'> (0)) - 12.8±0.2μs 5.51±0.04μs 0.43 bench_reduce.MinMax.time_max(<class 'numpy.int64'> (1)) - 21.0±0.2μs 9.00±0.2μs 0.43 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 4, 'F') - 60.9±0.5μs 25.8±0.1μs 0.42 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 1, 'd') - 13.1±0.04μs 5.55±0.02μs 0.42 bench_reduce.MinMax.time_max(<class 'numpy.uint64'>) - 36.2±0.3μs 14.4±0.3μs 0.40 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 4, 'F') - 426±3μs 166±8μs 0.39 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 4, 2, 'd') - 80.0±0.9μs 31.0±0.2μs 0.39 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 1, 'd') - 424±0.8μs 164±2μs 0.39 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 4, 4, 'd') - 426±3μs 164±10μs 0.38 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 4, 4, 'd') - 436±7μs 167±10μs 0.38 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 4, 4, 'd') - 2.75±0.1ms 1.05±0.03ms 0.38 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 4, 'd') - 424±2μs 161±4μs 0.38 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 2, 4, 'd') - 2.70±0.01ms 1.02±0.02ms 0.38 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 2, 'd') - 435±2μs 164±6μs 0.38 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 4, 4, 'd') - 12.2±0.4μs 4.62±0.06μs 0.38 bench_reduce.MinMax.time_min(<class 'numpy.uint32'>) - 12.3±0.2μs 4.65±0.03μs 0.38 bench_reduce.MinMax.time_max(<class 'numpy.int32'>) - 435±4μs 164±6μs 0.38 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 4, 2, 'd') - 2.72±0ms 1.01±0ms 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 1, 'd') - 12.3±0.2μs 4.58±0.01μs 0.37 bench_reduce.MinMax.time_max(<class 'numpy.uint32'>) - 435±4μs 162±6μs 0.37 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 2, 4, 'd') - 2.75±0.03ms 1.02±0ms 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 4, 'd') - 12.4±0.4μs 4.57±0.03μs 0.37 bench_reduce.MinMax.time_min(<class 'numpy.int32'>) - 2.77±0.03ms 1.02±0.01ms 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 2, 'd') - 2.76±0.03ms 1.02±0ms 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 1, 'd') - 2.73±0.01ms 1.00±0.01ms 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 1, 'd') - 36.6±0.2μs 13.4±0.03μs 0.37 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 2, 'F') - 2.86±0.06ms 1.05±0.03ms 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 4, 'd') - 523±10μs 192±4μs 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 1, 4, 'f') - 505±1μs 185±2μs 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 1, 2, 'f') - 425±1μs 155±7μs 0.37 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 4, 1, 'd') - 507±7μs 185±3μs 0.36 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 4, 4, 'f') - 504±1μs 184±0.9μs 0.36 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 4, 1, 'f') - 506±1μs 184±0.9μs 0.36 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 1, 1, 'f') - 2.74±0.04ms 997±10μs 0.36 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 2, 'd') - 507±3μs 183±1μs 0.36 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 2, 1, 'f') - 514±4μs 185±1μs 0.36 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 2, 2, 'f') - 426±7μs 153±3μs 0.36 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 2, 4, 'd') - 513±5μs 184±0.8μs 0.36 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 4, 2, 'f') - 510±5μs 182±1μs 0.36 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 2, 4, 'f') - 440±10μs 156±6μs 0.35 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 1, 4, 'd') - 449±10μs 159±7μs 0.35 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 1, 4, 'd') - 436±8μs 152±6μs 0.35 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 4, 1, 'd') - 434±7μs 150±4μs 0.35 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 2, 4, 'd') - 36.2±0.3μs 12.5±0.2μs 0.34 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 1, 'F') - 21.0±0.08μs 7.10±0.02μs 0.34 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 2, 'F') - 8.90±0.04μs 3.00±0.03μs 0.34 bench_reduce.MinMax.time_min(<class 'numpy.uint8'>) - 434±1μs 146±3μs 0.34 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 4, 2, 'd') - 8.92±0.06μs 2.96±0.03μs 0.33 bench_reduce.MinMax.time_max(<class 'numpy.uint8'>) - 432±2μs 143±3μs 0.33 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 4, 2, 'd') - 74.3±0.6μs 24.6±0.7μs 0.33 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'I') - 421±2μs 139±4μs 0.33 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 2, 2, 'd') - 157±0.5μs 51.7±0.4μs 0.33 bench_reduce.ArgMin.time_argmin(<class 'numpy.uint64'>) - 74.9±0.7μs 24.6±0.5μs 0.33 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'i') - 423±3μs 138±2μs 0.33 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 4, 2, 'd') - 74.7±0.6μs 24.4±0.5μs 0.33 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'i') - 440±10μs 143±2μs 0.33 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 2, 4, 'd') - 74.4±0.5μs 24.2±0.5μs 0.32 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'I') - 423±3μs 137±6μs 0.32 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 4, 2, 'd') - 158±0.6μs 51.4±0.4μs 0.32 bench_reduce.ArgMax.time_argmax(<class 'numpy.uint64'>) - 423±3μs 137±4μs 0.32 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 1, 2, 'd') - 159±0.6μs 51.3±0.4μs 0.32 bench_reduce.ArgMax.time_argmax(<class 'numpy.int64'>) - 159±2μs 51.3±0.2μs 0.32 bench_reduce.ArgMin.time_argmin(<class 'numpy.int64'>) - 425±2μs 136±7μs 0.32 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 2, 1, 'd') - 422±1μs 135±9μs 0.32 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 4, 1, 'd') - 451±10μs 143±4μs 0.32 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 2, 4, 'd') - 79.7±0.3μs 25.1±0.2μs 0.31 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 1, 'd') - 430±3μs 135±4μs 0.31 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 2, 2, 'd') - 437±3μs 137±7μs 0.31 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 4, 1, 'd') - 439±20μs 137±6μs 0.31 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 1, 4, 'd') - 448±10μs 138±3μs 0.31 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 1, 4, 'd') - 20.7±0.2μs 6.39±0.07μs 0.31 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 1, 'F') - 102±0.3μs 31.2±0.2μs 0.31 bench_ufunc.CustomScalar.time_divide_scalar2_inplace(<class 'numpy.float32'>) - 102±0.4μs 31.1±0.09μs 0.30 bench_ufunc.CustomScalar.time_divide_scalar2(<class 'numpy.float32'>) - 431±2μs 129±5μs 0.30 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 1, 2, 'd') - 525±10μs 155±4μs 0.30 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 1, 4, 'f') - 507±3μs 150±1μs 0.30 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 2, 2, 'f') - 506±4μs 149±0.7μs 0.29 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 1, 2, 'f') - 432±4μs 126±5μs 0.29 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 2, 1, 'd') - 158±0.8μs 46.1±0.4μs 0.29 bench_reduce.ArgMax.time_argmax(<class 'numpy.uint32'>) - 159±1μs 46.2±0.6μs 0.29 bench_reduce.ArgMin.time_argmin(<class 'numpy.uint32'>) - 506±2μs 147±1μs 0.29 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 1, 1, 'f') - 511±6μs 149±1μs 0.29 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 2, 1, 'f') - 505±3μs 147±0.7μs 0.29 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 2, 'f') - 510±4μs 147±0.6μs 0.29 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 1, 'f') - 159±0.8μs 45.8±0.7μs 0.29 bench_reduce.ArgMax.time_argmax(<class 'numpy.int32'>) - 508±2μs 147±0.4μs 0.29 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 2, 4, 'f') - 518±9μs 149±3μs 0.29 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 4, 'f') - 433±1μs 124±10μs 0.29 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 4, 1, 'd') - 433±1μs 123±3μs 0.29 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 1, 1, 'd') - 161±2μs 45.7±0.8μs 0.28 bench_reduce.ArgMin.time_argmin(<class 'numpy.int32'>) - 428±5μs 119±8μs 0.28 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 4, 1, 'd') - 419±2μs 115±3μs 0.27 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 1, 1, 'd') - 187±2μs 51.0±0.5μs 0.27 bench_reduce.ArgMin.time_argmin(<class 'numpy.float32'>) - 191±2μs 50.8±0.2μs 0.27 bench_reduce.ArgMax.time_argmax(<class 'numpy.float32'>) - 1.23±0.01ms 321±2μs 0.26 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 4, 4, 'f') - 1.23±0.01ms 318±2μs 0.26 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 4, 2, 'f') - 13.7±0.04μs 3.54±0.06μs 0.26 bench_reduce.MinMax.time_max(<class 'numpy.uint16'>) - 1.23±0ms 317±3μs 0.26 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 2, 4, 'f') - 13.8±0.1μs 3.50±0.02μs 0.25 bench_reduce.MinMax.time_min(<class 'numpy.uint16'>) - 437±10μs 111±2μs 0.25 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 1, 4, 'd') - 432±3μs 110±1μs 0.25 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 2, 2, 'd') - 428±4μs 109±2μs 0.25 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 2, 2, 'd') - 1.24±0.01ms 315±2μs 0.25 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 2, 2, 'f') - 1.25±0.01ms 316±2μs 0.25 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 4, 4, 'f') - 1.25±0.01ms 313±4μs 0.25 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 2, 4, 'f') - 1.25±0.01ms 311±5μs 0.25 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 4, 2, 'f') - 1.23±0.02ms 306±0.8μs 0.25 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 2, 1, 'f') - 1.23±0.01ms 306±0.8μs 0.25 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 4, 1, 'f') - 450±20μs 110±2μs 0.24 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 1, 4, 'd') - 1.28±0.02ms 311±5μs 0.24 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 2, 2, 'f') - 1.24±0.01ms 302±0.8μs 0.24 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 2, 1, 'f') - 1.25±0ms 302±0.9μs 0.24 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 4, 1, 'f') - 197±3μs 47.3±1μs 0.24 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 4, 'f') - 195±2μs 46.7±1μs 0.24 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 4, 'f') - 1.25±0.02ms 300±3μs 0.24 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 1, 4, 'f') - 12.7±0.04μs 3.03±0.01μs 0.24 bench_reduce.MinMax.time_min(<class 'numpy.int8'>) - 197±2μs 46.9±0.7μs 0.24 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 4, 'f') - 1.23±0.01ms 293±1μs 0.24 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 1, 2, 'f') - 199±2μs 47.2±0.6μs 0.24 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 4, 'f') - 15.1±0.08μs 3.55±0.03μs 0.24 bench_reduce.MinMax.time_max(<class 'numpy.int16'>) - 15.1±0.04μs 3.55±0.07μs 0.24 bench_reduce.MinMax.time_min(<class 'numpy.int16'>) - 12.7±0.07μs 2.95±0.02μs 0.23 bench_reduce.MinMax.time_max(<class 'numpy.int8'>) - 198±2μs 45.8±0.4μs 0.23 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 4, 'f') - 1.27±0.01ms 293±5μs 0.23 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 1, 4, 'f') - 476±6μs 109±5μs 0.23 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 4, 4, 'f') - 475±4μs 109±8μs 0.23 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 4, 4, 'f') - 1.24±0.01ms 283±1μs 0.23 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'cos'>, 1, 1, 'f') - 1.26±0.01ms 288±3μs 0.23 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 1, 2, 'f') - 1.26±0.01ms 279±2μs 0.22 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sin'>, 1, 1, 'f') - 197±3μs 42.5±2μs 0.22 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 4, 'f') - 195±1μs 41.9±0.4μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 4, 'f') - 882±3μs 187±3μs 0.21 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 4, 4, 'd') - 216±3μs 45.7±0.4μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 4, 'f') - 896±3μs 190±5μs 0.21 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 4, 4, 'd') - 195±2μs 41.2±1μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 4, 'f') - 196±3μs 41.0±1μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 4, 'f') - 196±1μs 40.8±0.9μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 4, 'f') - 197±1μs 39.3±0.2μs 0.20 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 2, 'f') - 195±1μs 38.7±0.1μs 0.20 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 2, 'f') - 196±1μs 38.9±0.4μs 0.20 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 2, 'f') - 196±0.9μs 38.8±0.5μs 0.20 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 2, 'f') - 196±1μs 38.2±1μs 0.19 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 2, 'f') - 196±1μs 38.2±0.4μs 0.19 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 2, 'f') - 196±2μs 37.9±1μs 0.19 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 2, 'f') - 214±0.4μs 41.2±1μs 0.19 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 4, 'f') - 200±3μs 38.3±1μs 0.19 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 4, 'f') - 195±0.9μs 37.1±1μs 0.19 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 2, 'f') - 196±1μs 37.2±1μs 0.19 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 2, 'f') - 197±2μs 37.3±1μs 0.19 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 2, 'f') - 201±3μs 37.5±0.4μs 0.19 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 4, 'f') - 200±3μs 37.4±1μs 0.19 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 4, 'f') - 201±3μs 37.2±0.5μs 0.19 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 4, 'f') - 201±3μs 36.9±1μs 0.18 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 4, 'f') - 882±4μs 157±0.6μs 0.18 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 2, 4, 'd') - 880±4μs 156±2μs 0.18 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 4, 4, 'd') - 215±1μs 38.1±2μs 0.18 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 2, 'f') - 898±3μs 158±3μs 0.18 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 2, 4, 'd') - 896±5μs 156±4μs 0.17 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 4, 4, 'd') - 216±1μs 37.5±0.4μs 0.17 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 2, 'f') - 423±5μs 72.5±0.5μs 0.17 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 2, 2, 'd') - 646±2μs 111±6μs 0.17 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 4, 4, 'f') - 896±10μs 153±4μs 0.17 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 4, 2, 'd') - 429±1μs 73.3±0.4μs 0.17 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 2, 2, 'd') - 901±4μs 154±5μs 0.17 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 4, 2, 'd') - 640±8μs 109±7μs 