Operation Matrix — NumSharp vs NumPy (full report)

Auto-generated at docs-build from the data branch (refs/data/benchmark/latest) — do not edit by hand.

One canonical cell model with separate Managed C# and OpenBLAS measurements. Effective selects the faster valid NumSharp timing for the exact same operation/dtype/N/scenario cell; the winner names the implementation that actually executed, not merely the process profile.

Timing basis: best window (min) of each side's per-case sweep — min-based harnesses run each case to a ~200 ms time budget (a >20 ms/call op runs exactly 100 times), while the C# op-matrix keeps BenchmarkDotNet's 50 iterations; interference only adds time, so the fastest window estimates intrinsic cost; per-case means are retained in the JSON (numpy_mean_ms/numsharp_mean_ms) as tail diagnostics.

Managed effective cells: 3,647
OpenBLAS effective cells: 98
Missing backend records: 48
Not supported records: 0

Operation	DType	N	Managed C#	OpenBLAS	Effective	NPY/NS
`np.polyfit(x, y, 3)`	float64	1,000	missing_backend	0.06600 ms	openblas	0.679x
`np.polyfit(x, y, 3)`	float64	100,000	missing_backend	1.1174 ms	openblas	0.803x
`np.polyfit(x, y, 3)`	float64	10,000,000	missing_backend	7.0263 ms	openblas	1.220x
`np.roots(p)`	float64	1,000	missing_backend	0.07360 ms	openblas	1.193x
`np.roots(p)`	float64	100,000	missing_backend	0.1891 ms	openblas	1.076x
`np.roots(p)`	float64	10,000,000	missing_backend	0.7742 ms	openblas	0.995x
`np.array2string(a) (float64)`	float64	1	0.000502 ms	not_measured	managed	33.602x
`np.array2string(a) (float64)`	float64	1,000	0.9499 ms	not_measured	managed	4.934x
`np.array_repr(a) (float64)`	float64	1	0.000546 ms	not_measured	managed	34.057x
`np.array_repr(a) (float64)`	float64	1,000	0.9065 ms	not_measured	managed	5.263x
`np.array_str(a) (float64)`	float64	1	0.000501 ms	not_measured	managed	34.603x
`np.array_str(a) (float64)`	float64	1,000	0.9412 ms	not_measured	managed	2.108x
`np.can_cast(from, to) (float64)`	float64	1	0.000013 ms	not_measured	managed	16.231x
`np.can_cast(from, to) (float64)`	float64	1,000	0.000025 ms	not_measured	managed	12.880x
`np.common_type(a, b) (float64)`	float64	1	0.000015 ms	not_measured	managed	54.267x
`np.common_type(a, b) (float64)`	float64	1,000	0.000025 ms	not_measured	managed	31.960x
`np.copyto(dst, src) (float64)`	float64	1	0.000169 ms	not_measured	managed	1.698x
`np.copyto(dst, src) (float64)`	float64	1,000	0.000743 ms	not_measured	managed	1.750x
`np.format_float_positional(x) (float64)`	float64	1	0.000401 ms	not_measured	managed	1.212x
`np.format_float_positional(x) (float64)`	float64	1,000	0.000419 ms	not_measured	managed	1.790x
`np.format_float_scientific(x) (float64)`	float64	1	0.000354 ms	not_measured	managed	2.102x
`np.format_float_scientific(x) (float64)`	float64	1,000	0.000384 ms	not_measured	managed	1.935x
`np.fromfile(path) (float64)`	float64	1,000	0.03985 ms	not_measured	managed	1.918x
`np.get_printoptions() (float64)`	float64	1	0.000224 ms	not_measured	managed	2.076x
`np.get_printoptions() (float64)`	float64	1,000	0.000224 ms	not_measured	managed	2.076x
`np.isdtype(dtype, kind) (float64)`	float64	1	0.000028 ms	not_measured	managed	24.000x
`np.isdtype(dtype, kind) (float64)`	float64	1,000	0.000028 ms	not_measured	managed	33.714x
`np.issubdtype(dtype, kind) (float64)`	float64	1	0.000022 ms	not_measured	managed	7.818x
`np.issubdtype(dtype, kind) (float64)`	float64	1,000	0.000022 ms	not_measured	managed	12.909x
`np.iterable(a) (float64)`	float64	1	0.000000 ms	not_measured	managed	—
`np.iterable(a) (float64)`	float64	1,000	0.000000 ms	not_measured	managed	—
`np.load(path) (float64)`	float64	1,000	0.04740 ms	not_measured	managed	3.122x
`np.loadtxt(path) (float64)`	float64	1,000	0.5357 ms	not_measured	managed	0.931x
`np.min_scalar_type(value) (float64)`	float64	1	0.000002 ms	not_measured	managed	132.000x
`np.min_scalar_type(value) (float64)`	float64	1,000	0.000002 ms	not_measured	managed	381.500x
`np.mintypecode(typechars) (float64)`	float64	1	0.000155 ms	not_measured	managed	4.568x
`np.mintypecode(typechars) (float64)`	float64	1,000	0.000148 ms	not_measured	managed	9.966x
`np.nested_iters(a, axes) (float64)`	float64	1	0.00158 ms	not_measured	managed	0.299x
`np.nested_iters(a, axes) (float64)`	float64	1,000	0.00163 ms	not_measured	managed	0.507x
`np.poly(roots) (float64)`	float64	1,000	0.1296 ms	not_measured	managed	0.500x
`np.polyadd(p, q) (float64)`	float64	1,000	0.00190 ms	not_measured	managed	2.519x
`np.polyder(p) (float64)`	float64	1,000	0.00485 ms	not_measured	managed	1.482x
`np.polydiv(p, q) (float64)`	float64	1,000	0.1556 ms	not_measured	managed	2.083x
`np.polyint(p) (float64)`	float64	1,000	0.00772 ms	not_measured	managed	1.118x
`np.polymul(p, q) (float64)`	float64	1,000	0.01005 ms	not_measured	managed	1.466x
`np.polysub(p, q) (float64)`	float64	1,000	0.00203 ms	not_measured	managed	2.366x
`np.polyval(p, x) (float64)`	float64	1,000	0.1019 ms	not_measured	managed	0.559x
`np.printoptions() (float64)`	float64	1	0.000104 ms	not_measured	managed	61.048x
`np.printoptions() (float64)`	float64	1,000	0.000114 ms	not_measured	managed	57.035x
`np.promote_types(a, b) (float64)`	float64	1	0.000012 ms	not_measured	managed	10.333x
`np.promote_types(a, b) (float64)`	float64	1,000	0.000012 ms	not_measured	managed	16.667x
`np.result_type(a, b) (float64)`	float64	1	0.000005 ms	not_measured	managed	29.200x
`np.result_type(a, b) (float64)`	float64	1,000	0.000002 ms	not_measured	managed	105.000x
`np.save(path, a) (float64)`	float64	1,000	0.2077 ms	not_measured	managed	0.787x
`np.savetxt(path, a) (float64)`	float64	1,000	0.9594 ms	not_measured	managed	3.692x
`np.savez(path, a) (float64)`	float64	1,000	1.9077 ms	not_measured	managed	0.202x
`np.savez_compressed(path, a) (float64)`	float64	1,000	0.4502 ms	not_measured	managed	0.706x
`np.set_printoptions() (float64)`	float64	1	0.000056 ms	not_measured	managed	59.125x
`np.set_printoptions() (float64)`	float64	1,000	0.000042 ms	not_measured	managed	80.048x
`a % 7 (literal) (float32)`	float32	1,000	0.01765 ms	not_measured	managed	0.787x
`a % 7 (literal) (float32)`	float32	100,000	1.8260 ms	not_measured	managed	0.886x
`a % 7 (literal) (float32)`	float32	10,000,000	177.0321 ms	not_measured	managed	0.953x
`a % 7 (literal) (float64)`	float64	1,000	0.01045 ms	not_measured	managed	1.088x
`a % 7 (literal) (float64)`	float64	100,000	1.6120 ms	not_measured	managed	0.863x
`a % 7 (literal) (float64)`	float64	10,000,000	140.7377 ms	not_measured	managed	1.069x
`a % 7 (literal) (int32)`	int32	1,000	0.00235 ms	not_measured	managed	0.754x
`a % 7 (literal) (int32)`	int32	100,000	0.6402 ms	not_measured	managed	0.605x
`a % 7 (literal) (int32)`	int32	10,000,000	50.8428 ms	not_measured	managed	0.872x
`a % 7 (literal) (int64)`	int64	1,000	0.00415 ms	not_measured	managed	0.849x
`a % 7 (literal) (int64)`	int64	100,000	0.6463 ms	not_measured	managed	0.603x
`a % 7 (literal) (int64)`	int64	10,000,000	69.8825 ms	not_measured	managed	0.701x
`a % b (element-wise) (float32)`	float32	1,000	0.01114 ms	not_measured	managed	1.024x
`a % b (element-wise) (float32)`	float32	100,000	0.9699 ms	not_measured	managed	1.515x
`a % b (element-wise) (float32)`	float32	10,000,000	152.4525 ms	not_measured	managed	1.026x
`a % b (element-wise) (float64)`	float64	1,000	0.00882 ms	not_measured	managed	1.134x
`a % b (element-wise) (float64)`	float64	100,000	1.3926 ms	not_measured	managed	0.896x
`a % b (element-wise) (float64)`	float64	10,000,000	146.7164 ms	not_measured	managed	0.932x
`a % b (element-wise) (int32)`	int32	1,000	0.00150 ms	not_measured	managed	1.002x
`a % b (element-wise) (int32)`	int32	100,000	0.5231 ms	not_measured	managed	0.685x
`a % b (element-wise) (int32)`	int32	10,000,000	59.8805 ms	not_measured	managed	0.702x
`a % b (element-wise) (int64)`	int64	1,000	0.00260 ms	not_measured	managed	1.186x
`a % b (element-wise) (int64)`	int64	100,000	0.5885 ms	not_measured	managed	0.612x
`a % b (element-wise) (int64)`	int64	10,000,000	65.1822 ms	not_measured	managed	0.722x
`a * 2 (literal) (complex128)`	complex128	1,000	0.00411 ms	not_measured	managed	0.217x
`a * 2 (literal) (complex128)`	complex128	100,000	0.08073 ms	not_measured	managed	3.371x
`a * 2 (literal) (complex128)`	complex128	10,000,000	33.4829 ms	not_measured	managed	0.920x
`a * 2 (literal) (float16)`	float16	1,000	0.00924 ms	not_measured	managed	0.369x
`a * 2 (literal) (float16)`	float16	100,000	0.8924 ms	not_measured	managed	0.307x
`a * 2 (literal) (float16)`	float16	10,000,000	47.7110 ms	not_measured	managed	0.629x
`a * 2 (literal) (float32)`	float32	1,000	0.00231 ms	not_measured	managed	0.289x
`a * 2 (literal) (float32)`	float32	100,000	0.02448 ms	not_measured	managed	0.251x
`a * 2 (literal) (float32)`	float32	10,000,000	7.8071 ms	not_measured	managed	0.950x
`a * 2 (literal) (float64)`	float64	1,000	0.00279 ms	not_measured	managed	0.270x
`a * 2 (literal) (float64)`	float64	100,000	0.04459 ms	not_measured	managed	0.251x
`a * 2 (literal) (float64)`	float64	10,000,000	16.0587 ms	not_measured	managed	1.030x
`a * 2 (literal) (int16)`	int16	1,000	0.00180 ms	not_measured	managed	0.468x
`a * 2 (literal) (int16)`	int16	100,000	0.01318 ms	not_measured	managed	1.632x
`a * 2 (literal) (int16)`	int16	10,000,000	4.0001 ms	not_measured	managed	1.031x
`a * 2 (literal) (int32)`	int32	1,000	0.00166 ms	not_measured	managed	0.511x
`a * 2 (literal) (int32)`	int32	100,000	0.01458 ms	not_measured	managed	1.479x
`a * 2 (literal) (int32)`	int32	10,000,000	8.2981 ms	not_measured	managed	0.883x
`a * 2 (literal) (int64)`	int64	1,000	0.00309 ms	not_measured	managed	0.266x
`a * 2 (literal) (int64)`	int64	100,000	0.05062 ms	not_measured	managed	0.426x
`a * 2 (literal) (int64)`	int64	10,000,000	20.2444 ms	not_measured	managed	0.732x
`a * 2 (literal) (int8)`	int8	1,000	0.00154 ms	not_measured	managed	0.514x
`a * 2 (literal) (int8)`	int8	100,000	0.00739 ms	not_measured	managed	2.907x
`a * 2 (literal) (int8)`	int8	10,000,000	1.4678 ms	not_measured	managed	2.012x
`a * 2 (literal) (uint16)`	uint16	1,000	0.00193 ms	not_measured	managed	0.437x
`a * 2 (literal) (uint16)`	uint16	100,000	0.01274 ms	not_measured	managed	1.690x
`a * 2 (literal) (uint16)`	uint16	10,000,000	4.0370 ms	not_measured	managed	1.047x
`a * 2 (literal) (uint32)`	uint32	1,000	0.00252 ms	not_measured	managed	0.336x
`a * 2 (literal) (uint32)`	uint32	100,000	0.02378 ms	not_measured	managed	0.909x
`a * 2 (literal) (uint32)`	uint32	10,000,000	5.1610 ms	not_measured	managed	1.408x
`a * 2 (literal) (uint64)`	uint64	1,000	0.00304 ms	not_measured	managed	0.276x
`a * 2 (literal) (uint64)`	uint64	100,000	0.05315 ms	not_measured	managed	0.406x
`a * 2 (literal) (uint64)`	uint64	10,000,000	12.7058 ms	not_measured	managed	1.126x
`a * 2 (literal) (uint8)`	uint8	1,000	0.00171 ms	not_measured	managed	0.464x
`a * 2 (literal) (uint8)`	uint8	100,000	0.01166 ms	not_measured	managed	1.845x
`a * 2 (literal) (uint8)`	uint8	10,000,000	1.4531 ms	not_measured	managed	2.120x
`a * a (square) (complex128)`	complex128	1,000	0.00207 ms	not_measured	managed	0.316x
`a * a (square) (complex128)`	complex128	100,000	0.1429 ms	not_measured	managed	1.869x
`a * a (square) (complex128)`	complex128	10,000,000	25.3390 ms	not_measured	managed	1.819x
`a * a (square) (float16)`	float16	1,000	0.00932 ms	not_measured	managed	0.334x
`a * a (square) (float16)`	float16	100,000	0.6984 ms	not_measured	managed	0.394x
`a * a (square) (float16)`	float16	10,000,000	46.9751 ms	not_measured	managed	0.639x
`a * a (square) (float32)`	float32	1,000	0.000965 ms	not_measured	managed	0.409x
`a * a (square) (float32)`	float32	100,000	0.01976 ms	not_measured	managed	0.298x
`a * a (square) (float32)`	float32	10,000,000	9.0679 ms	not_measured	managed	0.825x
`a * a (square) (float64)`	float64	1,000	0.00115 ms	not_measured	managed	0.400x
`a * a (square) (float64)`	float64	100,000	0.03970 ms	not_measured	managed	0.278x
`a * a (square) (float64)`	float64	10,000,000	19.7716 ms	not_measured	managed	0.793x
`a * a (square) (int16)`	int16	1,000	0.000799 ms	not_measured	managed	0.791x
`a * a (square) (int16)`	int16	100,000	0.01019 ms	not_measured	managed	2.669x
`a * a (square) (int16)`	int16	10,000,000	4.1413 ms	not_measured	managed	1.136x
`a * a (square) (int32)`	int32	1,000	0.000649 ms	not_measured	managed	0.978x
`a * a (square) (int32)`	int32	100,000	0.02093 ms	not_measured	managed	1.319x
`a * a (square) (int32)`	int32	10,000,000	9.0931 ms	not_measured	managed	0.851x
`a * a (square) (int64)`	int64	1,000	0.00128 ms	not_measured	managed	0.496x
`a * a (square) (int64)`	int64	100,000	0.05132 ms	not_measured	managed	0.535x
`a * a (square) (int64)`	int64	10,000,000	20.5913 ms	not_measured	managed	0.695x
`a * a (square) (int8)`	int8	1,000	0.000672 ms	not_measured	managed	0.884x
`a * a (square) (int8)`	int8	100,000	0.01199 ms	not_measured	managed	2.266x
`a * a (square) (int8)`	int8	10,000,000	0.9485 ms	not_measured	managed	3.804x
`a * a (square) (uint16)`	uint16	1,000	0.000574 ms	not_measured	managed	1.098x
`a * a (square) (uint16)`	uint16	100,000	0.00791 ms	not_measured	managed	3.443x
`a * a (square) (uint16)`	uint16	10,000,000	4.1290 ms	not_measured	managed	1.102x
`a * a (square) (uint32)`	uint32	1,000	0.000995 ms	not_measured	managed	0.637x
`a * a (square) (uint32)`	uint32	100,000	0.02015 ms	not_measured	managed	1.364x
`a * a (square) (uint32)`	uint32	10,000,000	8.0365 ms	not_measured	managed	0.926x
`a * a (square) (uint64)`	uint64	1,000	0.00128 ms	not_measured	managed	0.503x
`a * a (square) (uint64)`	uint64	100,000	0.05053 ms	not_measured	managed	0.546x
`a * a (square) (uint64)`	uint64	10,000,000	19.9650 ms	not_measured	managed	0.727x
`a * a (square) (uint8)`	uint8	1,000	0.000588 ms	not_measured	managed	1.007x
`a * a (square) (uint8)`	uint8	100,000	0.01207 ms	not_measured	managed	2.249x
`a * a (square) (uint8)`	uint8	10,000,000	0.8752 ms	not_measured	managed	4.090x
`a * b (element-wise) (complex128)`	complex128	1,000	0.00132 ms	not_measured	managed	0.540x
`a * b (element-wise) (complex128)`	complex128	100,000	0.1625 ms	not_measured	managed	1.695x
`a * b (element-wise) (complex128)`	complex128	10,000,000	54.6724 ms	not_measured	managed	0.596x
`a * b (element-wise) (float16)`	float16	1,000	0.00934 ms	not_measured	managed	0.334x
`a * b (element-wise) (float16)`	float16	100,000	0.8987 ms	not_measured	managed	0.305x
`a * b (element-wise) (float16)`	float16	10,000,000	47.4989 ms	not_measured	managed	0.633x
`a * b (element-wise) (float32)`	float32	1,000	0.000975 ms	not_measured	managed	0.403x
`a * b (element-wise) (float32)`	float32	100,000	0.02182 ms	not_measured	managed	0.307x
`a * b (element-wise) (float32)`	float32	10,000,000	3.8564 ms	not_measured	managed	2.089x
`a * b (element-wise) (float64)`	float64	1,000	0.00130 ms	not_measured	managed	0.369x
`a * b (element-wise) (float64)`	float64	100,000	0.05036 ms	not_measured	managed	0.449x
`a * b (element-wise) (float64)`	float64	10,000,000	24.7745 ms	not_measured	managed	0.675x
`a * b (element-wise) (int16)`	int16	1,000	0.000815 ms	not_measured	managed	0.777x
`a * b (element-wise) (int16)`	int16	100,000	0.01191 ms	not_measured	managed	2.285x
`a * b (element-wise) (int16)`	int16	10,000,000	5.8352 ms	not_measured	managed	0.823x
`a * b (element-wise) (int32)`	int32	1,000	0.00100 ms	not_measured	managed	0.639x
`a * b (element-wise) (int32)`	int32	100,000	0.02261 ms	not_measured	managed	1.224x
`a * b (element-wise) (int32)`	int32	10,000,000	10.6306 ms	not_measured	managed	0.792x
`a * b (element-wise) (int64)`	int64	1,000	0.00134 ms	not_measured	managed	0.480x
`a * b (element-wise) (int64)`	int64	100,000	0.05250 ms	not_measured	managed	0.571x
`a * b (element-wise) (int64)`	int64	10,000,000	28.0430 ms	not_measured	managed	0.578x
`a * b (element-wise) (int8)`	int8	1,000	0.000633 ms	not_measured	managed	0.945x
`a * b (element-wise) (int8)`	int8	100,000	0.01203 ms	not_measured	managed	2.262x
`a * b (element-wise) (int8)`	int8	10,000,000	2.1103 ms	not_measured	managed	1.713x
`a * b (element-wise) (uint16)`	uint16	1,000	0.000578 ms	not_measured	managed	1.102x
`a * b (element-wise) (uint16)`	uint16	100,000	0.01476 ms	not_measured	managed	1.844x
`a * b (element-wise) (uint16)`	uint16	10,000,000	2.7882 ms	not_measured	managed	1.742x
`a * b (element-wise) (uint32)`	uint32	1,000	0.000836 ms	not_measured	managed	0.766x
`a * b (element-wise) (uint32)`	uint32	100,000	0.02486 ms	not_measured	managed	1.106x
`a * b (element-wise) (uint32)`	uint32	10,000,000	10.5750 ms	not_measured	managed	0.784x
`a * b (element-wise) (uint64)`	uint64	1,000	0.00105 ms	not_measured	managed	0.613x
`a * b (element-wise) (uint64)`	uint64	100,000	0.03653 ms	not_measured	managed	0.850x
`a * b (element-wise) (uint64)`	uint64	10,000,000	26.6576 ms	not_measured	managed	0.600x
`a * b (element-wise) (uint8)`	uint8	1,000	0.000669 ms	not_measured	managed	0.891x
`a * b (element-wise) (uint8)`	uint8	100,000	0.01201 ms	not_measured	managed	2.264x
`a * b (element-wise) (uint8)`	uint8	10,000,000	2.2242 ms	not_measured	managed	1.627x
`a * scalar (complex128)`	complex128	1,000	0.00115 ms	not_measured	managed	0.641x
`a * scalar (complex128)`	complex128	100,000	0.09357 ms	not_measured	managed	2.897x
`a * scalar (complex128)`	complex128	10,000,000	40.4289 ms	not_measured	managed	0.935x
`a * scalar (float16)`	float16	1,000	0.00787 ms	not_measured	managed	0.415x
`a * scalar (float16)`	float16	100,000	0.6890 ms	not_measured	managed	0.398x
`a * scalar (float16)`	float16	10,000,000	86.5691 ms	not_measured	managed	0.349x
`a * scalar (float32)`	float32	1,000	0.000998 ms	not_measured	managed	0.524x
`a * scalar (float32)`	float32	100,000	0.01912 ms	not_measured	managed	0.303x
`a * scalar (float32)`	float32	10,000,000	8.5938 ms	not_measured	managed	0.865x
`a * scalar (float64)`	float64	1,000	0.000745 ms	not_measured	managed	0.819x
`a * scalar (float64)`	float64	100,000	0.03913 ms	not_measured	managed	0.291x
`a * scalar (float64)`	float64	10,000,000	13.0329 ms	not_measured	managed	1.192x
`a * scalar (int16)`	int16	1,000	0.000841 ms	not_measured	managed	0.853x
`a * scalar (int16)`	int16	100,000	0.01065 ms	not_measured	managed	2.007x
`a * scalar (int16)`	int16	10,000,000	4.1542 ms	not_measured	managed	0.998x
`a * scalar (int32)`	int32	1,000	0.000974 ms	not_measured	managed	0.747x
`a * scalar (int32)`	int32	100,000	0.02078 ms	not_measured	managed	1.032x
`a * scalar (int32)`	int32	10,000,000	8.5824 ms	not_measured	managed	0.863x
`a * scalar (int64)`	int64	1,000	0.000957 ms	not_measured	managed	0.763x
`a * scalar (int64)`	int64	100,000	0.05028 ms	not_measured	managed	0.427x
`a * scalar (int64)`	int64	10,000,000	20.1884 ms	not_measured	managed	0.734x
`a * scalar (int8)`	int8	1,000	0.000394 ms	not_measured	managed	1.766x
`a * scalar (int8)`	int8	100,000	0.00614 ms	not_measured	managed	3.474x
`a * scalar (int8)`	int8	10,000,000	1.4580 ms	not_measured	managed	2.037x
`a * scalar (uint16)`	uint16	1,000	0.000795 ms	not_measured	managed	0.933x
`a * scalar (uint16)`	uint16	100,000	0.00710 ms	not_measured	managed	3.013x
`a * scalar (uint16)`	uint16	10,000,000	2.6109 ms	not_measured	managed	1.575x
`a * scalar (uint32)`	uint32	1,000	0.000998 ms	not_measured	managed	0.728x
`a * scalar (uint32)`	uint32	100,000	0.01897 ms	not_measured	managed	1.131x
`a * scalar (uint32)`	uint32	10,000,000	7.5419 ms	not_measured	managed	0.972x
`a * scalar (uint64)`	uint64	1,000	0.00113 ms	not_measured	managed	0.653x
`a * scalar (uint64)`	uint64	100,000	0.04655 ms	not_measured	managed	0.460x
`a * scalar (uint64)`	uint64	10,000,000	15.7007 ms	not_measured	managed	0.935x
`a * scalar (uint8)`	uint8	1,000	0.000586 ms	not_measured	managed	1.172x
`a * scalar (uint8)`	uint8	100,000	0.00978 ms	not_measured	managed	2.185x
`a * scalar (uint8)`	uint8	10,000,000	0.8741 ms	not_measured	managed	3.559x
`a + 5 (literal) (complex128)`	complex128	1,000	0.00394 ms	not_measured	managed	0.223x
`a + 5 (literal) (complex128)`	complex128	100,000	0.07669 ms	not_measured	managed	3.566x
`a + 5 (literal) (complex128)`	complex128	10,000,000	33.7302 ms	not_measured	managed	1.021x
`a + 5 (literal) (float16)`	float16	1,000	0.00721 ms	not_measured	managed	0.472x
`a + 5 (literal) (float16)`	float16	100,000	0.8935 ms	not_measured	managed	0.307x
`a + 5 (literal) (float16)`	float16	10,000,000	89.0967 ms	not_measured	managed	0.336x
`a + 5 (literal) (float32)`	float32	1,000	0.00203 ms	not_measured	managed	0.327x
`a + 5 (literal) (float32)`	float32	100,000	0.02287 ms	not_measured	managed	0.275x
`a + 5 (literal) (float32)`	float32	10,000,000	8.7239 ms	not_measured	managed	0.863x
`a + 5 (literal) (float64)`	float64	1,000	0.00299 ms	not_measured	managed	0.251x
`a + 5 (literal) (float64)`	float64	100,000	0.05331 ms	not_measured	managed	0.211x
`a + 5 (literal) (float64)`	float64	10,000,000	18.0864 ms	not_measured	managed	0.856x
`a + 5 (literal) (int16)`	int16	1,000	0.00149 ms	not_measured	managed	0.580x
`a + 5 (literal) (int16)`	int16	100,000	0.01363 ms	not_measured	managed	1.746x
`a + 5 (literal) (int16)`	int16	10,000,000	4.0588 ms	not_measured	managed	1.068x
`a + 5 (literal) (int32)`	int32	1,000	0.00154 ms	not_measured	managed	0.561x
`a + 5 (literal) (int32)`	int32	100,000	0.02196 ms	not_measured	managed	1.079x
`a + 5 (literal) (int32)`	int32	10,000,000	8.5751 ms	not_measured	managed	0.884x
`a + 5 (literal) (int64)`	int64	1,000	0.00308 ms	not_measured	managed	0.272x
`a + 5 (literal) (int64)`	int64	100,000	0.02935 ms	not_measured	managed	0.794x
`a + 5 (literal) (int64)`	int64	10,000,000	18.9702 ms	not_measured	managed	0.759x
`a + 5 (literal) (int8)`	int8	1,000	0.00154 ms	not_measured	managed	0.533x
`a + 5 (literal) (int8)`	int8	100,000	0.00807 ms	not_measured	managed	2.928x
`a + 5 (literal) (int8)`	int8	10,000,000	1.2911 ms	not_measured	managed	2.545x
`a + 5 (literal) (uint16)`	uint16	1,000	0.00115 ms	not_measured	managed	0.760x
`a + 5 (literal) (uint16)`	uint16	100,000	0.01296 ms	not_measured	managed	1.838x
`a + 5 (literal) (uint16)`	uint16	10,000,000	3.9975 ms	not_measured	managed	1.122x
`a + 5 (literal) (uint32)`	uint32	1,000	0.00160 ms	not_measured	managed	0.542x
`a + 5 (literal) (uint32)`	uint32	100,000	0.02313 ms	not_measured	managed	1.005x
`a + 5 (literal) (uint32)`	uint32	10,000,000	7.5789 ms	not_measured	managed	0.972x
`a + 5 (literal) (uint64)`	uint64	1,000	0.00310 ms	not_measured	managed	0.280x
`a + 5 (literal) (uint64)`	uint64	100,000	0.04706 ms	not_measured	managed	0.495x
`a + 5 (literal) (uint64)`	uint64	10,000,000	19.4564 ms	not_measured	managed	0.737x
`a + 5 (literal) (uint8)`	uint8	1,000	0.00165 ms	not_measured	managed	0.497x
`a + 5 (literal) (uint8)`	uint8	100,000	0.00496 ms	not_measured	managed	4.766x
`a + 5 (literal) (uint8)`	uint8	10,000,000	0.9434 ms	not_measured	managed	3.443x
`a + b (element-wise) (complex128)`	complex128	1,000	0.00121 ms	not_measured	managed	0.536x
`a + b (element-wise) (complex128)`	complex128	100,000	0.09772 ms	not_measured	managed	2.858x
`a + b (element-wise) (complex128)`	complex128	10,000,000	55.7208 ms	not_measured	managed	0.603x
`a + b (element-wise) (float16)`	float16	1,000	0.00477 ms	not_measured	managed	0.653x
`a + b (element-wise) (float16)`	float16	100,000	0.8984 ms	not_measured	managed	0.306x
`a + b (element-wise) (float16)`	float16	10,000,000	79.7439 ms	not_measured	managed	0.375x
`a + b (element-wise) (float32)`	float32	1,000	0.000816 ms	not_measured	managed	0.488x
`a + b (element-wise) (float32)`	float32	100,000	0.02087 ms	not_measured	managed	0.320x
