ENH, SIMD: Extend universal intrinsics to support IBMZ by seiko2plus · Pull Request #20913 · numpy/numpy

seiko2plus · 2022-01-27T06:28:13Z

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:

release note
benchmark

Benchmark

The following benchmark is inferential and does not accurately reflect the true change, since it was accomplished using an unstable VM.

CPU

Architecture:                    s390x
CPU op-mode(s):                  32-bit, 64-bit
Byte Order:                      Big Endian
CPU(s):                          2
On-line CPU(s) list:             0,1
Thread(s) per core:              1
Core(s) per socket:              1
Socket(s) per book:              1
Book(s) per drawer:              1
Drawer(s):                       2
NUMA node(s):                    1
Vendor ID:                       IBM/S390
Machine type:                    8561
CPU dynamic MHz:                 5200
CPU static MHz:                  5200
BogoMIPS:                        3241.00
Hypervisor:                      z/VM 7.1.0
Hypervisor vendor:               IBM
Virtualization type:             full
Dispatching mode:                horizontal
L1d cache:                       256 KiB
L1i cache:                       256 KiB
L2d cache:                       8 MiB
L2i cache:                       8 MiB
L3 cache:                        256 MiB
L4 cache:                        960 MiB
NUMA node0 CPU(s):               0,1
Vulnerability Itlb multihit:     Not affected
Vulnerability L1tf:              Not affected
Vulnerability Mds:               Not affected
Vulnerability Meltdown:          Not affected
Vulnerability Spec store bypass: Not affected
Vulnerability Spectre v1:        Mitigation; __user pointer sanitization
Vulnerability Spectre v2:        Mitigation; etokens
Vulnerability Srbds:             Not affected
Vulnerability Tsx async abort:   Not affected
Flags:                           esan3 zarch stfle msa ldisp eimm dfp edat etf3eh highgprs te
                                 vx vxd vxe gs vxe2 vxp sort dflt sie

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) 11.1.0

Benchmark

VXE2

unset NPY_DISABLE_CPU_FEATURES
python runtests.py --bench-compare parent/main

    before           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

export NPY_DISABLE_CPU_FEATURES="VXE2"
python runtests.py --bench-compare parent/main

    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.

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.

seiko2plus · 2022-06-05T08:14:34Z

Github doesn't allow big body of the pr desc, the rest as follows:

VX

export NPY_DISABLE_CPU_FEATURES="VXE VXE2"
python runtests.py --bench-compare parent/main

       before           after         ratio
     [982fcd38]       [47d54c6d]
     <zsystem_sup~5>       <zsystem_sup>
+      35.8±0.2μs        141±0.7μs     3.95  bench_function_base.Sort.time_sort('merge', 'uint32', ('sorted_block', 1000))
+      79.8±0.5μs          264±2μs     3.31  bench_function_base.Sort.time_sort('merge', 'uint32', ('sorted_block', 100))
+       183±0.9μs          268±2μs     1.47  bench_function_base.Sort.time_sort('merge', 'uint32', ('sorted_block', 10))
+      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±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.

seiko2plus · 2022-06-05T08:14:55Z

cc @mattip

mattip · 2022-06-12T14:16:47Z

Let's put this in now, at the beginning of the 1.24 release cycle, in hopes that some IBMZ users can chime in.

github-actions bot added the 01 - Enhancement label Jan 27, 2022

seiko2plus force-pushed the zsystem_sup branch 3 times, most recently from b66ba82 to 75d77af Compare January 28, 2022 05:12

seiko2plus added the component: SIMD Issues in SIMD (fast instruction sets) code or machinery label Feb 10, 2022

seiko2plus force-pushed the zsystem_sup branch 3 times, most recently from 6224f8c to 50407a6 Compare February 12, 2022 07:17

seiko2plus marked this pull request as ready for review February 13, 2022 14:28

seiko2plus added the 56 - Needs Release Note. Needs an entry in doc/release/upcoming_changes label Feb 13, 2022

seiko2plus force-pushed the zsystem_sup branch 2 times, most recently from 873ea68 to 982ba4b Compare February 16, 2022 16:37

seiko2plus added 6 commits June 4, 2022 03:03

ENH, SIMD: update dispatch-able sources to support IBM ZArch SIMD"

cbc84d8

CI: add zarch features-set to --simd-test

caae099

ENH, SIMD: dispatch argmax/armin for vx vxe

b5fd9ce

ENH, SIMD: dispatch SIMD comparison for vx vxe

16666d9

DOC: Add a release note for IBMZ SIMD

e1c5e9d

seiko2plus force-pushed the zsystem_sup branch from 982ba4b to e1c5e9d Compare June 4, 2022 01:43

mattip merged commit e6d5529 into numpy:main Jun 12, 2022

seiko2plus deleted the zsystem_sup branch June 16, 2022 23:06

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ENH, SIMD: Extend universal intrinsics to support IBMZ#20913

ENH, SIMD: Extend universal intrinsics to support IBMZ#20913
mattip merged 6 commits intonumpy:mainfrom
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Extend universal intrinsics to support IBMZ

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