0.17 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 4, 4, 'f') - 421±6μs 70.7±0.5μs 0.17 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 2, 1, 'd') - 879±1μs 147±5μs 0.17 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 4, 1, 'd') - 196±0.7μs 32.7±0.4μs 0.17 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 2, 'f') - 220±2μs 36.6±1μs 0.17 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 4, 'f') - 195±0.6μs 32.5±0.3μs 0.17 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 2, 'f') - 195±1μs 32.4±0.3μs 0.17 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 2, 'f') - 430±1μs 71.4±0.3μs 0.17 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 2, 1, 'd') - 196±1μs 32.4±0.3μs 0.17 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 2, 'f') - 24.4±0.07μs 4.03±0.01μs 0.17 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint32'>, 43) - 884±10μs 146±7μs 0.16 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 4, 4, 'd') - 892±2μs 147±8μs 0.16 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 4, 4, 'd') - 197±3μs 32.3±0.6μs 0.16 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 2, 'f') - 428±5μs 69.6±2μs 0.16 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 2, 1, 'd') - 883±4μs 144±5μs 0.16 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 2, 4, 'd') - 892±4μs 145±5μs 0.16 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 4, 1, 'd') - 25.0±0.2μs 4.04±0.02μs 0.16 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint32'>, 8) - 422±4μs 68.2±0.4μs 0.16 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 1, 2, 'd') - 913±20μs 147±4μs 0.16 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 1, 4, 'd') - 433±5μs 69.5±1μs 0.16 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 2, 1, 'd') - 82.3±1μs 13.1±0.2μs 0.16 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'h') - 874±3μs 139±4μs 0.16 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 2, 2, 'd') - 878±5μs 140±5μs 0.16 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 4, 2, 'd') - 433±1μs 68.5±0.3μs 0.16 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 1, 2, 'd') - 897±10μs 140±3μs 0.16 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 2, 4, 'd') - 894±2μs 138±6μs 0.15 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 2, 2, 'd') - 83.3±0.3μs 12.8±0.09μs 0.15 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'h') - 933±20μs 142±3μs 0.15 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 1, 4, 'd') - 895±3μs 135±5μs 0.15 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 4, 2, 'd') - 423±4μs 63.8±1μs 0.15 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 1, 1, 'd') - 428±0.8μs 63.9±0.5μs 0.15 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 1, 1, 'd') - 86.4±0.3μs 12.9±0.05μs 0.15 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'H') - 87.7±0.5μs 13.0±0.05μs 0.15 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'H') - 873±2μs 129±3μs 0.15 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 2, 1, 'd') - 215±1μs 31.8±0.5μs 0.15 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 2, 'f') - 475±8μs 68.9±1μs 0.15 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 4, 2, 'f') - 473±1μs 68.6±0.5μs 0.14 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 2, 4, 'f') - 898±3μs 130±3μs 0.14 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 4, 1, 'd') - 883±7μs 128±0.7μs 0.14 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 4, 2, 'd') - 478±5μs 69.0±1μs 0.14 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 4, 4, 'f') - 470±1μs 67.7±1μs 0.14 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 4, 4, 'f') - 895±6μs 129±3μs 0.14 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 2, 1, 'd') - 472±2μs 67.7±0.9μs 0.14 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 4, 2, 'f') - 477±3μs 68.0±1μs 0.14 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 2, 4, 'f') - 913±30μs 128±2μs 0.14 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 2, 4, 'd') - 898±8μs 123±5μs 0.14 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 4, 2, 'd') - 884±6μs 121±2μs 0.14 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 1, 2, 'd') - 879±4μs 119±6μs 0.14 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 4, 1, 'd') - 422±1μs 57.4±2μs 0.14 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 1, 2, 'd') - 930±20μs 125±4μs 0.13 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 2, 4, 'd') - 921±30μs 122±4μs 0.13 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 1, 4, 'd') - 934±40μs 124±5μs 0.13 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 1, 4, 'd') - 433±5μs 57.1±0.8μs 0.13 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 1, 2, 'd') - 893±2μs 117±4μs 0.13 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 1, 2, 'd') - 471±2μs 61.1±1μs 0.13 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 2, 2, 'f') - 472±4μs 61.1±0.4μs 0.13 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 4, 2, 'f') - 470±3μs 60.5±0.5μs 0.13 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 2, 4, 'f') - 476±10μs 61.4±0.6μs 0.13 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 2, 4, 'f') - 473±4μs 60.7±0.1μs 0.13 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 4, 2, 'f') - 473±2μs 60.5±0.4μs 0.13 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 2, 2, 'f') - 197±0.4μs 24.6±0.5μs 0.13 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 1, 'f') - 197±1μs 24.5±0.4μs 0.12 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 1, 'f') - 196±0.4μs 24.3±0.5μs 0.12 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 1, 'f') - 467±2μs 57.8±0.7μs 0.12 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 4, 4, 'f') - 197±0.5μs 24.3±0.8μs 0.12 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 1, 'f') - 196±1μs 24.1±0.5μs 0.12 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 1, 'f') - 40.2±0.3μs 4.90±0.08μs 0.12 bench_ufunc.CustomScalar.time_add_scalar2(<class 'numpy.float32'>) - 469±2μs 57.1±0.6μs 0.12 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 2, 2, 'f') - 476±4μs 57.9±0.7μs 0.12 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 4, 4, 'f') - 893±6μs 108±4μs 0.12 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 2, 2, 'd') - 476±6μs 56.8±0.4μs 0.12 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 2, 2, 'f') - 478±3μs 56.7±1μs 0.12 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 1, 4, 'f') - 881±9μs 104±4μs 0.12 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 2, 2, 'd') - 474±1μs 56.2±1μs 0.12 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 1, 4, 'f') - 214±0.2μs 24.9±0.6μs 0.12 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 1, 'f') - 885±2μs 100±2μs 0.11 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 1, 1, 'd') - 891±1μs 100±3μs 0.11 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 1, 1, 'd') - 890±1μs 99.5±6μs 0.11 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 4, 1, 'd') - 196±0.6μs 21.7±0.3μs 0.11 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 1, 'f') - 639±2μs 70.4±1μs 0.11 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 2, 4, 'f') - 911±30μs 100±2μs 0.11 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 1, 4, 'd') - 472±3μs 51.8±0.5μs 0.11 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 4, 1, 'f') - 642±3μs 70.0±1μs 0.11 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 4, 4, 'f') - 196±2μs 21.4±0.3μs 0.11 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 1, 'f') - 641±4μs 69.9±1μs 0.11 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 2, 4, 'f') - 884±2μs 96.3±3μs 0.11 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 4, 1, 'd') - 931±30μs 101±2μs 0.11 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 1, 4, 'd') - 196±1μs 21.3±0.4μs 0.11 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 1, 'f') - 195±0.8μs 21.2±0.3μs 0.11 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 1, 'f') - 196±0.7μs 21.2±0.3μs 0.11 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 1, 'f') - 642±3μs 69.2±1μs 0.11 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 4, 4, 'f') - 640±5μs 68.8±1μs 0.11 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 4, 2, 'f') - 474±5μs 50.9±0.7μs 0.11 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 1, 4, 'f') - 474±5μs 50.9±0.5μs 0.11 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 4, 1, 'f') - 478±9μs 51.0±0.8μs 0.11 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 1, 4, 'f') - 642±4μs 68.4±1μs 0.11 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 4, 2, 'f') - 470±1μs 50.0±0.4μs 0.11 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 2, 4, 'f') - 472±10μs 50.1±0.7μs 0.11 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 2, 4, 'f') - 68.6±0.6μs 7.16±0.2μs 0.10 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'b') - 68.5±3μs 7.05±0.1μs 0.10 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'b') - 472±2μs 48.0±0.3μs 0.10 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 1, 2, 'f') - 469±3μs 47.7±0.2μs 0.10 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 2, 1, 'f') - 471±1μs 47.8±0.4μs 0.10 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 1, 2, 'f') - 472±3μs 47.9±0.2μs 0.10 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 4, 2, 'f') - 1.97±0.01ms 197±7μs 0.10 bench_reduce.AddReduceSeparate.time_reduce(0, 'float32') - 473±2μs 47.4±0.7μs 0.10 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 4, 1, 'f') - 475±7μs 47.6±0.4μs 0.10 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 4, 2, 'f') - 158±3μs 15.8±0.09μs 0.10 bench_reduce.ArgMin.time_argmin(<class 'numpy.int16'>) - 157±0.7μs 15.7±0.08μs 0.10 bench_reduce.ArgMax.time_argmax(<class 'numpy.int16'>) - 471±4μs 47.1±0.2μs 0.10 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 2, 1, 'f') - 474±5μs 47.2±0.7μs 0.10 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 4, 1, 'f') - 419±4μs 41.7±0.3μs 0.10 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 1, 1, 'd') - 426±2μs 41.8±0.5μs 0.10 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 1, 1, 'd') - 480±5μs 46.9±1μs 0.10 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 1, 4, 'f') - 641±2μs 62.3±1μs 0.10 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 2, 4, 'f') - 470±1μs 45.4±0.4μs 0.10 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 2, 1, 'f') - 215±0.2μs 20.7±0.1μs 0.10 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 1, 'f') - 476±5μs 45.9±1μs 0.10 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 1, 4, 'f') - 641±8μs 61.5±0.7μs 0.10 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 2, 2, 'f') - 643±3μs 61.6±1μs 0.10 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 2, 4, 'f') - 641±4μs 61.3±0.8μs 0.10 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 2, 2, 'f') - 644±5μs 61.5±0.8μs 0.10 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 4, 2, 'f') - 81.0±0.6μs 7.72±0.02μs 0.10 bench_reduce.ArgMax.time_argmax(<class 'bool'>) - 473±5μs 45.1±0.3μs 0.10 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 2, 1, 'f') - 640±3μs 60.9±0.7μs 0.10 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 4, 2, 'f') - 598±7μs 56.7±0.8μs 0.09 bench_ufunc.CustomInplace.time_float_add_temp - 70.9±0.2μs 6.45±0.05μs 0.09 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int32'>, -43) - 468±2μs 42.6±0.1μs 0.09 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 1, 2, 'f') - 71.0±0.2μs 6.44±0.06μs 0.09 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int32'>, 43) - 466±5μs 42.0±0.2μs 0.09 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 2, 2, 'f') - 642±5μs 57.8±0.5μs 0.09 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 2, 2, 'f') - 640±3μs 57.4±0.8μs 0.09 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 1, 4, 'f') - 644±3μs 57.8±0.4μs 0.09 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 4, 4, 'f') - 643±4μs 57.2±0.8μs 0.09 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 2, 2, 'f') - 472±4μs 41.9±0.4μs 0.09 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 1, 2, 'f') - 473±7μs 41.8±0.2μs 0.09 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 2, 2, 'f') - 470±6μs 41.5±0.6μs 0.09 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 4, 1, 'f') - 468±3μs 41.0±0.2μs 0.09 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 4, 1, 'f') - 641±4μs 55.6±0.8μs 0.09 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 1, 4, 'f') - 641±2μs 55.5±0.4μs 0.09 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 4, 4, 'f') - 76.1±0.2μs 6.53±0.05μs 0.09 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int32'>, 8) - 475±4μs 40.2±0.1μs 0.08 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 1, 1, 'f') - 76.2±0.6μs 6.42±0.05μs 0.08 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int32'>, -8) - 473±5μs 39.7±0.3μs 0.08 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 1, 1, 'f') - 189±2μs 15.8±0.1μs 0.08 bench_reduce.ArgMin.time_argmin(<class 'numpy.uint16'>) - 190±2μs 15.8±0.07μs 0.08 bench_reduce.ArgMax.time_argmax(<class 'numpy.uint16'>) - 89.2±0.6μs 7.28±0.2μs 0.08 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'B') - 469±2μs 38.0±0.3μs 0.08 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 1, 2, 'f') - 465±2μs 37.6±0.2μs 0.08 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 1, 2, 'f') - 655±9μs 52.8±0.8μs 0.08 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 1, 4, 'f') - 590±6μs 47.1±0.2μs 0.08 bench_ufunc.CustomInplace.time_float_add - 654±8μs 52.1±1μs 0.08 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 1, 4, 'f') - 196±2μs 15.6±0.2μs 0.08 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 1, 'f') - 195±0.5μs 15.6±0.08μs 0.08 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 1, 'f') - 196±0.4μs 15.5±0.2μs 0.08 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 1, 'f') - 196±1μs 15.5±0.2μs 0.08 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 1, 'f') - 89.0±0.5μs 7.04±0.1μs 0.08 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'B') - 637±2μs 50.3±0.5μs 0.08 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 2, 4, 'f') - 639±3μs 50.4±0.4μs 0.08 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 1, 4, 'f') - 642±6μs 50.6±0.4μs 0.08 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 4, 1, 'f') - 198±2μs 15.5±0.2μs 0.08 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 1, 'f') - 642±1μs 50.2±0.7μs 0.08 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 