`a + b (element-wise) (float32)`	float32	10,000,000	10.7335 ms	not_measured	managed	0.758x
`a + b (element-wise) (float64)`	float64	1,000	0.00135 ms	not_measured	managed	0.352x
`a + b (element-wise) (float64)`	float64	100,000	0.04332 ms	not_measured	managed	0.527x
`a + b (element-wise) (float64)`	float64	10,000,000	14.0488 ms	not_measured	managed	1.144x
`a + b (element-wise) (int16)`	int16	1,000	0.000810 ms	not_measured	managed	0.794x
`a + b (element-wise) (int16)`	int16	100,000	0.01135 ms	not_measured	managed	2.492x
`a + b (element-wise) (int16)`	int16	10,000,000	5.7790 ms	not_measured	managed	0.845x
`a + b (element-wise) (int32)`	int32	1,000	0.00101 ms	not_measured	managed	0.640x
`a + b (element-wise) (int32)`	int32	100,000	0.02150 ms	not_measured	managed	1.321x
`a + b (element-wise) (int32)`	int32	10,000,000	3.9639 ms	not_measured	managed	2.009x
`a + b (element-wise) (int64)`	int64	1,000	0.00141 ms	not_measured	managed	0.464x
`a + b (element-wise) (int64)`	int64	100,000	0.04430 ms	not_measured	managed	0.688x
`a + b (element-wise) (int64)`	int64	10,000,000	25.1668 ms	not_measured	managed	0.641x
`a + b (element-wise) (int8)`	int8	1,000	0.000659 ms	not_measured	managed	0.923x
`a + b (element-wise) (int8)`	int8	100,000	0.00392 ms	not_measured	managed	7.230x
`a + b (element-wise) (int8)`	int8	10,000,000	1.8811 ms	not_measured	managed	1.997x
`a + b (element-wise) (uint16)`	uint16	1,000	0.000729 ms	not_measured	managed	0.908x
`a + b (element-wise) (uint16)`	uint16	100,000	0.01289 ms	not_measured	managed	2.198x
`a + b (element-wise) (uint16)`	uint16	10,000,000	2.7537 ms	not_measured	managed	1.774x
`a + b (element-wise) (uint32)`	uint32	1,000	0.000952 ms	not_measured	managed	0.681x
`a + b (element-wise) (uint32)`	uint32	100,000	0.02154 ms	not_measured	managed	1.315x
`a + b (element-wise) (uint32)`	uint32	10,000,000	10.6328 ms	not_measured	managed	0.764x
`a + b (element-wise) (uint64)`	uint64	1,000	0.000791 ms	not_measured	managed	0.827x
`a + b (element-wise) (uint64)`	uint64	100,000	0.04472 ms	not_measured	managed	0.721x
`a + b (element-wise) (uint64)`	uint64	10,000,000	13.6523 ms	not_measured	managed	1.202x
`a + b (element-wise) (uint8)`	uint8	1,000	0.000664 ms	not_measured	managed	0.919x
`a + b (element-wise) (uint8)`	uint8	100,000	0.00624 ms	not_measured	managed	4.543x
`a + b (element-wise) (uint8)`	uint8	10,000,000	1.9933 ms	not_measured	managed	1.874x
`a + scalar (complex128)`	complex128	1,000	0.00128 ms	not_measured	managed	0.566x
`a + scalar (complex128)`	complex128	100,000	0.1231 ms	not_measured	managed	2.243x
`a + scalar (complex128)`	complex128	10,000,000	38.5555 ms	not_measured	managed	0.812x
`a + scalar (float16)`	float16	1,000	0.00928 ms	not_measured	managed	0.351x
`a + scalar (float16)`	float16	100,000	0.8900 ms	not_measured	managed	0.308x
`a + scalar (float16)`	float16	10,000,000	79.7548 ms	not_measured	managed	0.376x
`a + scalar (float32)`	float32	1,000	0.000961 ms	not_measured	managed	0.542x
`a + scalar (float32)`	float32	100,000	0.01295 ms	not_measured	managed	0.474x
`a + scalar (float32)`	float32	10,000,000	8.4829 ms	not_measured	managed	0.871x
`a + scalar (float64)`	float64	1,000	0.000811 ms	not_measured	managed	0.744x
`a + scalar (float64)`	float64	100,000	0.04105 ms	not_measured	managed	0.276x
`a + scalar (float64)`	float64	10,000,000	18.9922 ms	not_measured	managed	0.812x
`a + scalar (int16)`	int16	1,000	0.000845 ms	not_measured	managed	0.877x
`a + scalar (int16)`	int16	100,000	0.01058 ms	not_measured	managed	2.241x
`a + scalar (int16)`	int16	10,000,000	3.3020 ms	not_measured	managed	1.294x
`a + scalar (int32)`	int32	1,000	0.000966 ms	not_measured	managed	0.780x
`a + scalar (int32)`	int32	100,000	0.02019 ms	not_measured	managed	1.156x
`a + scalar (int32)`	int32	10,000,000	8.5689 ms	not_measured	managed	0.876x
`a + scalar (int64)`	int64	1,000	0.00135 ms	not_measured	managed	0.558x
`a + scalar (int64)`	int64	100,000	0.02592 ms	not_measured	managed	0.899x
`a + scalar (int64)`	int64	10,000,000	18.9620 ms	not_measured	managed	0.772x
`a + scalar (int8)`	int8	1,000	0.000555 ms	not_measured	managed	1.295x
`a + scalar (int8)`	int8	100,000	0.00376 ms	not_measured	managed	6.250x
`a + scalar (int8)`	int8	10,000,000	1.3020 ms	not_measured	managed	2.535x
`a + scalar (uint16)`	uint16	1,000	0.000813 ms	not_measured	managed	0.932x
`a + scalar (uint16)`	uint16	100,000	0.01106 ms	not_measured	managed	2.142x
`a + scalar (uint16)`	uint16	10,000,000	3.9456 ms	not_measured	managed	1.125x
`a + scalar (uint32)`	uint32	1,000	0.000629 ms	not_measured	managed	1.191x
`a + scalar (uint32)`	uint32	100,000	0.01345 ms	not_measured	managed	1.717x
`a + scalar (uint32)`	uint32	10,000,000	7.5251 ms	not_measured	managed	0.979x
`a + scalar (uint64)`	uint64	1,000	0.00131 ms	not_measured	managed	0.581x
`a + scalar (uint64)`	uint64	100,000	0.04023 ms	not_measured	managed	0.575x
`a + scalar (uint64)`	uint64	10,000,000	19.0081 ms	not_measured	managed	0.772x
`a + scalar (uint8)`	uint8	1,000	0.000412 ms	not_measured	managed	1.772x
`a + scalar (uint8)`	uint8	100,000	0.00568 ms	not_measured	managed	4.136x
`a + scalar (uint8)`	uint8	10,000,000	1.3246 ms	not_measured	managed	2.439x
`a - b (element-wise) (complex128)`	complex128	1,000	0.00171 ms	not_measured	managed	0.381x
`a - b (element-wise) (complex128)`	complex128	100,000	0.09995 ms	not_measured	managed	2.781x
`a - b (element-wise) (complex128)`	complex128	10,000,000	55.4683 ms	not_measured	managed	0.632x
`a - b (element-wise) (float16)`	float16	1,000	0.00688 ms	not_measured	managed	0.471x
`a - b (element-wise) (float16)`	float16	100,000	0.8616 ms	not_measured	managed	0.318x
`a - b (element-wise) (float16)`	float16	10,000,000	90.4369 ms	not_measured	managed	0.331x
`a - b (element-wise) (float32)`	float32	1,000	0.00105 ms	not_measured	managed	0.378x
`a - b (element-wise) (float32)`	float32	100,000	0.02275 ms	not_measured	managed	0.294x
`a - b (element-wise) (float32)`	float32	10,000,000	5.5119 ms	not_measured	managed	1.446x
`a - b (element-wise) (float64)`	float64	1,000	0.00147 ms	not_measured	managed	0.325x
`a - b (element-wise) (float64)`	float64	100,000	0.04270 ms	not_measured	managed	0.535x
`a - b (element-wise) (float64)`	float64	10,000,000	13.7704 ms	not_measured	managed	1.170x
`a - b (element-wise) (int16)`	int16	1,000	0.000698 ms	not_measured	managed	0.924x
`a - b (element-wise) (int16)`	int16	100,000	0.00806 ms	not_measured	managed	3.510x
`a - b (element-wise) (int16)`	int16	10,000,000	3.0036 ms	not_measured	managed	1.639x
`a - b (element-wise) (int32)`	int32	1,000	0.000838 ms	not_measured	managed	0.764x
`a - b (element-wise) (int32)`	int32	100,000	0.02264 ms	not_measured	managed	1.260x
`a - b (element-wise) (int32)`	int32	10,000,000	7.0050 ms	not_measured	managed	1.175x
`a - b (element-wise) (int64)`	int64	1,000	0.00149 ms	not_measured	managed	0.439x
`a - b (element-wise) (int64)`	int64	100,000	0.04770 ms	not_measured	managed	0.639x
`a - b (element-wise) (int64)`	int64	10,000,000	14.6999 ms	not_measured	managed	1.077x
`a - b (element-wise) (int8)`	int8	1,000	0.000647 ms	not_measured	managed	0.937x
`a - b (element-wise) (int8)`	int8	100,000	0.00636 ms	not_measured	managed	4.460x
`a - b (element-wise) (int8)`	int8	10,000,000	1.5752 ms	not_measured	managed	2.369x
`a - b (element-wise) (uint16)`	uint16	1,000	0.000608 ms	not_measured	managed	1.053x
`a - b (element-wise) (uint16)`	uint16	100,000	0.01196 ms	not_measured	managed	2.372x
`a - b (element-wise) (uint16)`	uint16	10,000,000	3.7467 ms	not_measured	managed	1.352x
`a - b (element-wise) (uint32)`	uint32	1,000	0.000845 ms	not_measured	managed	0.761x
`a - b (element-wise) (uint32)`	uint32	100,000	0.02220 ms	not_measured	managed	1.279x
`a - b (element-wise) (uint32)`	uint32	10,000,000	10.6071 ms	not_measured	managed	0.788x
`a - b (element-wise) (uint64)`	uint64	1,000	0.00135 ms	not_measured	managed	0.475x
`a - b (element-wise) (uint64)`	uint64	100,000	0.04562 ms	not_measured	managed	0.711x
`a - b (element-wise) (uint64)`	uint64	10,000,000	13.9404 ms	not_measured	managed	1.135x
`a - b (element-wise) (uint8)`	uint8	1,000	0.000690 ms	not_measured	managed	0.880x
`a - b (element-wise) (uint8)`	uint8	100,000	0.00577 ms	not_measured	managed	4.914x
`a - b (element-wise) (uint8)`	uint8	10,000,000	1.2518 ms	not_measured	managed	2.976x
`a - scalar (complex128)`	complex128	1,000	0.00184 ms	not_measured	managed	0.391x
`a - scalar (complex128)`	complex128	100,000	0.07580 ms	not_measured	managed	3.642x
`a - scalar (complex128)`	complex128	10,000,000	26.7889 ms	not_measured	managed	1.162x
`a - scalar (float16)`	float16	1,000	0.00935 ms	not_measured	managed	0.349x
`a - scalar (float16)`	float16	100,000	0.4692 ms	not_measured	managed	0.585x
`a - scalar (float16)`	float16	10,000,000	45.9254 ms	not_measured	managed	0.651x
`a - scalar (float32)`	float32	1,000	0.000958 ms	not_measured	managed	0.547x
`a - scalar (float32)`	float32	100,000	0.02267 ms	not_measured	managed	0.257x
`a - scalar (float32)`	float32	10,000,000	5.0963 ms	not_measured	managed	1.499x
`a - scalar (float64)`	float64	1,000	0.00131 ms	not_measured	managed	0.458x
`a - scalar (float64)`	float64	100,000	0.02690 ms	not_measured	managed	0.421x
`a - scalar (float64)`	float64	10,000,000	12.9035 ms	not_measured	managed	1.216x
`a - scalar (int16)`	int16	1,000	0.000850 ms	not_measured	managed	0.873x
`a - scalar (int16)`	int16	100,000	0.01150 ms	not_measured	managed	2.007x
`a - scalar (int16)`	int16	10,000,000	2.5316 ms	not_measured	managed	1.697x
`a - scalar (int32)`	int32	1,000	0.00105 ms	not_measured	managed	0.711x
`a - scalar (int32)`	int32	100,000	0.01282 ms	not_measured	managed	1.815x
`a - scalar (int32)`	int32	10,000,000	5.1305 ms	not_measured	managed	1.481x
`a - scalar (int64)`	int64	1,000	0.000843 ms	not_measured	managed	0.885x
`a - scalar (int64)`	int64	100,000	0.02643 ms	not_measured	managed	0.915x
`a - scalar (int64)`	int64	10,000,000	13.0160 ms	not_measured	managed	1.112x
`a - scalar (int8)`	int8	1,000	0.000583 ms	not_measured	managed	1.226x
`a - scalar (int8)`	int8	100,000	0.00387 ms	not_measured	managed	5.969x
`a - scalar (int8)`	int8	10,000,000	1.0600 ms	not_measured	managed	3.078x
`a - scalar (uint16)`	uint16	1,000	0.000697 ms	not_measured	managed	1.088x
`a - scalar (uint16)`	uint16	100,000	0.00695 ms	not_measured	managed	3.326x
`a - scalar (uint16)`	uint16	10,000,000	4.4018 ms	not_measured	managed	0.980x
`a - scalar (uint32)`	uint32	1,000	0.00102 ms	not_measured	managed	0.736x
`a - scalar (uint32)`	uint32	100,000	0.01397 ms	not_measured	managed	1.663x
`a - scalar (uint32)`	uint32	10,000,000	3.3087 ms	not_measured	managed	2.217x
`a - scalar (uint64)`	uint64	1,000	0.00101 ms	not_measured	managed	0.748x
`a - scalar (uint64)`	uint64	100,000	0.04320 ms	not_measured	managed	0.552x
`a - scalar (uint64)`	uint64	10,000,000	12.9254 ms	not_measured	managed	1.125x
`a - scalar (uint8)`	uint8	1,000	0.000677 ms	not_measured	managed	1.053x
`a - scalar (uint8)`	uint8	100,000	0.00657 ms	not_measured	managed	3.515x
`a - scalar (uint8)`	uint8	10,000,000	0.9483 ms	not_measured	managed	3.478x
`a / b (element-wise) (float32)`	float32	1,000	0.00131 ms	not_measured	managed	0.347x
`a / b (element-wise) (float32)`	float32	100,000	0.06186 ms	not_measured	managed	0.195x
`a / b (element-wise) (float32)`	float32	10,000,000	3.9044 ms	not_measured	managed	2.039x
`a / b (element-wise) (float64)`	float64	1,000	0.00271 ms	not_measured	managed	0.264x
`a / b (element-wise) (float64)`	float64	100,000	0.1947 ms	not_measured	managed	0.192x
`a / b (element-wise) (float64)`	float64	10,000,000	14.3026 ms	not_measured	managed	1.110x
`a / b (element-wise) (int32)`	int32	1,000	0.00403 ms	not_measured	managed	0.407x
`a / b (element-wise) (int32)`	int32	100,000	0.08098 ms	not_measured	managed	1.014x
`a / b (element-wise) (int32)`	int32	10,000,000	13.5025 ms	not_measured	managed	1.439x
`a / b (element-wise) (int64)`	int64	1,000	0.00410 ms	not_measured	managed	0.386x
`a / b (element-wise) (int64)`	int64	100,000	0.08082 ms	not_measured	managed	0.937x
`a / b (element-wise) (int64)`	int64	10,000,000	15.6059 ms	not_measured	managed	1.429x
`a / scalar (float32)`	float32	1,000	0.00131 ms	not_measured	managed	0.448x
`a / scalar (float32)`	float32	100,000	0.06207 ms	not_measured	managed	0.193x
`a / scalar (float32)`	float32	10,000,000	8.7331 ms	not_measured	managed	0.879x
`a / scalar (float64)`	float64	1,000	0.00264 ms	not_measured	managed	0.318x
`a / scalar (float64)`	float64	100,000	0.1944 ms	not_measured	managed	0.191x
`a / scalar (float64)`	float64	10,000,000	23.6382 ms	not_measured	managed	0.646x
`a / scalar (int32)`	int32	1,000	0.00439 ms	not_measured	managed	0.341x
`a / scalar (int32)`	int32	100,000	0.1990 ms	not_measured	managed	0.304x
`a / scalar (int32)`	int32	10,000,000	23.6747 ms	not_measured	managed	0.686x
`a / scalar (int64)`	int64	1,000	0.00411 ms	not_measured	managed	0.366x
`a / scalar (int64)`	int64	100,000	0.1997 ms	not_measured	managed	0.285x
`a / scalar (int64)`	int64	10,000,000	14.2049 ms	not_measured	managed	1.259x
`np.add(a, b) (complex128)`	complex128	1,000	0.00153 ms	not_measured	managed	0.429x
`np.add(a, b) (complex128)`	complex128	100,000	0.1480 ms	not_measured	managed	1.899x
`np.add(a, b) (complex128)`	complex128	10,000,000	56.1526 ms	not_measured	managed	0.610x
`np.add(a, b) (float16)`	float16	1,000	0.00934 ms	not_measured	managed	0.334x
`np.add(a, b) (float16)`	float16	100,000	0.8964 ms	not_measured	managed	0.307x
`np.add(a, b) (float16)`	float16	10,000,000	89.9405 ms	not_measured	managed	0.333x
`np.add(a, b) (float32)`	float32	1,000	0.000586 ms	not_measured	managed	0.688x
`np.add(a, b) (float32)`	float32	100,000	0.02421 ms	not_measured	managed	0.275x
`np.add(a, b) (float32)`	float32	10,000,000	10.6598 ms	not_measured	managed	0.763x
`np.add(a, b) (float64)`	float64	1,000	0.00134 ms	not_measured	managed	0.358x
`np.add(a, b) (float64)`	float64	100,000	0.04250 ms	not_measured	managed	0.537x
`np.add(a, b) (float64)`	float64	10,000,000	13.7121 ms	not_measured	managed	1.176x
`np.add(a, b) (int16)`	int16	1,000	0.000822 ms	not_measured	managed	0.794x
`np.add(a, b) (int16)`	int16	100,000	0.00750 ms	not_measured	managed	3.770x
`np.add(a, b) (int16)`	int16	10,000,000	3.8714 ms	not_measured	managed	1.248x
`np.add(a, b) (int32)`	int32	1,000	0.000974 ms	not_measured	managed	0.672x
`np.add(a, b) (int32)`	int32	100,000	0.02262 ms	not_measured	managed	1.257x
`np.add(a, b) (int32)`	int32	10,000,000	4.6542 ms	not_measured	managed	1.740x
`np.add(a, b) (int64)`	int64	1,000	0.00135 ms	not_measured	managed	0.489x
`np.add(a, b) (int64)`	int64	100,000	0.04478 ms	not_measured	managed	0.683x
`np.add(a, b) (int64)`	int64	10,000,000	24.6353 ms	not_measured	managed	0.648x
`np.add(a, b) (int8)`	int8	1,000	0.000609 ms	not_measured	managed	1.026x
`np.add(a, b) (int8)`	int8	100,000	0.00609 ms	not_measured	managed	4.658x
`np.add(a, b) (int8)`	int8	10,000,000	1.8525 ms	not_measured	managed	2.044x
`np.add(a, b) (uint16)`	uint16	1,000	0.000799 ms	not_measured	managed	0.826x
`np.add(a, b) (uint16)`	uint16	100,000	0.01183 ms	not_measured	managed	2.396x
`np.add(a, b) (uint16)`	uint16	10,000,000	4.9108 ms	not_measured	managed	1.002x
`np.add(a, b) (uint32)`	uint32	1,000	0.00100 ms	not_measured	managed	0.655x
`np.add(a, b) (uint32)`	uint32	100,000	0.01442 ms	not_measured	managed	1.969x
`np.add(a, b) (uint32)`	uint32	10,000,000	3.8491 ms	not_measured	managed	2.089x
`np.add(a, b) (uint64)`	uint64	1,000	0.00136 ms	not_measured	managed	0.484x
`np.add(a, b) (uint64)`	uint64	100,000	0.04363 ms	not_measured	managed	0.743x
`np.add(a, b) (uint64)`	uint64	10,000,000	13.9017 ms	not_measured	managed	1.205x
`np.add(a, b) (uint8)`	uint8	1,000	0.000650 ms	not_measured	managed	0.972x
`np.add(a, b) (uint8)`	uint8	100,000	0.00404 ms	not_measured	managed	7.034x
`np.add(a, b) (uint8)`	uint8	10,000,000	1.9819 ms	not_measured	managed	1.882x
`np.divide(a, b) (float32)`	float32	1,000	0.00131 ms	not_measured	managed	0.354x
`np.divide(a, b) (float32)`	float32	100,000	0.06205 ms	not_measured	managed	0.191x
`np.divide(a, b) (float32)`	float32	10,000,000	3.9773 ms	not_measured	managed	2.027x
`np.divide(a, b) (float64)`	float64	1,000	0.00276 ms	not_measured	managed	0.260x
`np.divide(a, b) (float64)`	float64	100,000	0.1944 ms	not_measured	managed	0.193x
`np.divide(a, b) (float64)`	float64	10,000,000	13.9937 ms	not_measured	managed	1.135x
`np.divide(a, b) (int32)`	int32	1,000	0.00393 ms	not_measured	managed	0.417x
`np.divide(a, b) (int32)`	int32	100,000	0.1967 ms	not_measured	managed	0.418x
`np.divide(a, b) (int32)`	int32	10,000,000	23.9032 ms	not_measured	managed	0.815x
`np.divide(a, b) (int64)`	int64	1,000	0.00406 ms	not_measured	managed	0.388x
`np.divide(a, b) (int64)`	int64	100,000	0.1983 ms	not_measured	managed	0.382x
`np.divide(a, b) (int64)`	int64	10,000,000	18.8953 ms	not_measured	managed	1.179x
`np.floor_divide(a, b) (float32)`	float32	1,000	0.01095 ms	not_measured	managed	1.076x
`np.floor_divide(a, b) (float32)`	float32	100,000	1.5373 ms	not_measured	managed	0.963x
`np.floor_divide(a, b) (float32)`	float32	10,000,000	115.4708 ms	not_measured	managed	1.368x
`np.floor_divide(a, b) (float64)`	float64	1,000	0.00617 ms	not_measured	managed	1.600x
`np.floor_divide(a, b) (float64)`	float64	100,000	1.0549 ms	not_measured	managed	1.180x
`np.floor_divide(a, b) (float64)`	float64	10,000,000	141.2398 ms	not_measured	managed	0.973x
`np.floor_divide(a, b) (int32)`	int32	1,000	0.00230 ms	not_measured	managed	0.640x
`np.floor_divide(a, b) (int32)`	int32	100,000	0.6037 ms	not_measured	managed	0.597x
`np.floor_divide(a, b) (int32)`	int32	10,000,000	61.4808 ms	not_measured	managed	0.677x
`np.floor_divide(a, b) (int64)`	int64	1,000	0.00231 ms	not_measured	managed	0.941x
`np.floor_divide(a, b) (int64)`	int64	100,000	0.6008 ms	not_measured	managed	0.593x
`np.floor_divide(a, b) (int64)`	int64	10,000,000	67.3333 ms	not_measured	managed	0.695x
`np.mod(a, b) (float32)`	float32	1,000	0.00569 ms	not_measured	managed	2.037x
`np.mod(a, b) (float32)`	float32	100,000	1.5485 ms	not_measured	managed	0.950x
`np.mod(a, b) (float32)`	float32	10,000,000	130.1594 ms	not_measured	managed	1.198x
`np.mod(a, b) (float64)`	float64	1,000	0.00908 ms	not_measured	managed	1.107x
`np.mod(a, b) (float64)`	float64	100,000	0.9033 ms	not_measured	managed	1.378x
`np.mod(a, b) (float64)`	float64	10,000,000	127.0469 ms	not_measured	managed	1.079x
`np.mod(a, b) (int32)`	int32	1,000	0.00229 ms	not_measured	managed	0.693x
`np.mod(a, b) (int32)`	int32	100,000	0.5817 ms	not_measured	managed	0.616x
`np.mod(a, b) (int32)`	int32	10,000,000	51.7219 ms	not_measured	managed	0.812x
`np.mod(a, b) (int64)`	int64	1,000	0.00234 ms	not_measured	managed	1.331x
`np.mod(a, b) (int64)`	int64	100,000	0.5037 ms	not_measured	managed	0.713x
`np.mod(a, b) (int64)`	int64	10,000,000	65.6287 ms	not_measured	managed	0.718x
`np.multiply(a, b) (complex128)`	complex128	1,000	0.00212 ms	not_measured	managed	0.340x
`np.multiply(a, b) (complex128)`	complex128	100,000	0.1496 ms	not_measured	managed	1.842x
`np.multiply(a, b) (complex128)`	complex128	10,000,000	54.4428 ms	not_measured	managed	0.612x
`np.multiply(a, b) (float16)`	float16	1,000	0.00934 ms	not_measured	managed	0.334x
`np.multiply(a, b) (float16)`	float16	100,000	0.8964 ms	not_measured	managed	0.306x
`np.multiply(a, b) (float16)`	float16	10,000,000	79.3706 ms	not_measured	managed	0.379x
`np.multiply(a, b) (float32)`	float32	1,000	0.000625 ms	not_measured	managed	0.642x
`np.multiply(a, b) (float32)`	float32	100,000	0.02138 ms	not_measured	managed	0.314x
`np.multiply(a, b) (float32)`	float32	10,000,000	10.6156 ms	not_measured	managed	0.791x
`np.multiply(a, b) (float64)`	float64	1,000	0.00126 ms	not_measured	managed	0.385x
`np.multiply(a, b) (float64)`	float64	100,000	0.04704 ms	not_measured	managed	0.482x
`np.multiply(a, b) (float64)`	float64	10,000,000	16.6765 ms	not_measured	managed	0.973x
`np.multiply(a, b) (int16)`	int16	1,000	0.000569 ms	not_measured	managed	1.127x
`np.multiply(a, b) (int16)`	int16	100,000	0.01196 ms	not_measured	managed	2.276x
`np.multiply(a, b) (int16)`	int16	10,000,000	5.8190 ms	not_measured	managed	0.822x
`np.multiply(a, b) (int32)`	int32	1,000	0.000977 ms	not_measured	managed	0.662x
`np.multiply(a, b) (int32)`	int32	100,000	0.02286 ms	not_measured	managed	1.217x
`np.multiply(a, b) (int32)`	int32	10,000,000	3.9227 ms	not_measured	managed	2.153x
`np.multiply(a, b) (int64)`	int64	1,000	0.00111 ms	not_measured	managed	0.586x
`np.multiply(a, b) (int64)`	int64	100,000	0.05461 ms	not_measured	managed	0.549x
`np.multiply(a, b) (int64)`	int64	10,000,000	28.0939 ms	not_measured	managed	0.578x
`np.multiply(a, b) (int8)`	int8	1,000	0.000648 ms	not_measured	managed	0.954x
`np.multiply(a, b) (int8)`	int8	100,000	0.00564 ms	not_measured	managed	4.825x
`np.multiply(a, b) (int8)`	int8	10,000,000	1.9758 ms	not_measured	managed	1.828x
`np.multiply(a, b) (uint16)`	uint16	1,000	0.000617 ms	not_measured	managed	1.057x
`np.multiply(a, b) (uint16)`	uint16	100,000	0.01357 ms	not_measured	managed	2.005x
`np.multiply(a, b) (uint16)`	uint16	10,000,000	5.7998 ms	not_measured	managed	0.832x
`np.multiply(a, b) (uint32)`	uint32	1,000	0.000654 ms	not_measured	managed	0.992x
`np.multiply(a, b) (uint32)`	uint32	100,000	0.02396 ms	not_measured	managed	1.152x
`np.multiply(a, b) (uint32)`	uint32	10,000,000	10.7089 ms	not_measured	managed	0.754x
`np.multiply(a, b) (uint64)`	uint64	1,000	0.00131 ms	not_measured	managed	0.498x
`np.multiply(a, b) (uint64)`	uint64	100,000	0.05864 ms	not_measured	managed	0.528x
`np.multiply(a, b) (uint64)`	uint64	10,000,000	26.7197 ms	not_measured	managed	0.629x
`np.multiply(a, b) (uint8)`	uint8	1,000	0.000515 ms	not_measured	managed	1.196x
`np.multiply(a, b) (uint8)`	uint8	100,000	0.01205 ms	not_measured	managed	2.257x
`np.multiply(a, b) (uint8)`	uint8	10,000,000	2.1741 ms	not_measured	managed	1.665x
`np.subtract(a, b) (complex128)`	complex128	1,000	0.00203 ms	not_measured	managed	0.320x
`np.subtract(a, b) (complex128)`	complex128	100,000	0.1470 ms	not_measured	managed	1.891x
`np.subtract(a, b) (complex128)`	complex128	10,000,000	56.6760 ms	not_measured	managed	0.568x
`np.subtract(a, b) (float16)`	float16	1,000	0.00940 ms	not_measured	managed	0.342x
`np.subtract(a, b) (float16)`	float16	100,000	0.7848 ms	not_measured	managed	0.350x
`np.subtract(a, b) (float16)`	float16	10,000,000	84.7039 ms	not_measured	managed	0.355x
`np.subtract(a, b) (float32)`	float32	1,000	0.00102 ms	not_measured	managed	0.393x
`np.subtract(a, b) (float32)`	float32	100,000	0.02528 ms	not_measured	managed	0.264x
`np.subtract(a, b) (float32)`	float32	10,000,000	5.8430 ms	not_measured	managed	1.403x
`np.subtract(a, b) (float64)`	float64	1,000	0.00129 ms	not_measured	managed	0.372x
`np.subtract(a, b) (float64)`	float64	100,000	0.04746 ms	not_measured	managed	0.480x
`np.subtract(a, b) (float64)`	float64	10,000,000	20.7675 ms	not_measured	managed	0.768x
`np.subtract(a, b) (int16)`	int16	1,000	0.000838 ms	not_measured	managed	0.773x
`np.subtract(a, b) (int16)`	int16	100,000	0.00730 ms	not_measured	managed	3.880x
`np.subtract(a, b) (int16)`	int16	10,000,000	5.1701 ms	not_measured	managed	0.955x
`np.subtract(a, b) (int32)`	int32	1,000	0.00100 ms	not_measured	managed	0.659x
`np.subtract(a, b) (int32)`	int32	100,000	0.02408 ms	not_measured	managed	1.183x
`np.subtract(a, b) (int32)`	int32	10,000,000	9.5617 ms	not_measured	managed	0.838x
`np.subtract(a, b) (int64)`	int64	1,000	0.000923 ms	not_measured	managed	0.714x