4, 1, 'f') - 641±1μs 49.8±0.5μs 0.08 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 1, 4, 'f') - 641±0.9μs 49.2±0.6μs 0.08 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 2, 4, 'f') - 638±2μs 48.9±0.6μs 0.08 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 4, 2, 'f') - 640±1μs 48.4±2μs 0.08 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 1, 2, 'f') - 466±2μs 35.2±0.5μs 0.08 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 2, 1, 'f') - 643±6μs 48.1±0.3μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 1, 2, 'f') - 642±2μs 47.8±0.4μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 4, 2, 'f') - 475±6μs 34.7±0.2μs 0.07 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 2, 1, 'f') - 640±1μs 46.0±0.2μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 4, 1, 'f') - 467±3μs 33.5±0.2μs 0.07 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 1, 1, 'f') - 475±5μs 33.9±0.3μs 0.07 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 1, 1, 'f') - 639±4μs 45.5±2μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 2, 2, 'f') - 639±2μs 45.2±0.5μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 4, 1, 'f') - 638±0.8μs 45.1±0.2μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 2, 1, 'f') - 41.7±0.4μs 2.94±0.02μs 0.07 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint16'>, 43) - 215±0.9μs 15.2±0.2μs 0.07 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 1, 'f') - 638±2μs 45.0±0.3μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 2, 1, 'f') - 886±7μs 61.7±0.7μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 1, 2, 'd') - 637±1μs 44.3±0.2μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 1, 2, 'f') - 876±4μs 60.8±0.8μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 2, 2, 'd') - 639±1μs 44.4±0.3μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 1, 2, 'f') - 890±1μs 61.6±2μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 2, 1, 'd') - 42.3±0.08μs 2.92±0.01μs 0.07 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint16'>, 8) - 4.91±0.03ms 335±5μs 0.07 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 2, 'f') - 896±5μs 60.9±0.5μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 1, 2, 'd') - 890±3μs 60.3±0.7μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 2, 2, 'd') - 888±6μs 60.0±1μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 2, 1, 'd') - 4.88±0.02ms 329±1μs 0.07 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 2, 'f') - 45.8±0.2μs 3.07±0.02μs 0.07 bench_reduce.FMinMax.time_max(<class 'numpy.float32'>) - 4.93±0.04ms 330±4μs 0.07 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 4, 'f') - 4.93±0.01ms 328±2μs 0.07 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 4, 'f') - 638±2μs 42.0±0.7μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 2, 2, 'f') - 639±1μs 42.0±0.3μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 1, 2, 'f') - 46.0±0.4μs 3.01±0.01μs 0.07 bench_reduce.FMinMax.time_min(<class 'numpy.float32'>) - 639±3μs 41.2±0.5μs 0.06 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 4, 1, 'f') - 640±1μs 41.3±0.3μs 0.06 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 1, 2, 'f') - 639±1μs 41.2±0.4μs 0.06 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 4, 1, 'f') - 639±2μs 40.9±0.3μs 0.06 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 1, 1, 'f') - 4.90±0.02ms 310±0.9μs 0.06 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 1, 'f') - 643±9μs 40.6±0.2μs 0.06 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 1, 1, 'f') - 4.92±0.02ms 309±1μs 0.06 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 1, 'f') - 65.7±0.5μs 4.12±0.02μs 0.06 bench_reduce.FMinMax.time_min(<class 'numpy.float64'>) - 65.8±0.4μs 4.08±0.03μs 0.06 bench_reduce.FMinMax.time_max(<class 'numpy.float64'>) - 642±3μs 39.0±0.2μs 0.06 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 2, 1, 'f') - 638±1μs 38.5±0.2μs 0.06 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 2, 1, 'f') - 158±2μs 9.24±0.07μs 0.06 bench_reduce.ArgMax.time_argmax(<class 'numpy.uint8'>) - 157±1μs 9.19±0.07μs 0.06 bench_reduce.ArgMax.time_argmax(<class 'numpy.int8'>) - 4.95±0.05ms 288±3μs 0.06 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 4, 'f') - 158±0.8μs 9.18±0.02μs 0.06 bench_reduce.ArgMin.time_argmin(<class 'numpy.int8'>) - 158±2μs 9.18±0.05μs 0.06 bench_reduce.ArgMin.time_argmin(<class 'numpy.uint8'>) - 890±6μs 51.3±1μs 0.06 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 1, 2, 'd') - 877±6μs 50.1±1μs 0.06 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 1, 2, 'd') - 4.92±0.03ms 281±2μs 0.06 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 2, 'f') - 465±4μs 26.6±0.5μs 0.06 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 1, 1, 'f') - 471±4μs 26.6±0.4μs 0.06 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 1, 1, 'f') - 874±3μs 49.2±0.3μs 0.06 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 2, 1, 'd') - 889±4μs 48.5±0.6μs 0.05 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 2, 1, 'd') - 877±5μs 47.8±0.4μs 0.05 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 1, 1, 'd') - 4.90±0.02ms 263±1μs 0.05 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 1, 'f') - 70.8±0.5μs 3.72±0.04μs 0.05 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int16'>, 43) - 41.6±0.3μs 2.19±0μs 0.05 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint8'>, 8) - 899±7μs 47.0±0.3μs 0.05 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 1, 1, 'd') - 41.7±0.1μs 2.18±0.01μs 0.05 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint8'>, 43) - 71.1±0.4μs 3.71±0.02μs 0.05 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int16'>, -43) - 640±2μs 33.2±0.4μs 0.05 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 1, 1, 'f') - 640±2μs 32.5±0.3μs 0.05 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 1, 1, 'f') - 643±5μs 32.5±0.4μs 0.05 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 2, 1, 'f') - 637±2μs 31.9±0.4μs 0.05 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 2, 1, 'f') - 74.5±0.3μs 3.73±0.03μs 0.05 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int16'>, -8) - 74.3±1μs 3.70±0.01μs 0.05 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int16'>, 8) - 674±3μs 30.0±0.2μs 0.04 bench_lib.Nan.time_nanmax(200000, 0.1) - 669±9μs 29.7±0.2μs 0.04 bench_lib.Nan.time_nanmin(200000, 0.1) - 674±4μs 29.9±0.5μs 0.04 bench_lib.Nan.time_nanmax(200000, 2.0) - 675±6μs 29.7±0.5μs 0.04 bench_lib.Nan.time_nanmin(200000, 0) - 674±8μs 29.6±0.2μs 0.04 bench_lib.Nan.time_nanmin(200000, 2.0) - 681±8μs 29.7±0.4μs 0.04 bench_lib.Nan.time_nanmax(200000, 0) - 639±2μs 24.5±0.7μs 0.04 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 1, 1, 'f') - 640±2μs 24.3±0.7μs 0.04 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 1, 1, 'f') - 888±3μs 31.9±0.3μs 0.04 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 1, 1, 'd') - 878±5μs 31.5±0.6μs 0.04 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 1, 1, 'd') - 71.1±0.3μs 2.37±0.01μs 0.03 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int8'>, -43) - 72.1±0.2μs 2.35±0.01μs 0.03 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int8'>, 43) - 75.0±0.5μs 2.34±0.01μs 0.03 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int8'>, -8) - 75.6±0.6μs 2.36±0.02μs 0.03 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int8'>, 8) - 1.10±0.01ms 30.1±0.2μs 0.03 bench_lib.Nan.time_nanmax(200000, 90.0) - 1.10±0.01ms 29.7±0.2μs 0.03 bench_lib.Nan.time_nanmin(200000, 90.0) - 1.53±0.01ms 29.8±0.4μs 0.02 bench_lib.Nan.time_nanmax(200000, 50.0) - 1.55±0.01ms 29.6±0.2μs 0.02 bench_lib.Nan.time_nanmin(200000, 50.0)VXE
before after ratio [982fcd38] [47d54c6d] <zsystem_sup~5> <zsystem_sup> + 7.37±0.1ms 10.1±0.05ms 1.37 bench_ufunc.CustomArrayFloorDivideInt.time_floor_divide_int(<class 'numpy.int32'>, 1000000) + 74.3±0.2μs 101±1μs 1.36 bench_ufunc.CustomArrayFloorDivideInt.time_floor_divide_int(<class 'numpy.int32'>, 10000) + 3.28±0.05ms 4.43±0.1ms 1.35 bench_reduce.AddReduceSeparate.time_reduce(1, 'float16') + 83.4±0.9μs 102±1μs 1.22 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'h') + 9.46±0.2ms 11.4±0.2ms 1.21 bench_reduce.AddReduce.time_axis_1 + 127±0.6μs 153±3μs 1.20 bench_function_base.Sort.time_argsort('quick', 'int32', ('reversed',)) + 85.1±1μs 102±0.4μs 1.20 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 1, 'h') + 83.6±0.9μs 99.9±0.9μs 1.20 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'h') + 84.4±0.3μs 101±0.3μs 1.19 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'h') + 84.1±1μs 99.9±0.4μs 1.19 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 2, 'h') + 84.5±0.6μs 100.0±0.6μs 1.18 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'h') + 84.1±1μs 99.4±0.3μs 1.18 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'h') + 84.7±3μs 100±0.4μs 1.18 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'b') + 84.6±1μs 100.0±1μs 1.18 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'h') + 560±20ms 661±20ms 1.18 bench_lib.Pad.time_pad((1, 1, 1, 1, 1), (0, 32), 'wrap') + 83.5±1μs 98.6±0.09μs 1.18 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'h') + 84.9±1μs 100±0.4μs 1.18 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 2, 'h') + 85.2±1μs 100±0.3μs 1.18 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 1, 'h') + 85.5±2μs 101±0.5μs 1.18 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 2, 'h') + 85.6±1μs 101±0.6μs 1.18 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 2, 'h') + 84.4±0.2μs 99.3±0.3μs 1.18 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'h') + 85.0±0.3μs 99.6±0.6μs 1.17 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'h') + 84.9±0.7μs 99.6±0.5μs 1.17 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'b') + 85.9±0.7μs 101±0.5μs 1.17 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 4, 'h') + 85.6±1μs 100±2μs 1.17 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 4, 'h') + 85.3±1μs 99.6±0.2μs 1.17 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 4, 'h') + 85.3±0.9μs 99.5±0.7μs 1.17 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'b') + 85.6±0.1μs 99.9±0.6μs 1.17 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'h') + 84.7±1μs 98.8±0.7μs 1.17 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'b') + 85.5±1μs 99.6±0.4μs 1.17 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 1, 'h') + 86.5±2μs 101±0.4μs 1.17 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 1, 'h') + 85.0±0.9μs 99.0±.1μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'h') + 85.8±2μs 99.8±0.7μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'h') + 86.1±1μs 100±0.6μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 4, 'h') + 85.3±0.8μs 99.2±0.9μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 4, 'b') + 86.3±1μs 100±0.4μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 2, 'h') + 84.6±0.6μs 98.3±0.3μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'b') + 85.0±0.6μs 98.6±0.3μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 4, 'b') + 86.5±2μs 100±1μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 4, 'b') + 87.0±1μs 101±0.6μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 2, 'h') + 84.9±0.3μs 98.5±0.3μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'b') + 86.4±0.4μs 100±0.3μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 1, 'h') + 87.0±2μs 101±0.5μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 2, 'h') + 86.1±0.8μs 99.7±0.5μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 1, 'h') + 86.6±2μs 100±0.6μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 4, 'h') + 85.7±0.8μs 99.1±1μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 2, 'b') + 87.3±0.9μs 101±0.5μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 4, 'h') + 85.3±0.7μs 98.7±0.6μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'b') + 85.0±1μs 98.3±0.3μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 2, 'b') + 87.5±0.6μs 101±0.7μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 2, 'h') + 86.3±0.8μs 99.8±0.3μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 1, 'b') + 86.6±0.9μs 100±0.6μs 1.16 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 1, 'h') + 85.7±2μs 99.0±0.2μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 4, 'h') + 87.4±1μs 101±0.7μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 4, 'h') + 85.2±1μs 98.3±0.3μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'b') + 87.6±1μs 101±0.4μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 1, 'h') + 301±4μs 347±0.8μs 1.15 bench_function_base.Sort.time_sort('quick', 'int16', ('sorted_block', 1000)) + 87.5±1μs 101±0.5μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 1, 'h') + 86.5±2μs 99.7±0.8μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 1, 'h') + 87.8±2μs 101±0.9μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 4, 'b') + 85.7±1μs 98.6±0.3μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'b') + 85.7±0.9μs 98.6±0.5μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'b') + 87.5±0.7μs 101±0.5μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 4, 'h') + 86.1±0.6μs 99.0±0.7μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'b') + 85.6±0.6μs 98.4±0.3μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 1, 'b') + 86.3±0.3μs 99.2±0.2μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 4, 'b') + 87.8±2μs 101±0.9μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 4, 'h') + 87.5±0.6μs 100±0.3μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 4, 'h') + 88.6±1μs 102±0.4μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 4, 'h') + 86.1±2μs 98.8±0.2μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 1, 'b') + 12.3±0.2μs 14.1±0.2μs 1.15 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 1, 'D') + 85.8±0.8μs 98.3±0.3μs 1.15 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'b') + 1.15±0.03μs 1.32±0.02μs 1.15 bench_ufunc.CustomArrayFloorDivideInt.time_floor_divide_int(<class 'numpy.int32'>, 100) + 86.9±2μs 99.4±0.3μs 1.14 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 2, 'h') + 88.2±1μs 101±0.5μs 1.14 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 2, 'h') + 88.9±1μs 102±0.5μs 1.14 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 4, 'h') + 86.2±0.4μs 98.6±0.1μs 1.14 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 4, 'b') + 87.2±0.3μs 99.6±0.5μs 1.14 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 2, 'b') + 87.7±0.2μs 100±0.6μs 1.14 