`np.subtract(a, b) (int64)`	int64	100,000	0.04488 ms	not_measured	managed	0.682x
`np.subtract(a, b) (int64)`	int64	10,000,000	24.7261 ms	not_measured	managed	0.638x
`np.subtract(a, b) (int8)`	int8	1,000	0.000563 ms	not_measured	managed	1.115x
`np.subtract(a, b) (int8)`	int8	100,000	0.00643 ms	not_measured	managed	4.416x
`np.subtract(a, b) (int8)`	int8	10,000,000	2.0441 ms	not_measured	managed	1.828x
`np.subtract(a, b) (uint16)`	uint16	1,000	0.000807 ms	not_measured	managed	0.803x
`np.subtract(a, b) (uint16)`	uint16	100,000	0.01296 ms	not_measured	managed	2.190x
`np.subtract(a, b) (uint16)`	uint16	10,000,000	4.9013 ms	not_measured	managed	1.017x
`np.subtract(a, b) (uint32)`	uint32	1,000	0.00101 ms	not_measured	managed	0.649x
`np.subtract(a, b) (uint32)`	uint32	100,000	0.02267 ms	not_measured	managed	1.252x
`np.subtract(a, b) (uint32)`	uint32	10,000,000	8.8618 ms	not_measured	managed	0.955x
`np.subtract(a, b) (uint64)`	uint64	1,000	0.00125 ms	not_measured	managed	0.524x
`np.subtract(a, b) (uint64)`	uint64	100,000	0.04788 ms	not_measured	managed	0.677x
`np.subtract(a, b) (uint64)`	uint64	10,000,000	14.6532 ms	not_measured	managed	1.120x
`np.subtract(a, b) (uint8)`	uint8	1,000	0.000603 ms	not_measured	managed	1.041x
`np.subtract(a, b) (uint8)`	uint8	100,000	0.00672 ms	not_measured	managed	4.226x
`np.subtract(a, b) (uint8)`	uint8	10,000,000	2.0704 ms	not_measured	managed	1.810x
`np.true_divide(a, b) (float32)`	float32	1,000	0.00132 ms	not_measured	managed	0.350x
`np.true_divide(a, b) (float32)`	float32	100,000	0.06185 ms	not_measured	managed	0.192x
`np.true_divide(a, b) (float32)`	float32	10,000,000	10.7128 ms	not_measured	managed	0.756x
`np.true_divide(a, b) (float64)`	float64	1,000	0.00274 ms	not_measured	managed	0.263x
`np.true_divide(a, b) (float64)`	float64	100,000	0.1947 ms	not_measured	managed	0.192x
`np.true_divide(a, b) (float64)`	float64	10,000,000	25.5065 ms	not_measured	managed	0.627x
`np.true_divide(a, b) (int32)`	int32	1,000	0.00393 ms	not_measured	managed	0.417x
`np.true_divide(a, b) (int32)`	int32	100,000	0.1978 ms	not_measured	managed	0.414x
`np.true_divide(a, b) (int32)`	int32	10,000,000	14.3391 ms	not_measured	managed	1.349x
`np.true_divide(a, b) (int64)`	int64	1,000	0.00270 ms	not_measured	managed	0.584x
`np.true_divide(a, b) (int64)`	int64	100,000	0.1982 ms	not_measured	managed	0.382x
`np.true_divide(a, b) (int64)`	int64	10,000,000	28.5705 ms	not_measured	managed	0.793x
`scalar - a (complex128)`	complex128	1,000	0.00182 ms	not_measured	managed	0.402x
`scalar - a (complex128)`	complex128	100,000	0.07766 ms	not_measured	managed	3.475x
`scalar - a (complex128)`	complex128	10,000,000	26.1033 ms	not_measured	managed	1.604x
`scalar - a (float16)`	float16	1,000	0.00620 ms	not_measured	managed	0.528x
`scalar - a (float16)`	float16	100,000	0.4529 ms	not_measured	managed	0.607x
`scalar - a (float16)`	float16	10,000,000	46.2916 ms	not_measured	managed	0.650x
`scalar - a (float32)`	float32	1,000	0.00113 ms	not_measured	managed	0.480x
`scalar - a (float32)`	float32	100,000	0.01307 ms	not_measured	managed	0.449x
`scalar - a (float32)`	float32	10,000,000	5.1467 ms	not_measured	managed	1.448x
`scalar - a (float64)`	float64	1,000	0.00132 ms	not_measured	managed	0.471x
`scalar - a (float64)`	float64	100,000	0.02656 ms	not_measured	managed	0.429x
`scalar - a (float64)`	float64	10,000,000	12.8703 ms	not_measured	managed	1.203x
`scalar - a (int16)`	int16	1,000	0.000824 ms	not_measured	managed	0.937x
`scalar - a (int16)`	int16	100,000	0.00676 ms	not_measured	managed	3.507x
`scalar - a (int16)`	int16	10,000,000	3.0286 ms	not_measured	managed	1.441x
`scalar - a (int32)`	int32	1,000	0.00100 ms	not_measured	managed	0.768x
`scalar - a (int32)`	int32	100,000	0.01299 ms	not_measured	managed	1.812x
`scalar - a (int32)`	int32	10,000,000	4.9895 ms	not_measured	managed	1.448x
`scalar - a (int64)`	int64	1,000	0.000768 ms	not_measured	managed	1.008x
`scalar - a (int64)`	int64	100,000	0.02665 ms	not_measured	managed	0.887x
`scalar - a (int64)`	int64	10,000,000	12.9520 ms	not_measured	managed	1.137x
`scalar - a (int8)`	int8	1,000	0.000655 ms	not_measured	managed	1.118x
`scalar - a (int8)`	int8	100,000	0.00713 ms	not_measured	managed	3.295x
`scalar - a (int8)`	int8	10,000,000	0.9412 ms	not_measured	managed	3.393x
`scalar - a (uint16)`	uint16	1,000	0.000682 ms	not_measured	managed	1.119x
`scalar - a (uint16)`	uint16	100,000	0.00697 ms	not_measured	managed	3.410x
`scalar - a (uint16)`	uint16	10,000,000	3.0552 ms	not_measured	managed	1.428x
`scalar - a (uint32)`	uint32	1,000	0.000694 ms	not_measured	managed	1.101x
`scalar - a (uint32)`	uint32	100,000	0.01351 ms	not_measured	managed	1.739x
`scalar - a (uint32)`	uint32	10,000,000	3.7698 ms	not_measured	managed	1.963x
`scalar - a (uint64)`	uint64	1,000	0.00103 ms	not_measured	managed	0.749x
`scalar - a (uint64)`	uint64	100,000	0.04053 ms	not_measured	managed	0.580x
`scalar - a (uint64)`	uint64	10,000,000	13.6568 ms	not_measured	managed	1.051x
`scalar - a (uint8)`	uint8	1,000	0.000592 ms	not_measured	managed	1.230x
`scalar - a (uint8)`	uint8	100,000	0.00495 ms	not_measured	managed	4.754x
`scalar - a (uint8)`	uint8	10,000,000	0.9680 ms	not_measured	managed	3.304x
`scalar / a (float32)`	float32	1,000	0.000654 ms	not_measured	managed	0.911x
`scalar / a (float32)`	float32	100,000	0.01591 ms	not_measured	managed	0.754x
`scalar / a (float32)`	float32	10,000,000	4.7438 ms	not_measured	managed	1.596x
`scalar / a (float64)`	float64	1,000	0.00272 ms	not_measured	managed	0.310x
`scalar / a (float64)`	float64	100,000	0.1362 ms	not_measured	managed	0.272x
`scalar / a (float64)`	float64	10,000,000	23.6845 ms	not_measured	managed	0.635x
`scalar / a (int32)`	int32	1,000	0.00288 ms	not_measured	managed	0.526x
`scalar / a (int32)`	int32	100,000	0.1602 ms	not_measured	managed	0.379x
`scalar / a (int32)`	int32	10,000,000	23.7133 ms	not_measured	managed	0.696x
`scalar / a (int64)`	int64	1,000	0.00443 ms	not_measured	managed	0.343x
`scalar / a (int64)`	int64	100,000	0.1996 ms	not_measured	managed	0.285x
`scalar / a (int64)`	int64	10,000,000	24.1785 ms	not_measured	managed	0.736x
`a & b (bool)`	bool	1,000	0.000413 ms	not_measured	managed	0.801x
`a & b (bool)`	bool	100,000	0.00398 ms	not_measured	managed	1.303x
`a & b (bool)`	bool	10,000,000	1.9255 ms	not_measured	managed	1.253x
`a & b (int16)`	int16	1,000	0.000833 ms	not_measured	managed	1.780x
`a & b (int16)`	int16	100,000	0.01298 ms	not_measured	managed	3.868x
`a & b (int16)`	int16	10,000,000	5.6775 ms	not_measured	managed	1.387x
`a & b (int32)`	int32	1,000	0.00100 ms	not_measured	managed	1.536x
`a & b (int32)`	int32	100,000	0.02278 ms	not_measured	managed	2.300x
`a & b (int32)`	int32	10,000,000	10.6458 ms	not_measured	managed	1.462x
`a & b (int64)`	int64	1,000	0.00127 ms	not_measured	managed	1.229x
`a & b (int64)`	int64	100,000	0.03440 ms	not_measured	managed	1.654x
`a & b (int64)`	int64	10,000,000	24.7785 ms	not_measured	managed	0.922x
`a & b (int8)`	int8	1,000	0.000674 ms	not_measured	managed	1.788x
`a & b (int8)`	int8	100,000	0.00682 ms	not_measured	managed	7.195x
`a & b (int8)`	int8	10,000,000	1.9328 ms	not_measured	managed	3.074x
`a & b (uint16)`	uint16	1,000	0.000829 ms	not_measured	managed	0.774x
`a & b (uint16)`	uint16	100,000	0.01359 ms	not_measured	managed	3.698x
`a & b (uint16)`	uint16	10,000,000	4.2893 ms	not_measured	managed	1.779x
`a & b (uint32)`	uint32	1,000	0.000964 ms	not_measured	managed	1.559x
`a & b (uint32)`	uint32	100,000	0.01357 ms	not_measured	managed	3.863x
`a & b (uint32)`	uint32	10,000,000	10.6741 ms	not_measured	managed	1.473x
`a & b (uint64)`	uint64	1,000	0.00128 ms	not_measured	managed	1.234x
`a & b (uint64)`	uint64	100,000	0.03664 ms	not_measured	managed	1.554x
`a & b (uint64)`	uint64	10,000,000	22.4760 ms	not_measured	managed	1.093x
`a & b (uint8)`	uint8	1,000	0.000691 ms	not_measured	managed	0.881x
`a & b (uint8)`	uint8	100,000	0.00646 ms	not_measured	managed	7.599x
`a & b (uint8)`	uint8	10,000,000	1.9399 ms	not_measured	managed	3.018x
`a ^ b (bool)`	bool	1,000	0.000629 ms	not_measured	managed	0.526x
`a ^ b (bool)`	bool	100,000	0.00625 ms	not_measured	managed	0.427x
`a ^ b (bool)`	bool	10,000,000	1.1249 ms	not_measured	managed	2.174x
`a ^ b (int16)`	int16	1,000	0.000549 ms	not_measured	managed	2.745x
`a ^ b (int16)`	int16	100,000	0.01334 ms	not_measured	managed	3.763x
`a ^ b (int16)`	int16	10,000,000	2.7308 ms	not_measured	managed	3.067x
`a ^ b (int32)`	int32	1,000	0.000877 ms	not_measured	managed	1.719x
`a ^ b (int32)`	int32	100,000	0.02211 ms	not_measured	managed	2.370x
`a ^ b (int32)`	int32	10,000,000	3.8716 ms	not_measured	managed	4.048x
`a ^ b (int64)`	int64	1,000	0.00124 ms	not_measured	managed	1.273x
`a ^ b (int64)`	int64	100,000	0.03431 ms	not_measured	managed	1.658x
`a ^ b (int64)`	int64	10,000,000	25.1260 ms	not_measured	managed	1.235x
`a ^ b (int8)`	int8	1,000	0.000659 ms	not_measured	managed	1.806x
`a ^ b (int8)`	int8	100,000	0.00573 ms	not_measured	managed	8.569x
`a ^ b (int8)`	int8	10,000,000	1.9804 ms	not_measured	managed	2.954x
`a ^ b (uint16)`	uint16	1,000	0.000554 ms	not_measured	managed	2.679x
`a ^ b (uint16)`	uint16	100,000	0.01338 ms	not_measured	managed	3.750x
`a ^ b (uint16)`	uint16	10,000,000	5.7993 ms	not_measured	managed	1.440x
`a ^ b (uint32)`	uint32	1,000	0.000797 ms	not_measured	managed	1.898x
`a ^ b (uint32)`	uint32	100,000	0.02173 ms	not_measured	managed	2.412x
`a ^ b (uint32)`	uint32	10,000,000	10.6233 ms	not_measured	managed	1.501x
`a ^ b (uint64)`	uint64	1,000	0.00127 ms	not_measured	managed	1.227x
`a ^ b (uint64)`	uint64	100,000	0.04612 ms	not_measured	managed	1.233x
`a ^ b (uint64)`	uint64	10,000,000	24.6831 ms	not_measured	managed	0.667x
`a ^ b (uint8)`	uint8	1,000	0.000679 ms	not_measured	managed	0.903x
`a ^ b (uint8)`	uint8	100,000	0.00626 ms	not_measured	managed	7.836x
`a ^ b (uint8)`	uint8	10,000,000	0.9857 ms	not_measured	managed	6.005x
`a \| b (bool)`	bool	1,000	0.000625 ms	not_measured	managed	0.528x
`a \| b (bool)`	bool	100,000	0.00635 ms	not_measured	managed	0.853x
`a \| b (bool)`	bool	10,000,000	1.9253 ms	not_measured	managed	1.280x
`a \| b (int16)`	int16	1,000	0.000681 ms	not_measured	managed	0.916x
`a \| b (int16)`	int16	100,000	0.01238 ms	not_measured	managed	3.875x
`a \| b (int16)`	int16	10,000,000	5.7536 ms	not_measured	managed	1.400x
`a \| b (int32)`	int32	1,000	0.000667 ms	not_measured	managed	2.289x
`a \| b (int32)`	int32	100,000	0.02499 ms	not_measured	managed	1.923x
`a \| b (int32)`	int32	10,000,000	10.6608 ms	not_measured	managed	1.431x
`a \| b (int64)`	int64	1,000	0.00125 ms	not_measured	managed	1.255x
`a \| b (int64)`	int64	100,000	0.04342 ms	not_measured	managed	1.310x
`a \| b (int64)`	int64	10,000,000	25.0184 ms	not_measured	managed	1.222x
`a \| b (int8)`	int8	1,000	0.000457 ms	not_measured	managed	2.683x
`a \| b (int8)`	int8	100,000	0.00687 ms	not_measured	managed	7.149x
`a \| b (int8)`	int8	10,000,000	1.0187 ms	not_measured	managed	5.745x
`a \| b (uint16)`	uint16	1,000	0.000719 ms	not_measured	managed	2.043x
`a \| b (uint16)`	uint16	100,000	0.01349 ms	not_measured	managed	3.557x
`a \| b (uint16)`	uint16	10,000,000	5.7940 ms	not_measured	managed	1.437x
`a \| b (uint32)`	uint32	1,000	0.000962 ms	not_measured	managed	1.564x
`a \| b (uint32)`	uint32	100,000	0.01389 ms	not_measured	managed	3.458x
`a \| b (uint32)`	uint32	10,000,000	10.6137 ms	not_measured	managed	1.501x
`a \| b (uint64)`	uint64	1,000	0.00137 ms	not_measured	managed	1.142x
`a \| b (uint64)`	uint64	100,000	0.04707 ms	not_measured	managed	1.209x
`a \| b (uint64)`	uint64	10,000,000	24.8189 ms	not_measured	managed	1.225x
`a \| b (uint8)`	uint8	1,000	0.000636 ms	not_measured	managed	0.961x
`a \| b (uint8)`	uint8	100,000	0.00649 ms	not_measured	managed	7.571x
`a \| b (uint8)`	uint8	10,000,000	1.9332 ms	not_measured	managed	3.051x
`np.bitwise_and(a, b) (bool)`	bool	1,000	0.000603 ms	not_measured	managed	0.582x
`np.bitwise_and(a, b) (bool)`	bool	100,000	0.00657 ms	not_measured	managed	0.824x
`np.bitwise_and(a, b) (bool)`	bool	10,000,000	1.8361 ms	not_measured	managed	1.329x
`np.bitwise_and(a, b) (int16)`	int16	1,000	0.000534 ms	not_measured	managed	1.232x
`np.bitwise_and(a, b) (int16)`	int16	100,000	0.00778 ms	not_measured	managed	6.484x
`np.bitwise_and(a, b) (int16)`	int16	10,000,000	2.7184 ms	not_measured	managed	3.024x
`np.bitwise_and(a, b) (int32)`	int32	1,000	0.000979 ms	not_measured	managed	1.714x
`np.bitwise_and(a, b) (int32)`	int32	100,000	0.01597 ms	not_measured	managed	3.294x
`np.bitwise_and(a, b) (int32)`	int32	10,000,000	10.6409 ms	not_measured	managed	1.456x
`np.bitwise_and(a, b) (int64)`	int64	1,000	0.000757 ms	not_measured	managed	2.288x
`np.bitwise_and(a, b) (int64)`	int64	100,000	0.03985 ms	not_measured	managed	1.432x
`np.bitwise_and(a, b) (int64)`	int64	10,000,000	13.9786 ms	not_measured	managed	2.215x
`np.bitwise_and(a, b) (int8)`	int8	1,000	0.000647 ms	not_measured	managed	2.122x
`np.bitwise_and(a, b) (int8)`	int8	100,000	0.00708 ms	not_measured	managed	6.963x
`np.bitwise_and(a, b) (int8)`	int8	10,000,000	1.6813 ms	not_measured	managed	3.552x
`np.bitwise_and(a, b) (uint16)`	uint16	1,000	0.000802 ms	not_measured	managed	1.996x
`np.bitwise_and(a, b) (uint16)`	uint16	100,000	0.00740 ms	not_measured	managed	6.802x
`np.bitwise_and(a, b) (uint16)`	uint16	10,000,000	5.8995 ms	not_measured	managed	1.373x
`np.bitwise_and(a, b) (uint32)`	uint32	1,000	0.000675 ms	not_measured	managed	2.473x
`np.bitwise_and(a, b) (uint32)`	uint32	100,000	0.02221 ms	not_measured	managed	2.367x
`np.bitwise_and(a, b) (uint32)`	uint32	10,000,000	10.3606 ms	not_measured	managed	1.552x
`np.bitwise_and(a, b) (uint64)`	uint64	1,000	0.00129 ms	not_measured	managed	1.334x
`np.bitwise_and(a, b) (uint64)`	uint64	100,000	0.04955 ms	not_measured	managed	1.152x
`np.bitwise_and(a, b) (uint64)`	uint64	10,000,000	25.1602 ms	not_measured	managed	1.204x
`np.bitwise_and(a, b) (uint8)`	uint8	1,000	0.000545 ms	not_measured	managed	2.503x
`np.bitwise_and(a, b) (uint8)`	uint8	100,000	0.00737 ms	not_measured	managed	6.690x
`np.bitwise_and(a, b) (uint8)`	uint8	10,000,000	1.9348 ms	not_measured	managed	3.051x
`np.bitwise_not(a) (bool)`	bool	1,000	0.000562 ms	not_measured	managed	0.580x
`np.bitwise_not(a) (bool)`	bool	100,000	0.00343 ms	not_measured	managed	1.329x
`np.bitwise_not(a) (bool)`	bool	10,000,000	1.3284 ms	not_measured	managed	1.565x
`np.bitwise_not(a) (int16)`	int16	1,000	0.000766 ms	not_measured	managed	1.909x
`np.bitwise_not(a) (int16)`	int16	100,000	0.01165 ms	not_measured	managed	3.629x
`np.bitwise_not(a) (int16)`	int16	10,000,000	2.4818 ms	not_measured	managed	2.536x
`np.bitwise_not(a) (int32)`	int32	1,000	0.000944 ms	not_measured	managed	1.656x
`np.bitwise_not(a) (int32)`	int32	100,000	0.02004 ms	not_measured	managed	2.547x
`np.bitwise_not(a) (int32)`	int32	10,000,000	8.5698 ms	not_measured	managed	1.470x
`np.bitwise_not(a) (int64)`	int64	1,000	0.000746 ms	not_measured	managed	1.960x
`np.bitwise_not(a) (int64)`	int64	100,000	0.04391 ms	not_measured	managed	0.964x
`np.bitwise_not(a) (int64)`	int64	10,000,000	18.7996 ms	not_measured	managed	1.206x
`np.bitwise_not(a) (int8)`	int8	1,000	0.000638 ms	not_measured	managed	1.948x
`np.bitwise_not(a) (int8)`	int8	100,000	0.00428 ms	not_measured	managed	9.868x
`np.bitwise_not(a) (int8)`	int8	10,000,000	0.8817 ms	not_measured	managed	5.718x
`np.bitwise_not(a) (uint16)`	uint16	1,000	0.000821 ms	not_measured	managed	1.778x
`np.bitwise_not(a) (uint16)`	uint16	100,000	0.01171 ms	not_measured	managed	3.606x
`np.bitwise_not(a) (uint16)`	uint16	10,000,000	4.1545 ms	not_measured	managed	1.487x
`np.bitwise_not(a) (uint32)`	uint32	1,000	0.000621 ms	not_measured	managed	2.514x
`np.bitwise_not(a) (uint32)`	uint32	100,000	0.01216 ms	not_measured	managed	4.193x
`np.bitwise_not(a) (uint32)`	uint32	10,000,000	3.1229 ms	not_measured	managed	3.806x
`np.bitwise_not(a) (uint64)`	uint64	1,000	0.00116 ms	not_measured	managed	1.278x
`np.bitwise_not(a) (uint64)`	uint64	100,000	0.02643 ms	not_measured	managed	1.600x
`np.bitwise_not(a) (uint64)`	uint64	10,000,000	18.3554 ms	not_measured	managed	1.235x
`np.bitwise_not(a) (uint8)`	uint8	1,000	0.000637 ms	not_measured	managed	1.945x
`np.bitwise_not(a) (uint8)`	uint8	100,000	0.00632 ms	not_measured	managed	6.683x
`np.bitwise_not(a) (uint8)`	uint8	10,000,000	1.3137 ms	not_measured	managed	2.620x
`np.bitwise_or(a, b) (bool)`	bool	1,000	0.000484 ms	not_measured	managed	0.721x
`np.bitwise_or(a, b) (bool)`	bool	100,000	0.00598 ms	not_measured	managed	0.932x
`np.bitwise_or(a, b) (bool)`	bool	10,000,000	1.9470 ms	not_measured	managed	1.227x
`np.bitwise_or(a, b) (int16)`	int16	1,000	0.000812 ms	not_measured	managed	2.011x
`np.bitwise_or(a, b) (int16)`	int16	100,000	0.00758 ms	not_measured	managed	6.354x
`np.bitwise_or(a, b) (int16)`	int16	10,000,000	5.8062 ms	not_measured	managed	1.429x
`np.bitwise_or(a, b) (int32)`	int32	1,000	0.000977 ms	not_measured	managed	1.703x
`np.bitwise_or(a, b) (int32)`	int32	100,000	0.02874 ms	not_measured	managed	1.678x
`np.bitwise_or(a, b) (int32)`	int32	10,000,000	7.4478 ms	not_measured	managed	2.104x
`np.bitwise_or(a, b) (int64)`	int64	1,000	0.00130 ms	not_measured	managed	1.324x
`np.bitwise_or(a, b) (int64)`	int64	100,000	0.03588 ms	not_measured	managed	1.591x
`np.bitwise_or(a, b) (int64)`	int64	10,000,000	13.8036 ms	not_measured	managed	1.999x
`np.bitwise_or(a, b) (int8)`	int8	1,000	0.000414 ms	not_measured	managed	3.413x
`np.bitwise_or(a, b) (int8)`	int8	100,000	0.00429 ms	not_measured	managed	11.490x
`np.bitwise_or(a, b) (int8)`	int8	10,000,000	1.9056 ms	not_measured	managed	3.086x
`np.bitwise_or(a, b) (uint16)`	uint16	1,000	0.000849 ms	not_measured	managed	1.900x
`np.bitwise_or(a, b) (uint16)`	uint16	100,000	0.01206 ms	not_measured	managed	3.991x
`np.bitwise_or(a, b) (uint16)`	uint16	10,000,000	5.8510 ms	not_measured	managed	1.421x
`np.bitwise_or(a, b) (uint32)`	uint32	1,000	0.000990 ms	not_measured	managed	1.668x
`np.bitwise_or(a, b) (uint32)`	uint32	100,000	0.01923 ms	not_measured	managed	2.502x
`np.bitwise_or(a, b) (uint32)`	uint32	10,000,000	3.9058 ms	not_measured	managed	3.965x
`np.bitwise_or(a, b) (uint64)`	uint64	1,000	0.00128 ms	not_measured	managed	1.352x
`np.bitwise_or(a, b) (uint64)`	uint64	100,000	0.03356 ms	not_measured	managed	1.702x
`np.bitwise_or(a, b) (uint64)`	uint64	10,000,000	22.9391 ms	not_measured	managed	0.908x
`np.bitwise_or(a, b) (uint8)`	uint8	1,000	0.000627 ms	not_measured	managed	2.201x
`np.bitwise_or(a, b) (uint8)`	uint8	100,000	0.00424 ms	not_measured	managed	11.631x
`np.bitwise_or(a, b) (uint8)`	uint8	10,000,000	0.9690 ms	not_measured	managed	6.131x
`np.bitwise_xor(a, b) (bool)`	bool	1,000	0.000605 ms	not_measured	managed	0.579x
`np.bitwise_xor(a, b) (bool)`	bool	100,000	0.00395 ms	not_measured	managed	1.349x
`np.bitwise_xor(a, b) (bool)`	bool	10,000,000	1.9598 ms	not_measured	managed	1.243x
`np.bitwise_xor(a, b) (int16)`	int16	1,000	0.000837 ms	not_measured	managed	1.973x
`np.bitwise_xor(a, b) (int16)`	int16	100,000	0.01266 ms	not_measured	managed	3.986x
`np.bitwise_xor(a, b) (int16)`	int16	10,000,000	2.9465 ms	not_measured	managed	2.817x
`np.bitwise_xor(a, b) (int32)`	int32	1,000	0.000995 ms	not_measured	managed	1.674x
`np.bitwise_xor(a, b) (int32)`	int32	100,000	0.02189 ms	not_measured	managed	1.301x
`np.bitwise_xor(a, b) (int32)`	int32	10,000,000	10.7440 ms	not_measured	managed	1.456x
`np.bitwise_xor(a, b) (int64)`	int64	1,000	0.00130 ms	not_measured	managed	1.318x
`np.bitwise_xor(a, b) (int64)`	int64	100,000	0.03661 ms	not_measured	managed	1.559x
`np.bitwise_xor(a, b) (int64)`	int64	10,000,000	24.9531 ms	not_measured	managed	1.225x
`np.bitwise_xor(a, b) (int8)`	int8	1,000	0.000421 ms	not_measured	managed	3.309x
`np.bitwise_xor(a, b) (int8)`	int8	100,000	0.00698 ms	not_measured	managed	7.052x
`np.bitwise_xor(a, b) (int8)`	int8	10,000,000	1.8580 ms	not_measured	managed	3.163x
`np.bitwise_xor(a, b) (uint16)`	uint16	1,000	0.000854 ms	not_measured	managed	1.915x
`np.bitwise_xor(a, b) (uint16)`	uint16	100,000	0.01461 ms	not_measured	managed	3.444x
`np.bitwise_xor(a, b) (uint16)`	uint16	10,000,000	5.8014 ms	not_measured	managed	1.336x
`np.bitwise_xor(a, b) (uint32)`	uint32	1,000	0.000963 ms	not_measured	managed	1.720x
`np.bitwise_xor(a, b) (uint32)`	uint32	100,000	0.02231 ms	not_measured	managed	2.354x
`np.bitwise_xor(a, b) (uint32)`	uint32	10,000,000	3.7896 ms	not_measured	managed	4.208x
`np.bitwise_xor(a, b) (uint64)`	uint64	1,000	0.00131 ms	not_measured	managed	1.310x
`np.bitwise_xor(a, b) (uint64)`	uint64	100,000	0.03480 ms	not_measured	managed	1.640x
`np.bitwise_xor(a, b) (uint64)`	uint64	10,000,000	14.0470 ms	not_measured	managed	2.075x
`np.bitwise_xor(a, b) (uint8)`	uint8	1,000	0.000626 ms	not_measured	managed	2.211x
`np.bitwise_xor(a, b) (uint8)`	uint8	100,000	0.00738 ms	not_measured	managed	6.675x
`np.bitwise_xor(a, b) (uint8)`	uint8	10,000,000	1.9117 ms	not_measured	managed	3.103x
`np.invert(a) (bool)`	bool	1,000	0.000454 ms	not_measured	managed	0.720x
`np.invert(a) (bool)`	bool	100,000	0.00382 ms	not_measured	managed	1.218x
`np.invert(a) (bool)`	bool	10,000,000	1.3381 ms	not_measured	managed	1.563x
`np.invert(a) (int16)`	int16	1,000	0.000699 ms	not_measured	managed	2.093x
`np.invert(a) (int16)`	int16	100,000	0.01111 ms	not_measured	managed	3.802x
`np.invert(a) (int16)`	int16	10,000,000	2.5625 ms	not_measured	managed	1.746x
`np.invert(a) (int32)`	int32	1,000	0.000951 ms	not_measured	managed	1.653x
`np.invert(a) (int32)`	int32	100,000	0.02049 ms	not_measured	managed	2.491x
`np.invert(a) (int32)`	int32	10,000,000	5.2777 ms	not_measured	managed	2.330x
`np.invert(a) (int64)`	int64	1,000	0.000718 ms	not_measured	managed	2.088x
`np.invert(a) (int64)`	int64	100,000	0.02551 ms	not_measured	managed	1.659x
`np.invert(a) (int64)`	int64	10,000,000	18.8412 ms	not_measured	managed	1.252x
`np.invert(a) (int8)`	int8	1,000	0.000631 ms	not_measured	managed	1.987x
`np.invert(a) (int8)`	int8	100,000	0.00600 ms	not_measured	managed	7.044x
`np.invert(a) (int8)`	int8	10,000,000	1.3329 ms	not_measured	managed	3.765x
`np.invert(a) (uint16)`	uint16	1,000	0.000792 ms	not_measured	managed	1.847x
`np.invert(a) (uint16)`	uint16	100,000	0.00679 ms	not_measured	managed	6.215x
`np.invert(a) (uint16)`	uint16	10,000,000	4.0295 ms	not_measured	managed	1.548x
`np.invert(a) (uint32)`	uint32	1,000	0.000627 ms	not_measured	managed	2.509x
`np.invert(a) (uint32)`	uint32	100,000	0.02104 ms	not_measured	managed	2.423x
`np.invert(a) (uint32)`	uint32	10,000,000	7.6101 ms	not_measured	managed	1.606x
`np.invert(a) (uint64)`	uint64	1,000	0.000800 ms	not_measured	managed	1.856x
`np.invert(a) (uint64)`	uint64	100,000	0.03973 ms	not_measured	managed	1.065x
`np.invert(a) (uint64)`	uint64	10,000,000	18.9245 ms	not_measured	managed	1.207x
`np.invert(a) (uint8)`	uint8	1,000	0.000625 ms	not_measured	managed	0.933x
`np.invert(a) (uint8)`	uint8	100,000	0.00584 ms	not_measured	managed	7.238x
`np.invert(a) (uint8)`	uint8	10,000,000	1.3003 ms	not_measured	managed	3.861x
`np.left_shift(a, 2) (bool)`	bool	1,000	0.00327 ms	not_measured	managed	0.385x
`np.left_shift(a, 2) (bool)`	bool	100,000	0.04022 ms	not_measured	managed	2.201x
`np.left_shift(a, 2) (bool)`	bool	10,000,000	15.7040 ms	not_measured	managed	1.383x
`np.left_shift(a, 2) (int16)`	int16	1,000	0.000896 ms	not_measured	managed	2.481x
`np.left_shift(a, 2) (int16)`	int16	100,000	0.01274 ms	not_measured	managed	3.433x