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 2, 'h') + 86.2±0.4μs 98.3±0.3μs 1.14 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 4, 'b') + 87.0±2μs 99.0±0.5μs 1.14 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 4, 'b') + 86.5±1μs 98.4±0.5μs 1.14 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 1, 'b') + 89.1±2μs 101±1μs 1.14 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 2, 'h') + 86.8±1μs 98.6±1μs 1.14 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 2, 'b') + 86.9±1μs 98.8±0.3μs 1.14 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 4, 'b') + 87.7±0.4μs 99.7±0.2μs 1.14 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 4, 'h') + 87.2±1μs 99.0±0.5μs 1.14 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 2, 'b') + 87.2±0.4μs 99.0±0.2μs 1.14 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 4, 'h') + 86.6±1μs 98.3±0.2μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 1, 'b') + 87.5±0.4μs 99.2±1μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 2, 'b') + 87.2±0.4μs 98.8±0.3μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 2, 'b') + 87.7±0.3μs 99.4±0.3μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 1, 'b') + 88.3±1μs 99.9±0.5μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 4, 'h') + 87.0±0.3μs 98.4±0.3μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 1, 'b') + 89.0±2μs 101±1μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 4, 'b') + 86.9±0.8μs 98.2±0.3μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 4, 'b') + 88.0±0.6μs 99.4±1μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 2, 'b') + 87.4±2μs 98.6±0.2μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 4, 'b') + 88.0±0.9μs 99.3±0.6μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 1, 'b') + 326±1μs 368±2μs 1.13 bench_function_base.Sort.time_argsort('quick', 'int64', ('sorted_block', 1000)) + 87.3±2μs 98.5±0.1μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 4, 'b') + 87.1±0.4μs 98.2±0.2μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 2, 'b') + 87.2±0.6μs 98.2±0.4μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 4, 'b') + 87.7±2μs 98.7±0.1μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 4, 'b') + 87.4±2μs 98.4±0.2μs 1.13 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 1, 'b') + 88.8±0.4μs 99.8±0.7μs 1.12 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 4, 'h') + 88.3±2μs 99.0±0.4μs 1.12 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 4, 'b') + 88.4±2μs 98.9±0.5μs 1.12 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 2, 'b') + 89.2±1μs 99.2±0.4μs 1.11 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 4, 'h') + 120±4μs 133±3μs 1.11 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 1, 'L') + 89.7±0.6μs 99.5±0.5μs 1.11 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 2, 'b') + 88.7±2μs 98.3±0.1μs 1.11 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 1, 'b') + 89.4±2μs 98.8±0.3μs 1.10 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 2, 'b') + 79.2±0.1μs 87.4±0.2μs 1.10 bench_function_base.Where.time_interleaved_zeros_x8 + 133±2μs 147±3μs 1.10 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 2, 'Q') + 13.4±0.2μs 14.7±0.3μs 1.10 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 2, 'D') + 505±4μs 554±0.6μs 1.10 bench_function_base.Sort.time_argsort('heap', 'float64', ('ordered',)) + 6.90±0.05ms 7.56±0.02ms 1.10 bench_ufunc.CustomArrayFloorDivideInt.time_floor_divide_int(<class 'numpy.int64'>, 1000000) + 89.9±2μs 98.5±0.1μs 1.10 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 4, 'b') + 89.9±3μs 98.4±0.6μs 1.09 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 4, 'b') + 330±3μs 361±3μs 1.09 bench_function_base.Sort.time_argsort('quick', 'int32', ('sorted_block', 1000)) + 134±3μs 146±4μs 1.09 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 2, 'q') + 70.1±0.3μs 76.6±0.6μs 1.09 bench_ufunc.CustomArrayFloorDivideInt.time_floor_divide_int(<class 'numpy.int64'>, 10000) + 119±2μs 130±2μs 1.09 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 1, 'Q') + 409±2μs 443±0.5μs 1.08 bench_function_base.Sort.time_argsort('quick', 'int64', ('sorted_block', 100)) + 371±0.4μs 401±3μs 1.08 bench_function_base.Sort.time_sort('quick', 'int16', ('sorted_block', 100)) + 2.68±0.03μs 2.89±0.08μs 1.08 bench_core.Core.time_hstack_l + 17.2±0.04μs 18.6±0.7μs 1.08 bench_core.CountNonzero.time_count_nonzero(2, 10000, <class 'numpy.int32'>) + 86.8±0.3μs 93.1±0.5μs 1.07 bench_function_base.Sort.time_sort('merge', 'float64', ('sorted_block', 100)) + 123±2μs 131±2μs 1.07 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 1, 'L') + 13.5±0.1μs 14.4±0.3μs 1.07 bench_ma.MA.time_masked_array_l100_t100 + 139±0.6μs 148±2μs 1.07 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 2, 'Q') + 17.8±0.07μs 19.0±0.4μs 1.07 bench_lib.Nan.time_nanmean(200, 0) + 5.04±0.06ms 5.37±0.1ms 1.07 bench_lib.Pad.time_pad((256, 128, 1), (0, 32), 'wrap') + 10.3±0.06μs 11.0±0.3μs 1.07 bench_ma.MA.time_masked_array_l100 + 19.3±0.06μs 20.6±0.6μs 1.07 bench_linalg.Einsum.time_einsum_noncon_mul(<class 'numpy.float32'>) + 1.15±0.02μs 1.23±0.03μs 1.07 bench_itemselection.Take.time_contiguous((1000, 1), 'wrap', 'int64') + 1.20±0.01ms 1.28±0.05ms 1.06 bench_core.CountNonzero.time_count_nonzero(2, 1000000, <class 'numpy.int16'>) + 55.1±1ms 58.6±2ms 1.06 bench_ma.Concatenate.time_it('masked', 2000) + 128±2ms 136±2ms 1.06 bench_lib.Pad.time_pad((1, 1, 1, 1, 1), (0, 32), 'constant') + 21.0±0.1μs 22.3±0.4μs 1.06 bench_linalg.Einsum.time_einsum_noncon_contig_contig(<class 'numpy.float32'>) + 638±10μs 677±20μs 1.06 bench_core.CountNonzero.time_count_nonzero(1, 1000000, <class 'numpy.int16'>) + 1.32±0.01μs 1.40±0.05μs 1.06 bench_core.Core.time_ones_100 + 18.3±0.08μs 19.4±0.4μs 1.06 bench_ma.UFunc.time_2d(True, True, 10) + 64.8±1ms 68.7±1ms 1.06 bench_ma.Concatenate.time_it('unmasked+masked', 2000) + 108±2μs 115±0.4μs 1.06 bench_function_base.Sort.time_argsort('merge', 'int32', ('sorted_block', 100)) + 335±3μs 355±5μs 1.06 bench_lib.Pad.time_pad((1, 1, 1, 1, 1), 1, 'linear_ramp') + 27.9±0.09μs 29.5±0.5μs 1.06 bench_lib.Pad.time_pad((1, 1, 1, 1, 1), 1, 'constant') + 492±1ns 520±8ns 1.06 bench_array_coercion.ArrayCoercionSmall.time_array_all_kwargs([1]) + 9.82±0.04μs 10.4±0.3μs 1.06 bench_lib.Unique.time_unique(200, 90.0) + 565±2μs 597±3μs 1.06 bench_function_base.Sort.time_argsort('heap', 'float64', ('reversed',)) + 110±1μs 116±4μs 1.06 bench_lib.Pad.time_pad((256, 128, 1), 1, 'reflect') + 60.7±0.6ms 64.1±2ms 1.06 bench_ma.Concatenate.time_it('ndarray+masked', 2000) + 4.27±0.01μs 4.50±0.1μs 1.06 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 100, <class 'numpy.int64'>) + 20.1±0.1μs 21.2±0.6μs 1.06 bench_linalg.Einsum.time_einsum_noncon_contig_contig(<class 'numpy.float64'>) + 14.6±0.2μs 15.4±0.04μs 1.06 bench_ma.UFunc.time_scalar_1d(False, False, 100) + 14.8±0.2μs 15.6±0.2μs 1.06 bench_ma.UFunc.time_scalar_1d(False, False, 1000) + 10.8±0.02μs 11.4±0.07μs 1.06 bench_lib.Unique.time_unique(200, 0) + 837±20ns 883±20ns 1.05 bench_io.Copy.time_memcpy('int8') + 110±0.4μs 116±1μs 1.05 bench_function_base.Sort.time_argsort('merge', 'float32', ('sorted_block', 100)) + 21.2±0.2μs 22.4±0.8μs 1.05 bench_ma.UFunc.time_scalar_1d(False, True, 100) + 14.5±0.2μs 15.3±0.1μs 1.05 bench_ma.UFunc.time_scalar_1d(False, False, 10) + 2.18±0.01ms 2.30±0.04ms 1.05 bench_indexing.IndexingSeparate.time_mmap_fancy_indexing + 673±10ns 709±7ns 1.05 bench_core.CountNonzero.time_count_nonzero(1, 100, <class 'numpy.int8'>) + 532±2μs 559±2μs 1.05 bench_function_base.Sort.time_argsort('heap', 'float32', ('ordered',)) + 2.85±0.01μs 3.00±0.02μs 1.05 bench_core.CountNonzero.time_count_nonzero(3, 100, <class 'str'>) + 1.52±0μs 1.60±0.05μs 1.05 bench_reduce.AnyAll.time_all_fast + 1.21±0.02ms 1.27±0.05ms 1.05 bench_core.CountNonzero.time_count_nonzero(2, 1000000, <class 'numpy.int64'>) + 56.2±0.2μs 59.1±0.9μs 1.05 bench_function_base.Sort.time_argsort('merge', 'float64', ('sorted_block', 1000)) - 90.6±1μs 86.2±0.3μs 0.95 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 2, 'H') - 344±5μs 327±1μs 0.95 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 2, 1, 'd') - 342±0.9μs 325±2μs 0.95 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 2, 2, 'd') - 1.41±0.01ms 1.34±0.02ms 0.95 bench_lib.Nan.time_nanvar(200000, 0) - 215±2μs 204±2μs 0.95 bench_function_base.Sort.time_sort('quick', 'float32', ('reversed',)) - 1.07±0.02ms 1.02±0.01ms 0.95 bench_reduce.AddReduceSeparate.time_reduce(0, 'longfloat') - 718±7μs 682±5μs 0.95 bench_indexing.Indexing.time_op('indexes_rand_', 'np.ix_(I, I)', '=1') - 13.2±0.4ms 12.5±0.07ms 0.95 bench_linalg.Linalg.time_op('svd', 'complex128') - 71.4±1μs 67.7±0.9μs 0.95 bench_function_base.Sort.time_sort('quick', 'int32', ('ordered',)) - 88.2±0.5μs 83.6±0.8μs 0.95 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'H') - 273±6μs 259±6μs 0.95 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 1, 2, 'd') - 62.2±0.9μs 59.0±0.3μs 0.95 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 2, 2, 'd') - 74.8±0.4μs 70.8±0.1μs 0.95 bench_ufunc.CustomArrayFloorDivideInt.time_floor_divide_int(<class 'numpy.int8'>, 10000) - 346±4μs 328±1μs 0.95 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 4, 1, 'd') - 92.7±0.7μs 87.8±1μs 0.95 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 2, 'H') - 347±5μs 328±3μs 0.95 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sqrt'>, 4, 2, 'd') - 88.3±1μs 83.6±0.4μs 0.95 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'H') - 1.41±0.01ms 1.34±0.01ms 0.95 bench_lib.Nan.time_nanvar(200000, 0.1) - 151±0.8μs 143±0.8μs 0.94 bench_function_base.Sort.time_argsort('quick', 'int16', ('reversed',)) - 246±2ms 232±4ms 0.94 bench_app.LaplaceInplace.time_it('normal') - 89.0±1μs 83.8±0.6μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'H') - 347±3μs 327±1μs 0.94 bench_ufunc.UFunc.time_ufunc_types('square') - 1.54±0.01ms 1.45±0.01ms 0.94 bench_lib.Nan.time_nanargmin(200000, 50.0) - 91.1±0.9μs 85.5±0.8μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 1, 'H') - 90.3±1μs 84.7±0.9μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 4, 'H') - 430±1μs 404±2μs 0.94 bench_function_base.Sort.time_argsort('quick', 'uint32', ('sorted_block', 100)) - 526±0.5μs 493±4μs 0.94 bench_function_base.Sort.time_sort('heap', 'float64', ('reversed',)) - 478±7μs 448±3μs 0.94 bench_function_base.Sort.time_argsort('quick', 'int16', ('sorted_block', 10)) - 92.8±2μs 87.0±1μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 1, 'H') - 63.4±2μs 59.5±0.1μs 0.94 bench_ufunc_strides.Unary.time_ufunc(<ufunc '_ones_like'>, 2, 1, 'f') - 2.31±0.01ms 2.16±0.02ms 0.94 bench_lib.Nan.time_nanvar(200000, 90.0) - 79.5±1μs 74.4±1μs 0.94 bench_function_base.Sort.time_argsort('quick', 'int32', ('ordered',)) - 272±0.7μs 255±3μs 0.94 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 1, 1, 'd') - 2.33±0.01ms 2.18±0.02ms 0.94 bench_lib.Nan.time_nanstd(200000, 90.0) - 87.9±0.6μs 82.3±0.5μs 0.94 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'H') - 273±2μs 255±2μs 0.94 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 2, 1, 'd') - 16.3±0.08μs 15.3±1μs 0.93 bench_core.CountNonzero.time_count_nonzero(2, 10000, <class 'numpy.int64'>) - 1.43±0.02ms 1.33±0.03ms 0.93 bench_lib.Pad.time_pad((1024, 1024), 1, 'mean') - 89.1±1μs 83.1±0.5μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'H') - 275±1μs 256±3μs 0.93 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 1, 'd') - 725±3μs 675±3μs 0.93 bench_indexing.Indexing.time_op('indexes_', 'np.ix_(I, I)', '=1') - 91.8±1μs 85.4±0.6μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 2, 'H') - 91.0±2μs 84.6±0.5μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 2, 'H') - 92.0±2μs 85.6±0.4μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 2, 'H') - 88.0±0.8μs 81.8±0.3μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'H') - 93.4±2μs 86.7±1μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 4, 'H') - 91.9±0.6μs 85.3±1μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 2, 'H') - 89.9±1μs 83.4±0.6μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 2, 'H') - 92.0±1μs 85.3±0.5μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 4, 'H') - 91.1±0.5μs 84.5±0.6μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 4, 'H') - 276±4μs 256±4μs 0.93 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 2, 'd') - 88.6±0.7μs 82.1±0.5μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'H') - 92.5±0.8μs 85.6±0.9μs 0.93 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 4, 'H') - 93.4±1μs 86.3±0.5μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 1, 'H') - 90.8±2μs 83.9±0.6μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 1, 'H') - 95.0±0.3μs 87.8±0.4μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 4, 'H') - 89.6±1μs 82.7±0.2μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'H') - 91.5±0.5μs 84.5±0.2μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 4, 'H') - 89.4±1μs 82.4±0.3μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'H') - 89.9±0.8μs 82.9±0.4μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 4, 'H') - 92.4±0.9μs 85.1±0.4μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 4, 'H') - 420±3μs 386±2μs 0.92 bench_ufunc.UFunc.time_ufunc_types('multiply') - 91.9±2μs 84.6±1μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 1, 'H') - 93.8±1μs 86.2±0.7μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 2, 'H') - 1.38±0.04ms 1.27±0.03ms 0.92 bench_lib.Pad.time_pad((1024, 1024), 8, 'mean') - 91.8±0.8μs 84.3±0.3μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 1, 'H') - 91.5±1μs 83.9±0.7μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 1, 'H') - 95.3±0.9μs 87.4±0.6μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 4, 'H') - 265±3μs 243±4μs 0.92 bench_ufunc.UFunc.time_ufunc_types('minimum') - 94.0±2μs 86.1±0.7μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 4, 'H') - 93.6±1μs 85.8±0.5μs 0.92 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 4, 'H') - 90.8±0.8μs 83.1±0.4μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 2, 'H') - 91.5±2μs 83.6±0.3μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 2, 'H') - 557±3μs 509±1μs 0.91 bench_function_base.Sort.time_sort('heap', 'float32', ('reversed',)) - 91.2±0.7μs 83.3±0.6μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 4, 'H') - 91.4±1μs 83.4±0.3μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 1, 'H') - 277±1μs 253±0.5μs 0.91 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 