`np.left_shift(a, 2) (int16)`	int16	10,000,000	2.6198 ms	not_measured	managed	2.433x
`np.left_shift(a, 2) (int32)`	int32	1,000	0.00156 ms	not_measured	managed	1.515x
`np.left_shift(a, 2) (int32)`	int32	100,000	0.01391 ms	not_measured	managed	3.734x
`np.left_shift(a, 2) (int32)`	int32	10,000,000	8.5126 ms	not_measured	managed	1.361x
`np.left_shift(a, 2) (int64)`	int64	1,000	0.00137 ms	not_measured	managed	0.570x
`np.left_shift(a, 2) (int64)`	int64	100,000	0.05005 ms	not_measured	managed	0.743x
`np.left_shift(a, 2) (int64)`	int64	10,000,000	18.9785 ms	not_measured	managed	1.129x
`np.left_shift(a, 2) (int8)`	int8	1,000	0.00117 ms	not_measured	managed	1.787x
`np.left_shift(a, 2) (int8)`	int8	100,000	0.00440 ms	not_measured	managed	9.917x
`np.left_shift(a, 2) (int8)`	int8	10,000,000	1.3080 ms	not_measured	managed	4.092x
`np.left_shift(a, 2) (uint16)`	uint16	1,000	0.000886 ms	not_measured	managed	2.572x
`np.left_shift(a, 2) (uint16)`	uint16	100,000	0.01326 ms	not_measured	managed	2.121x
`np.left_shift(a, 2) (uint16)`	uint16	10,000,000	2.9277 ms	not_measured	managed	2.408x
`np.left_shift(a, 2) (uint32)`	uint32	1,000	0.00171 ms	not_measured	managed	1.382x
`np.left_shift(a, 2) (uint32)`	uint32	100,000	0.02034 ms	not_measured	managed	2.551x
`np.left_shift(a, 2) (uint32)`	uint32	10,000,000	4.8205 ms	not_measured	managed	1.758x
`np.left_shift(a, 2) (uint64)`	uint64	1,000	0.00201 ms	not_measured	managed	1.086x
`np.left_shift(a, 2) (uint64)`	uint64	100,000	0.02753 ms	not_measured	managed	1.356x
`np.left_shift(a, 2) (uint64)`	uint64	10,000,000	18.4840 ms	not_measured	managed	1.271x
`np.left_shift(a, 2) (uint8)`	uint8	1,000	0.000769 ms	not_measured	managed	1.126x
`np.left_shift(a, 2) (uint8)`	uint8	100,000	0.00766 ms	not_measured	managed	5.709x
`np.left_shift(a, 2) (uint8)`	uint8	10,000,000	0.8890 ms	not_measured	managed	6.076x
`np.right_shift(a, 2) (bool)`	bool	1,000	0.00161 ms	not_measured	managed	0.846x
`np.right_shift(a, 2) (bool)`	bool	100,000	0.00164 ms	not_measured	managed	67.889x
`np.right_shift(a, 2) (bool)`	bool	10,000,000	not_measured	not_measured	—	—
`np.right_shift(a, 2) (int16)`	int16	1,000	0.00135 ms	not_measured	managed	1.820x
`np.right_shift(a, 2) (int16)`	int16	100,000	0.00805 ms	not_measured	managed	8.242x
`np.right_shift(a, 2) (int16)`	int16	10,000,000	4.1323 ms	not_measured	managed	2.015x
`np.right_shift(a, 2) (int32)`	int32	1,000	0.00164 ms	not_measured	managed	1.497x
`np.right_shift(a, 2) (int32)`	int32	100,000	0.02126 ms	not_measured	managed	2.854x
`np.right_shift(a, 2) (int32)`	int32	10,000,000	8.5065 ms	not_measured	managed	1.479x
`np.right_shift(a, 2) (int64)`	int64	1,000	0.00139 ms	not_measured	managed	1.571x
`np.right_shift(a, 2) (int64)`	int64	100,000	0.04994 ms	not_measured	managed	1.210x
`np.right_shift(a, 2) (int64)`	int64	10,000,000	18.9699 ms	not_measured	managed	1.218x
`np.right_shift(a, 2) (int8)`	int8	1,000	0.00104 ms	not_measured	managed	0.932x
`np.right_shift(a, 2) (int8)`	int8	100,000	0.00447 ms	not_measured	managed	16.327x
`np.right_shift(a, 2) (int8)`	int8	10,000,000	1.1460 ms	not_measured	managed	7.194x
`np.right_shift(a, 2) (uint16)`	uint16	1,000	0.00136 ms	not_measured	managed	1.693x
`np.right_shift(a, 2) (uint16)`	uint16	100,000	0.00727 ms	not_measured	managed	6.726x
`np.right_shift(a, 2) (uint16)`	uint16	10,000,000	2.4861 ms	not_measured	managed	2.694x
`np.right_shift(a, 2) (uint32)`	uint32	1,000	0.00140 ms	not_measured	managed	1.585x
`np.right_shift(a, 2) (uint32)`	uint32	100,000	0.02172 ms	not_measured	managed	1.724x
`np.right_shift(a, 2) (uint32)`	uint32	10,000,000	8.4936 ms	not_measured	managed	1.409x
`np.right_shift(a, 2) (uint64)`	uint64	1,000	0.00209 ms	not_measured	managed	1.103x
`np.right_shift(a, 2) (uint64)`	uint64	100,000	0.04305 ms	not_measured	managed	0.443x
`np.right_shift(a, 2) (uint64)`	uint64	10,000,000	18.9321 ms	not_measured	managed	1.170x
`np.right_shift(a, 2) (uint8)`	uint8	1,000	0.00101 ms	not_measured	managed	2.075x
`np.right_shift(a, 2) (uint8)`	uint8	100,000	0.00438 ms	not_measured	managed	11.179x
`np.right_shift(a, 2) (uint8)`	uint8	10,000,000	1.2773 ms	not_measured	managed	4.437x
`matrix * 2.0`	float64	1,000	0.00175 ms	not_measured	managed	0.345x
`matrix * 2.0`	float64	100,000	0.03880 ms	not_measured	managed	0.324x
`matrix * 2.0`	float64	10,000,000	12.9252 ms	not_measured	managed	1.741x
`matrix * col_vector (N,M)*(N,1)`	float64	1,000	0.000906 ms	not_measured	managed	1.158x
`matrix * col_vector (N,M)*(N,1)`	float64	100,000	0.04787 ms	not_measured	managed	0.587x
`matrix * col_vector (N,M)*(N,1)`	float64	10,000,000	18.7964 ms	not_measured	managed	1.314x
`matrix * row_vector (N,M)*(M,)`	float64	1,000	0.00163 ms	not_measured	managed	0.594x
`matrix * row_vector (N,M)*(M,)`	float64	100,000	0.04619 ms	not_measured	managed	0.574x
`matrix * row_vector (N,M)*(M,)`	float64	10,000,000	19.5444 ms	not_measured	managed	1.271x
`matrix + col_vector (N,M)+(N,1)`	float64	1,000	0.00156 ms	not_measured	managed	0.653x
`matrix + col_vector (N,M)+(N,1)`	float64	100,000	0.03823 ms	not_measured	managed	0.735x
`matrix + col_vector (N,M)+(N,1)`	float64	10,000,000	19.3167 ms	not_measured	managed	0.813x
`matrix + row_vector (N,M)+(M,)`	float64	1,000	0.00147 ms	not_measured	managed	0.660x
`matrix + row_vector (N,M)+(M,)`	float64	100,000	0.02931 ms	not_measured	managed	0.904x
`matrix + row_vector (N,M)+(M,)`	float64	10,000,000	12.6137 ms	not_measured	managed	1.816x
`matrix + scalar`	float64	1,000	0.00117 ms	not_measured	managed	0.395x
`matrix + scalar`	float64	100,000	0.03997 ms	not_measured	managed	0.309x
`matrix + scalar`	float64	10,000,000	18.9265 ms	not_measured	managed	0.800x
`np.broadcast_to(col, (N,M))`	float64	1,000	0.000315 ms	not_measured	managed	5.543x
`np.broadcast_to(col, (N,M))`	float64	100,000	0.000561 ms	not_measured	managed	7.529x
`np.broadcast_to(col, (N,M))`	float64	10,000,000	0.000358 ms	not_measured	managed	11.743x
`np.broadcast_to(row, (N,M))`	float64	1,000	0.000225 ms	not_measured	managed	7.676x
`np.broadcast_to(row, (N,M))`	float64	100,000	0.000533 ms	not_measured	managed	7.908x
`np.broadcast_to(row, (N,M))`	float64	10,000,000	0.000539 ms	not_measured	managed	7.798x
`tensor3D + matrix2D (D,D,D)+(D,D)`	float64	1,000	0.000949 ms	not_measured	managed	0.911x
`tensor3D + matrix2D (D,D,D)+(D,D)`	float64	100,000	0.05687 ms	not_measured	managed	0.454x
`tensor3D + matrix2D (D,D,D)+(D,D)`	float64	10,000,000	20.3377 ms	not_measured	managed	1.122x
`a != b (float32)`	float32	1,000	0.000522 ms	not_measured	managed	1.755x
`a != b (float32)`	float32	100,000	0.01123 ms	not_measured	managed	0.390x
`a != b (float32)`	float32	10,000,000	8.4489 ms	not_measured	managed	1.038x
`a != b (float64)`	float64	1,000	0.000473 ms	not_measured	managed	0.841x
`a != b (float64)`	float64	100,000	0.02007 ms	not_measured	managed	1.064x
`a != b (float64)`	float64	10,000,000	16.2160 ms	not_measured	managed	0.393x
`a != b (int32)`	int32	1,000	0.000675 ms	not_measured	managed	0.581x
`a != b (int32)`	int32	100,000	0.00705 ms	not_measured	managed	1.553x
`a != b (int32)`	int32	10,000,000	2.8502 ms	not_measured	managed	3.440x
`a != b (int64)`	int64	1,000	0.000418 ms	not_measured	managed	1.022x
`a != b (int64)`	int64	100,000	0.01876 ms	not_measured	managed	1.026x
`a != b (int64)`	int64	10,000,000	5.2865 ms	not_measured	managed	3.260x
`a < b (float32)`	float32	1,000	0.000645 ms	not_measured	managed	1.350x
`a < b (float32)`	float32	100,000	0.01193 ms	not_measured	managed	1.101x
`a < b (float32)`	float32	10,000,000	8.4235 ms	not_measured	managed	1.123x
`a < b (float64)`	float64	1,000	0.000689 ms	not_measured	managed	1.444x
`a < b (float64)`	float64	100,000	0.02066 ms	not_measured	managed	1.049x
`a < b (float64)`	float64	10,000,000	5.2302 ms	not_measured	managed	3.443x
`a < b (int32)`	int32	1,000	0.000636 ms	not_measured	managed	0.596x
`a < b (int32)`	int32	100,000	0.01220 ms	not_measured	managed	0.567x
`a < b (int32)`	int32	10,000,000	8.4336 ms	not_measured	managed	1.151x
`a < b (int64)`	int64	1,000	0.000438 ms	not_measured	managed	1.110x
`a < b (int64)`	int64	100,000	0.01051 ms	not_measured	managed	1.671x
`a < b (int64)`	int64	10,000,000	5.1222 ms	not_measured	managed	2.895x
`a <= b (float32)`	float32	1,000	0.000626 ms	not_measured	managed	1.369x
`a <= b (float32)`	float32	100,000	0.01178 ms	not_measured	managed	1.023x
`a <= b (float32)`	float32	10,000,000	7.4822 ms	not_measured	managed	1.241x
`a <= b (float64)`	float64	1,000	0.000549 ms	not_measured	managed	1.809x
`a <= b (float64)`	float64	100,000	0.01805 ms	not_measured	managed	1.243x
`a <= b (float64)`	float64	10,000,000	16.1714 ms	not_measured	managed	0.399x
`a <= b (int32)`	int32	1,000	0.000725 ms	not_measured	managed	0.530x
`a <= b (int32)`	int32	100,000	0.01216 ms	not_measured	managed	0.983x
`a <= b (int32)`	int32	10,000,000	6.0533 ms	not_measured	managed	1.615x
`a <= b (int64)`	int64	1,000	0.000784 ms	not_measured	managed	1.355x
`a <= b (int64)`	int64	100,000	0.02392 ms	not_measured	managed	0.866x
`a <= b (int64)`	int64	10,000,000	15.7667 ms	not_measured	managed	1.110x
`a == b (float32)`	float32	1,000	0.000419 ms	not_measured	managed	2.136x
`a == b (float32)`	float32	100,000	0.01175 ms	not_measured	managed	1.070x
`a == b (float32)`	float32	10,000,000	8.2037 ms	not_measured	managed	1.137x
`a == b (float64)`	float64	1,000	0.000695 ms	not_measured	managed	0.564x
`a == b (float64)`	float64	100,000	0.01459 ms	not_measured	managed	0.665x
`a == b (float64)`	float64	10,000,000	16.1012 ms	not_measured	managed	0.757x
`a == b (int32)`	int32	1,000	0.000412 ms	not_measured	managed	0.908x
`a == b (int32)`	int32	100,000	0.01136 ms	not_measured	managed	0.927x
`a == b (int32)`	int32	10,000,000	2.5954 ms	not_measured	managed	3.718x
`a == b (int64)`	int64	1,000	0.000713 ms	not_measured	managed	0.571x
`a == b (int64)`	int64	100,000	0.01918 ms	not_measured	managed	0.926x
`a == b (int64)`	int64	10,000,000	15.6021 ms	not_measured	managed	1.066x
`a > b (float32)`	float32	1,000	0.000662 ms	not_measured	managed	1.331x
`a > b (float32)`	float32	100,000	0.01179 ms	not_measured	managed	1.061x
`a > b (float32)`	float32	10,000,000	3.0147 ms	not_measured	managed	2.942x
`a > b (float64)`	float64	1,000	0.000439 ms	not_measured	managed	2.267x
`a > b (float64)`	float64	100,000	0.01418 ms	not_measured	managed	1.539x
`a > b (float64)`	float64	10,000,000	5.1564 ms	not_measured	managed	3.265x
`a > b (int32)`	int32	1,000	0.000487 ms	not_measured	managed	0.780x
`a > b (int32)`	int32	100,000	0.01120 ms	not_measured	managed	1.069x
`a > b (int32)`	int32	10,000,000	8.3355 ms	not_measured	managed	1.164x
`a > b (int64)`	int64	1,000	0.000545 ms	not_measured	managed	1.831x
`a > b (int64)`	int64	100,000	0.01959 ms	not_measured	managed	0.910x
`a > b (int64)`	int64	10,000,000	15.9810 ms	not_measured	managed	1.019x
`a >= b (float32)`	float32	1,000	0.000612 ms	not_measured	managed	1.451x
`a >= b (float32)`	float32	100,000	0.01201 ms	not_measured	managed	1.024x
`a >= b (float32)`	float32	10,000,000	8.4365 ms	not_measured	managed	1.110x
`a >= b (float64)`	float64	1,000	0.000410 ms	not_measured	managed	2.351x
`a >= b (float64)`	float64	100,000	0.01227 ms	not_measured	managed	1.769x
`a >= b (float64)`	float64	10,000,000	16.1283 ms	not_measured	managed	1.066x
`a >= b (int32)`	int32	1,000	0.000633 ms	not_measured	managed	0.607x
`a >= b (int32)`	int32	100,000	0.00840 ms	not_measured	managed	0.803x
`a >= b (int32)`	int32	10,000,000	8.5959 ms	not_measured	managed	1.133x
`a >= b (int64)`	int64	1,000	0.000441 ms	not_measured	managed	2.424x
`a >= b (int64)`	int64	100,000	0.01273 ms	not_measured	managed	1.628x
`a >= b (int64)`	int64	10,000,000	5.3828 ms	not_measured	managed	3.258x
`np.equal(a, b) (float32)`	float32	1,000	0.000463 ms	not_measured	managed	0.844x
`np.equal(a, b) (float32)`	float32	100,000	0.01129 ms	not_measured	managed	0.396x
`np.equal(a, b) (float32)`	float32	10,000,000	8.0752 ms	not_measured	managed	1.156x
`np.equal(a, b) (float64)`	float64	1,000	0.000420 ms	not_measured	managed	2.743x
`np.equal(a, b) (float64)`	float64	100,000	0.02039 ms	not_measured	managed	1.063x
`np.equal(a, b) (float64)`	float64	10,000,000	5.2503 ms	not_measured	managed	1.302x
`np.equal(a, b) (int32)`	int32	1,000	0.000661 ms	not_measured	managed	0.589x
`np.equal(a, b) (int32)`	int32	100,000	0.01130 ms	not_measured	managed	0.946x
`np.equal(a, b) (int32)`	int32	10,000,000	8.1137 ms	not_measured	managed	1.057x
`np.equal(a, b) (int64)`	int64	1,000	0.000682 ms	not_measured	managed	1.691x
`np.equal(a, b) (int64)`	int64	100,000	0.01066 ms	not_measured	managed	1.685x
`np.equal(a, b) (int64)`	int64	10,000,000	14.7915 ms	not_measured	managed	1.187x
`np.greater(a, b) (float32)`	float32	1,000	0.000422 ms	not_measured	managed	0.938x
`np.greater(a, b) (float32)`	float32	100,000	0.01178 ms	not_measured	managed	1.075x
`np.greater(a, b) (float32)`	float32	10,000,000	2.5835 ms	not_measured	managed	1.583x
`np.greater(a, b) (float64)`	float64	1,000	0.000695 ms	not_measured	managed	1.643x
`np.greater(a, b) (float64)`	float64	100,000	0.02061 ms	not_measured	managed	1.070x
`np.greater(a, b) (float64)`	float64	10,000,000	15.9610 ms	not_measured	managed	1.061x
`np.greater(a, b) (int32)`	int32	1,000	0.000448 ms	not_measured	managed	0.866x
`np.greater(a, b) (int32)`	int32	100,000	0.00650 ms	not_measured	managed	1.053x
`np.greater(a, b) (int32)`	int32	10,000,000	8.5534 ms	not_measured	managed	1.055x
`np.greater(a, b) (int64)`	int64	1,000	0.000732 ms	not_measured	managed	1.567x
`np.greater(a, b) (int64)`	int64	100,000	0.01985 ms	not_measured	managed	0.906x
`np.greater(a, b) (int64)`	int64	10,000,000	13.5637 ms	not_measured	managed	1.280x
`np.greater_equal(a, b) (float32)`	float32	1,000	0.000593 ms	not_measured	managed	1.755x
`np.greater_equal(a, b) (float32)`	float32	100,000	0.01148 ms	not_measured	managed	0.383x
`np.greater_equal(a, b) (float32)`	float32	10,000,000	2.8383 ms	not_measured	managed	3.100x
`np.greater_equal(a, b) (float64)`	float64	1,000	0.000668 ms	not_measured	managed	0.606x
`np.greater_equal(a, b) (float64)`	float64	100,000	0.02021 ms	not_measured	managed	1.076x
`np.greater_equal(a, b) (float64)`	float64	10,000,000	15.8188 ms	not_measured	managed	1.096x
`np.greater_equal(a, b) (int32)`	int32	1,000	0.000601 ms	not_measured	managed	0.672x
`np.greater_equal(a, b) (int32)`	int32	100,000	0.01209 ms	not_measured	managed	1.000x
`np.greater_equal(a, b) (int32)`	int32	10,000,000	8.7683 ms	not_measured	managed	1.133x
`np.greater_equal(a, b) (int64)`	int64	1,000	0.000763 ms	not_measured	managed	1.561x
`np.greater_equal(a, b) (int64)`	int64	100,000	0.02385 ms	not_measured	managed	0.875x
`np.greater_equal(a, b) (int64)`	int64	10,000,000	15.9419 ms	not_measured	managed	1.087x
`np.less(a, b) (float32)`	float32	1,000	0.000425 ms	not_measured	managed	2.449x
`np.less(a, b) (float32)`	float32	100,000	0.01173 ms	not_measured	managed	1.121x
`np.less(a, b) (float32)`	float32	10,000,000	8.4709 ms	not_measured	managed	1.101x
`np.less(a, b) (float64)`	float64	1,000	0.000452 ms	not_measured	managed	2.454x
`np.less(a, b) (float64)`	float64	100,000	0.01257 ms	not_measured	managed	1.738x
`np.less(a, b) (float64)`	float64	10,000,000	16.2240 ms	not_measured	managed	1.112x
`np.less(a, b) (int32)`	int32	1,000	0.000647 ms	not_measured	managed	0.601x
`np.less(a, b) (int32)`	int32	100,000	0.00594 ms	not_measured	managed	2.036x
`np.less(a, b) (int32)`	int32	10,000,000	2.9188 ms	not_measured	managed	3.244x
`np.less(a, b) (int64)`	int64	1,000	0.000638 ms	not_measured	managed	1.776x
`np.less(a, b) (int64)`	int64	100,000	0.02009 ms	not_measured	managed	0.894x
`np.less(a, b) (int64)`	int64	10,000,000	5.1700 ms	not_measured	managed	1.368x
`np.less_equal(a, b) (float32)`	float32	1,000	0.000610 ms	not_measured	managed	1.693x
`np.less_equal(a, b) (float32)`	float32	100,000	0.01175 ms	not_measured	managed	1.055x
`np.less_equal(a, b) (float32)`	float32	10,000,000	8.5259 ms	not_measured	managed	1.010x
`np.less_equal(a, b) (float64)`	float64	1,000	0.000485 ms	not_measured	managed	2.338x
`np.less_equal(a, b) (float64)`	float64	100,000	0.01489 ms	not_measured	managed	1.506x
`np.less_equal(a, b) (float64)`	float64	10,000,000	16.2097 ms	not_measured	managed	1.056x
`np.less_equal(a, b) (int32)`	int32	1,000	0.000539 ms	not_measured	managed	0.742x
`np.less_equal(a, b) (int32)`	int32	100,000	0.00606 ms	not_measured	managed	2.003x
`np.less_equal(a, b) (int32)`	int32	10,000,000	8.2920 ms	not_measured	managed	1.168x
`np.less_equal(a, b) (int64)`	int64	1,000	0.000768 ms	not_measured	managed	1.553x
`np.less_equal(a, b) (int64)`	int64	100,000	0.02363 ms	not_measured	managed	0.883x
`np.less_equal(a, b) (int64)`	int64	10,000,000	15.5358 ms	not_measured	managed	1.113x
`np.not_equal(a, b) (float32)`	float32	1,000	0.000601 ms	not_measured	managed	0.654x
`np.not_equal(a, b) (float32)`	float32	100,000	0.00862 ms	not_measured	managed	1.587x
`np.not_equal(a, b) (float32)`	float32	10,000,000	7.7941 ms	not_measured	managed	1.204x
`np.not_equal(a, b) (float64)`	float64	1,000	0.000739 ms	not_measured	managed	1.571x
`np.not_equal(a, b) (float64)`	float64	100,000	0.02004 ms	not_measured	managed	1.077x
`np.not_equal(a, b) (float64)`	float64	10,000,000	5.5649 ms	not_measured	managed	1.196x
`np.not_equal(a, b) (int32)`	int32	1,000	0.000506 ms	not_measured	managed	0.806x
`np.not_equal(a, b) (int32)`	int32	100,000	0.00722 ms	not_measured	managed	1.537x
`np.not_equal(a, b) (int32)`	int32	10,000,000	8.3971 ms	not_measured	managed	1.131x
`np.not_equal(a, b) (int64)`	int64	1,000	0.000690 ms	not_measured	managed	1.697x
`np.not_equal(a, b) (int64)`	int64	100,000	0.02088 ms	not_measured	managed	0.931x
`np.not_equal(a, b) (int64)`	int64	10,000,000	5.3915 ms	not_measured	managed	3.235x
`a.copy() (float32)`	float32	1,000	0.000505 ms	not_measured	managed	1.095x
`a.copy() (float32)`	float32	100,000	0.01010 ms	not_measured	managed	1.020x
`a.copy() (float32)`	float32	10,000,000	1.8545 ms	not_measured	managed	4.147x
`a.copy() (float64)`	float64	1,000	0.000518 ms	not_measured	managed	1.195x
`a.copy() (float64)`	float64	100,000	0.01902 ms	not_measured	managed	1.934x
`a.copy() (float64)`	float64	10,000,000	16.1315 ms	not_measured	managed	0.989x
`a.copy() (int32)`	int32	1,000	0.000497 ms	not_measured	managed	0.527x
`a.copy() (int32)`	int32	100,000	0.00604 ms	not_measured	managed	1.702x
`a.copy() (int32)`	int32	10,000,000	4.1660 ms	not_measured	managed	1.862x
`a.copy() (int64)`	int64	1,000	0.000577 ms	not_measured	managed	1.090x
`a.copy() (int64)`	int64	100,000	0.01657 ms	not_measured	managed	1.222x
`a.copy() (int64)`	int64	10,000,000	12.1888 ms	not_measured	managed	1.442x
`np.arange(N) (float32)`	float32	1,000	0.000613 ms	not_measured	managed	2.542x
`np.arange(N) (float32)`	float32	100,000	0.04604 ms	not_measured	managed	1.079x
`np.arange(N) (float32)`	float32	10,000,000	5.5919 ms	not_measured	managed	1.653x
`np.arange(N) (float64)`	float64	1,000	0.000475 ms	not_measured	managed	3.320x
`np.arange(N) (float64)`	float64	100,000	0.04720 ms	not_measured	managed	1.080x
`np.arange(N) (float64)`	float64	10,000,000	15.8968 ms	not_measured	managed	1.005x
`np.arange(N) (int32)`	int32	1,000	0.000532 ms	not_measured	managed	1.143x
`np.arange(N) (int32)`	int32	100,000	0.02213 ms	not_measured	managed	1.968x
`np.arange(N) (int32)`	int32	10,000,000	5.5301 ms	not_measured	managed	1.584x
`np.arange(N) (int64)`	int64	1,000	0.000913 ms	not_measured	managed	1.561x
`np.arange(N) (int64)`	int64	100,000	0.04925 ms	not_measured	managed	0.754x
`np.arange(N) (int64)`	int64	10,000,000	16.1892 ms	not_measured	managed	1.109x
`np.array(a) (float64)`	float64	1,000	0.000692 ms	not_measured	managed	1.124x
`np.array(a) (float64)`	float64	100,000	0.04143 ms	not_measured	managed	0.477x
`np.array(a) (float64)`	float64	10,000,000	0.4296 ms	not_measured	managed	2.772x
`np.asanyarray(a) (float64)`	float64	1,000	0.000003 ms	not_measured	managed	31.000x
`np.asanyarray(a) (float64)`	float64	100,000	0.000005 ms	not_measured	managed	17.800x
`np.asanyarray(a) (float64)`	float64	10,000,000	0.000003 ms	not_measured	managed	29.333x
`np.asarray(a) (float64)`	float64	1,000	0.000001 ms	not_measured	managed	89.000x
`np.asarray(a) (float64)`	float64	100,000	0.000001 ms	not_measured	managed	88.000x
`np.asarray(a) (float64)`	float64	10,000,000	0.000001 ms	not_measured	managed	89.000x
`np.asarray_chkfinite(a) (float64)`	float64	1,000	0.000052 ms	not_measured	managed	80.192x
`np.asarray_chkfinite(a) (float64)`	float64	100,000	0.00653 ms	not_measured	managed	3.270x
`np.asarray_chkfinite(a) (float64)`	float64	10,000,000	0.1679 ms	not_measured	managed	1.525x
`np.ascontiguousarray(a) (float64)`	float64	1,000	0.00131 ms	not_measured	managed	0.511x
`np.ascontiguousarray(a) (float64)`	float64	100,000	0.01880 ms	not_measured	managed	1.527x
`np.ascontiguousarray(a) (float64)`	float64	10,000,000	0.2750 ms	not_measured	managed	3.205x
`np.asfortranarray(a) (float64)`	float64	1,000	0.00182 ms	not_measured	managed	0.762x
`np.asfortranarray(a) (float64)`	float64	100,000	0.1437 ms	not_measured	managed	0.396x
`np.asfortranarray(a) (float64)`	float64	10,000,000	1.2900 ms	not_measured	managed	1.483x
`np.asmatrix(a) (float64)`	float64	1,000	0.000239 ms	not_measured	managed	7.828x
`np.asmatrix(a) (float64)`	float64	100,000	0.000244 ms	not_measured	managed	17.459x
`np.asmatrix(a) (float64)`	float64	10,000,000	0.000335 ms	not_measured	managed	12.693x
`np.copy (float32)`	float32	1,000	0.000530 ms	not_measured	managed	2.309x
`np.copy (float32)`	float32	100,000	0.01016 ms	not_measured	managed	1.095x
`np.copy (float32)`	float32	10,000,000	2.3814 ms	not_measured	managed	3.376x
`np.copy (float64)`	float64	1,000	0.000552 ms	not_measured	managed	2.543x
`np.copy (float64)`	float64	100,000	0.02132 ms	not_measured	managed	1.775x
`np.copy (float64)`	float64	10,000,000	15.9503 ms	not_measured	managed	1.084x
`np.copy (int32)`	int32	1,000	0.000525 ms	not_measured	managed	0.882x
`np.copy (int32)`	int32	100,000	0.00902 ms	not_measured	managed	1.233x
`np.copy (int32)`	int32	10,000,000	4.1861 ms	not_measured	managed	1.945x
`np.copy (int64)`	int64	1,000	0.000594 ms	not_measured	managed	2.350x
`np.copy (int64)`	int64	100,000	0.02140 ms	not_measured	managed	0.989x
`np.copy (int64)`	int64	10,000,000	12.4490 ms	not_measured	managed	1.404x
`np.empty (float32)`	float32	1,000	0.000372 ms	not_measured	managed	1.118x
`np.empty (float32)`	float32	100,000	0.000240 ms	not_measured	managed	3.154x
`np.empty (float32)`	float32	10,000,000	0.03169 ms	not_measured	managed	0.611x
`np.empty (float64)`	float64	1,000	0.000340 ms	not_measured	managed	1.221x
`np.empty (float64)`	float64	100,000	0.000343 ms	not_measured	managed	2.210x
`np.empty (float64)`	float64	10,000,000	0.06948 ms	not_measured	managed	0.213x
`np.empty (int32)`	int32	1,000	0.000225 ms	not_measured	managed	0.916x
`np.empty (int32)`	int32	100,000	0.000311 ms	not_measured	managed	2.328x
`np.empty (int32)`	int32	10,000,000	0.03578 ms	not_measured	managed	0.547x
`np.empty (int64)`	int64	1,000	0.000228 ms	not_measured	managed	1.803x
`np.empty (int64)`	int64	100,000	0.000366 ms	not_measured	managed	1.893x
`np.empty (int64)`	int64	10,000,000	0.07305 ms	not_measured	managed	0.275x
`np.empty_like(a) (float32)`	float32	1,000	0.000422 ms	not_measured	managed	1.204x
`np.empty_like(a) (float32)`	float32	100,000	0.000446 ms	not_measured	managed	1.901x
`np.empty_like(a) (float32)`	float32	10,000,000	0.05411 ms	not_measured	managed	0.360x
`np.empty_like(a) (float64)`	float64	1,000	0.000252 ms	not_measured	managed	2.056x