4, 'd') - 6.03±0.07μs 5.49±0.02μs 0.91 bench_itemselection.PutMask.time_dense(False, 'complex256') - 91.0±1μs 83.0±0.3μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'H') - 277±1μs 253±2μs 0.91 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 2, 2, 'd') - 92.3±1μs 84.1±0.3μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 4, 'H') - 94.2±0.8μs 85.6±0.8μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 4, 'H') - 93.0±0.2μs 84.5±0.4μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 2, 'H') - 87.4±0.9μs 79.4±0.5μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'q') - 91.4±0.9μs 82.9±0.3μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 4, 'H') - 89.9±0.5μs 81.4±0.2μs 0.91 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'H') - 503±3μs 455±2μs 0.91 bench_function_base.Sort.time_argsort('quick', 'int16', ('sorted_block', 100)) - 93.1±1μs 84.1±0.4μs 0.90 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 2, 'H') - 92.9±2μs 84.0±0.5μs 0.90 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 1, 'H') - 269±4μs 243±2μs 0.90 bench_ufunc.UFunc.time_ufunc_types('maximum') - 315±3μs 284±3μs 0.90 bench_ufunc.UFunc.time_ufunc_types('subtract') - 77.9±1μs 70.0±0.3μs 0.90 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'I') - 362±4μs 324±2μs 0.90 bench_function_base.Sort.time_argsort('quick', 'uint32', ('sorted_block', 1000)) - 85.5±2μs 76.5±0.7μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 1, 'i') - 78.6±2μs 70.2±0.3μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'i') - 76.6±1μs 68.4±0.4μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'I') - 107±6μs 95.4±1μs 0.89 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 2, 'd') - 78.9±1μs 70.4±0.6μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'I') - 76.6±0.9μs 68.3±0.1μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'i') - 108±4μs 96.5±3μs 0.89 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 4, 'd') - 83.4±1μs 74.3±1μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'Q') - 78.2±1μs 69.6±0.3μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'i') - 79.6±2μs 70.8±0.9μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 2, 'i') - 82.5±1μs 73.4±1μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 1, 'i') - 82.0±1μs 72.9±0.5μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 1, 'i') - 938±6μs 833±10μs 0.89 bench_lib.Nan.time_nanargmax(200000, 90.0) - 413±1μs 367±3μs 0.89 bench_ufunc.UFunc.time_ufunc_types('rint') - 79.3±1μs 70.4±0.9μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 2, 'I') - 110±3μs 97.9±2μs 0.89 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 4, 'd') - 391±5μs 348±2μs 0.89 bench_ufunc.UFunc.time_ufunc_types('fmin') - 77.3±0.9μs 68.7±0.2μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'i') - 78.5±2μs 69.7±0.3μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'i') - 89.7±0.9μs 79.6±0.4μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'L') - 88.9±2μs 78.9±0.5μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'Q') - 77.7±0.6μs 68.9±0.5μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'I') - 78.3±2μs 69.3±0.4μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'I') - 89.4±0.4μs 79.2±2μs 0.89 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'q') - 77.7±0.6μs 68.6±0.5μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'i') - 88.8±2μs 78.5±2μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 4, 'I') - 82.8±0.6μs 73.2±0.6μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 1, 'i') - 81.7±3μs 72.1±0.6μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 4, 'i') - 6.63±0s 5.85±0s 0.88 bench_ufunc_strides.LogisticRegression.time_train(<class 'numpy.float32'>) - 4.01±0.1ms 3.53±0.07ms 0.88 bench_core.VarComplex.time_var(1000000) - 69.6±1ms 61.4±0.9ms 0.88 bench_core.CountNonzero.time_count_nonzero_axis(2, 1000000, <class 'str'>) - 78.7±1μs 69.3±0.5μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'i') - 89.1±1μs 78.5±1μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'Q') - 77.1±2μs 67.9±0.2μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'I') - 83.2±1μs 73.2±0.9μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'Q') - 78.5±1μs 69.0±0.2μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'i') - 88.4±1μs 77.7±0.4μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'l') - 88.8±1μs 78.0±0.7μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'l') - 81.8±0.9μs 71.8±0.7μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 2, 'I') - 82.0±1μs 72.0±0.3μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 4, 'i') - 81.5±2μs 71.6±0.6μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 4, 'I') - 90.4±2μs 79.3±1μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 2, 'I') - 82.3±1μs 72.2±1μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 4, 'I') - 79.0±1μs 69.3±0.3μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'I') - 78.0±1μs 68.4±0.2μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'I') - 77.6±1μs 68.1±0.2μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'i') - 89.2±2μs 78.2±0.6μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'l') - 82.1±1μs 71.9±1μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 1, 'i') - 79.7±1μs 69.9±0.3μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 2, 'I') - 77.7±1μs 68.2±0.3μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'i') - 81.5±0.2μs 71.4±0.9μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 4, 'i') - 90.3±1μs 79.0±2μs 0.88 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'L') - 473±3μs 414±2μs 0.88 bench_lib.Nan.time_nanargmax(200000, 0.1) - 61.4±0.9μs 53.8±0.6μs 0.88 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 2, 1, 'd') - 78.1±0.2μs 68.3±0.2μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'i') - 150±1μs 131±3μs 0.87 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 4, 'd') - 82.9±2μs 72.5±0.9μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 2, 'i') - 81.5±0.6μs 71.3±0.9μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 4, 'I') - 639±2μs 559±7μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 1, 2, 'f') - 79.7±2μs 69.7±0.4μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 2, 'i') - 84.4±2μs 73.8±0.4μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 2, 'i') - 473±3μs 413±2μs 0.87 bench_lib.Nan.time_nanargmax(200000, 0) - 637±3μs 556±2μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 2, 1, 'f') - 82.9±1μs 72.4±0.4μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 4, 'i') - 523±1μs 457±3μs 0.87 bench_lib.Nan.time_nanargmax(200000, 2.0) - 89.5±0.8μs 78.1±0.8μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'Q') - 89.1±0.8μs 77.8±1μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'q') - 80.8±0.7μs 70.5±0.6μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 4, 'i') - 62.7±0.9μs 54.7±0.7μs 0.87 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 1, 2, 'd') - 82.0±0.6μs 71.5±0.4μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 1, 'I') - 636±1μs 555±4μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 2, 2, 'f') - 82.5±1μs 71.9±0.3μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 4, 'I') - 86.1±2μs 75.1±0.8μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 4, 'I') - 638±1μs 556±5μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 4, 1, 'f') - 78.0±2μs 67.9±0.3μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'I') - 639±2μs 557±3μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 4, 4, 'f') - 108±1ms 93.9±3ms 0.87 bench_core.CountNonzero.time_count_nonzero_axis(3, 1000000, <class 'str'>) - 1.49±0.01μs 1.29±0.01μs 0.87 bench_itemselection.Take.time_contiguous((1000, 1), 'raise', 'int16') - 641±2μs 558±5μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 4, 1, 'f') - 84.9±2μs 73.9±0.3μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'q') - 90.8±2μs 79.0±1μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 2, 'i') - 527±5μs 458±9μs 0.87 bench_lib.Nan.time_nanargmin(200000, 2.0) - 85.5±1μs 74.4±1μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 4, 'I') - 90.0±1μs 78.3±1μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 4, 'i') - 90.3±2μs 78.6±1μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 4, 'I') - 83.1±0.9μs 72.3±0.2μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'q') - 641±1μs 557±7μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 4, 1, 'f') - 82.6±0.9μs 71.8±0.6μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 2, 'i') - 642±3μs 557±7μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 4, 1, 'f') - 110±3μs 95.6±1μs 0.87 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 2, 'd') - 78.8±0.6μs 68.4±0.4μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'i') - 639±0.6μs 554±3μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 1, 2, 'f') - 1.49±0.01μs 1.30±0μs 0.87 bench_itemselection.Take.time_contiguous((1000, 1), 'raise', 'float16') - 90.3±2μs 78.4±0.4μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 4, 'i') - 82.9±2μs 71.9±0.8μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 1, 'I') - 112±2μs 97.2±2μs 0.87 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 4, 'd') - 640±3μs 555±3μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 2, 4, 'f') - 636±2μs 552±1μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 2, 4, 'f') - 642±3μs 557±3μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 4, 2, 'f') - 85.6±1μs 74.3±0.8μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 4, 'i') - 641±6μs 555±1μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 1, 1, 'f') - 640±3μs 555±1μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 1, 1, 'f') - 642±2μs 557±5μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 1, 2, 'f') - 641±1μs 556±2μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 2, 1, 'f') - 490±2μs 425±1μs 0.87 bench_function_base.Sort.time_sort('heap', 'float64', ('ordered',)) - 89.9±1μs 77.9±1μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'L') - 84.1±1μs 72.8±0.9μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 1, 'I') - 82.2±0.9μs 71.2±1μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 4, 'i') - 639±3μs 553±2μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 2, 2, 'f') - 638±3μs 552±2μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 1, 1, 'f') - 82.6±2μs 71.5±0.5μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 2, 'I') - 86.7±1μs 75.0±0.5μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 1, 'I') - 81.1±0.4μs 70.2±0.7μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 1, 'I') - 638±1μs 552±0.6μs 0.87 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 4, 2, 'f') - 90.0±2μs 77.9±1μs 0.87 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 2, 'i') - 642±2μs 555±4μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 4, 4, 'f') - 638±1μs 551±0.8μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 2, 4, 'f') - 88.7±1μs 76.7±1μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 4, 'I') - 643±5μs 556±4μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 4, 4, 'f') - 83.8±1μs 72.5±1μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 2, 'I') - 90.5±0.9μs 78.2±0.5μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'L') - 644±2μs 557±4μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 1, 4, 'f') - 88.1±0.5μs 76.1±0.9μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 4, 'i') - 642±2μs 555±4μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 2, 2, 'f') - 659±7μs 570±7μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 1, 4, 'f') - 641±2μs 554±3μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 1, 4, 'f') - 81.5±0.9μs 70.4±0.5μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 4, 'I') - 84.3±0.9μs 72.8±0.6μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 2, 'i') - 89.4±1μs 77.2±0.9μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'q') - 652±8μs 563±5μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 1, 4, 'f') - 643±4μs 556±3μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 2, 4, 'f') - 82.8±2μs 71.5±1μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 4, 'i') - 639±2μs 551±0.6μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 4, 2, 'f') - 80.8±1μs 69.8±0.6μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 1, 'i') - 642±3μs 554±3μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 2, 2, 'f') - 83.6±0.7μs 72.2±0.9μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'L') - 81.5±2μs 70.3±0.4μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 1, 'I') - 639±3μs 552±4μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 1, 4, 'f') - 81.0±2μs 69.8±0.2μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 1, 'i') - 79.2±2μs 68.3±0.3μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'I') - 643±2μs 554±0.9μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 4, 2, 'f') - 83.3±1μs 71.8±0.4μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 1, 'i') - 641±2μs 553±3μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 2, 2, 'f') - 640±2μs 552±2μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 2, 2, 'f') - 83.4±2μs 71.9±0.7μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 4, 'I') - 639±2μs 551±0.5μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 2, 1, 'f') - 640±0.7μs 552±2μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 1, 1, 'f') - 83.8±1μs 72.3±0.7μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'Q') - 84.9±2μs 73.2±0.5μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'L') - 642±2μs 553±1μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 4, 1, 'f') - 641±3μs 552±3μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 2, 1, 'f') - 643±2μs 554±4μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 4, 2, 'f') - 641±3μs 552±3μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 1, 2, 'f') - 84.3±2μs 72.7±0.4μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'l') - 645±4μs 555±4μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 2, 1, 'f') - 86.9±0.7μs 74.8±0.4μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 1, 'I') - 89.7±1μs 77.3±1μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'l') - 2.47±0.02μs 2.13±0.02μs 0.86 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'raise', 'float16') - 642±1μs 553±2μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 4, 1, 'f') - 641±5μs 552±3μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 2, 1, 'f') - 642±1μs 553±3μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 4, 2, 'f') - 90.6±1μs 77.9±1μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'Q') - 82.6±1μs 71.0±0.5μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 2, 'i') - 645±2μs 555±4μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 2, 4, 'f') - 83.5±0.8μs 71.8±0.6μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'l') - 391±2μs 336±4μs 0.86 bench_ufunc.UFunc.time_ufunc_types('fmax') - 83.4±1μs 71.7±0.4μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'L') - 89.3±2μs 76.8±0.8μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'Q') - 86.9±0.8μs 74.7±0.8μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 1, 'i') - 85.3±1μs 73.3±0.8μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'l') - 87.0±0.9μs 74.7±0.2μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 4, 'I') - 108±2ms 93.0±2ms 0.86 bench_core.CountNonzero.time_count_nonzero_multi_axis(3, 1000000, <class 'str'>) - 85.5±1μs 73.4±0.5μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 2, 'i') - 645±6μs 553±1μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 1, 2, 'f') - 83.7±1μs 71.9±1μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 2, 'I') - 644±3μs 553±2μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 1, 1, 'f') - 643±2μs 551±2μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 4, 4, 'f') - 91.5±2μs 78.4±0.7μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 4, 'i') - 87.6±1μs 75.1±0.7μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 4, 'i') - 84.7±1μs 72.6±0.5μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'q') - 644±3μs 552±2μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 2, 4, 'f') - 69.4±2ms 59.5±1ms 0.86 bench_core.CountNonzero.time_count_nonzero_multi_axis(2, 1000000, <class 'str'>) - 482±6μs 413±6μs 0.86 bench_lib.Nan.time_nanargmin(200000, 0) - 79.2±0.5μs 67.8±0.4μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'I') - 645±5μs 552±1μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 4, 4, 'f') - 90.0±1μs 77.0±0.8μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'L') - 649±4μs 556±4μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 1, 2, 'f') - 647±2μs 554±5μs 0.86 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 1, 1, 'f') - 521±3μs 446±1μs 0.86 bench_function_base.Sort.time_sort('heap', 'float32', ('ordered',)) - 79.7±0.4μs 68.2±0.2μs 0.86 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'I') - 648±7μs 554±2μs 0.85 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 1, 4, 'f') - 85.0±2μs 72.7±0.8μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'l') - 91.5±0.7μs 78.2±0.6μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'q') - 86.0±1μs 73.4±1μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'Q') - 149±4μs 127±3μs 0.85 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 4, 'd') - 84.9±1μs 72.4±0.6μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'L') - 83.5±0.8μs 71.3±0.7μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 2, 'i') - 86.5±0.8μs 73.8±1μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'Q') - 85.3±2μs 72.8±0.3μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'L') - 84.7±1μs 72.3±0.4μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 2, 'I') - 83.0±0.9μs 70.7±0.4μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 4, 'I') - 2.47±0.02μs 2.10±0.02μs 0.85 bench_itemselection.Take.time_contiguous((2, 1000, 1), 'raise', 'int16') - 58.6±0.6μs 50.0±0.6μs 0.85 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 2, 'd') - 87.3±1μs 74.4±0.9μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 4, 'i') - 109±3μs 92.6±4μs 0.85 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 2, 'd') - 91.4±1μs 77.8±2μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 4, 'I') - 653±5μs 556±3μs 0.85 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 4, 4, 'f') - 83.9±0.8μs 71.4±0.9μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 4, 'I') - 57.8±0.6μs 49.2±0.5μs 0.85 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 2, 'd') - 84.7±0.8μs 72.0±0.6μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 2, 'i') - 82.4±2μs 70.1±0.2μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 1, 'I') - 82.7±0.8μs 70.3±0.5μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 4, 'i') - 260±1μs 221±2μs 0.85 bench_ufunc.UFunc.time_ufunc_types('floor') - 86.2±2μs 73.3±0.9μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'q') - 84.4±2μs 71.7±0.4μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 2, 'I') - 82.7±2μs 70.2±0.4μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 1, 'i') - 87.8±1μs 74.5±0.8μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 4, 'I') - 85.6±1μs 72.7±0.2μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 2, 'I') - 151±2μs 128±3μs 0.85 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 4, 'd') - 5.24±0.01μs 4.44±0.04μs 0.85 bench_lib.Nan.time_nanmin(200, 2.0) - 91.8±1μs 77.8±0.8μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'L') - 92.1±2μs 78.0±0.8μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 2, 'I') - 84.1±0.8μs 71.1±0.3μs 0.85 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 2, 'I') - 258±3μs 218±5μs 0.85 bench_ufunc.UFunc.time_ufunc_types('trunc') - 327±4μs 277±10μs 0.85 bench_ufunc.UFunc.time_ufunc_types('add') - 78.1±2μs 66.0±3μs 0.85 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 4, 'd') - 90.4±1μs 76.3±0.7μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'Q') - 91.4±0.8μs 77.1±1μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'l') - 83.3±1μs 70.2±0.5μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 1, 'I') - 85.3±0.3μs 71.9±0.8μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'q') - 91.5±3μs 77.1±1μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'l') - 483±10μs 407±5μs 0.84 bench_lib.Nan.time_nanargmin(200000, 0.1) - 94.9±1μs 79.9±0.3μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 4, 'B') - 94.3±0.6μs 79.3±0.5μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 4, 'B') - 85.0±0.9μs 71.5±0.8μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'q') - 84.3±0.7μs 70.9±0.2μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 1, 'I') - 5.28±0.08μs 4.43±0.07μs 0.84 bench_lib.Nan.time_nanmin(200, 0.1) - 85.8±0.5μs 72.1±0.4μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'L') - 85.3±0.3μs 71.6±0.3μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'Q') - 94.5±0.9μs 79.3±0.5μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 1, 'B') - 993±60μs 833±9μs 0.84 bench_lib.Nan.time_nanargmin(200000, 90.0) - 60.4±1μs 50.7±0.5μs 0.84 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 2, 'd') - 91.5±2μs 76.8±0.7μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'q') - 18.9±0.3ms 15.9±0.9ms 0.84 bench_core.CountNonzero.time_count_nonzero_axis(1, 1000000, <class 'str'>) - 95.3±0.6μs 79.9±0.9μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 2, 'B') - 1.24±0.02ms 1.04±0.06ms 0.84 bench_core.Temporaries.time_large2 - 94.5±0.5μs 79.1±0.4μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 2, 'B') - 93.4±0.6μs 78.3±0.5μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 1, 'B') - 59.3±1μs 49.7±0.5μs 0.84 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 2, 'd') - 95.9±0.4μs 80.1±0.7μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 4, 'B') - 95.3±0.9μs 79.7±0.8μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 4, 4, 'B') - 95.1±1μs 79.5±0.5μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 4, 'B') - 259±2μs 217±3μs 0.84 bench_ufunc.UFunc.time_ufunc_types('ceil') - 93.6±0.5μs 78.2±0.8μs 0.84 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 1, 'B') - 113±2μs 94.8±3μs 0.84 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 2, 'd') - 85.7±1μs 71.6±0.5μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'l') - 93.6±1μs 78.0±0.9μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 4, 'B') - 113±3μs 94.5±2μs 0.83 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 4, 'd') - 94.0±1μs 78.3±0.4μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 1, 'B') - 93.0±0.1μs 77.4±0.6μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 2, 'B') - 5.32±0.01μs 4.43±0.04μs 0.83 bench_lib.Nan.time_nanmax(200, 0) - 94.4±0.3μs 78.6±0.3μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 1, 'B') - 5.31±0.07μs 4.42±0.04μs 0.83 bench_lib.Nan.time_nanmin(200, 0) - 93.2±0.5μs 77.5±2μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 1, 'B') - 76.7±2μs 63.7±2μs 0.83 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 4, 'd') - 153±3μs 127±3μs 0.83 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 4, 'd') - 92.7±0.2μs 77.0±0.6μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 2, 2, 'B') - 95.1±0.8μs 79.0±0.5μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 4, 2, 'B') - 94.3±0.9μs 78.3±0.3μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 2, 'B') - 94.4±0.09μs 78.4±0.6μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 4, 'B') - 95.6±0.9μs 79.4±1μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 2, 'B') - 94.6±1μs 78.5±0.2μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 4, 'B') - 75.5±2μs 62.7±2μs 0.83 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 4, 'd') - 94.6±1μs 78.4±0.5μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 4, 'B') - 61.4±0.7μs 50.9±0.4μs 0.83 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'sign'>, 1, 1, 'd') - 86.9±0.9μs 72.0±0.4μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'l') - 5.34±0.04μs 4.42±0.08μs 0.83 bench_lib.Nan.time_nanmax(200, 0.1) - 95.1±1μs 78.8±0.5μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 4, 1, 'B') - 50.1±1μs 41.5±0.8μs 0.83 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 2, 'd') - 94.3±0.8μs 78.0±0.2μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 4, 'B') - 94.7±0.8μs 78.2±0.3μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 4, 1, 'B') - 94.3±0.7μs 77.8±0.3μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 2, 'B') - 94.6±1μs 78.1±0.4μs 0.83 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 4, 'B') - 94.8±0.2μs 78.1±0.1μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 4, 2, 'B') - 94.6±0.4μs 77.8±0.6μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 2, 'B') - 95.6±1μs 78.6±0.5μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 4, 4, 'B') - 92.7±0.3μs 76.2±0.8μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 2, 'B') - 93.3±0.4μs 76.7±0.8μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 1, 'B') - 92.7±0.4μs 76.2±0.4μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 2, 'B') - 93.1±0.3μs 76.5±0.5μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 2, 'B') - 93.5±0.5μs 76.8±0.4μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 4, 'B') - 154±4μs 126±1μs 0.82 bench_function_base.Sort.time_argsort('quick', 'uint32', ('reversed',)) - 17.5±0.5μs 14.3±0.3μs 0.82 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 4, 'D') - 1.23±0.03ms 1.01±0.04ms 0.82 bench_core.Temporaries.time_large - 95.5±0.6μs 78.1±0.5μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 2, 4, 'B') - 51.8±0.4μs 42.3±1μs 0.82 bench_core.VarComplex.time_var(10000) - 79.6±2μs 65.0±3μs 0.82 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 4, 'd') - 94.0±0.8μs 76.7±0.6μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 2, 1, 'B') - 94.6±1μs 77.2±0.4μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 4, 'B') - 192±2μs 157±0.3μs 0.82 bench_reduce.ArgMin.time_argmin(<class 'numpy.float32'>) - 94.1±1μs 76.7±0.5μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 1, 'B') - 5.40±0.03μs 4.41±0.01μs 0.82 bench_lib.Nan.time_nanmin(200, 90.0) - 92.9±0.2μs 75.7±0.5μs 0.82 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 2, 'B') - 5.43±0.03μs 4.43±0.07μs 0.81 bench_lib.Nan.time_nanmax(200, 2.0) - 94.1±0.2μs 76.6±0.2μs 0.81 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 2, 1, 'B') - 92.8±0.3μs 75.5±0.4μs 0.81 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 1, 'B') - 93.7±0.6μs 76.0±3μs 0.81 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 1, 2, 'B') - 196±3μs 159±0.8μs 0.81 bench_reduce.ArgMax.time_argmax(<class 'numpy.float32'>) - 121±0.4ms 98.0±2ms 0.81 bench_app.LaplaceInplace.time_it('inplace') - 95.3±0.9μs 77.1±0.3μs 0.81 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 4, 'B') - 94.2±0.8μs 76.2±0.3μs 0.81 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 2, 2, 1, 'B') - 93.8±0.4μs 75.8±0.6μs 0.81 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 2, 'B') - 94.8±1μs 76.5±0.4μs 0.81 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 4, 1, 2, 'B') - 5.43±0.02μs 4.37±0.02μs 0.81 bench_lib.Nan.time_nanmax(200, 90.0) - 76.2±2μs 61.3±2μs 0.80 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 4, 'd') - 119±4μs 95.4±2μs 0.80 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 4, 'd') - 94.0±0.8μs 75.6±0.5μs 0.80 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 1, 'B') - 120±2μs 96.3±3μs 0.80 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 2, 'd') - 95.9±0.7μs 77.0±0.4μs 0.80 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 2, 2, 'B') - 95.7±2μs 76.6±0.2μs 0.80 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 2, 1, 4, 'B') - 94.5±1μs 75.7±0.4μs 0.80 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 4, 1, 1, 'B') - 95.3±0.6μs 76.1±0.3μs 0.80 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 4, 'B') - 51.2±0.3μs 40.8±0.4μs 0.80 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 2, 'd') - 50.9±2μs 40.6±0.4μs 0.80 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 2, 'd') - 52.0±1μs 41.3±0.6μs 0.79 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 2, 'd') - 488±5μs 387±3μs 0.79 bench_function_base.Sort.time_argsort('quick', 'int16', ('sorted_block', 1000)) - 371±6μs 291±5μs 0.79 bench_core.VarComplex.time_var(100000) - 8.18±0.4ms 6.39±0.3ms 0.78 bench_ufunc.Broadcast.time_broadcast - 42.6±0.1μs 32.5±0.3μs 0.76 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 1, 'd') - 42.7±0.5μs 32.4±0.2μs 0.76 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 1, 'd') - 168±3μs 127±4μs 0.76 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 4, 'd') - 4.95±0.03ms 3.71±0.06ms 0.75 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 4, 'f') - 4.88±0.02ms 3.63±0.01ms 0.74 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 4, 'f') - 5.90±0.04μs 4.38±0.03μs 0.74 bench_lib.Nan.time_nanmin(200, 50.0) - 4.87±0.01ms 3.61±0ms 0.74 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 