`np.empty_like(a) (float64)`	float64	100,000	0.000397 ms	not_measured	managed	2.111x
`np.empty_like(a) (float64)`	float64	10,000,000	0.06766 ms	not_measured	managed	0.225x
`np.empty_like(a) (int32)`	int32	1,000	0.000435 ms	not_measured	managed	0.570x
`np.empty_like(a) (int32)`	int32	100,000	0.000333 ms	not_measured	managed	2.556x
`np.empty_like(a) (int32)`	int32	10,000,000	0.03638 ms	not_measured	managed	0.541x
`np.empty_like(a) (int64)`	int64	1,000	0.000452 ms	not_measured	managed	1.102x
`np.empty_like(a) (int64)`	int64	100,000	0.000266 ms	not_measured	managed	3.203x
`np.empty_like(a) (int64)`	int64	10,000,000	0.03932 ms	not_measured	managed	0.513x
`np.eye(n) (float64)`	float64	1,000	0.00104 ms	not_measured	managed	2.965x
`np.eye(n) (float64)`	float64	100,000	0.07446 ms	not_measured	managed	0.358x
`np.eye(n) (float64)`	float64	10,000,000	1.2395 ms	not_measured	managed	0.871x
`np.frombuffer(buffer) (float64)`	float64	1,000	0.000399 ms	not_measured	managed	1.782x
`np.frombuffer(buffer) (float64)`	float64	100,000	0.000466 ms	not_measured	managed	1.521x
`np.frombuffer(buffer) (float64)`	float64	10,000,000	0.000804 ms	not_measured	managed	0.878x
`np.fromstring(text) (float64)`	float64	1,000	0.03242 ms	not_measured	managed	5.195x
`np.fromstring(text) (float64)`	float64	100,000	5.8404 ms	not_measured	managed	3.131x
`np.fromstring(text) (float64)`	float64	10,000,000	55.9657 ms	not_measured	managed	7.183x
`np.full (float32)`	float32	1,000	0.000429 ms	not_measured	managed	5.676x
`np.full (float32)`	float32	100,000	0.01597 ms	not_measured	managed	0.815x
`np.full (float32)`	float32	10,000,000	3.5293 ms	not_measured	managed	2.167x
`np.full (float64)`	float64	1,000	0.000477 ms	not_measured	managed	5.312x
`np.full (float64)`	float64	100,000	0.01988 ms	not_measured	managed	1.186x
`np.full (float64)`	float64	10,000,000	16.1395 ms	not_measured	managed	0.985x
`np.full (int32)`	int32	1,000	0.000510 ms	not_measured	managed	1.480x
`np.full (int32)`	int32	100,000	0.01066 ms	not_measured	managed	1.201x
`np.full (int32)`	int32	10,000,000	3.5137 ms	not_measured	managed	2.398x
`np.full (int64)`	int64	1,000	0.000539 ms	not_measured	managed	1.364x
`np.full (int64)`	int64	100,000	0.01993 ms	not_measured	managed	1.172x
`np.full (int64)`	int64	10,000,000	11.9210 ms	not_measured	managed	1.326x
`np.full_like(a, 42) (float32)`	float32	1,000	0.000397 ms	not_measured	managed	6.854x
`np.full_like(a, 42) (float32)`	float32	100,000	0.01798 ms	not_measured	managed	0.743x
`np.full_like(a, 42) (float32)`	float32	10,000,000	4.0752 ms	not_measured	managed	1.998x
`np.full_like(a, 42) (float64)`	float64	1,000	0.000386 ms	not_measured	managed	7.098x
`np.full_like(a, 42) (float64)`	float64	100,000	0.01986 ms	not_measured	managed	1.201x
`np.full_like(a, 42) (float64)`	float64	10,000,000	13.4129 ms	not_measured	managed	1.197x
`np.full_like(a, 42) (int32)`	int32	1,000	0.000389 ms	not_measured	managed	2.401x
`np.full_like(a, 42) (int32)`	int32	100,000	0.01349 ms	not_measured	managed	0.971x
`np.full_like(a, 42) (int32)`	int32	10,000,000	3.3098 ms	not_measured	managed	2.533x
`np.full_like(a, 42) (int64)`	int64	1,000	0.000511 ms	not_measured	managed	4.843x
`np.full_like(a, 42) (int64)`	int64	100,000	0.01184 ms	not_measured	managed	1.983x
`np.full_like(a, 42) (int64)`	int64	10,000,000	13.4848 ms	not_measured	managed	1.127x
`np.identity(n) (float64)`	float64	1,000	0.00160 ms	not_measured	managed	2.460x
`np.identity(n) (float64)`	float64	100,000	0.07379 ms	not_measured	managed	0.376x
`np.identity(n) (float64)`	float64	10,000,000	0.9617 ms	not_measured	managed	1.187x
`np.linspace(0, N, N) (float32)`	float32	1,000	0.00162 ms	not_measured	managed	8.612x
`np.linspace(0, N, N) (float32)`	float32	100,000	0.1759 ms	not_measured	managed	1.351x
`np.linspace(0, N, N) (float32)`	float32	10,000,000	17.7189 ms	not_measured	managed	2.836x
`np.linspace(0, N, N) (float64)`	float64	1,000	0.00214 ms	not_measured	managed	5.793x
`np.linspace(0, N, N) (float64)`	float64	100,000	0.1214 ms	not_measured	managed	0.851x
`np.linspace(0, N, N) (float64)`	float64	10,000,000	24.2478 ms	not_measured	managed	1.394x
`np.linspace(0, N, N) (int32)`	int32	1,000	0.00335 ms	not_measured	managed	1.452x
`np.linspace(0, N, N) (int32)`	int32	100,000	0.1741 ms	not_measured	managed	1.461x
`np.linspace(0, N, N) (int32)`	int32	10,000,000	30.3487 ms	not_measured	managed	1.099x
`np.linspace(0, N, N) (int64)`	int64	1,000	0.00186 ms	not_measured	managed	8.024x
`np.linspace(0, N, N) (int64)`	int64	100,000	0.1636 ms	not_measured	managed	1.611x
`np.linspace(0, N, N) (int64)`	int64	10,000,000	37.3758 ms	not_measured	managed	1.784x
`np.meshgrid(x, y) (float64)`	float64	1,000	0.00520 ms	not_measured	managed	4.247x
`np.meshgrid(x, y) (float64)`	float64	100,000	0.1121 ms	not_measured	managed	3.835x
`np.meshgrid(x, y) (float64)`	float64	10,000,000	1.8010 ms	not_measured	managed	1.718x
`np.ones (float32)`	float32	1,000	0.000508 ms	not_measured	managed	4.746x
`np.ones (float32)`	float32	100,000	0.01789 ms	not_measured	managed	0.726x
`np.ones (float32)`	float32	10,000,000	3.6022 ms	not_measured	managed	2.321x
`np.ones (float64)`	float64	1,000	0.000473 ms	not_measured	managed	5.368x
`np.ones (float64)`	float64	100,000	0.01981 ms	not_measured	managed	1.189x
`np.ones (float64)`	float64	10,000,000	15.8904 ms	not_measured	managed	1.066x
`np.ones (int32)`	int32	1,000	0.000345 ms	not_measured	managed	2.183x
`np.ones (int32)`	int32	100,000	0.01790 ms	not_measured	managed	0.717x
`np.ones (int32)`	int32	10,000,000	3.4616 ms	not_measured	managed	2.372x
`np.ones (int64)`	int64	1,000	0.000538 ms	not_measured	managed	1.359x
`np.ones (int64)`	int64	100,000	0.01971 ms	not_measured	managed	1.183x
`np.ones (int64)`	int64	10,000,000	14.6201 ms	not_measured	managed	1.168x
`np.ones_like(a) (float32)`	float32	1,000	0.000497 ms	not_measured	managed	5.410x
`np.ones_like(a) (float32)`	float32	100,000	0.01693 ms	not_measured	managed	0.787x
`np.ones_like(a) (float32)`	float32	10,000,000	1.8452 ms	not_measured	managed	4.151x
`np.ones_like(a) (float64)`	float64	1,000	0.000339 ms	not_measured	managed	8.195x
`np.ones_like(a) (float64)`	float64	100,000	0.01192 ms	not_measured	managed	2.008x
`np.ones_like(a) (float64)`	float64	10,000,000	16.0328 ms	not_measured	managed	0.996x
`np.ones_like(a) (int32)`	int32	1,000	0.000564 ms	not_measured	managed	1.596x
`np.ones_like(a) (int32)`	int32	100,000	0.01087 ms	not_measured	managed	1.205x
`np.ones_like(a) (int32)`	int32	10,000,000	4.1057 ms	not_measured	managed	2.033x
`np.ones_like(a) (int64)`	int64	1,000	0.000585 ms	not_measured	managed	4.193x
`np.ones_like(a) (int64)`	int64	100,000	0.01195 ms	not_measured	managed	1.967x
`np.ones_like(a) (int64)`	int64	10,000,000	16.2660 ms	not_measured	managed	0.947x
`np.require(a, requirements=C) (float64)`	float64	1,000	0.00144 ms	not_measured	managed	1.307x
`np.require(a, requirements=C) (float64)`	float64	100,000	0.03370 ms	not_measured	managed	0.892x
`np.require(a, requirements=C) (float64)`	float64	10,000,000	0.3196 ms	not_measured	managed	2.789x
`np.vander(x) (float64)`	float64	1,000	0.00603 ms	not_measured	managed	1.548x
`np.vander(x) (float64)`	float64	100,000	0.1279 ms	not_measured	managed	1.259x
`np.vander(x) (float64)`	float64	10,000,000	2.6654 ms	not_measured	managed	2.324x
`np.zeros (float32)`	float32	1,000	0.000468 ms	not_measured	managed	0.583x
`np.zeros (float32)`	float32	100,000	0.00335 ms	not_measured	managed	3.350x
`np.zeros (float32)`	float32	10,000,000	0.00645 ms	not_measured	managed	3.048x
`np.zeros (float64)`	float64	1,000	0.000532 ms	not_measured	managed	1.699x
`np.zeros (float64)`	float64	100,000	0.00535 ms	not_measured	managed	4.045x
`np.zeros (float64)`	float64	10,000,000	0.00579 ms	not_measured	managed	2.597x
`np.zeros (int32)`	int32	1,000	0.000249 ms	not_measured	managed	1.100x
`np.zeros (int32)`	int32	100,000	0.00155 ms	not_measured	managed	7.211x
`np.zeros (int32)`	int32	10,000,000	0.00730 ms	not_measured	managed	2.704x
`np.zeros (int64)`	int64	1,000	0.000565 ms	not_measured	managed	0.503x
`np.zeros (int64)`	int64	100,000	0.00304 ms	not_measured	managed	7.159x
`np.zeros (int64)`	int64	10,000,000	0.00622 ms	not_measured	managed	3.235x
`np.zeros_like (float32)`	float32	1,000	0.000282 ms	not_measured	managed	8.351x
`np.zeros_like (float32)`	float32	100,000	0.00181 ms	not_measured	managed	7.177x
`np.zeros_like (float32)`	float32	10,000,000	0.01097 ms	not_measured	managed	727.175x
`np.zeros_like (float64)`	float64	1,000	0.000425 ms	not_measured	managed	5.908x
`np.zeros_like (float64)`	float64	100,000	0.00383 ms	not_measured	managed	6.151x
`np.zeros_like (float64)`	float64	10,000,000	0.01136 ms	not_measured	managed	1512.348x
`np.zeros_like (int32)`	int32	1,000	0.000509 ms	not_measured	managed	1.692x
`np.zeros_like (int32)`	int32	100,000	0.00255 ms	not_measured	managed	5.046x
`np.zeros_like (int32)`	int32	10,000,000	0.01002 ms	not_measured	managed	857.143x
`np.zeros_like (int64)`	int64	1,000	0.000306 ms	not_measured	managed	7.974x
`np.zeros_like (int64)`	int64	100,000	0.00389 ms	not_measured	managed	6.018x
`np.zeros_like (int64)`	int64	10,000,000	0.00836 ms	not_measured	managed	1906.653x
`np.fft.fft(a) (complex128)`	complex128	1,000	0.00833 ms	not_measured	managed	0.952x
`np.fft.fft(a) (complex128)`	complex128	100,000	1.2532 ms	not_measured	managed	1.892x
`np.fft.fft(a) (complex128)`	complex128	10,000,000	23.3213 ms	not_measured	managed	0.949x
`np.fft.fft2(a) (complex128)`	complex128	1,000	0.06629 ms	not_measured	managed	0.561x
`np.fft.fft2(a) (complex128)`	complex128	100,000	10.4893 ms	not_measured	managed	0.750x
`np.fft.fft2(a) (complex128)`	complex128	10,000,000	39.0573 ms	not_measured	managed	0.807x
`np.fft.fftfreq(n) (float64)`	float64	1,000	0.00415 ms	not_measured	managed	1.909x
`np.fft.fftfreq(n) (float64)`	float64	100,000	0.1732 ms	not_measured	managed	2.797x
`np.fft.fftfreq(n) (float64)`	float64	10,000,000	1.6947 ms	not_measured	managed	3.199x
`np.fft.fftn(a) (complex128)`	complex128	1,000	0.03279 ms	not_measured	managed	1.065x
`np.fft.fftn(a) (complex128)`	complex128	100,000	10.0989 ms	not_measured	managed	0.776x
`np.fft.fftn(a) (complex128)`	complex128	10,000,000	36.5321 ms	not_measured	managed	0.788x
`np.fft.fftshift(a) (complex128)`	complex128	1,000	0.00276 ms	not_measured	managed	1.498x
`np.fft.fftshift(a) (complex128)`	complex128	100,000	0.1011 ms	not_measured	managed	3.878x
`np.fft.fftshift(a) (complex128)`	complex128	10,000,000	1.3143 ms	not_measured	managed	1.875x
`np.fft.hfft(a) (float64)`	float64	1,000	0.00555 ms	not_measured	managed	1.150x
`np.fft.hfft(a) (float64)`	float64	100,000	1.0212 ms	not_measured	managed	1.436x
`np.fft.hfft(a) (float64)`	float64	10,000,000	14.3011 ms	not_measured	managed	1.158x
`np.fft.ifft(a) (complex128)`	complex128	1,000	0.00864 ms	not_measured	managed	1.005x
`np.fft.ifft(a) (complex128)`	complex128	100,000	1.2540 ms	not_measured	managed	1.842x
`np.fft.ifft(a) (complex128)`	complex128	10,000,000	30.3592 ms	not_measured	managed	0.991x
`np.fft.ifft2(a) (complex128)`	complex128	1,000	0.06034 ms	not_measured	managed	0.641x
`np.fft.ifft2(a) (complex128)`	complex128	100,000	10.4815 ms	not_measured	managed	0.756x
`np.fft.ifft2(a) (complex128)`	complex128	10,000,000	20.3703 ms	not_measured	managed	1.114x
`np.fft.ifftn(a) (complex128)`	complex128	1,000	0.06067 ms	not_measured	managed	0.599x
`np.fft.ifftn(a) (complex128)`	complex128	100,000	9.9701 ms	not_measured	managed	0.793x
`np.fft.ifftn(a) (complex128)`	complex128	10,000,000	29.9061 ms	not_measured	managed	1.087x
`np.fft.ifftshift(a) (complex128)`	complex128	1,000	0.00363 ms	not_measured	managed	1.130x
`np.fft.ifftshift(a) (complex128)`	complex128	100,000	0.07193 ms	not_measured	managed	5.497x
`np.fft.ifftshift(a) (complex128)`	complex128	10,000,000	1.1963 ms	not_measured	managed	2.094x
`np.fft.ihfft(a) (float64)`	float64	1,000	0.00544 ms	not_measured	managed	1.346x
`np.fft.ihfft(a) (float64)`	float64	100,000	0.9726 ms	not_measured	managed	1.137x
`np.fft.ihfft(a) (float64)`	float64	10,000,000	8.3254 ms	not_measured	managed	1.777x
`np.fft.irfft(a) (float64)`	float64	1,000	0.00501 ms	not_measured	managed	1.269x
`np.fft.irfft(a) (float64)`	float64	100,000	1.0439 ms	not_measured	managed	1.080x
`np.fft.irfft(a) (float64)`	float64	10,000,000	13.1541 ms	not_measured	managed	0.673x
`np.fft.irfft2(a) (float64)`	float64	1,000	0.03294 ms	not_measured	managed	0.758x
`np.fft.irfft2(a) (float64)`	float64	100,000	2.8800 ms	not_measured	managed	1.432x
`np.fft.irfft2(a) (float64)`	float64	10,000,000	16.9274 ms	not_measured	managed	1.017x
`np.fft.irfftn(a) (float64)`	float64	1,000	0.01920 ms	not_measured	managed	3.049x
`np.fft.irfftn(a) (float64)`	float64	100,000	5.0047 ms	not_measured	managed	0.781x
`np.fft.irfftn(a) (float64)`	float64	10,000,000	16.4659 ms	not_measured	managed	0.910x
`np.fft.rfft(a) (float64)`	float64	1,000	0.00669 ms	not_measured	managed	0.895x
`np.fft.rfft(a) (float64)`	float64	100,000	0.9075 ms	not_measured	managed	1.141x
`np.fft.rfft(a) (float64)`	float64	10,000,000	10.8872 ms	not_measured	managed	1.329x
`np.fft.rfft2(a) (float64)`	float64	1,000	0.03188 ms	not_measured	managed	0.823x
`np.fft.rfft2(a) (float64)`	float64	100,000	4.9400 ms	not_measured	managed	0.816x
`np.fft.rfft2(a) (float64)`	float64	10,000,000	14.9178 ms	not_measured	managed	1.087x
`np.fft.rfftfreq(n) (float64)`	float64	1,000	0.00225 ms	not_measured	managed	1.894x
`np.fft.rfftfreq(n) (float64)`	float64	100,000	0.07363 ms	not_measured	managed	0.812x
`np.fft.rfftfreq(n) (float64)`	float64	10,000,000	0.4598 ms	not_measured	managed	4.104x
`np.fft.rfftn(a) (float64)`	float64	1,000	0.03217 ms	not_measured	managed	0.734x
`np.fft.rfftn(a) (float64)`	float64	100,000	4.9466 ms	not_measured	managed	0.771x
`np.fft.rfftn(a) (float64)`	float64	10,000,000	14.3878 ms	not_measured	managed	1.092x
`np.diagonal(a) (float64)`	float64	1,000	0.000201 ms	0.000157 ms	managed	3.134x
`np.diagonal(a) (float64)`	float64	100,000	0.000156 ms	0.000198 ms	managed	6.551x
`np.diagonal(a) (float64)`	float64	10,000,000	0.000160 ms	0.000137 ms	managed	7.161x
`np.dot(a, b) (float64)`	float64	1,000	0.000759 ms	0.000636 ms	openblas	0.810x
`np.dot(a, b) (float64)`	float64	100,000	0.02206 ms	0.00683 ms	openblas	1.978x
`np.dot(a, b) (float64)`	float64	10,000,000	7.6026 ms	7.6582 ms	managed	1.113x
`np.einsum('ij,jk->ik', a, b)`	float64	1,000	0.00390 ms	0.00210 ms	openblas	2.905x
`np.einsum('ij,jk->ik', a, b)`	float64	100,000	3.8778 ms	2.2524 ms	openblas	2.298x
`np.einsum('ij,jk->ik', a, b)`	float64	10,000,000	6.4587 ms	4.0000 ms	openblas	2.415x
`np.einsum(subscripts, operands) (float64)`	float64	1,000	0.00274 ms	0.00182 ms	openblas	0.749x
`np.einsum(subscripts, operands) (float64)`	float64	100,000	0.01196 ms	0.01494 ms	managed	3.282x
`np.einsum(subscripts, operands) (float64)`	float64	10,000,000	6.6112 ms	8.0582 ms	managed	1.370x
`np.einsum_path(subscripts, operands) (float64)`	float64	1,000	0.00287 ms	0.00273 ms	managed	3.204x
`np.einsum_path(subscripts, operands) (float64)`	float64	100,000	0.00259 ms	0.00257 ms	managed	8.454x
`np.einsum_path(subscripts, operands) (float64)`	float64	10,000,000	0.00262 ms	0.00185 ms	managed	11.664x
`np.linalg.cholesky(a)`	float64	1,000	missing_backend	0.00340 ms	openblas	1.265x
`np.linalg.cholesky(a)`	float64	100,000	missing_backend	0.03260 ms	openblas	0.534x
`np.linalg.cholesky(a)`	float64	10,000,000	missing_backend	0.06800 ms	openblas	1.526x
`np.linalg.cond(a)`	float64	1,000	missing_backend	0.05330 ms	openblas	0.655x
`np.linalg.cond(a)`	float64	100,000	missing_backend	0.4661 ms	openblas	1.021x
`np.linalg.cond(a)`	float64	10,000,000	missing_backend	0.9824 ms	openblas	1.007x
`np.linalg.cross(a, b) (float64)`	float64	1,000	0.01158 ms	0.01148 ms	managed	1.115x
`np.linalg.cross(a, b) (float64)`	float64	100,000	0.8483 ms	0.8561 ms	managed	0.841x
`np.linalg.cross(a, b) (float64)`	float64	10,000,000	146.6854 ms	155.8550 ms	managed	1.293x
`np.linalg.det(a)`	float64	1,000	0.00430 ms	0.00800 ms	managed	2.930x
`np.linalg.det(a)`	float64	100,000	0.07280 ms	0.05430 ms	openblas	1.081x
`np.linalg.det(a)`	float64	10,000,000	0.1875 ms	0.1129 ms	openblas	1.051x
`np.linalg.diagonal(a) (float64)`	float64	1,000	0.000175 ms	0.000232 ms	managed	3.491x
`np.linalg.diagonal(a) (float64)`	float64	100,000	0.000200 ms	0.000148 ms	managed	8.230x
`np.linalg.diagonal(a) (float64)`	float64	10,000,000	0.000169 ms	0.000202 ms	managed	7.225x
`np.linalg.eig(a)`	float64	1,000	missing_backend	0.1941 ms	openblas	1.047x
`np.linalg.eig(a)`	float64	100,000	missing_backend	2.6725 ms	openblas	1.010x
`np.linalg.eig(a)`	float64	10,000,000	missing_backend	5.8937 ms	openblas	0.990x
`np.linalg.eigh(a)`	float64	1,000	missing_backend	0.08470 ms	openblas	0.547x
`np.linalg.eigh(a)`	float64	100,000	missing_backend	0.8180 ms	openblas	0.489x
`np.linalg.eigh(a)`	float64	10,000,000	missing_backend	1.5346 ms	openblas	1.007x
`np.linalg.eigvals(a)`	float64	1,000	missing_backend	0.1109 ms	openblas	1.153x
`np.linalg.eigvals(a)`	float64	100,000	missing_backend	1.5514 ms	openblas	0.995x
`np.linalg.eigvals(a)`	float64	10,000,000	missing_backend	3.2028 ms	openblas	0.950x
`np.linalg.eigvalsh(a)`	float64	1,000	missing_backend	0.02940 ms	openblas	1.245x
`np.linalg.eigvalsh(a)`	float64	100,000	missing_backend	0.2839 ms	openblas	1.019x
`np.linalg.eigvalsh(a)`	float64	10,000,000	missing_backend	0.5183 ms	openblas	1.015x
`np.linalg.inv(a)`	float64	1,000	0.01250 ms	0.01570 ms	managed	1.912x
`np.linalg.inv(a)`	float64	100,000	0.2485 ms	0.1604 ms	openblas	1.137x
`np.linalg.inv(a)`	float64	10,000,000	0.5972 ms	0.3403 ms	openblas	1.081x
`np.linalg.lstsq(a, b)`	float64	1,000	missing_backend	0.1518 ms	openblas	1.078x
`np.linalg.lstsq(a, b)`	float64	100,000	missing_backend	1.6220 ms	openblas	1.004x
`np.linalg.lstsq(a, b)`	float64	10,000,000	missing_backend	2.9606 ms	openblas	1.001x
`np.linalg.matmul(a, b) (float64)`	float64	1,000	0.00862 ms	0.00355 ms	openblas	0.692x
`np.linalg.matmul(a, b) (float64)`	float64	100,000	3.8018 ms	2.2820 ms	openblas	0.988x
`np.linalg.matmul(a, b) (float64)`	float64	10,000,000	6.3805 ms	3.2369 ms	openblas	1.319x
`np.linalg.matrix_norm(a) (float64)`	float64	1,000	0.00445 ms	0.00559 ms	managed	0.516x
`np.linalg.matrix_norm(a) (float64)`	float64	100,000	0.01166 ms	0.01025 ms	managed	1.360x
`np.linalg.matrix_norm(a) (float64)`	float64	10,000,000	0.02142 ms	0.01844 ms	managed	0.765x
`np.linalg.matrix_norm(a, ord=2)`	float64	1,000	missing_backend	0.05320 ms	openblas	1.306x
`np.linalg.matrix_norm(a, ord=2)`	float64	100,000	missing_backend	0.4653 ms	openblas	1.034x
`np.linalg.matrix_norm(a, ord=2)`	float64	10,000,000	missing_backend	0.9814 ms	openblas	1.010x
`np.linalg.matrix_power(a, -1)`	float64	1,000	0.01330 ms	0.01650 ms	managed	1.932x
`np.linalg.matrix_power(a, -1)`	float64	100,000	0.2505 ms	0.1635 ms	openblas	1.127x
`np.linalg.matrix_power(a, -1)`	float64	10,000,000	0.6002 ms	0.3473 ms	openblas	1.070x
`np.linalg.matrix_power(a, 3) (float64)`	float64	1,000	0.01709 ms	0.00942 ms	openblas	1.531x
`np.linalg.matrix_power(a, 3) (float64)`	float64	100,000	0.7269 ms	0.2635 ms	openblas	1.228x
`np.linalg.matrix_power(a, 3) (float64)`	float64	10,000,000	0.7257 ms	0.3242 ms	openblas	0.999x
`np.linalg.matrix_rank(a)`	float64	1,000	missing_backend	0.05590 ms	openblas	1.283x
`np.linalg.matrix_rank(a)`	float64	100,000	missing_backend	0.4716 ms	openblas	1.022x
`np.linalg.matrix_rank(a)`	float64	10,000,000	missing_backend	0.9822 ms	openblas	1.013x
`np.linalg.matrix_transpose(a) (float64)`	float64	1,000	0.000246 ms	0.000402 ms	managed	3.951x
`np.linalg.matrix_transpose(a) (float64)`	float64	100,000	0.000360 ms	0.000294 ms	managed	3.265x
`np.linalg.matrix_transpose(a) (float64)`	float64	10,000,000	0.000320 ms	0.000302 ms	managed	3.212x
`np.linalg.multi_dot(arrays) (float64)`	float64	1,000	0.00891 ms	0.00975 ms	managed	1.530x
`np.linalg.multi_dot(arrays) (float64)`	float64	100,000	0.6097 ms	0.3269 ms	openblas	1.007x
`np.linalg.multi_dot(arrays) (float64)`	float64	10,000,000	0.4144 ms	0.1638 ms	openblas	2.011x
`np.linalg.norm(a) (float64)`	float64	1,000	0.000902 ms	0.00162 ms	managed	2.948x
`np.linalg.norm(a) (float64)`	float64	100,000	0.00965 ms	0.02012 ms	managed	1.514x
`np.linalg.norm(a) (float64)`	float64	10,000,000	8.2056 ms	8.2493 ms	managed	1.004x
`np.linalg.norm(a, ord=2)`	float64	1,000	missing_backend	0.03190 ms	openblas	2.182x
`np.linalg.norm(a, ord=2)`	float64	100,000	missing_backend	0.4662 ms	openblas	1.032x
`np.linalg.norm(a, ord=2)`	float64	10,000,000	missing_backend	0.9787 ms	openblas	1.015x
`np.linalg.outer(a, b) (float64)`	float64	1,000	0.00473 ms	0.00486 ms	managed	1.123x
`np.linalg.outer(a, b) (float64)`	float64	100,000	0.02954 ms	0.02911 ms	managed	2.568x
`np.linalg.outer(a, b) (float64)`	float64	10,000,000	12.4446 ms	11.3506 ms	managed	1.476x
`np.linalg.pinv(a)`	float64	1,000	missing_backend	0.1601 ms	openblas	0.528x
`np.linalg.pinv(a)`	float64	100,000	missing_backend	1.5796 ms	openblas	1.000x
`np.linalg.pinv(a)`	float64	10,000,000	missing_backend	3.0850 ms	openblas	1.069x
`np.linalg.qr(a)`	float64	1,000	missing_backend	0.03330 ms	openblas	0.676x
`np.linalg.qr(a)`	float64	100,000	missing_backend	0.3141 ms	openblas	1.222x
`np.linalg.qr(a)`	float64	10,000,000	missing_backend	0.6888 ms	openblas	1.155x
`np.linalg.slogdet(a)`	float64	1,000	0.00460 ms	0.00800 ms	managed	3.130x
`np.linalg.slogdet(a)`	float64	100,000	0.03220 ms	0.05480 ms	managed	1.876x
`np.linalg.slogdet(a)`	float64	10,000,000	0.1889 ms	0.1133 ms	openblas	1.055x
`np.linalg.solve(a, b)`	float64	1,000	0.00710 ms	0.00830 ms	managed	1.000x
`np.linalg.solve(a, b)`	float64	100,000	0.04640 ms	0.05790 ms	managed	1.379x
`np.linalg.solve(a, b)`	float64	10,000,000	0.2406 ms	0.1187 ms	openblas	1.051x
`np.linalg.svd(a)`	float64	1,000	missing_backend	0.1357 ms	openblas	1.098x
`np.linalg.svd(a)`	float64	100,000	missing_backend	1.4284 ms	openblas	1.028x
`np.linalg.svd(a)`	float64	10,000,000	missing_backend	2.7944 ms	openblas	1.068x
`np.linalg.svdvals(a)`	float64	1,000	missing_backend	0.04740 ms	openblas	1.177x
`np.linalg.svdvals(a)`	float64	100,000	missing_backend	0.4632 ms	openblas	1.008x
`np.linalg.svdvals(a)`	float64	10,000,000	missing_backend	0.9755 ms	openblas	1.002x
`np.linalg.tensordot(a, b) (float64)`	float64	1,000	0.01067 ms	0.00705 ms	openblas	2.005x
`np.linalg.tensordot(a, b) (float64)`	float64	100,000	0.3683 ms	0.1693 ms	openblas	1.016x
`np.linalg.tensordot(a, b) (float64)`	float64	10,000,000	0.3679 ms	0.1677 ms	openblas	1.027x
`np.linalg.tensorinv(a)`	float64	1,000	0.01280 ms	0.01580 ms	managed	2.023x
`np.linalg.tensorinv(a)`	float64	100,000	0.2490 ms	0.1609 ms	openblas	1.147x
`np.linalg.tensorinv(a)`	float64	10,000,000	0.5967 ms	0.3431 ms	openblas	1.084x
`np.linalg.tensorsolve(a, b)`	float64	1,000	0.00760 ms	0.00890 ms	managed	2.421x
`np.linalg.tensorsolve(a, b)`	float64	100,000	0.1032 ms	0.05870 ms	openblas	1.136x
`np.linalg.tensorsolve(a, b)`	float64	10,000,000	0.2408 ms	0.1198 ms	openblas	1.065x
`np.linalg.trace(a) (float64)`	float64	1,000	0.000503 ms	0.000541 ms	managed	7.956x
`np.linalg.trace(a) (float64)`	float64	100,000	0.000632 ms	0.000382 ms	managed	10.668x
`np.linalg.trace(a) (float64)`	float64	10,000,000	0.000639 ms	0.000481 ms	managed	8.501x
`np.linalg.vecdot(a, b) (float64)`	float64	1,000	0.00272 ms	0.000654 ms	openblas	3.644x
`np.linalg.vecdot(a, b) (float64)`	float64	100,000	0.05132 ms	0.00686 ms	openblas	2.086x
`np.linalg.vecdot(a, b) (float64)`	float64	10,000,000	30.3331 ms	8.2557 ms	openblas	1.010x
`np.linalg.vector_norm(a) (float64)`	float64	1,000	0.00252 ms	0.00452 ms	managed	3.017x
`np.linalg.vector_norm(a) (float64)`	float64	100,000	0.07105 ms	0.05104 ms	managed	0.963x
`np.linalg.vector_norm(a) (float64)`	float64	10,000,000	32.7745 ms	52.3547 ms	managed	1.114x
`np.matmul(A, B) (float64)`	float64	1,000	0.00608 ms	0.00501 ms	openblas	0.456x
`np.matmul(A, B) (float64)`	float64	100,000	3.8260 ms	1.1103 ms	openblas	2.026x
`np.matmul(A, B) (float64)`	float64	10,000,000	2.4981 ms	2.7946 ms	managed	1.715x
`np.matvec(a, b) (float64)`	float64	1,000	0.00128 ms	0.000511 ms	openblas	1.374x
`np.matvec(a, b) (float64)`	float64	100,000	0.01627 ms	0.01016 ms	openblas	1.132x
`np.matvec(a, b) (float64)`	float64	10,000,000	0.01083 ms	0.01486 ms	managed	1.479x
`np.outer(a, b) (float64)`	float64	1,000	0.00481 ms	0.00497 ms	managed	0.376x
`np.outer(a, b) (float64)`	float64	100,000	0.03603 ms	0.03854 ms	managed	2.039x
`np.outer(a, b) (float64)`	float64	10,000,000	11.4872 ms	11.1998 ms	managed	1.482x
`np.tensordot(a, b) (float64)`	float64	1,000	0.00258 ms	0.00267 ms	managed	1.422x
`np.tensordot(a, b) (float64)`	float64	100,000	0.01508 ms	0.00857 ms	openblas	2.413x
`np.tensordot(a, b) (float64)`	float64	10,000,000	3.2693 ms	3.3442 ms	managed	2.583x
`np.tensordot(a, b, axes=1)`	float64	1,000	0.00410 ms	0.00480 ms	managed	1.317x
`np.tensordot(a, b, axes=1)`	float64	100,000	3.8851 ms	2.2485 ms	openblas	1.014x
`np.tensordot(a, b, axes=1)`	float64	10,000,000	6.4310 ms	3.9968 ms	openblas	1.074x
`np.vdot(a, b) (float64)`	float64	1,000	0.00103 ms	0.000731 ms	openblas	0.767x
`np.vdot(a, b) (float64)`	float64	100,000	0.01387 ms	0.01143 ms	openblas	2.017x
`np.vdot(a, b) (float64)`	float64	10,000,000	6.4934 ms	3.0356 ms	openblas	2.703x
`np.vecdot(a, b) (float64)`	float64	1,000	0.00282 ms	0.000857 ms	openblas	0.711x
`np.vecdot(a, b) (float64)`	float64	100,000	0.04122 ms	0.00913 ms	openblas	1.501x
`np.vecdot(a, b) (float64)`	float64	10,000,000	19.6137 ms	8.2440 ms	openblas	1.014x
`np.vecmat(a, b) (float64)`	float64	1,000	0.00162 ms	0.000869 ms	openblas	0.829x
`np.vecmat(a, b) (float64)`	float64	100,000	0.01542 ms	0.01205 ms	openblas	1.114x
`np.vecmat(a, b) (float64)`	float64	10,000,000	0.01902 ms	0.00729 ms	openblas	2.660x
`np.all(a) (bool)`	bool	1,000	not_measured	not_measured	—	—
`np.all(a) (bool)`	bool	100,000	not_measured	not_measured	—	—
`np.all(a) (bool)`	bool	10,000,000	not_measured	not_measured	—	—
`np.allclose(a, b) (float16)`	float16	1,000	0.04004 ms	not_measured	managed	0.737x
`np.allclose(a, b) (float16)`	float16	100,000	3.1556 ms	not_measured	managed	1.264x
`np.allclose(a, b) (float16)`	float16	10,000,000	31.9262 ms	not_measured	managed	1.321x
`np.allclose(a, b) (float32)`	float32	1,000	0.01072 ms	not_measured	managed	3.382x
`np.allclose(a, b) (float32)`	float32	100,000	0.1244 ms	not_measured	managed	1.059x
`np.allclose(a, b) (float32)`	float32	10,000,000	3.5737 ms	not_measured	managed	1.610x
`np.allclose(a, b) (float64)`	float64	1,000	0.01027 ms	not_measured	managed	3.533x
`np.allclose(a, b) (float64)`	float64	100,000	0.2759 ms	not_measured	managed	2.169x
`np.allclose(a, b) (float64)`	float64	10,000,000	10.8347 ms	not_measured	managed	1.174x
`np.any(a) (bool)`	bool	1,000	not_measured	not_measured	—	—
`np.any(a) (bool)`	bool	100,000	not_measured	not_measured	—	—
`np.any(a) (bool)`	bool	10,000,000	not_measured	not_measured	—	—
`np.array_equal(a, b) (float16)`	float16	1,000	0.00157 ms	not_measured	managed	1.542x
`np.array_equal(a, b) (float16)`	float16	100,000	0.1234 ms	not_measured	managed	1.571x
`np.array_equal(a, b) (float16)`	float16	10,000,000	12.4039 ms	not_measured	managed	1.633x
`np.array_equal(a, b) (float32)`	float32	1,000	0.000310 ms	not_measured	managed	14.877x
`np.array_equal(a, b) (float32)`	float32	100,000	0.01023 ms	not_measured	managed	1.498x
`np.array_equal(a, b) (float32)`	float32	10,000,000	8.5522 ms	not_measured	managed	1.093x
`np.array_equal(a, b) (float64)`	float64	1,000	0.000554 ms	not_measured	managed	8.664x
`np.array_equal(a, b) (float64)`	float64	100,000	0.01920 ms	not_measured	managed	1.348x
`np.array_equal(a, b) (float64)`	float64	10,000,000	5.1587 ms	not_measured	managed	3.295x
`np.fmax(a, b) (float16)`	float16	1,000	0.00240 ms	not_measured	managed	1.064x
`np.fmax(a, b) (float16)`	float16	100,000	0.7134 ms	not_measured	managed	1.264x
`np.fmax(a, b) (float16)`	float16	10,000,000	79.3551 ms	not_measured	managed	1.209x
`np.fmax(a, b) (float32)`	float32	1,000	0.00108 ms	not_measured	managed	1.232x
`np.fmax(a, b) (float32)`	float32	100,000	0.03482 ms	not_measured	managed	0.479x
`np.fmax(a, b) (float32)`	float32	10,000,000	10.9939 ms	not_measured	managed	1.378x
`np.fmax(a, b) (float64)`	float64	1,000	0.000748 ms	not_measured	managed	2.008x
`np.fmax(a, b) (float64)`	float64	100,000	0.06921 ms	not_measured	managed	0.461x
`np.fmax(a, b) (float64)`	float64	10,000,000	15.2170 ms	not_measured	managed	1.989x
`np.fmin(a, b) (float16)`	float16	1,000	0.00349 ms	not_measured	managed	0.761x
`np.fmin(a, b) (float16)`	float16	100,000	0.6495 ms	not_measured	managed	1.373x
`np.fmin(a, b) (float16)`	float16	10,000,000	80.8982 ms	not_measured	managed	1.173x
`np.fmin(a, b) (float32)`	float32	1,000	0.00104 ms	not_measured	managed	1.288x
`np.fmin(a, b) (float32)`	float32	100,000	0.01369 ms	not_measured	managed	1.219x
`np.fmin(a, b) (float32)`	float32	10,000,000	11.3146 ms	not_measured	managed	1.359x
`np.fmin(a, b) (float64)`	float64	1,000	0.000747 ms	not_measured	managed	2.078x
`np.fmin(a, b) (float64)`	float64	100,000	0.06931 ms	not_measured	managed	0.461x
`np.fmin(a, b) (float64)`	float64	10,000,000	26.6829 ms	not_measured	managed	1.112x
`np.isclose(a, b) (float16)`	float16	1,000	0.04030 ms	not_measured	managed	0.662x
`np.isclose(a, b) (float16)`	float16	100,000	1.8584 ms	not_measured	managed	2.134x
`np.isclose(a, b) (float16)`	float16	10,000,000	31.9391 ms	not_measured	managed	1.228x
`np.isclose(a, b) (float32)`	float32	1,000	0.01129 ms	not_measured	managed	2.775x
`np.isclose(a, b) (float32)`	float32	100,000	0.1290 ms	not_measured	managed	0.993x
`np.isclose(a, b) (float32)`	float32	10,000,000	2.8720 ms	not_measured	managed	2.052x
`np.isclose(a, b) (float64)`	float64	1,000	0.00724 ms	not_measured	managed	4.344x
`np.isclose(a, b) (float64)`	float64	100,000	0.2602 ms	not_measured	managed	2.282x
`np.isclose(a, b) (float64)`	float64	10,000,000	11.0364 ms	not_measured	managed	1.146x
`np.iscomplex(a) (float16)`	float16	1,000	0.000234 ms	not_measured	managed	1.885x
`np.iscomplex(a) (float16)`	float16	100,000	0.00415 ms	not_measured	managed	1.055x
`np.iscomplex(a) (float16)`	float16	10,000,000	0.00221 ms	not_measured	managed	9.593x
`np.iscomplex(a) (float32)`	float32	1,000	0.000361 ms	not_measured	managed	3.061x
`np.iscomplex(a) (float32)`	float32	100,000	0.00400 ms	not_measured	managed	1.105x
`np.iscomplex(a) (float32)`	float32	10,000,000	0.00465 ms	not_measured	managed	4.550x
`np.iscomplex(a) (float64)`	float64	1,000	0.000358 ms	not_measured	managed	3.064x
`np.iscomplex(a) (float64)`	float64	100,000	0.00407 ms	not_measured	managed	1.071x
`np.iscomplex(a) (float64)`	float64	10,000,000	0.00275 ms	not_measured	managed	7.752x
`np.iscomplexobj(a) (float16)`	float16	1,000	0.000000 ms	not_measured	managed	—
`np.iscomplexobj(a) (float16)`	float16	100,000	0.000000 ms	not_measured	managed	—
`np.iscomplexobj(a) (float16)`	float16	10,000,000	0.000000 ms	not_measured	managed	—
`np.iscomplexobj(a) (float32)`	float32	1,000	0.000000 ms	not_measured	managed	—
`np.iscomplexobj(a) (float32)`	float32	100,000	0.000000 ms	not_measured	managed	—
`np.iscomplexobj(a) (float32)`	float32	10,000,000	0.000000 ms	not_measured	managed	—
`np.iscomplexobj(a) (float64)`	float64	1,000	0.000000 ms	not_measured	managed	—
`np.iscomplexobj(a) (float64)`	float64	100,000	0.000000 ms	not_measured	managed	—
`np.iscomplexobj(a) (float64)`	float64	10,000,000	0.000000 ms	not_measured	managed	—
`np.isfinite(a) (float16)`	float16	1,000	0.000578 ms	not_measured	managed	1.396x
`np.isfinite(a) (float16)`	float16	100,000	0.04142 ms	not_measured	managed	2.146x
`np.isfinite(a) (float16)`	float16	10,000,000	5.0183 ms	not_measured	managed	1.968x
`np.isfinite(a) (float32)`	float32	1,000	0.000694 ms	not_measured	managed	1.401x
`np.isfinite(a) (float32)`	float32	100,000	0.00546 ms	not_measured	managed	1.674x
`np.isfinite(a) (float32)`	float32	10,000,000	4.4311 ms	not_measured	managed	1.248x
`np.isfinite(a) (float64)`	float64	1,000	0.000804 ms	not_measured	managed	1.331x
`np.isfinite(a) (float64)`	float64	100,000	0.01820 ms	not_measured	managed	0.819x
`np.isfinite(a) (float64)`	float64	10,000,000	9.4374 ms	not_measured	managed	0.960x
`np.isfortran(a) (float16)`	float16	1,000	0.000000 ms	not_measured	managed	—
`np.isfortran(a) (float16)`	float16	100,000	0.000000 ms	not_measured	managed	—
`np.isfortran(a) (float16)`	float16	10,000,000	0.000000 ms	not_measured	managed	—
`np.isfortran(a) (float32)`	float32	1,000	0.000000 ms	not_measured	managed	—
`np.isfortran(a) (float32)`	float32	100,000	0.000000 ms	not_measured	managed	—
`np.isfortran(a) (float32)`	float32	10,000,000	0.000000 ms	not_measured	managed	—
`np.isfortran(a) (float64)`	float64	1,000	0.000000 ms	not_measured	managed	—
`np.isfortran(a) (float64)`	float64	100,000	0.000000 ms	not_measured	managed	—
`np.isfortran(a) (float64)`	float64	10,000,000	0.000000 ms	not_measured	managed	—
`np.isinf(a) (float16)`	float16	1,000	0.000777 ms	not_measured	managed	1.076x
`np.isinf(a) (float16)`	float16	100,000	0.05339 ms	not_measured	managed	1.795x
`np.isinf(a) (float16)`	float16	10,000,000	3.9220 ms	not_measured	managed	2.768x
`np.isinf(a) (float32)`	float32	1,000	0.000571 ms	not_measured	managed	1.716x
`np.isinf(a) (float32)`	float32	100,000	0.00897 ms	not_measured	managed	1.023x
`np.isinf(a) (float32)`	float32	10,000,000	4.4211 ms	not_measured	managed	1.253x
`np.isinf(a) (float64)`	float64	1,000	0.000774 ms	not_measured	managed	1.359x
`np.isinf(a) (float64)`	float64	100,000	0.00856 ms	not_measured	managed	1.746x
`np.isinf(a) (float64)`	float64	10,000,000	9.2472 ms	not_measured	managed	1.103x
`np.isnan(a) (float16)`	float16	1,000	0.000569 ms	not_measured	managed	1.784x
`np.isnan(a) (float16)`	float16	100,000	0.05242 ms	not_measured	managed	2.363x
`np.isnan(a) (float16)`	float16	10,000,000	5.2680 ms	not_measured	managed	2.547x
`np.isnan(a) (float32)`	float32	1,000	0.000733 ms	not_measured	managed	1.291x
`np.isnan(a) (float32)`	float32	100,000	0.00911 ms	not_measured	managed	0.867x
`np.isnan(a) (float32)`	float32	10,000,000	4.4796 ms	not_measured	managed	1.155x
`np.isnan(a) (float64)`	float64	1,000	0.000781 ms	not_measured	managed	1.327x
`np.isnan(a) (float64)`	float64	100,000	0.01584 ms	not_measured	managed	0.780x
`np.isnan(a) (float64)`	float64	10,000,000	9.0206 ms	not_measured	managed	1.057x
`np.isreal(a) (float16)`	float16	1,000	0.000351 ms	not_measured	managed	5.060x
`np.isreal(a) (float16)`	float16	100,000	0.00229 ms	not_measured	managed	75.567x
`np.isreal(a) (float16)`	float16	10,000,000	0.2088 ms	not_measured	managed	96.061x
`np.isreal(a) (float32)`	float32	1,000	0.000264 ms	not_measured	managed	11.962x
`np.isreal(a) (float32)`	float32	100,000	0.00251 ms	not_measured	managed	8.547x
`np.isreal(a) (float32)`	float32	10,000,000	0.3473 ms	not_measured	managed	29.688x
`np.isreal(a) (float64)`	float64	1,000	0.000266 ms	not_measured	managed	12.737x
`np.isreal(a) (float64)`	float64	100,000	0.00252 ms	not_measured	managed	14.688x
`np.isreal(a) (float64)`	float64	10,000,000	0.3519 ms	not_measured	managed	54.042x
`np.isrealobj(a) (float16)`	float16	1,000	0.000000 ms	not_measured	managed	—
`np.isrealobj(a) (float16)`	float16	100,000	0.000000 ms	not_measured	managed	—
`np.isrealobj(a) (float16)`	float16	10,000,000	0.000000 ms	not_measured	managed	—
`np.isrealobj(a) (float32)`	float32	1,000	0.000000 ms	not_measured	managed	—
`np.isrealobj(a) (float32)`	float32	100,000	0.000000 ms	not_measured	managed	—
`np.isrealobj(a) (float32)`	float32	10,000,000	0.000000 ms	not_measured	managed	—
`np.isrealobj(a) (float64)`	float64	1,000	0.000000 ms	not_measured	managed	—
`np.isrealobj(a) (float64)`	float64	100,000	0.000000 ms	not_measured	managed	—
`np.isrealobj(a) (float64)`	float64	10,000,000	0.000000 ms	not_measured	managed	—
`np.isscalar(a) (float16)`	float16	1,000	0.000001 ms	not_measured	managed	475.000x
`np.isscalar(a) (float16)`	float16	100,000	0.000000 ms	not_measured	managed	—
`np.isscalar(a) (float16)`	float16	10,000,000	0.000000 ms	not_measured	managed	—
`np.isscalar(a) (float32)`	float32	1,000	0.000000 ms	not_measured	managed	—
`np.isscalar(a) (float32)`	float32	100,000	0.000001 ms	not_measured	managed	603.000x
`np.isscalar(a) (float32)`	float32	10,000,000	0.000001 ms	not_measured	managed	603.000x
`np.isscalar(a) (float64)`	float64	1,000	0.000001 ms	not_measured	managed	608.000x
`np.isscalar(a) (float64)`	float64	100,000	0.000001 ms	not_measured	managed	603.000x
`np.isscalar(a) (float64)`	float64	10,000,000	0.000001 ms	not_measured	managed	602.000x
`np.logical_and(a, b) (bool)`	bool	1,000	not_measured	not_measured	—	—
`np.logical_and(a, b) (bool)`	bool	100,000	not_measured	not_measured	—	—
`np.logical_and(a, b) (bool)`	bool	10,000,000	not_measured	not_measured	—	—
`np.logical_not(a) (bool)`	bool	1,000	not_measured	not_measured	—	—
`np.logical_not(a) (bool)`	bool	100,000	not_measured	not_measured	—	—
`np.logical_not(a) (bool)`	bool	10,000,000	not_measured	not_measured	—	—
`np.logical_or(a, b) (bool)`	bool	1,000	not_measured	not_measured	—	—
`np.logical_or(a, b) (bool)`	bool	100,000	not_measured	not_measured	—	—
`np.logical_or(a, b) (bool)`	bool	10,000,000	not_measured	not_measured	—	—
`np.logical_xor(a, b) (bool)`	bool	1,000	not_measured	not_measured	—	—
`np.logical_xor(a, b) (bool)`	bool	100,000	not_measured	not_measured	—	—
`np.logical_xor(a, b) (bool)`	bool	10,000,000	not_measured	not_measured	—	—
`np.maximum(a, b) (float16)`	float16	1,000	0.00365 ms	not_measured	managed	0.748x
`np.maximum(a, b) (float16)`	float16	100,000	0.6370 ms	not_measured	managed	1.425x
`np.maximum(a, b) (float16)`	float16	10,000,000	81.8608 ms	not_measured	managed	1.175x
`np.maximum(a, b) (float32)`	float32	1,000	0.00101 ms	not_measured	managed	1.331x
`np.maximum(a, b) (float32)`	float32	100,000	0.02272 ms	not_measured	managed	0.720x
`np.maximum(a, b) (float32)`	float32	10,000,000	3.7508 ms	not_measured	managed	4.022x
`np.maximum(a, b) (float64)`	float64	1,000	0.00121 ms	not_measured	managed	1.288x
`np.maximum(a, b) (float64)`	float64	100,000	0.04562 ms	not_measured	managed	0.683x
`np.maximum(a, b) (float64)`	float64	10,000,000	27.1062 ms	not_measured	managed	0.858x
`np.minimum(a, b) (float16)`	float16	1,000	0.00340 ms	not_measured	managed	0.858x
`np.minimum(a, b) (float16)`	float16	100,000	0.6382 ms	not_measured	managed	1.423x
`np.minimum(a, b) (float16)`	float16	10,000,000	88.3463 ms	not_measured	managed	1.025x
`np.minimum(a, b) (float32)`	float32	1,000	0.000609 ms	not_measured	managed	2.187x
`np.minimum(a, b) (float32)`	float32	100,000	0.01422 ms	not_measured	managed	1.149x
`np.minimum(a, b) (float32)`	float32	10,000,000	7.8511 ms	not_measured	managed	1.727x
`np.minimum(a, b) (float64)`	float64	1,000	0.000884 ms	not_measured	managed	0.531x
`np.minimum(a, b) (float64)`	float64	100,000	0.05035 ms	not_measured	managed	0.620x
`np.minimum(a, b) (float64)`	float64	10,000,000	19.6115 ms	not_measured	managed	0.819x
`a.T (transpose 2D)`	float64	1,000	0.000355 ms	not_measured	managed	0.242x
`a.T (transpose 2D)`	float64	100,000	0.000364 ms	not_measured	managed	0.363x
`a.T (transpose 2D)`	float64	10,000,000	0.000232 ms	not_measured	managed	0.578x
`a.flatten`	float64	1,000	0.00111 ms	not_measured	managed	0.397x
`a.flatten`	float64	100,000	0.02133 ms	not_measured	managed	1.014x
`a.flatten`	float64	10,000,000	12.4560 ms	not_measured	managed	1.362x
`a.ravel() (view)`	float64	1,000	0.000276 ms	not_measured	managed	0.297x
`a.ravel() (view)`	float64	100,000	0.000408 ms	not_measured	managed	0.299x
`a.ravel() (view)`	float64	10,000,000	0.000353 ms	not_measured	managed	0.343x
`np.append(a, b) (float64)`	float64	1,000	0.00197 ms	not_measured	managed	1.728x
`np.append(a, b) (float64)`	float64	100,000	0.09959 ms	not_measured	managed	3.101x
`np.append(a, b) (float64)`	float64	10,000,000	0.9482 ms	not_measured	managed	2.546x
`np.array_split(a, sections) (float64)`	float64	1,000	0.00117 ms	not_measured	managed	13.360x
`np.array_split(a, sections) (float64)`	float64	100,000	0.00141 ms	not_measured	managed	11.104x
`np.array_split(a, sections) (float64)`	float64	10,000,000	0.00119 ms	not_measured	managed	13.154x
`np.atleast_1d(a) (float64)`	float64	1,000	0.000001 ms	not_measured	managed	297.000x
`np.atleast_1d(a) (float64)`	float64	100,000	0.000001 ms	not_measured	managed	297.000x
`np.atleast_1d(a) (float64)`	float64	10,000,000	0.000001 ms	not_measured	managed	297.000x
`np.atleast_2d(a) (float64)`	float64	1,000	0.000296 ms	not_measured	managed	2.270x
`np.atleast_2d(a) (float64)`	float64	100,000	0.000293 ms	not_measured	managed	2.331x
`np.atleast_2d(a) (float64)`	float64	10,000,000	0.000233 ms	not_measured	managed	2.940x
`np.atleast_3d(a) (float64)`	float64	1,000	0.000701 ms	not_measured	managed	1.030x
`np.atleast_3d(a) (float64)`	float64	100,000	0.000700 ms	not_measured	managed	1.031x
`np.atleast_3d(a) (float64)`	float64	10,000,000	0.000714 ms	not_measured	managed	1.015x
`np.block([a, b]) (float64)`	float64	1,000	0.00216 ms	not_measured	managed	3.380x
`np.block([a, b]) (float64)`	float64	100,000	0.09652 ms	not_measured	managed	3.985x
`np.block([a, b]) (float64)`	float64	10,000,000	1.4324 ms	not_measured	managed	1.793x
`np.broadcast_arrays(a, b) (float64)`	float64	1,000	0.000556 ms	not_measured	managed	14.374x
`np.broadcast_arrays(a, b) (float64)`	float64	100,000	0.000521 ms	not_measured	managed	5.749x
`np.broadcast_arrays(a, b) (float64)`	float64	10,000,000	0.000368 ms	not_measured	managed	22.245x
`np.byteswap`	float64	1,000	0.000658 ms	not_measured	managed	2.377x
`np.byteswap`	float64	100,000	0.03805 ms	not_measured	managed	1.878x
`np.byteswap`	float64	10,000,000	13.3482 ms	not_measured	managed	1.854x
`np.c_`	float64	1,000	0.00384 ms	not_measured	managed	2.537x
`np.c_`	float64	100,000	0.1773 ms	not_measured	managed	2.216x
`np.c_`	float64	10,000,000	32.7765 ms	not_measured	managed	1.891x
`np.column_stack((a, b)) (float64)`	float64	1,000	0.00191 ms	not_measured	managed	2.577x
`np.column_stack((a, b)) (float64)`	float64	100,000	0.09355 ms	not_measured	managed	4.420x
`np.column_stack((a, b)) (float64)`	float64	10,000,000	2.8967 ms	not_measured	managed	1.685x
`np.concat((a, b)) (float64)`	float64	1,000	0.00143 ms	not_measured	managed	1.499x
`np.concat((a, b)) (float64)`	float64	100,000	0.1035 ms	not_measured	managed	3.573x
`np.concat((a, b)) (float64)`	float64	10,000,000	0.9789 ms	not_measured	managed	2.534x
`np.concatenate([a, b, c]) (float64)`	float64	1,000	0.00202 ms	not_measured	managed	1.484x
`np.concatenate([a, b, c]) (float64)`	float64	100,000	0.1790 ms	not_measured	managed	2.943x
`np.concatenate([a, b, c]) (float64)`	float64	10,000,000	3.7023 ms	not_measured	managed	1.088x
`np.concatenate([a, b]) (float64)`	float64	1,000	0.00206 ms	not_measured	managed	1.055x
`np.concatenate([a, b]) (float64)`	float64	100,000	0.09566 ms	not_measured	managed	3.888x
`np.concatenate([a, b]) (float64)`	float64	10,000,000	1.2333 ms	not_measured	managed	2.069x
`np.concatenate([a, b], axis=0) (float64)`	float64	1,000	0.00152 ms	not_measured	managed	1.631x
`np.concatenate([a, b], axis=0) (float64)`	float64	100,000	0.1023 ms	not_measured	managed	3.447x
`np.concatenate([a, b], axis=0) (float64)`	float64	10,000,000	1.2096 ms	not_measured	managed	1.992x
`np.concatenate([a, b], axis=1) (float64)`	float64	1,000	0.00194 ms	not_measured	managed	1.367x
`np.concatenate([a, b], axis=1) (float64)`	float64	100,000	0.09089 ms	not_measured	managed	3.695x
`np.concatenate([a, b], axis=1) (float64)`	float64	10,000,000	2.7403 ms	not_measured	managed	2.647x
`np.delete(a, index) (float64)`	float64	1,000	0.00239 ms	not_measured	managed	2.007x
`np.delete(a, index) (float64)`	float64	100,000	0.04543 ms	not_measured	managed	0.561x
`np.delete(a, index) (float64)`	float64	10,000,000	0.6096 ms	not_measured	managed	2.007x
`np.diag`	float64	1,000	0.00132 ms	not_measured	managed	1.035x
`np.diag`	float64	100,000	0.06767 ms	not_measured	managed	0.021x
`np.diag`	float64	10,000,000	3.9335 ms	not_measured	managed	0.000x
`np.diagflat`	float64	1,000	0.00156 ms	not_measured	managed	4.762x
`np.diagflat`	float64	100,000	0.06934 ms	not_measured	managed	0.460x
`np.diagflat`	float64	10,000,000	2.5660 ms	not_measured	managed	1.588x
`np.dsplit(a, sections) (float64)`	float64	1,000	0.00174 ms	not_measured	managed	12.334x
`np.dsplit(a, sections) (float64)`	float64	100,000	0.00191 ms	not_measured	managed	11.322x
`np.dsplit(a, sections) (float64)`	float64	10,000,000	0.00182 ms	not_measured	managed	11.954x
`np.dstack([a, b]) (float64)`	float64	1,000	0.00372 ms	not_measured	managed	1.438x
`np.dstack([a, b]) (float64)`	float64	100,000	0.1877 ms	not_measured	managed	2.178x
`np.dstack([a, b]) (float64)`	float64	10,000,000	1.9895 ms	not_measured	managed	2.098x
`np.expand_dims(a, axis=-1) (float64)`	float64	1,000	0.000306 ms	not_measured	managed	3.873x
`np.expand_dims(a, axis=-1) (float64)`	float64	100,000	0.000195 ms	not_measured	managed	13.349x
`np.expand_dims(a, axis=-1) (float64)`	float64	10,000,000	0.000257 ms	not_measured	managed	9.907x
`np.expand_dims(a, axis=0) (float64)`	float64	1,000	0.000317 ms	not_measured	managed	3.666x
`np.expand_dims(a, axis=0) (float64)`	float64	100,000	0.000226 ms	not_measured	managed	11.571x
`np.expand_dims(a, axis=0) (float64)`	float64	10,000,000	0.000266 ms	not_measured	managed	9.564x
`np.expand_dims(a2D, axis=1) (float64)`	float64	1,000	0.000310 ms	not_measured	managed	3.835x
`np.expand_dims(a2D, axis=1) (float64)`	float64	100,000	0.000236 ms	not_measured	managed	11.233x
`np.expand_dims(a2D, axis=1) (float64)`	float64	10,000,000	0.000310 ms	not_measured	managed	8.542x
`np.fill_diagonal`	float64	1,000	0.000607 ms	not_measured	managed	1.290x
`np.fill_diagonal`	float64	100,000	0.000897 ms	not_measured	managed	4.951x
`np.fill_diagonal`	float64	10,000,000	0.03658 ms	not_measured	managed	1.058x
`np.flip`	float64	1,000	0.000237 ms	not_measured	managed	2.405x
`np.flip`	float64	100,000	0.000199 ms	not_measured	managed	2.799x
`np.flip`	float64	10,000,000	0.000189 ms	not_measured	managed	2.905x
`np.fliplr`	float64	1,000	0.000237 ms	not_measured	managed	2.068x
`np.fliplr`	float64	100,000	0.000254 ms	not_measured	managed	1.882x
`np.fliplr`	float64	10,000,000	0.000196 ms	not_measured	managed	2.526x
`np.flipud`	float64	1,000	0.000204 ms	not_measured	managed	2.020x
`np.flipud`	float64	100,000	0.000201 ms	not_measured	managed	2.100x
`np.flipud`	float64	10,000,000	0.000196 ms	not_measured	managed	1.444x
`np.hsplit(a, sections) (float64)`	float64	1,000	0.00179 ms	not_measured	managed	11.891x
`np.hsplit(a, sections) (float64)`	float64	100,000	0.00183 ms	not_measured	managed	11.795x
`np.hsplit(a, sections) (float64)`	float64	10,000,000	0.00180 ms	not_measured	managed	12.119x
`np.hstack([a, b]) (float64)`	float64	1,000	0.00212 ms	not_measured	managed	1.807x
`np.hstack([a, b]) (float64)`	float64	100,000	0.1007 ms	not_measured	managed	3.566x