1, 'f') - 4.89±0.03ms 3.63±0.01ms 0.74 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 1, 'f') - 67.3±2μs 49.7±0.9μs 0.74 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 2, 'd') - 43.4±0.5μs 32.0±0.3μs 0.74 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 1, 'd') - 6.05±0.05μs 4.45±0.06μs 0.74 bench_lib.Nan.time_nanmax(200, 50.0) - 43.5±1μs 32.0±0.2μs 0.73 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 1, 'd') - 4.95±0.06ms 3.63±0.02ms 0.73 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 1, 'f') - 4.94±0.06ms 3.62±0.01ms 0.73 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 2, 'f') - 4.95±0.02ms 3.62±0.02ms 0.73 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 2, 'f') - 4.94±0.04ms 3.61±0.01ms 0.73 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 2, 'f') - 18.7±0.6μs 13.5±0.06μs 0.72 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 4, 'D') - 5.04±0.03ms 3.63±0.05ms 0.72 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 4, 'f') - 11.3±0.07μs 8.02±0.05μs 0.71 bench_ufunc.CustomScalar.time_add_scalar2(<class 'numpy.float64'>) - 133±2μs 94.0±1μs 0.71 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 2, 'd') - 14.8±0.3μs 10.4±0.3μs 0.70 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 2, 'D') - 58.7±0.2μs 40.7±0.7μs 0.69 bench_core.Temporaries.time_mid2 - 59.0±0.5μs 40.7±0.9μs 0.69 bench_core.Temporaries.time_mid - 14.8±0.3μs 10.2±0.09μs 0.69 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 2, 'D') - 540±2μs 371±1μs 0.69 bench_reduce.AddReduceSeparate.time_reduce(0, 'float64') - 140±4μs 96.0±3μs 0.69 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 4, 'd') - 92.0±3μs 63.1±3μs 0.69 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 4, 'd') - 187±4μs 128±4μs 0.68 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 4, 'd') - 21.0±0.3μs 14.4±0.2μs 0.68 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 4, 'F') - 21.3±0.5μs 14.4±0.3μs 0.68 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 4, 'F') - 12.9±0.2μs 8.68±0.2μs 0.67 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 1, 'D') - 64.6±0.5μs 43.2±1μs 0.67 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 1, 'd') - 81.7±0.5μs 54.6±0.6μs 0.67 bench_ufunc.CustomInplace.time_double_add_temp - 65.4±1μs 43.1±0.9μs 0.66 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 1, 'd') - 65.7±0.6μs 43.3±0.8μs 0.66 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 1, 'd') - 1.23±0.05ms 803±10μs 0.65 bench_reduce.AddReduceSeparate.time_reduce(0, 'complex128') - 73.7±0.4μs 47.6±0.2μs 0.65 bench_ufunc.CustomInplace.time_double_add - 40.9±0.4μs 26.2±0.3μs 0.64 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 1, 'd') - 64.4±1μs 40.9±0.5μs 0.63 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 2, 'd') - 20.9±0.3μs 13.2±0.08μs 0.63 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 2, 'F') - 41.2±0.9μs 26.0±0.1μs 0.63 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 1, 'd') - 68.9±2μs 43.2±0.7μs 0.63 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 1, 'd') - 41.3±0.6μs 25.8±0.4μs 0.63 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 1, 'd') - 69.3±2μs 43.3±0.8μs 0.62 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 1, 'd') - 41.2±0.7μs 25.7±0.2μs 0.62 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 1, 'd') - 20.9±0.4μs 12.8±0.8μs 0.61 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 1, 'F') - 21.1±0.3μs 12.9±0.2μs 0.61 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('add', 2, 'F') - 21.0±0.4μs 12.6±0.4μs 0.60 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 1, 'F') - 81.6±0.6μs 49.0±0.5μs 0.60 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 2, 'd') - 13.6±0.4μs 7.80±0.3μs 0.57 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('subtract', 1, 'D') - 158±0.8μs 88.8±1μs 0.56 bench_reduce.ArgMax.time_argmax(<class 'numpy.float64'>) - 157±1μs 88.1±0.3μs 0.56 bench_reduce.ArgMin.time_argmin(<class 'numpy.float64'>) - 1.96±0.01ms 1.08±0ms 0.55 bench_reduce.AddReduceSeparate.time_reduce(0, 'complex64') - 66.5±0.3μs 33.8±0.05μs 0.51 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int64'>, 43) - 66.7±0.09μs 33.9±0.1μs 0.51 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int64'>, -43) - 82.3±2μs 41.7±0.6μs 0.51 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 2, 'd') - 71.7±0.4μs 35.0±0.1μs 0.49 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int64'>, 8) - 71.6±0.3μs 34.4±0.06μs 0.48 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int64'>, -8) - 66.2±1μs 31.4±0.1μs 0.47 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 1, 'd') - 88.1±3μs 41.3±1μs 0.47 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 1, 'd') - 78.7±0.7μs 35.7±0.5μs 0.45 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'Q') - 79.1±1μs 35.8±0.7μs 0.45 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'l') - 79.8±1μs 35.8±0.5μs 0.45 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'L') - 79.4±1μs 35.5±0.5μs 0.45 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'q') - 434±1μs 194±4μs 0.45 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 4, 4, 'd') - 80.5±1μs 35.6±0.5μs 0.44 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'L') - 12.6±0.2μs 5.57±0.02μs 0.44 bench_reduce.MinMax.time_min(<class 'numpy.int64'> (1)) - 443±2μs 196±3μs 0.44 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 4, 4, 'd') - 12.6±0.2μs 5.57±0.01μs 0.44 bench_reduce.MinMax.time_min(<class 'numpy.uint64'>) - 13.2±0.3μs 5.82±0.02μs 0.44 bench_reduce.MinMax.time_max(<class 'numpy.uint64'>) - 81.0±0.5μs 35.6±0.6μs 0.44 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'Q') - 81.5±0.6μs 35.7±0.4μs 0.44 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'l') - 81.4±1μs 35.6±0.8μs 0.44 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'q') - 12.8±0.2μs 5.54±0.02μs 0.43 bench_reduce.MinMax.time_min(<class 'numpy.int64'> (0)) - 12.9±0.3μs 5.61±0.05μs 0.43 bench_reduce.MinMax.time_max(<class 'numpy.int64'> (1)) - 13.2±0.3μs 5.66±0.02μs 0.43 bench_reduce.MinMax.time_max(<class 'numpy.int64'> (0)) - 505±1μs 216±1μs 0.43 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 2, 4, 'f') - 506±3μs 213±3μs 0.42 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 2, 2, 'f') - 61.7±0.9μs 25.9±0.1μs 0.42 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 1, 'd') - 505±1μs 209±1μs 0.41 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 1, 1, 'f') - 432±2μs 177±10μs 0.41 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 4, 4, 'd') - 520±9μs 209±5μs 0.40 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 1, 4, 'f') - 508±6μs 200±4μs 0.39 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 4, 'f') - 436±2μs 170±3μs 0.39 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 4, 2, 'd') - 503±1μs 195±2μs 0.39 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 2, 'f') - 438±4μs 170±5μs 0.39 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 4, 2, 'd') - 36.4±0.2μs 14.1±0.1μs 0.39 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 4, 'F') - 432±3μs 167±3μs 0.39 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 2, 4, 'd') - 432±3μs 167±3μs 0.39 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 4, 4, 'd') - 505±2μs 195±4μs 0.39 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 2, 1, 'f') - 81.6±2μs 31.4±0.3μs 0.38 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 1, 'd') - 509±3μs 195±2μs 0.38 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 4, 1, 'f') - 436±2μs 167±5μs 0.38 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 4, 4, 'd') - 436±3μs 166±3μs 0.38 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 2, 4, 'd') - 218±2μs 83.0±2μs 0.38 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 4, 'f') - 12.0±0.2μs 4.56±0.02μs 0.38 bench_reduce.MinMax.time_max(<class 'numpy.uint32'>) - 215±0.9μs 81.0±0.3μs 0.38 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 1, 'f') - 220±2μs 82.5±1μs 0.38 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 4, 'f') - 12.0±0.2μs 4.50±0.05μs 0.38 bench_reduce.MinMax.time_min(<class 'numpy.int32'>) - 505±2μs 189±1μs 0.38 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'reciprocal'>, 1, 2, 'f') - 36.3±0.1μs 13.6±0.08μs 0.37 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 2, 'F') - 2.71±0.02ms 1.01±0ms 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 1, 'd') - 2.76±0.03ms 1.03±0.01ms 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 4, 'd') - 425±3μs 159±6μs 0.37 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 2, 4, 'd') - 439±1μs 163±10μs 0.37 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 4, 4, 'd') - 218±0.9μs 80.8±0.6μs 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 2, 'f') - 217±1μs 80.5±0.5μs 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 1, 'f') - 2.74±0.08ms 1.01±0.04ms 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 4, 'd') - 2.74±0.03ms 1.01±0.01ms 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 2, 2, 'd') - 12.2±0.2μs 4.48±0.06μs 0.37 bench_reduce.MinMax.time_min(<class 'numpy.uint32'>) - 217±0.5μs 79.9±0.5μs 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 2, 'f') - 219±2μs 80.6±0.4μs 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 2, 4, 'f') - 2.78±0.03ms 1.02±0.01ms 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 2, 'd') - 2.76±0.04ms 1.02±0.01ms 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 4, 1, 'd') - 2.74±0.04ms 1.01±0ms 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 1, 'd') - 216±0.5μs 79.2±0.4μs 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 2, 'f') - 2.72±0.04ms 996±20μs 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 2, 'd') - 2.87±0.09ms 1.05±0.03ms 0.37 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'tanh'>, 1, 4, 'd') - 219±5μs 79.4±0.4μs 0.36 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 4, 1, 'f') - 432±2μs 156±3μs 0.36 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 2, 4, 'd') - 36.2±0.2μs 13.0±0.08μs 0.36 bench_ufunc_strides.AVX_cmplx_arithmetic.time_ufunc('multiply', 1, 'F') - 12.2±0.2μs 4.39±0.02μs 0.36 bench_reduce.MinMax.time_max(<class 'numpy.int32'>) - 448±6μs 160±10μs 0.36 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 1, 4, 'd') - 455±10μs 161±10μs 0.35 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 1, 4, 'd') - 443±10μs 156±4μs 0.35 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 4, 1, 'd') - 428±2μs 150±1μs 0.35 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 4, 2, 'd') - 430±1μs 148±5μs 0.34 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 4, 2, 'd') - 433±1μs 149±7μs 0.34 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 4, 1, 'd') - 430±0.8μs 145±4μs 0.34 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 2, 2, 'd') - 103±0.3μs 34.5±0.06μs 0.34 bench_ufunc.CustomScalar.time_divide_scalar2_inplace(<class 'numpy.float32'>) - 435±5μs 146±2μs 0.34 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 2, 2, 'd') - 103±1μs 34.5±0.1μs 0.34 bench_ufunc.CustomScalar.time_divide_scalar2(<class 'numpy.float32'>) - 426±0.3μs 143±5μs 0.33 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 1, 2, 'd') - 8.84±0.04μs 2.96±0.04μs 0.33 bench_reduce.MinMax.time_min(<class 'numpy.uint8'>) - 430±3μs 143±3μs 0.33 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 2, 1, 'd') - 428±1μs 142±7μs 0.33 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 4, 1, 'd') - 442±10μs 147±6μs 0.33 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 2, 4, 'd') - 438±3μs 145±6μs 0.33 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 4, 2, 'd') - 8.83±0.03μs 2.92±0.03μs 0.33 bench_reduce.MinMax.time_max(<class 'numpy.uint8'>) - 158±0.5μs 52.2±1μs 0.33 bench_reduce.ArgMax.time_argmax(<class 'numpy.int64'>) - 75.5±0.9μs 24.9±0.4μs 0.33 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'I') - 156±0.2μs 51.5±0.6μs 0.33 bench_reduce.ArgMin.time_argmin(<class 'numpy.uint64'>) - 433±4μs 142±8μs 0.33 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 4, 2, 'd') - 77.3±0.5μs 25.2±0.4μs 0.33 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'I') - 76.2±0.4μs 24.8±0.5μs 0.33 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'i') - 433±4μs 141±6μs 0.32 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 2, 1, 'd') - 76.0±2μs 24.7±0.6μs 0.32 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'i') - 447±9μs 145±0.5μs 0.32 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 2, 4, 'd') - 447±9μs 145±4μs 0.32 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 1, 4, 'd') - 437±0.9μs 141±7μs 0.32 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 1, 2, 'd') - 159±0.5μs 51.4±0.4μs 0.32 bench_reduce.ArgMax.time_argmax(<class 'numpy.uint64'>) - 432±4μs 139±5μs 0.32 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 4, 1, 'd') - 158±0.4μs 50.6±0.1μs 0.32 bench_reduce.ArgMin.time_argmin(<class 'numpy.int64'>) - 81.3±0.6μs 25.7±0.3μs 0.32 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'absolute'>, 1, 1, 'd') - 443±9μs 140±5μs 0.32 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 1, 4, 'd') - 432±4μs 130±10μs 0.30 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 4, 1, 'd') - 157±0.1μs 46.8±0.4μs 0.30 bench_reduce.ArgMin.time_argmin(<class 'numpy.int32'>) - 158±1μs 46.4±0.3μs 0.29 bench_reduce.ArgMax.time_argmax(<class 'numpy.uint32'>) - 157±0.4μs 45.5±0.5μs 0.29 bench_reduce.ArgMin.time_argmin(<class 'numpy.uint32'>) - 157±0.4μs 45.5±0.3μs 0.29 bench_reduce.ArgMax.time_argmax(<class 'numpy.int32'>) - 434±6μs 123±3μs 0.28 bench_ufunc_strides.Binary.time_ufunc('maximum', 4, 1, 1, 'd') - 426±0.9μs 120±3μs 0.28 bench_ufunc_strides.Binary.time_ufunc('minimum', 4, 1, 1, 'd') - 199±2μs 55.5±2μs 0.28 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 4, 'f') - 199±2μs 55.2±1μs 0.28 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 4, 'f') - 198±2μs 54.9±1μs 0.28 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 4, 'f') - 439±9μs 120±3μs 0.27 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 1, 4, 'd') - 198±2μs 54.2±1μs 0.27 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 4, 'f') - 199±2μs 54.5±3μs 0.27 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 4, 'f') - 441±9μs 119±2μs 0.27 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 1, 4, 'd') - 437±2μs 118±6μs 0.27 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 4, 1, 'd') - 40.3±0.3μs 10.9±0.03μs 0.27 bench_ufunc.CustomScalar.time_add_scalar2(<class 'numpy.float32'>) - 