`np.hstack([a, b]) (float64)`	float64	10,000,000	1.3268 ms	not_measured	managed	2.010x
`np.insert(a, index, value) (float64)`	float64	1,000	0.00349 ms	not_measured	managed	3.580x
`np.insert(a, index, value) (float64)`	float64	100,000	0.04231 ms	not_measured	managed	0.822x
`np.insert(a, index, value) (float64)`	float64	10,000,000	0.4713 ms	not_measured	managed	2.589x
`np.intersect1d(a, b) (int32)`	int32	1,000	0.03960 ms	not_measured	managed	2.028x
`np.intersect1d(a, b) (int32)`	int32	100,000	9.7425 ms	not_measured	managed	1.119x
`np.intersect1d(a, b) (int32)`	int32	10,000,000	43.9221 ms	not_measured	managed	4.745x
`np.isin(a, b) (int32)`	int32	1,000	0.02178 ms	not_measured	managed	2.052x
`np.isin(a, b) (int32)`	int32	100,000	0.9557 ms	not_measured	managed	0.746x
`np.isin(a, b) (int32)`	int32	10,000,000	9.6958 ms	not_measured	managed	1.219x
`np.ix_`	float64	1,000	0.00106 ms	not_measured	managed	3.460x
`np.ix_`	float64	100,000	0.000799 ms	not_measured	managed	4.700x
`np.ix_`	float64	10,000,000	0.000743 ms	not_measured	managed	4.997x
`np.matrix_transpose`	float64	1,000	0.000229 ms	not_measured	managed	3.511x
`np.matrix_transpose`	float64	100,000	0.000214 ms	not_measured	managed	3.729x
`np.matrix_transpose`	float64	10,000,000	0.000303 ms	not_measured	managed	2.644x
`np.moveaxis(a, 0, -1) (float64)`	float64	1,000	0.000912 ms	not_measured	managed	4.361x
`np.moveaxis(a, 0, -1) (float64)`	float64	100,000	0.000853 ms	not_measured	managed	4.620x
`np.moveaxis(a, 0, -1) (float64)`	float64	10,000,000	0.000663 ms	not_measured	managed	6.012x
`np.pad(a, width) (float64)`	float64	1,000	0.00669 ms	not_measured	managed	3.554x
`np.pad(a, width) (float64)`	float64	100,000	0.04693 ms	not_measured	managed	0.927x
`np.pad(a, width) (float64)`	float64	10,000,000	0.6250 ms	not_measured	managed	2.003x
`np.permute_dims`	float64	1,000	0.000334 ms	not_measured	managed	1.428x
`np.permute_dims`	float64	100,000	0.000295 ms	not_measured	managed	1.603x
`np.permute_dims`	float64	10,000,000	0.000310 ms	not_measured	managed	1.500x
`np.r_`	float64	1,000	0.00214 ms	not_measured	managed	2.792x
`np.r_`	float64	100,000	0.07489 ms	not_measured	managed	5.095x
`np.r_`	float64	10,000,000	28.1185 ms	not_measured	managed	1.157x
`np.r_(0:1:Nj)`	float64	1,000	0.00283 ms	not_measured	managed	6.275x
`np.r_(0:1:Nj)`	float64	100,000	0.1391 ms	not_measured	managed	3.305x
`np.r_(0:1:Nj)`	float64	10,000,000	23.7767 ms	not_measured	managed	2.103x
`np.r_(0:N)`	float64	1,000	0.00273 ms	not_measured	managed	2.182x
`np.r_(0:N)`	float64	100,000	0.09495 ms	not_measured	managed	4.167x
`np.r_(0:N)`	float64	10,000,000	25.8535 ms	not_measured	managed	1.243x
`np.r_(a, 0, 0, b)`	float64	1,000	0.00383 ms	not_measured	managed	2.240x
`np.r_(a, 0, 0, b)`	float64	100,000	0.09107 ms	not_measured	managed	4.194x
`np.r_(a, 0, 0, b)`	float64	10,000,000	27.6757 ms	not_measured	managed	1.156x
`np.ravel`	float64	1,000	0.000354 ms	not_measured	managed	0.864x
`np.ravel`	float64	100,000	0.000284 ms	not_measured	managed	1.447x
`np.ravel`	float64	10,000,000	0.000545 ms	not_measured	managed	0.749x
`np.repeat(a, repeats) (float64)`	float64	1,000	0.00261 ms	not_measured	managed	3.916x
`np.repeat(a, repeats) (float64)`	float64	100,000	0.3149 ms	not_measured	managed	3.025x
`np.repeat(a, repeats) (float64)`	float64	10,000,000	2.2971 ms	not_measured	managed	4.234x
`np.reshape(a, shape)`	float64	1,000	0.000544 ms	not_measured	managed	0.989x
`np.reshape(a, shape)`	float64	100,000	0.000500 ms	not_measured	managed	2.656x
`np.reshape(a, shape)`	float64	10,000,000	0.000489 ms	not_measured	managed	2.712x
`np.resize(a, shape) (float64)`	float64	1,000	0.00210 ms	not_measured	managed	2.824x
`np.resize(a, shape) (float64)`	float64	100,000	0.1011 ms	not_measured	managed	3.483x
`np.resize(a, shape) (float64)`	float64	10,000,000	1.9232 ms	not_measured	managed	1.262x
`np.roll(a, shift) (float64)`	float64	1,000	0.00490 ms	not_measured	managed	2.314x
`np.roll(a, shift) (float64)`	float64	100,000	0.04496 ms	not_measured	managed	0.723x
`np.roll(a, shift) (float64)`	float64	10,000,000	0.5770 ms	not_measured	managed	2.172x
`np.rollaxis(a, 2) (float64)`	float64	1,000	0.000419 ms	not_measured	managed	2.482x
`np.rollaxis(a, 2) (float64)`	float64	100,000	0.000364 ms	not_measured	managed	2.780x
`np.rollaxis(a, 2) (float64)`	float64	10,000,000	0.000222 ms	not_measured	managed	4.689x
`np.rot90`	float64	1,000	0.000535 ms	not_measured	managed	16.095x
`np.rot90`	float64	100,000	0.000583 ms	not_measured	managed	14.832x
`np.rot90`	float64	10,000,000	0.000531 ms	not_measured	managed	16.375x
`np.setdiff1d(a, b) (int32)`	int32	1,000	0.03988 ms	not_measured	managed	2.817x
`np.setdiff1d(a, b) (int32)`	int32	100,000	9.4613 ms	not_measured	managed	1.149x
`np.setdiff1d(a, b) (int32)`	int32	10,000,000	40.2557 ms	not_measured	managed	5.279x
`np.setxor1d(a, b) (int32)`	int32	1,000	0.04853 ms	not_measured	managed	1.712x
`np.setxor1d(a, b) (int32)`	int32	100,000	9.8504 ms	not_measured	managed	1.102x
`np.setxor1d(a, b) (int32)`	int32	10,000,000	35.0097 ms	not_measured	managed	5.806x
`np.size(a) (float64)`	float64	1,000	0.000000 ms	not_measured	managed	—
`np.size(a) (float64)`	float64	100,000	0.000000 ms	not_measured	managed	—
`np.size(a) (float64)`	float64	10,000,000	0.000000 ms	not_measured	managed	—
`np.split(a, sections) (float64)`	float64	1,000	0.00168 ms	not_measured	managed	12.206x
`np.split(a, sections) (float64)`	float64	100,000	0.00164 ms	not_measured	managed	12.660x
`np.split(a, sections) (float64)`	float64	10,000,000	0.00272 ms	not_measured	managed	7.695x
`np.squeeze(a) (float64)`	float64	1,000	0.000230 ms	not_measured	managed	1.222x
`np.squeeze(a) (float64)`	float64	100,000	0.000215 ms	not_measured	managed	2.158x
`np.squeeze(a) (float64)`	float64	10,000,000	0.000227 ms	not_measured	managed	2.062x
`np.squeeze(a, axis=1) (float64)`	float64	1,000	0.000168 ms	not_measured	managed	1.821x
`np.squeeze(a, axis=1) (float64)`	float64	100,000	0.000200 ms	not_measured	managed	2.945x
`np.squeeze(a, axis=1) (float64)`	float64	10,000,000	0.000234 ms	not_measured	managed	2.487x
`np.stack([a, b]) (float64)`	float64	1,000	0.00302 ms	not_measured	managed	1.773x
`np.stack([a, b]) (float64)`	float64	100,000	0.1021 ms	not_measured	managed	3.093x
`np.stack([a, b]) (float64)`	float64	10,000,000	1.3255 ms	not_measured	managed	1.943x
`np.stack([a, b], axis=1) (float64)`	float64	1,000	0.00371 ms	not_measured	managed	1.633x
`np.stack([a, b], axis=1) (float64)`	float64	100,000	0.1879 ms	not_measured	managed	2.213x
`np.stack([a, b], axis=1) (float64)`	float64	10,000,000	2.8676 ms	not_measured	managed	1.859x
`np.swapaxes(a, 0, 1) (float64)`	float64	1,000	0.000295 ms	not_measured	managed	1.756x
`np.swapaxes(a, 0, 1) (float64)`	float64	100,000	0.000281 ms	not_measured	managed	1.858x
`np.swapaxes(a, 0, 1) (float64)`	float64	10,000,000	0.000283 ms	not_measured	managed	1.827x
`np.swapaxes(a3D, 0, 2) (float64)`	float64	1,000	0.000302 ms	not_measured	managed	1.748x
`np.swapaxes(a3D, 0, 2) (float64)`	float64	100,000	0.000451 ms	not_measured	managed	1.180x
`np.swapaxes(a3D, 0, 2) (float64)`	float64	10,000,000	0.000268 ms	not_measured	managed	1.996x
`np.tile(a, reps) (float64)`	float64	1,000	0.00401 ms	not_measured	managed	1.590x
`np.tile(a, reps) (float64)`	float64	100,000	0.07426 ms	not_measured	managed	4.911x
`np.tile(a, reps) (float64)`	float64	10,000,000	1.8517 ms	not_measured	managed	1.268x
`np.transpose(a)`	float64	1,000	0.000312 ms	not_measured	managed	1.035x
`np.transpose(a)`	float64	100,000	0.000369 ms	not_measured	managed	1.268x
`np.transpose(a)`	float64	10,000,000	0.000373 ms	not_measured	managed	1.276x
`np.tri`	float64	1,000	0.00171 ms	not_measured	managed	4.842x
`np.tri`	float64	100,000	0.02545 ms	not_measured	managed	3.384x
`np.tri`	float64	10,000,000	17.5280 ms	not_measured	managed	1.023x
`np.tril`	float64	1,000	0.00141 ms	not_measured	managed	7.650x
`np.tril`	float64	100,000	0.03467 ms	not_measured	managed	2.760x
`np.tril`	float64	10,000,000	19.9772 ms	not_measured	managed	1.129x
`np.tril_indices`	float64	1,000	0.00313 ms	not_measured	managed	9.431x
`np.tril_indices`	float64	100,000	0.02884 ms	not_measured	managed	5.058x
`np.tril_indices`	float64	10,000,000	11.4232 ms	not_measured	managed	2.173x
`np.trim_zeros`	float64	1,000	0.00414 ms	not_measured	managed	6.872x
`np.trim_zeros`	float64	100,000	0.01419 ms	not_measured	managed	95.094x
`np.trim_zeros`	float64	10,000,000	0.03229 ms	not_measured	managed	5740.969x
`np.triu`	float64	1,000	0.000878 ms	not_measured	managed	12.236x
`np.triu`	float64	100,000	0.04153 ms	not_measured	managed	2.302x
`np.triu`	float64	10,000,000	19.8933 ms	not_measured	managed	1.154x
`np.triu_indices`	float64	1,000	0.00350 ms	not_measured	managed	8.684x
`np.triu_indices`	float64	100,000	0.04263 ms	not_measured	managed	3.409x
`np.triu_indices`	float64	10,000,000	11.3976 ms	not_measured	managed	2.331x
`np.union1d(a, b) (int32)`	int32	1,000	0.01588 ms	not_measured	managed	2.817x
`np.union1d(a, b) (int32)`	int32	100,000	5.0695 ms	not_measured	managed	1.380x
`np.union1d(a, b) (int32)`	int32	10,000,000	30.3665 ms	not_measured	managed	5.335x
`np.unique(a) (int32)`	int32	1,000	0.00923 ms	not_measured	managed	3.640x
`np.unique(a) (int32)`	int32	100,000	4.4608 ms	not_measured	managed	0.722x
`np.unique(a) (int32)`	int32	10,000,000	16.5467 ms	not_measured	managed	5.244x
`np.unique_all(a) (int32)`	int32	1,000	0.02110 ms	not_measured	managed	3.199x
`np.unique_all(a) (int32)`	int32	100,000	3.3166 ms	not_measured	managed	2.724x
`np.unique_all(a) (int32)`	int32	10,000,000	36.7695 ms	not_measured	managed	3.729x
`np.unique_counts(a) (int32)`	int32	1,000	0.00844 ms	not_measured	managed	2.913x
`np.unique_counts(a) (int32)`	int32	100,000	4.8499 ms	not_measured	managed	0.232x
`np.unique_counts(a) (int32)`	int32	10,000,000	14.4817 ms	not_measured	managed	1.038x
`np.unique_inverse(a) (int32)`	int32	1,000	0.01397 ms	not_measured	managed	4.208x
`np.unique_inverse(a) (int32)`	int32	100,000	2.6334 ms	not_measured	managed	2.077x
`np.unique_inverse(a) (int32)`	int32	10,000,000	29.9619 ms	not_measured	managed	2.215x
`np.unique_values(a) (int32)`	int32	1,000	0.00940 ms	not_measured	managed	3.405x
`np.unique_values(a) (int32)`	int32	100,000	3.4028 ms	not_measured	managed	1.328x
`np.unique_values(a) (int32)`	int32	10,000,000	18.6665 ms	not_measured	managed	3.714x
`np.unstack(a) (float64)`	float64	1,000	0.00168 ms	not_measured	managed	3.796x
`np.unstack(a) (float64)`	float64	100,000	0.00183 ms	not_measured	managed	3.489x
`np.unstack(a) (float64)`	float64	10,000,000	0.00130 ms	not_measured	managed	4.937x
`np.vsplit(a, sections) (float64)`	float64	1,000	0.00171 ms	not_measured	managed	12.361x
`np.vsplit(a, sections) (float64)`	float64	100,000	0.00183 ms	not_measured	managed	11.635x
`np.vsplit(a, sections) (float64)`	float64	10,000,000	0.00169 ms	not_measured	managed	12.566x
`np.vstack([a, b]) (float64)`	float64	1,000	0.00305 ms	not_measured	managed	1.544x
`np.vstack([a, b]) (float64)`	float64	100,000	0.09494 ms	not_measured	managed	4.013x
`np.vstack([a, b]) (float64)`	float64	10,000,000	1.3291 ms	not_measured	managed	1.822x
`reshape 1D->2D`	float64	1,000	0.000487 ms	not_measured	managed	0.302x
`reshape 1D->2D`	float64	100,000	0.000521 ms	not_measured	managed	0.390x
`reshape 1D->2D`	float64	10,000,000	0.000501 ms	not_measured	managed	0.407x
`reshape 1D->3D`	float64	1,000	0.000676 ms	not_measured	managed	0.232x
`reshape 1D->3D`	float64	100,000	0.000465 ms	not_measured	managed	0.523x
`reshape 1D->3D`	float64	10,000,000	0.000372 ms	not_measured	managed	0.651x
`reshape 2D->1D`	float64	1,000	0.000535 ms	not_measured	managed	0.262x
`reshape 2D->1D`	float64	100,000	0.000327 ms	not_measured	managed	0.578x
`reshape 2D->1D`	float64	10,000,000	0.000531 ms	not_measured	managed	0.358x
`a.all() [ndarray] (float64)`	float64	1,000	0.000734 ms	not_measured	managed	1.698x
`a.all() [ndarray] (float64)`	float64	100,000	0.00755 ms	not_measured	managed	10.590x
`a.all() [ndarray] (float64)`	float64	10,000,000	0.2148 ms	not_measured	managed	3.660x
`a.any() [ndarray] (float64)`	float64	1,000	0.000842 ms	not_measured	managed	1.473x
`a.any() [ndarray] (float64)`	float64	100,000	0.00117 ms	not_measured	managed	66.028x
`a.any() [ndarray] (float64)`	float64	10,000,000	0.00106 ms	not_measured	managed	709.661x
`a.argmax() [ndarray] (float64)`	float64	1,000	0.000754 ms	not_measured	managed	0.512x
`a.argmax() [ndarray] (float64)`	float64	100,000	0.01909 ms	not_measured	managed	3.350x
`a.argmax() [ndarray] (float64)`	float64	10,000,000	0.4254 ms	not_measured	managed	1.499x
`a.argmin() [ndarray] (float64)`	float64	1,000	0.000967 ms	not_measured	managed	0.393x
`a.argmin() [ndarray] (float64)`	float64	100,000	0.04897 ms	not_measured	managed	1.306x
`a.argmin() [ndarray] (float64)`	float64	10,000,000	0.2062 ms	not_measured	managed	3.091x
`a.argpartition(kth) [ndarray] (float64)`	float64	1,000	0.00709 ms	not_measured	managed	1.712x
`a.argpartition(kth) [ndarray] (float64)`	float64	100,000	0.5488 ms	not_measured	managed	0.606x
`a.argpartition(kth) [ndarray] (float64)`	float64	10,000,000	8.7297 ms	not_measured	managed	0.435x
`a.argsort() [ndarray] (float64)`	float64	1,000	0.02443 ms	not_measured	managed	1.651x
`a.argsort() [ndarray] (float64)`	float64	100,000	3.2725 ms	not_measured	managed	1.530x
`a.argsort() [ndarray] (float64)`	float64	10,000,000	29.1289 ms	not_measured	managed	2.059x
`a.choose(choices) [ndarray] (float64)`	float64	1,000	0.00290 ms	not_measured	managed	1.514x
`a.choose(choices) [ndarray] (float64)`	float64	100,000	0.1307 ms	not_measured	managed	8.694x
`a.choose(choices) [ndarray] (float64)`	float64	10,000,000	3.6988 ms	not_measured	managed	3.029x
`a.clip(min, max) [ndarray] (float64)`	float64	1,000	0.000809 ms	not_measured	managed	1.232x
`a.clip(min, max) [ndarray] (float64)`	float64	100,000	0.07724 ms	not_measured	managed	0.312x
`a.clip(min, max) [ndarray] (float64)`	float64	10,000,000	1.1076 ms	not_measured	managed	1.515x
`a.compress(mask) [ndarray] (float64)`	float64	1,000	0.000804 ms	not_measured	managed	1.735x
`a.compress(mask) [ndarray] (float64)`	float64	100,000	0.06964 ms	not_measured	managed	3.414x
`a.compress(mask) [ndarray] (float64)`	float64	10,000,000	0.6986 ms	not_measured	managed	4.771x
`a.conj() [ndarray] (float64)`	float64	1,000	0.000001 ms	not_measured	managed	60.000x
`a.conj() [ndarray] (float64)`	float64	100,000	0.000001 ms	not_measured	managed	87.000x
`a.conj() [ndarray] (float64)`	float64	10,000,000	0.000001 ms	not_measured	managed	87.000x
`a.conjugate() [ndarray] (float64)`	float64	1,000	0.000001 ms	not_measured	managed	60.000x
`a.conjugate() [ndarray] (float64)`	float64	100,000	0.000001 ms	not_measured	managed	86.000x
`a.conjugate() [ndarray] (float64)`	float64	10,000,000	0.000001 ms	not_measured	managed	86.000x
`a.cumprod() [ndarray] (float64)`	float64	1,000	0.00188 ms	not_measured	managed	1.488x
`a.cumprod() [ndarray] (float64)`	float64	100,000	0.1751 ms	not_measured	managed	1.622x
`a.cumprod() [ndarray] (float64)`	float64	10,000,000	1.6144 ms	not_measured	managed	2.298x
`a.cumsum() [ndarray] (float64)`	float64	1,000	0.00260 ms	not_measured	managed	0.819x
`a.cumsum() [ndarray] (float64)`	float64	100,000	0.1432 ms	not_measured	managed	1.973x
`a.cumsum() [ndarray] (float64)`	float64	10,000,000	1.4411 ms	not_measured	managed	2.569x
`a.diagonal() [ndarray] (float64)`	float64	1,000	0.000146 ms	not_measured	managed	0.705x
`a.diagonal() [ndarray] (float64)`	float64	100,000	0.000213 ms	not_measured	managed	0.709x
`a.diagonal() [ndarray] (float64)`	float64	10,000,000	0.000194 ms	not_measured	managed	0.778x
`a.dot(b) [ndarray] (float64)`	float64	1,000	0.000394 ms	0.000600 ms	managed	2.698x
`a.dot(b) [ndarray] (float64)`	float64	100,000	0.01701 ms	0.01220 ms	openblas	1.283x
`a.dot(b) [ndarray] (float64)`	float64	10,000,000	0.3974 ms	8.3942 ms	managed	0.838x
`a.fill(value) [ndarray] (float64)`	float64	1,000	0.000085 ms	not_measured	managed	4.282x
`a.fill(value) [ndarray] (float64)`	float64	100,000	0.02046 ms	not_measured	managed	1.017x
`a.fill(value) [ndarray] (float64)`	float64	10,000,000	0.2503 ms	not_measured	managed	0.999x
`a.getfield(dtype) [ndarray] (float64)`	float64	1,000	0.000380 ms	not_measured	managed	0.518x
`a.getfield(dtype) [ndarray] (float64)`	float64	100,000	0.000303 ms	not_measured	managed	0.498x
`a.getfield(dtype) [ndarray] (float64)`	float64	10,000,000	0.000283 ms	not_measured	managed	0.696x
`a.item(index) [ndarray] (float64)`	float64	1,000	0.000006 ms	not_measured	managed	20.667x
`a.item(index) [ndarray] (float64)`	float64	100,000	0.000007 ms	not_measured	managed	17.714x
`a.item(index) [ndarray] (float64)`	float64	10,000,000	0.000007 ms	not_measured	managed	17.714x
`a.max() [ndarray] (float64)`	float64	1,000	0.000542 ms	not_measured	managed	1.659x
`a.max() [ndarray] (float64)`	float64	100,000	0.01662 ms	not_measured	managed	2.252x
`a.max() [ndarray] (float64)`	float64	10,000,000	0.2164 ms	not_measured	managed	1.661x
`a.min() [ndarray] (float64)`	float64	1,000	0.000431 ms	not_measured	managed	2.093x
`a.min() [ndarray] (float64)`	float64	100,000	0.01706 ms	not_measured	managed	2.188x
`a.min() [ndarray] (float64)`	float64	10,000,000	0.2026 ms	not_measured	managed	1.773x
`a.nonzero() [ndarray] (float64)`	float64	1,000	0.00218 ms	not_measured	managed	1.564x
`a.nonzero() [ndarray] (float64)`	float64	100,000	0.1028 ms	not_measured	managed	2.818x
`a.nonzero() [ndarray] (float64)`	float64	10,000,000	1.3746 ms	not_measured	managed	2.683x
`a.partition(kth) [ndarray] (float64)`	float64	1,000	0.01039 ms	not_measured	managed	0.652x
`a.partition(kth) [ndarray] (float64)`	float64	100,000	0.6156 ms	not_measured	managed	0.622x
`a.partition(kth) [ndarray] (float64)`	float64	10,000,000	7.3366 ms	not_measured	managed	0.671x
`a.prod() [ndarray] (float64)`	float64	1,000	0.000387 ms	not_measured	managed	5.305x
`a.prod() [ndarray] (float64)`	float64	100,000	0.00794 ms	not_measured	managed	12.276x
`a.prod() [ndarray] (float64)`	float64	10,000,000	0.1748 ms	not_measured	managed	5.398x
`a.put(indices, values) [ndarray] (float64)`	float64	1,000	0.00198 ms	not_measured	managed	0.708x
`a.put(indices, values) [ndarray] (float64)`	float64	100,000	0.09932 ms	not_measured	managed	1.866x
`a.put(indices, values) [ndarray] (float64)`	float64	10,000,000	1.3055 ms	not_measured	managed	2.042x
`a.repeat(repeats) [ndarray] (float64)`	float64	1,000	0.00331 ms	not_measured	managed	0.674x
`a.repeat(repeats) [ndarray] (float64)`	float64	100,000	0.2632 ms	not_measured	managed	3.592x
`a.repeat(repeats) [ndarray] (float64)`	float64	10,000,000	3.0874 ms	not_measured	managed	3.113x
`a.reshape(shape) [ndarray] (float64)`	float64	1,000	0.000322 ms	not_measured	managed	0.661x
`a.reshape(shape) [ndarray] (float64)`	float64	100,000	0.000284 ms	not_measured	managed	0.785x
`a.reshape(shape) [ndarray] (float64)`	float64	10,000,000	0.000516 ms	not_measured	managed	0.417x
`a.resize(shape) [ndarray] (float64)`	float64	1,000	0.00203 ms	not_measured	managed	0.321x
`a.resize(shape) [ndarray] (float64)`	float64	100,000	0.06454 ms	not_measured	managed	0.360x
`a.resize(shape) [ndarray] (float64)`	float64	10,000,000	1.5505 ms	not_measured	managed	0.778x
`a.round() [ndarray] (float64)`	float64	1,000	0.00103 ms	not_measured	managed	1.270x
`a.round() [ndarray] (float64)`	float64	100,000	0.02942 ms	not_measured	managed	0.743x
`a.round() [ndarray] (float64)`	float64	10,000,000	0.9590 ms	not_measured	managed	1.729x
`a.searchsorted(v) [ndarray] (float64)`	float64	1,000	0.01129 ms	not_measured	managed	1.026x
`a.searchsorted(v) [ndarray] (float64)`	float64	100,000	2.7768 ms	not_measured	managed	0.919x
`a.searchsorted(v) [ndarray] (float64)`	float64	10,000,000	29.9858 ms	not_measured	managed	0.947x
`a.setfield(value, dtype) [ndarray] (float64)`	float64	1,000	0.00213 ms	not_measured	managed	0.176x
`a.setfield(value, dtype) [ndarray] (float64)`	float64	100,000	0.05097 ms	not_measured	managed	0.429x
`a.setfield(value, dtype) [ndarray] (float64)`	float64	10,000,000	0.5329 ms	not_measured	managed	0.472x
`a.setflags(write=True) [ndarray] (float64)`	float64	1,000	0.000016 ms	not_measured	managed	8.375x
`a.setflags(write=True) [ndarray] (float64)`	float64	100,000	0.000014 ms	not_measured	managed	13.429x
`a.setflags(write=True) [ndarray] (float64)`	float64	10,000,000	0.000012 ms	not_measured	managed	15.833x
`a.sort() [ndarray] (float64)`	float64	1,000	0.02082 ms	not_measured	managed	0.405x
`a.sort() [ndarray] (float64)`	float64	100,000	1.7291 ms	not_measured	managed	0.682x
`a.sort() [ndarray] (float64)`	float64	10,000,000	19.8318 ms	not_measured	managed	0.805x
`a.squeeze() [ndarray] (float64)`	float64	1,000	0.000170 ms	not_measured	managed	1.112x
`a.squeeze() [ndarray] (float64)`	float64	100,000	0.000201 ms	not_measured	managed	0.945x
`a.squeeze() [ndarray] (float64)`	float64	10,000,000	0.000181 ms	not_measured	managed	1.044x
`a.swapaxes(0, 1) [ndarray] (float64)`	float64	1,000	0.000317 ms	not_measured	managed	0.603x
`a.swapaxes(0, 1) [ndarray] (float64)`	float64	100,000	0.000378 ms	not_measured	managed	0.508x
`a.swapaxes(0, 1) [ndarray] (float64)`	float64	10,000,000	0.000313 ms	not_measured	managed	0.617x
`a.take(indices) [ndarray] (float64)`	float64	1,000	0.000825 ms	not_measured	managed	3.078x
`a.take(indices) [ndarray] (float64)`	float64	100,000	0.04085 ms	not_measured	managed	4.424x
`a.take(indices) [ndarray] (float64)`	float64	10,000,000	1.2936 ms	not_measured	managed	1.741x
`a.to_device(cpu) [ndarray] (float64)`	float64	1,000	0.000000 ms	not_measured	managed	—
`a.to_device(cpu) [ndarray] (float64)`	float64	100,000	0.000000 ms	not_measured	managed	—
`a.to_device(cpu) [ndarray] (float64)`	float64	10,000,000	0.000000 ms	not_measured	managed	—
`a.tobytes() [ndarray] (float64)`	float64	1,000	0.000381 ms	not_measured	managed	0.717x
`a.tobytes() [ndarray] (float64)`	float64	100,000	0.07586 ms	not_measured	managed	0.285x
`a.tobytes() [ndarray] (float64)`	float64	10,000,000	0.6371 ms	not_measured	managed	1.901x
`a.tofile(path) [ndarray] (float64)`	float64	1,000	0.1353 ms	not_measured	managed	1.335x
`a.tofile(path) [ndarray] (float64)`	float64	100,000	1.6425 ms	not_measured	managed	0.287x
`a.tofile(path) [ndarray] (float64)`	float64	10,000,000	3.1015 ms	not_measured	managed	0.443x
`a.tolist() [ndarray] (float64)`	float64	1,000	0.00565 ms	not_measured	managed	1.366x
`a.tolist() [ndarray] (float64)`	float64	100,000	1.6028 ms	not_measured	managed	0.882x
`a.tolist() [ndarray] (float64)`	float64	10,000,000	34.3612 ms	not_measured	managed	0.470x
`a.trace() [ndarray] (float64)`	float64	1,000	0.000484 ms	not_measured	managed	5.393x
`a.trace() [ndarray] (float64)`	float64	100,000	0.000482 ms	not_measured	managed	5.421x
`a.trace() [ndarray] (float64)`	float64	10,000,000	0.000368 ms	not_measured	managed	7.128x
`a.transpose() [ndarray] (float64)`	float64	1,000	0.000294 ms	not_measured	managed	0.493x
`a.transpose() [ndarray] (float64)`	float64	100,000	0.000301 ms	not_measured	managed	0.478x
`a.transpose() [ndarray] (float64)`	float64	10,000,000	0.000224 ms	not_measured	managed	0.638x
`a.view() [ndarray] (float64)`	float64	1,000	0.000184 ms	not_measured	managed	0.663x
`a.view() [ndarray] (float64)`	float64	100,000	0.000202 ms	not_measured	managed	0.584x
`a.view() [ndarray] (float64)`	float64	10,000,000	0.000200 ms	not_measured	managed	0.590x
`np.random.beta(a, b) (float64)`	float64	1,000	0.04100 ms	not_measured	managed	0.973x