424±0.8μs 114±4μs 0.27 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 2, 2, 'd') - 195±0.7μs 51.7±0.4μs 0.27 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 4, 'f') - 430±3μs 113±3μs 0.26 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 2, 2, 'd') - 195±0.7μs 50.7±0.4μs 0.26 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 4, 'f') - 13.6±0.04μs 3.52±0.01μs 0.26 bench_reduce.MinMax.time_max(<class 'numpy.uint16'>) - 195±1μs 50.3±0.3μs 0.26 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 4, 'f') - 200±2μs 51.0±1μs 0.26 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 4, 'f') - 197±3μs 50.3±0.3μs 0.25 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 4, 'f') - 13.7±0.09μs 3.48±0.03μs 0.25 bench_reduce.MinMax.time_min(<class 'numpy.uint16'>) - 200±3μs 50.4±1μs 0.25 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 4, 'f') - 201±3μs 50.5±1μs 0.25 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 4, 'f') - 200±3μs 50.0±1μs 0.25 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 4, 'f') - 200±3μs 49.4±0.7μs 0.25 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 4, 'f') - 200±3μs 49.1±0.6μs 0.25 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 4, 'f') - 1.95±0ms 477±3μs 0.24 bench_reduce.AddReduceSeparate.time_reduce(0, 'float32') - 597±4μs 146±1μs 0.24 bench_ufunc.CustomInplace.time_float_add_temp - 12.5±0.05μs 2.98±0.02μs 0.24 bench_reduce.MinMax.time_min(<class 'numpy.int8'>) - 584±1μs 137±1μs 0.24 bench_ufunc.CustomInplace.time_float_add - 15.0±0.05μs 3.52±0.02μs 0.24 bench_reduce.MinMax.time_min(<class 'numpy.int16'>) - 12.6±0.08μs 2.95±0.02μs 0.23 bench_reduce.MinMax.time_max(<class 'numpy.int8'>) - 15.0±0.08μs 3.51±0.02μs 0.23 bench_reduce.MinMax.time_max(<class 'numpy.int16'>) - 913±8μs 203±7μs 0.22 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 4, 4, 'd') - 881±3μs 195±4μs 0.22 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 4, 4, 'd') - 197±0.8μs 42.7±0.4μs 0.22 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 2, 'f') - 198±2μs 42.8±0.5μs 0.22 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 2, 'f') - 199±3μs 43.1±0.1μs 0.22 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 1, 'f') - 197±2μs 42.7±0.7μs 0.22 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 4, 1, 'f') - 199±3μs 43.0±0.6μs 0.22 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 4, 1, 'f') - 197±1μs 42.5±0.4μs 0.22 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 2, 'f') - 196±0.5μs 42.3±0.4μs 0.22 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 4, 1, 'f') - 200±3μs 43.0±0.3μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 4, 2, 'f') - 199±1μs 42.6±0.5μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 1, 'f') - 199±0.8μs 42.4±0.2μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 4, 2, 'f') - 195±1μs 41.4±0.3μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 2, 'f') - 196±0.9μs 41.4±0.2μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 2, 'f') - 195±1μs 41.2±0.5μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 2, 'f') - 195±2μs 41.2±0.2μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 2, 'f') - 196±1μs 41.3±0.3μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 2, 'f') - 195±0.5μs 41.0±0.3μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 2, 1, 'f') - 194±0.6μs 40.9±0.3μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 2, 'f') - 195±0.8μs 41.0±0.3μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 2, 1, 'f') - 195±0.2μs 40.9±0.5μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 1, 'f') - 196±0.6μs 40.9±0.4μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 2, 1, 'f') - 196±1μs 40.8±0.2μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 2, 2, 'f') - 197±2μs 40.9±0.2μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 2, 'f') - 195±0.4μs 40.4±0.1μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'floor'>, 1, 1, 'f') - 197±1μs 40.8±0.1μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 2, 'f') - 198±0.9μs 40.9±0.3μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 2, 'f') - 196±0.4μs 40.4±0.2μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'ceil'>, 1, 1, 'f') - 196±2μs 40.3±0.2μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'trunc'>, 1, 1, 'f') - 196±2μs 40.3±0.2μs 0.21 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 1, 1, 'f') - 198±2μs 40.7±0.2μs 0.20 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'rint'>, 2, 1, 'f') - 199±3μs 40.6±0.5μs 0.20 bench_ufunc_strides.Unary.time_ufunc(<ufunc 'square'>, 1, 1, 'f') - 894±1μs 173±6μs 0.19 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 4, 4, 'd') - 880±2μs 166±2μs 0.19 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 4, 2, 'd') - 878±1μs 164±4μs 0.19 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 4, 4, 'd') - 901±5μs 167±4μs 0.19 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 2, 4, 'd') - 899±5μs 167±7μs 0.19 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 4, 2, 'd') - 424±2μs 78.8±2μs 0.19 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 2, 2, 'd') - 428±1μs 78.3±2μs 0.18 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 2, 2, 'd') - 887±6μs 159±5μs 0.18 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 2, 4, 'd') - 423±1μs 74.6±2μs 0.18 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 2, 1, 'd') - 878±2μs 155±6μs 0.18 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 2, 4, 'd') - 427±2μs 75.2±1μs 0.18 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 1, 2, 'd') - 425±3μs 74.6±2μs 0.18 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 2, 1, 'd') - 422±0.8μs 73.6±0.5μs 0.17 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 1, 2, 'd') - 906±6μs 156±6μs 0.17 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 4, 4, 'd') - 434±4μs 74.7±2μs 0.17 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 2, 1, 'd') - 914±20μs 157±9μs 0.17 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 1, 4, 'd') - 877±1μs 151±5μs 0.17 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 4, 1, 'd') - 898±10μs 154±5μs 0.17 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 2, 4, 'd') - 931±20μs 159±10μs 0.17 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 1, 4, 'd') - 429±5μs 73.5±3μs 0.17 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 2, 1, 'd') - 881±1μs 149±10μs 0.17 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 4, 4, 'd') - 895±3μs 152±4μs 0.17 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 4, 1, 'd') - 896±3μs 150±5μs 0.17 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 2, 2, 'd') - 24.4±0.2μs 4.06±0.03μs 0.17 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint32'>, 43) - 904±5μs 149±4μs 0.16 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 4, 2, 'd') - 880±2μs 144±4μs 0.16 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 4, 2, 'd') - 24.9±0.2μs 4.02±0.01μs 0.16 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint32'>, 8) - 879±2μs 141±1μs 0.16 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 2, 2, 'd') - 421±1μs 67.1±1μs 0.16 bench_ufunc_strides.Binary.time_ufunc('minimum', 2, 1, 1, 'd') - 420±2μs 66.5±1μs 0.16 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 1, 2, 'd') - 890±2μs 141±2μs 0.16 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 4, 1, 'd') - 82.5±0.3μs 12.9±0.07μs 0.16 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'h') - 875±2μs 136±1μs 0.16 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 1, 2, 'd') - 83.1±0.7μs 12.9±0.2μs 0.16 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'h') - 427±0.8μs 66.1±1μs 0.15 bench_ufunc_strides.Binary.time_ufunc('maximum', 2, 1, 1, 'd') - 427±2μs 65.3±1μs 0.15 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 1, 2, 'd') - 935±20μs 141±4μs 0.15 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 2, 4, 'd') - 921±20μs 139±1μs 0.15 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 2, 4, 'd') - 86.9±0.6μs 13.1±0.1μs 0.15 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'H') - 937±20μs 141±3μs 0.15 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 1, 4, 'd') - 898±3μs 135±3μs 0.15 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 2, 1, 'd') - 917±20μs 138±3μs 0.15 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 1, 4, 'd') - 892±2μs 134±5μs 0.15 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 1, 2, 'd') - 86.3±0.7μs 12.8±0.08μs 0.15 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'H') - 884±6μs 131±5μs 0.15 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 2, 1, 'd') - 65.9±0.4μs 9.76±0.1μs 0.15 bench_reduce.FMinMax.time_min(<class 'numpy.float64'>) - 898±4μs 133±5μs 0.15 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 4, 2, 'd') - 883±3μs 130±4μs 0.15 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 4, 2, 'd') - 881±4μs 129±3μs 0.15 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 4, 1, 'd') - 67.1±0.5μs 9.62±0.1μs 0.14 bench_reduce.FMinMax.time_max(<class 'numpy.float64'>) - 892±1μs 119±3μs 0.13 bench_ufunc_strides.Binary.time_ufunc('fmax', 4, 1, 1, 'd') - 660±6μs 87.8±1μs 0.13 bench_lib.Nan.time_nanmax(200000, 0) - 672±5μs 88.5±1μs 0.13 bench_lib.Nan.time_nanmin(200000, 0) - 921±30μs 121±3μs 0.13 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 1, 4, 'd') - 671±5μs 88.2±2μs 0.13 bench_lib.Nan.time_nanmax(200000, 2.0) - 874±1μs 115±2μs 0.13 bench_ufunc_strides.Binary.time_ufunc('fmin', 4, 1, 1, 'd') - 669±3μs 87.5±1μs 0.13 bench_lib.Nan.time_nanmax(200000, 0.1) - 667±10μs 87.3±2μs 0.13 bench_lib.Nan.time_nanmin(200000, 0.1) - 672±5μs 87.7±2μs 0.13 bench_lib.Nan.time_nanmin(200000, 2.0) - 877±3μs 114±9μs 0.13 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 4, 1, 'd') - 931±20μs 120±2μs 0.13 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 1, 4, 'd') - 895±6μs 114±3μs 0.13 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 2, 2, 'd') - 880±4μs 112±2μs 0.13 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 2, 2, 'd') - 891±2μs 112±9μs 0.13 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 4, 1, 'd') - 79.7±0.1μs 9.53±0.2μs 0.12 bench_reduce.ArgMax.time_argmax(<class 'bool'>) - 418±0.9μs 45.2±0.9μs 0.11 bench_ufunc_strides.Binary.time_ufunc('minimum', 1, 1, 1, 'd') - 427±3μs 45.2±0.8μs 0.11 bench_ufunc_strides.Binary.time_ufunc('maximum', 1, 1, 1, 'd') - 68.5±0.3μs 7.19±0.07μs 0.10 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'b') - 68.3±0.4μs 7.14±0.08μs 0.10 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'b') - 156±0.2μs 15.9±0.2μs 0.10 bench_reduce.ArgMin.time_argmin(<class 'numpy.int16'>) - 157±0.3μs 15.8±0.1μs 0.10 bench_reduce.ArgMax.time_argmax(<class 'numpy.int16'>) - 70.5±0.2μs 6.45±0.04μs 0.09 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int32'>, 43) - 70.6±0.2μs 6.40±0.06μs 0.09 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int32'>, -43) - 75.7±0.5μs 6.48±0.04μs 0.09 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int32'>, -8) - 186±2μs 15.9±0.2μs 0.09 bench_reduce.ArgMin.time_argmin(<class 'numpy.uint16'>) - 75.9±0.4μs 6.42±0.06μs 0.08 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int32'>, 8) - 189±0.3μs 15.8±0.09μs 0.08 bench_reduce.ArgMax.time_argmax(<class 'numpy.uint16'>) - 901±20μs 74.7±1μs 0.08 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 2, 1, 'd') - 881±5μs 71.7±0.7μs 0.08 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 2, 1, 'd') - 89.1±0.2μs 7.22±0.1μs 0.08 bench_ufunc_strides.BinaryInt.time_ufunc('maximum', 1, 1, 1, 'B') - 1.10±0.01ms 88.9±1μs 0.08 bench_lib.Nan.time_nanmax(200000, 90.0) - 88.6±0.1μs 7.08±0.07μs 0.08 bench_ufunc_strides.BinaryInt.time_ufunc('minimum', 1, 1, 1, 'B') - 1.10±0ms 87.3±1μs 0.08 bench_lib.Nan.time_nanmin(200000, 90.0) - 881±5μs 69.3±1μs 0.08 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 1, 2, 'd') - 893±2μs 69.9±0.8μs 0.08 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 2, 2, 'd') - 872±5μs 68.1±1μs 0.08 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 2, 2, 'd') - 901±4μs 70.3±1μs 0.08 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 1, 2, 'd') - 890±9μs 65.1±0.6μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 1, 2, 'd') - 889±2μs 64.8±0.8μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 1, 2, 'd') - 41.6±0.07μs 3.02±0.01μs 0.07 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint16'>, 8) - 880±5μs 63.7±2μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 2, 1, 'd') - 41.6±0.2μs 2.99±0.02μs 0.07 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint16'>, 43) - 903±5μs 62.9±1μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 2, 1, 'd') - 876±4μs 60.5±0.2μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmin', 2, 1, 1, 'd') - 907±6μs 61.8±1μs 0.07 bench_ufunc_strides.Binary.time_ufunc('fmax', 2, 1, 1, 'd') - 156±0.4μs 9.44±0.2μs 0.06 bench_reduce.ArgMin.time_argmin(<class 'numpy.int8'>) - 157±0.7μs 9.41±0.2μs 0.06 bench_reduce.ArgMin.time_argmin(<class 'numpy.uint8'>) - 157±0.7μs 9.32±0.09μs 0.06 bench_reduce.ArgMax.time_argmax(<class 'numpy.int8'>) - 157±0.6μs 9.25±0.03μs 0.06 bench_reduce.ArgMax.time_argmax(<class 'numpy.uint8'>) - 1.53±0ms 87.5±2μs 0.06 bench_lib.Nan.time_nanmax(200000, 50.0) - 1.55±0.01ms 87.0±1μs 0.06 bench_lib.Nan.time_nanmin(200000, 50.0) - 69.9±0.2μs 3.75±0.02μs 0.05 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int16'>, -43) - 70.3±0.4μs 3.77±0.04μs 0.05 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int16'>, 43) - 41.3±0.4μs 2.18±0μs 0.05 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint8'>, 8) - 41.3±0.3μs 2.18±0.01μs 0.05 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.uint8'>, 43) - 885±10μs 45.9±0.6μs 0.05 bench_ufunc_strides.Binary.time_ufunc('fmin', 1, 1, 1, 'd') - 892±5μs 45.3±0.5μs 0.05 bench_ufunc_strides.Binary.time_ufunc('fmax', 1, 1, 1, 'd') - 74.5±0.8μs 3.76±0.03μs 0.05 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int16'>, -8) - 74.0±0.1μs 3.73±0.05μs 0.05 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int16'>, 8) - 71.3±0.3μs 2.43±0.02μs 0.03 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int8'>, 43) - 71.3±0.4μs 2.42±0.01μs 0.03 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int8'>, -43) - 75.6±0.6μs 2.42±0.04μs 0.03 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int8'>, 8) - 75.3±0.7μs 2.39±0.01μs 0.03 bench_ufunc.CustomScalarFloorDivideInt.time_floor_divide_int(<class 'numpy.int8'>, -8) SOME BENCHMARKS HAVE CHANGED SIGNIFICANTLY. PERFORMANCE DECREASED.