`np.random.beta(a, b) (float64)`	float64	100,000	7.9524 ms	not_measured	managed	0.895x
`np.random.beta(a, b) (float64)`	float64	10,000,000	66.1312 ms	not_measured	managed	0.683x
`np.random.binomial(n, p) (int64)`	int64	1,000	0.1010 ms	not_measured	managed	0.336x
`np.random.binomial(n, p) (int64)`	int64	100,000	13.0397 ms	not_measured	managed	0.251x
`np.random.binomial(n, p) (int64)`	int64	10,000,000	137.5616 ms	not_measured	managed	0.241x
`np.random.chisquare(df) (float64)`	float64	1,000	0.02167 ms	not_measured	managed	0.938x
`np.random.chisquare(df) (float64)`	float64	100,000	4.1596 ms	not_measured	managed	0.849x
`np.random.chisquare(df) (float64)`	float64	10,000,000	28.5676 ms	not_measured	managed	0.734x
`np.random.choice(a, size) (float64)`	float64	1,000	0.00652 ms	not_measured	managed	3.837x
`np.random.choice(a, size) (float64)`	float64	100,000	1.4315 ms	not_measured	managed	0.781x
`np.random.choice(a, size) (float64)`	float64	10,000,000	7.2102 ms	not_measured	managed	1.147x
`np.random.dirichlet(alpha, size) (float64)`	float64	1,000	0.05420 ms	not_measured	managed	1.747x
`np.random.dirichlet(alpha, size) (float64)`	float64	100,000	5.5788 ms	not_measured	managed	1.637x
`np.random.dirichlet(alpha, size) (float64)`	float64	10,000,000	54.8261 ms	not_measured	managed	1.665x
`np.random.exponential(scale) (float64)`	float64	1,000	0.02005 ms	not_measured	managed	0.440x
`np.random.exponential(scale) (float64)`	float64	100,000	0.9713 ms	not_measured	managed	1.355x
`np.random.exponential(scale) (float64)`	float64	10,000,000	9.8346 ms	not_measured	managed	1.444x
`np.random.f(dfnum, dfden) (float64)`	float64	1,000	0.04426 ms	not_measured	managed	0.905x
`np.random.f(dfnum, dfden) (float64)`	float64	100,000	8.1500 ms	not_measured	managed	0.874x
`np.random.f(dfnum, dfden) (float64)`	float64	10,000,000	83.8360 ms	not_measured	managed	0.878x
`np.random.gamma(shape, scale) (float64)`	float64	1,000	0.02144 ms	not_measured	managed	0.956x
`np.random.gamma(shape, scale) (float64)`	float64	100,000	2.1097 ms	not_measured	managed	1.669x
`np.random.gamma(shape, scale) (float64)`	float64	10,000,000	38.6304 ms	not_measured	managed	0.673x
`np.random.geometric(p) (int64)`	int64	1,000	0.02155 ms	not_measured	managed	1.184x
`np.random.geometric(p) (int64)`	int64	100,000	2.1810 ms	not_measured	managed	1.053x
`np.random.geometric(p) (int64)`	int64	10,000,000	21.9392 ms	not_measured	managed	1.021x
`np.random.gumbel(loc, scale) (float64)`	float64	1,000	0.02832 ms	not_measured	managed	0.503x
`np.random.gumbel(loc, scale) (float64)`	float64	100,000	1.5226 ms	not_measured	managed	1.619x
`np.random.gumbel(loc, scale) (float64)`	float64	10,000,000	19.6637 ms	not_measured	managed	1.319x
`np.random.hypergeometric(ngood, nbad, nsample) (int64)`	int64	1,000	0.1520 ms	not_measured	managed	0.632x
`np.random.hypergeometric(ngood, nbad, nsample) (int64)`	int64	100,000	15.1865 ms	not_measured	managed	0.616x
`np.random.hypergeometric(ngood, nbad, nsample) (int64)`	int64	10,000,000	154.0227 ms	not_measured	managed	0.616x
`np.random.laplace(loc, scale) (float64)`	float64	1,000	0.01629 ms	not_measured	managed	0.848x
`np.random.laplace(loc, scale) (float64)`	float64	100,000	1.5452 ms	not_measured	managed	1.221x
`np.random.laplace(loc, scale) (float64)`	float64	10,000,000	24.0706 ms	not_measured	managed	0.826x
`np.random.logistic(loc, scale) (float64)`	float64	1,000	0.01105 ms	not_measured	managed	0.833x
`np.random.logistic(loc, scale) (float64)`	float64	100,000	1.1038 ms	not_measured	managed	1.290x
`np.random.logistic(loc, scale) (float64)`	float64	10,000,000	10.7332 ms	not_measured	managed	1.422x
`np.random.lognormal(mean, sigma) (float64)`	float64	1,000	0.01439 ms	not_measured	managed	1.247x
`np.random.lognormal(mean, sigma) (float64)`	float64	100,000	1.4761 ms	not_measured	managed	1.866x
`np.random.lognormal(mean, sigma) (float64)`	float64	10,000,000	18.2934 ms	not_measured	managed	1.290x
`np.random.logseries(p) (int64)`	int64	1,000	0.02782 ms	not_measured	managed	1.451x
`np.random.logseries(p) (int64)`	int64	100,000	2.5744 ms	not_measured	managed	1.485x
`np.random.logseries(p) (int64)`	int64	10,000,000	38.8331 ms	not_measured	managed	0.986x
`np.random.multinomial(n, pvals, size) (int64)`	int64	1,000	0.2138 ms	not_measured	managed	0.522x
`np.random.multinomial(n, pvals, size) (int64)`	int64	100,000	21.6308 ms	not_measured	managed	0.519x
`np.random.multinomial(n, pvals, size) (int64)`	int64	10,000,000	216.0906 ms	not_measured	managed	0.520x
`np.random.multivariate_normal(mean, cov, size) (float64)`	float64	1,000	0.08507 ms	not_measured	managed	0.709x
`np.random.multivariate_normal(mean, cov, size) (float64)`	float64	100,000	4.3350 ms	not_measured	managed	1.597x
`np.random.multivariate_normal(mean, cov, size) (float64)`	float64	10,000,000	65.1665 ms	not_measured	managed	0.799x
`np.random.negative_binomial(n, p) (int64)`	int64	1,000	0.1359 ms	not_measured	managed	0.790x
`np.random.negative_binomial(n, p) (int64)`	int64	100,000	13.5743 ms	not_measured	managed	0.789x
`np.random.negative_binomial(n, p) (int64)`	int64	10,000,000	102.3849 ms	not_measured	managed	1.035x
`np.random.noncentral_chisquare(df, nonc) (float64)`	float64	1,000	0.06436 ms	not_measured	managed	0.509x
`np.random.noncentral_chisquare(df, nonc) (float64)`	float64	100,000	6.4288 ms	not_measured	managed	0.917x
`np.random.noncentral_chisquare(df, nonc) (float64)`	float64	10,000,000	41.6304 ms	not_measured	managed	1.482x
`np.random.noncentral_f(dfnum, dfden, nonc) (float64)`	float64	1,000	0.09894 ms	not_measured	managed	0.530x
`np.random.noncentral_f(dfnum, dfden, nonc) (float64)`	float64	100,000	9.8464 ms	not_measured	managed	0.967x
`np.random.noncentral_f(dfnum, dfden, nonc) (float64)`	float64	10,000,000	98.5614 ms	not_measured	managed	0.994x
`np.random.normal(loc, scale) (float64)`	float64	1,000	0.02123 ms	not_measured	managed	0.531x
`np.random.normal(loc, scale) (float64)`	float64	100,000	1.5279 ms	not_measured	managed	1.185x
`np.random.normal(loc, scale) (float64)`	float64	10,000,000	11.4726 ms	not_measured	managed	1.686x
`np.random.pareto(a) (float64)`	float64	1,000	0.02639 ms	not_measured	managed	0.566x
`np.random.pareto(a) (float64)`	float64	100,000	1.8444 ms	not_measured	managed	1.272x
`np.random.pareto(a) (float64)`	float64	10,000,000	26.0722 ms	not_measured	managed	0.952x
`np.random.permutation(a) (float64)`	float64	1,000	0.01705 ms	not_measured	managed	0.820x
`np.random.permutation(a) (float64)`	float64	100,000	1.8096 ms	not_measured	managed	1.060x
`np.random.permutation(a) (float64)`	float64	10,000,000	24.4646 ms	not_measured	managed	1.061x
`np.random.poisson(lam) (int64)`	int64	1,000	0.05292 ms	not_measured	managed	0.878x
`np.random.poisson(lam) (int64)`	int64	100,000	5.2639 ms	not_measured	managed	0.835x
`np.random.poisson(lam) (int64)`	int64	10,000,000	52.5315 ms	not_measured	managed	0.844x
`np.random.power(a) (float64)`	float64	1,000	0.01487 ms	not_measured	managed	1.918x
`np.random.power(a) (float64)`	float64	100,000	1.5235 ms	not_measured	managed	3.248x
`np.random.power(a) (float64)`	float64	10,000,000	26.4957 ms	not_measured	managed	1.941x
`np.random.rand(n) (float64)`	float64	1,000	0.00606 ms	not_measured	managed	0.669x
`np.random.rand(n) (float64)`	float64	100,000	1.2363 ms	not_measured	managed	0.430x
`np.random.rand(n) (float64)`	float64	10,000,000	12.2685 ms	not_measured	managed	0.496x
`np.random.randint(low, high) (int64)`	int64	1,000	0.00857 ms	not_measured	managed	1.842x
`np.random.randint(low, high) (int64)`	int64	100,000	0.8673 ms	not_measured	managed	0.680x
`np.random.randint(low, high) (int64)`	int64	10,000,000	5.7044 ms	not_measured	managed	1.232x
`np.random.randn(n) (float64)`	float64	1,000	0.02175 ms	not_measured	managed	0.853x
`np.random.randn(n) (float64)`	float64	100,000	1.2451 ms	not_measured	managed	1.358x
`np.random.randn(n) (float64)`	float64	10,000,000	21.2504 ms	not_measured	managed	0.847x
`np.random.random(n) (float64)`	float64	1,000	0.01255 ms	not_measured	managed	0.543x
`np.random.random(n) (float64)`	float64	100,000	0.7690 ms	not_measured	managed	0.692x
`np.random.random(n) (float64)`	float64	10,000,000	5.8730 ms	not_measured	managed	1.039x
`np.random.random_sample(n) (float64)`	float64	1,000	0.01307 ms	not_measured	managed	0.511x
`np.random.random_sample(n) (float64)`	float64	100,000	0.5877 ms	not_measured	managed	0.904x
`np.random.random_sample(n) (float64)`	float64	10,000,000	12.2571 ms	not_measured	managed	0.498x
`np.random.rayleigh(scale) (float64)`	float64	1,000	0.00985 ms	not_measured	managed	1.852x
`np.random.rayleigh(scale) (float64)`	float64	100,000	1.5869 ms	not_measured	managed	1.033x
`np.random.rayleigh(scale) (float64)`	float64	10,000,000	9.9726 ms	not_measured	managed	1.780x
`np.random.shuffle(a) (float64)`	float64	1,000	0.01167 ms	not_measured	managed	1.658x
`np.random.shuffle(a) (float64)`	float64	100,000	1.0880 ms	not_measured	managed	1.728x
`np.random.shuffle(a) (float64)`	float64	10,000,000	19.2075 ms	not_measured	managed	0.708x
`np.random.standard_cauchy(n) (float64)`	float64	1,000	0.01709 ms	not_measured	managed	2.138x
`np.random.standard_cauchy(n) (float64)`	float64	100,000	1.5031 ms	not_measured	managed	2.371x
`np.random.standard_cauchy(n) (float64)`	float64	10,000,000	25.0220 ms	not_measured	managed	1.505x
`np.random.standard_exponential(n) (float64)`	float64	1,000	0.01849 ms	not_measured	managed	0.762x
`np.random.standard_exponential(n) (float64)`	float64	100,000	1.0412 ms	not_measured	managed	0.785x
`np.random.standard_exponential(n) (float64)`	float64	10,000,000	18.0175 ms	not_measured	managed	0.754x
`np.random.standard_gamma(shape) (float64)`	float64	1,000	0.02086 ms	not_measured	managed	1.740x
`np.random.standard_gamma(shape) (float64)`	float64	100,000	2.1343 ms	not_measured	managed	1.621x
`np.random.standard_gamma(shape) (float64)`	float64	10,000,000	20.9457 ms	not_measured	managed	1.758x
`np.random.standard_normal(n) (float64)`	float64	1,000	0.01257 ms	not_measured	managed	1.457x
`np.random.standard_normal(n) (float64)`	float64	100,000	1.2392 ms	not_measured	managed	1.359x
`np.random.standard_normal(n) (float64)`	float64	10,000,000	21.2515 ms	not_measured	managed	0.866x
`np.random.standard_t(df) (float64)`	float64	1,000	0.03286 ms	not_measured	managed	1.785x
`np.random.standard_t(df) (float64)`	float64	100,000	6.0123 ms	not_measured	managed	0.955x
`np.random.standard_t(df) (float64)`	float64	10,000,000	60.1078 ms	not_measured	managed	0.999x
`np.random.triangular(left, mode, right) (float64)`	float64	1,000	0.01227 ms	not_measured	managed	1.202x
`np.random.triangular(left, mode, right) (float64)`	float64	100,000	0.9165 ms	not_measured	managed	1.325x
`np.random.triangular(left, mode, right) (float64)`	float64	10,000,000	14.1186 ms	not_measured	managed	0.950x
`np.random.uniform(low, high) (float64)`	float64	1,000	0.01071 ms	not_measured	managed	0.926x
`np.random.uniform(low, high) (float64)`	float64	100,000	0.9665 ms	not_measured	managed	0.656x
`np.random.uniform(low, high) (float64)`	float64	10,000,000	5.1115 ms	not_measured	managed	1.389x
`np.random.vonmises(mu, kappa) (float64)`	float64	1,000	0.04839 ms	not_measured	managed	1.718x
`np.random.vonmises(mu, kappa) (float64)`	float64	100,000	8.4982 ms	not_measured	managed	0.598x
`np.random.vonmises(mu, kappa) (float64)`	float64	10,000,000	79.7199 ms	not_measured	managed	1.065x
`np.random.wald(mean, scale) (float64)`	float64	1,000	0.04678 ms	not_measured	managed	0.839x
`np.random.wald(mean, scale) (float64)`	float64	100,000	4.6890 ms	not_measured	managed	0.801x
`np.random.wald(mean, scale) (float64)`	float64	10,000,000	27.6820 ms	not_measured	managed	1.338x
`np.random.weibull(a) (float64)`	float64	1,000	0.03596 ms	not_measured	managed	1.002x
`np.random.weibull(a) (float64)`	float64	100,000	2.1596 ms	not_measured	managed	1.569x
`np.random.weibull(a) (float64)`	float64	10,000,000	35.5585 ms	not_measured	managed	1.001x
`np.random.zipf(a) (int64)`	int64	1,000	0.08103 ms	not_measured	managed	0.754x
`np.random.zipf(a) (int64)`	int64	100,000	4.7903 ms	not_measured	managed	1.236x
`np.random.zipf(a) (int64)`	int64	10,000,000	80.8535 ms	not_measured	managed	0.742x
`a.amax() [method] (complex128)`	complex128	1,000	0.00215 ms	not_measured	managed	1.953x
`a.amax() [method] (complex128)`	complex128	100,000	0.1130 ms	not_measured	managed	1.470x
`a.amax() [method] (complex128)`	complex128	10,000,000	13.8809 ms	not_measured	managed	1.145x
`a.amax() [method] (float16)`	float16	1,000	0.00210 ms	not_measured	managed	2.827x
`a.amax() [method] (float16)`	float16	100,000	0.4389 ms	not_measured	managed	1.381x
`a.amax() [method] (float16)`	float16	10,000,000	32.5504 ms	not_measured	managed	1.972x
`a.amax() [method] (float32)`	float32	1,000	0.000644 ms	not_measured	managed	4.054x
`a.amax() [method] (float32)`	float32	100,000	0.00864 ms	not_measured	managed	2.324x
`a.amax() [method] (float32)`	float32	10,000,000	3.3688 ms	not_measured	managed	0.923x
`a.amax() [method] (float64)`	float64	1,000	0.000432 ms	not_measured	managed	6.521x
`a.amax() [method] (float64)`	float64	100,000	0.01679 ms	not_measured	managed	2.254x
`a.amax() [method] (float64)`	float64	10,000,000	7.8555 ms	not_measured	managed	0.949x
`a.amax() [method] (int16)`	int16	1,000	0.000540 ms	not_measured	managed	4.546x
`a.amax() [method] (int16)`	int16	100,000	0.00251 ms	not_measured	managed	2.252x
`a.amax() [method] (int16)`	int16	10,000,000	0.5443 ms	not_measured	managed	0.908x
`a.amax() [method] (int32)`	int32	1,000	0.000588 ms	not_measured	managed	1.446x
`a.amax() [method] (int32)`	int32	100,000	0.00409 ms	not_measured	managed	2.200x
`a.amax() [method] (int32)`	int32	10,000,000	1.1918 ms	not_measured	managed	2.159x
`a.amax() [method] (int64)`	int64	1,000	0.000597 ms	not_measured	managed	4.628x
`a.amax() [method] (int64)`	int64	100,000	0.02658 ms	not_measured	managed	1.247x
`a.amax() [method] (int64)`	int64	10,000,000	8.0184 ms	not_measured	managed	0.997x
`a.amax() [method] (int8)`	int8	1,000	0.000364 ms	not_measured	managed	6.832x
`a.amax() [method] (int8)`	int8	100,000	0.00160 ms	not_measured	managed	2.643x
`a.amax() [method] (int8)`	int8	10,000,000	0.1638 ms	not_measured	managed	1.477x
`a.amax() [method] (uint16)`	uint16	1,000	0.000699 ms	not_measured	managed	3.498x
`a.amax() [method] (uint16)`	uint16	100,000	0.00251 ms	not_measured	managed	2.236x
`a.amax() [method] (uint16)`	uint16	10,000,000	0.3282 ms	not_measured	managed	1.499x
`a.amax() [method] (uint32)`	uint32	1,000	0.000609 ms	not_measured	managed	4.094x
`a.amax() [method] (uint32)`	uint32	100,000	0.00326 ms	not_measured	managed	2.847x
`a.amax() [method] (uint32)`	uint32	10,000,000	1.1354 ms	not_measured	managed	2.406x
`a.amax() [method] (uint64)`	uint64	1,000	0.000458 ms	not_measured	managed	6.238x
`a.amax() [method] (uint64)`	uint64	100,000	0.03712 ms	not_measured	managed	1.171x
`a.amax() [method] (uint64)`	uint64	10,000,000	7.1076 ms	not_measured	managed	1.187x
`a.amax() [method] (uint8)`	uint8	1,000	0.000554 ms	not_measured	managed	1.487x
`a.amax() [method] (uint8)`	uint8	100,000	0.00161 ms	not_measured	managed	2.588x
`a.amax() [method] (uint8)`	uint8	10,000,000	0.1458 ms	not_measured	managed	1.564x
`a.amin() [method] (complex128)`	complex128	1,000	0.00216 ms	not_measured	managed	1.912x
`a.amin() [method] (complex128)`	complex128	100,000	0.1430 ms	not_measured	managed	1.161x
`a.amin() [method] (complex128)`	complex128	10,000,000	16.2822 ms	not_measured	managed	1.143x
`a.amin() [method] (float16)`	float16	1,000	0.00178 ms	not_measured	managed	3.189x
`a.amin() [method] (float16)`	float16	100,000	0.4031 ms	not_measured	managed	1.482x
`a.amin() [method] (float16)`	float16	10,000,000	38.8458 ms	not_measured	managed	1.339x
`a.amin() [method] (float32)`	float32	1,000	0.000618 ms	not_measured	managed	4.201x
`a.amin() [method] (float32)`	float32	100,000	0.00717 ms	not_measured	managed	2.803x
`a.amin() [method] (float32)`	float32	10,000,000	1.3697 ms	not_measured	managed	2.293x
`a.amin() [method] (float64)`	float64	1,000	0.000686 ms	not_measured	managed	4.058x
`a.amin() [method] (float64)`	float64	100,000	0.01718 ms	not_measured	managed	2.205x
`a.amin() [method] (float64)`	float64	10,000,000	7.9229 ms	not_measured	managed	0.985x
`a.amin() [method] (int16)`	int16	1,000	0.000785 ms	not_measured	managed	3.163x
`a.amin() [method] (int16)`	int16	100,000	0.00253 ms	not_measured	managed	2.235x
`a.amin() [method] (int16)`	int16	10,000,000	0.3251 ms	not_measured	managed	1.527x
`a.amin() [method] (int32)`	int32	1,000	0.000401 ms	not_measured	managed	6.209x
`a.amin() [method] (int32)`	int32	100,000	0.00415 ms	not_measured	managed	2.229x
`a.amin() [method] (int32)`	int32	10,000,000	2.7045 ms	not_measured	managed	0.946x
`a.amin() [method] (int64)`	int64	1,000	0.000863 ms	not_measured	managed	3.189x
`a.amin() [method] (int64)`	int64	100,000	0.02717 ms	not_measured	managed	1.211x
`a.amin() [method] (int64)`	int64	10,000,000	8.2472 ms	not_measured	managed	1.101x
`a.amin() [method] (int8)`	int8	1,000	0.000451 ms	not_measured	managed	5.448x
`a.amin() [method] (int8)`	int8	100,000	0.00156 ms	not_measured	managed	2.669x
`a.amin() [method] (int8)`	int8	10,000,000	0.2270 ms	not_measured	managed	1.055x
`a.amin() [method] (uint16)`	uint16	1,000	0.000597 ms	not_measured	managed	4.106x
`a.amin() [method] (uint16)`	uint16	100,000	0.00243 ms	not_measured	managed	2.373x
`a.amin() [method] (uint16)`	uint16	10,000,000	0.3404 ms	not_measured	managed	1.458x
`a.amin() [method] (uint32)`	uint32	1,000	0.000437 ms	not_measured	managed	5.689x
`a.amin() [method] (uint32)`	uint32	100,000	0.00367 ms	not_measured	managed	2.439x
`a.amin() [method] (uint32)`	uint32	10,000,000	2.9033 ms	not_measured	managed	0.896x
`a.amin() [method] (uint64)`	uint64	1,000	0.000963 ms	not_measured	managed	2.962x
`a.amin() [method] (uint64)`	uint64	100,000	0.03648 ms	not_measured	managed	1.194x
`a.amin() [method] (uint64)`	uint64	10,000,000	7.7218 ms	not_measured	managed	1.041x
`a.amin() [method] (uint8)`	uint8	1,000	0.000604 ms	not_measured	managed	1.349x
`a.amin() [method] (uint8)`	uint8	100,000	0.000977 ms	not_measured	managed	4.263x
`a.amin() [method] (uint8)`	uint8	10,000,000	0.2250 ms	not_measured	managed	1.011x
`a.mean() [method] (complex128)`	complex128	1,000	0.000501 ms	not_measured	managed	13.948x
`a.mean() [method] (complex128)`	complex128	100,000	0.01207 ms	not_measured	managed	3.866x
`a.mean() [method] (complex128)`	complex128	10,000,000	16.0023 ms	not_measured	managed	1.088x
`a.mean() [method] (float16)`	float16	1,000	0.00124 ms	not_measured	managed	9.837x
`a.mean() [method] (float16)`	float16	100,000	0.1643 ms	not_measured	managed	1.033x
`a.mean() [method] (float16)`	float16	10,000,000	14.6068 ms	not_measured	managed	1.139x
`a.mean() [method] (float32)`	float32	1,000	0.000622 ms	not_measured	managed	15.429x
`a.mean() [method] (float32)`	float32	100,000	0.00313 ms	not_measured	managed	9.890x
`a.mean() [method] (float32)`	float32	10,000,000	1.2963 ms	not_measured	managed	6.370x
`a.mean() [method] (float64)`	float64	1,000	0.000635 ms	not_measured	managed	9.704x
`a.mean() [method] (float64)`	float64	100,000	0.00602 ms	not_measured	managed	4.784x
`a.mean() [method] (float64)`	float64	10,000,000	2.9052 ms	not_measured	managed	4.868x
`a.mean() [method] (int16)`	int16	1,000	0.000387 ms	not_measured	managed	20.331x
`a.mean() [method] (int16)`	int16	100,000	0.04398 ms	not_measured	managed	1.938x
`a.mean() [method] (int16)`	int16	10,000,000	4.4380 ms	not_measured	managed	1.774x
`a.mean() [method] (int32)`	int32	1,000	0.000385 ms	not_measured	managed	20.418x
`a.mean() [method] (int32)`	int32	100,000	0.04342 ms	not_measured	managed	0.866x
`a.mean() [method] (int32)`	int32	10,000,000	2.8577 ms	not_measured	managed	2.863x
`a.mean() [method] (int64)`	int64	1,000	0.000370 ms	not_measured	managed	21.211x
`a.mean() [method] (int64)`	int64	100,000	0.00627 ms	not_measured	managed	13.110x
`a.mean() [method] (int64)`	int64	10,000,000	6.5796 ms	not_measured	managed	1.623x
`a.mean() [method] (int8)`	int8	1,000	0.000408 ms	not_measured	managed	19.118x
`a.mean() [method] (int8)`	int8	100,000	0.01857 ms	not_measured	managed	4.554x
`a.mean() [method] (int8)`	int8	10,000,000	1.8440 ms	not_measured	managed	4.341x
`a.mean() [method] (uint16)`	uint16	1,000	0.000544 ms	not_measured	managed	14.362x
`a.mean() [method] (uint16)`	uint16	100,000	0.03905 ms	not_measured	managed	2.184x
`a.mean() [method] (uint16)`	uint16	10,000,000	4.1913 ms	not_measured	managed	1.907x
`a.mean() [method] (uint32)`	uint32	1,000	0.000993 ms	not_measured	managed	7.894x
`a.mean() [method] (uint32)`	uint32	100,000	0.01900 ms	not_measured	managed	4.075x
`a.mean() [method] (uint32)`	uint32	10,000,000	5.0240 ms	not_measured	managed	1.520x
`a.mean() [method] (uint64)`	uint64	1,000	0.000400 ms	not_measured	managed	20.172x
`a.mean() [method] (uint64)`	uint64	100,000	0.00963 ms	not_measured	managed	10.406x
`a.mean() [method] (uint64)`	uint64	10,000,000	6.9513 ms	not_measured	managed	1.689x
`a.mean() [method] (uint8)`	uint8	1,000	0.000575 ms	not_measured	managed	4.247x
`a.mean() [method] (uint8)`	uint8	100,000	0.03988 ms	not_measured	managed	2.119x
`a.mean() [method] (uint8)`	uint8	10,000,000	1.8492 ms	not_measured	managed	4.272x
`a.std() [method] (float16)`	float16	1,000	0.00426 ms	not_measured	managed	8.893x
`a.std() [method] (float16)`	float16	100,000	0.1794 ms	not_measured	managed	8.491x
`a.std() [method] (float16)`	float16	10,000,000	17.8496 ms	not_measured	managed	8.850x
`a.std() [method] (float32)`	float32	1,000	0.000561 ms	not_measured	managed	41.007x
`a.std() [method] (float32)`	float32	100,000	0.01815 ms	not_measured	managed	4.732x
`a.std() [method] (float32)`	float32	10,000,000	2.8443 ms	not_measured	managed	10.614x
`a.std() [method] (float64)`	float64	1,000	0.000956 ms	not_measured	managed	19.785x
`a.std() [method] (float64)`	float64	100,000	0.03385 ms	not_measured	managed	3.135x
`a.std() [method] (float64)`	float64	10,000,000	14.6520 ms	not_measured	managed	3.030x
`a.sum() [method] (complex128)`	complex128	1,000	0.000479 ms	not_measured	managed	5.762x
`a.sum() [method] (complex128)`	complex128	100,000	0.01086 ms	not_measured	managed	3.931x
`a.sum() [method] (complex128)`	complex128	10,000,000	6.4543 ms	not_measured	managed	2.495x
`a.sum() [method] (float16)`	float16	1,000	0.000989 ms	not_measured	managed	4.633x
`a.sum() [method] (float16)`	float16	100,000	0.06717 ms	not_measured	managed	2.838x
`a.sum() [method] (float16)`	float16	10,000,000	6.8837 ms	not_measured	managed	2.790x
`a.sum() [method] (float32)`	float32	1,000	0.000592 ms	not_measured	managed	4.191x
`a.sum() [method] (float32)`	float32	100,000	0.00572 ms	not_measured	managed	4.158x
`a.sum() [method] (float32)`	float32	10,000,000	2.7596 ms	not_measured	managed	3.358x
`a.sum() [method] (float64)`	float64	1,000	0.000622 ms	not_measured	managed	3.986x
`a.sum() [method] (float64)`	float64	100,000	0.00771 ms	not_measured	managed	3.256x
`a.sum() [method] (float64)`	float64	10,000,000	2.7658 ms	not_measured	managed	5.243x
`a.sum() [method] (int16)`	int16	1,000	0.000456 ms	not_measured	managed	7.344x
`a.sum() [method] (int16)`	int16	100,000	0.02551 ms	not_measured	managed	2.573x
`a.sum() [method] (int16)`	int16	10,000,000	4.4370 ms	not_measured	managed	1.436x
`a.sum() [method] (int32)`	int32	1,000	0.000794 ms	not_measured	managed	4.451x
`a.sum() [method] (int32)`	int32	100,000	0.04464 ms	not_measured	managed	1.826x
`a.sum() [method] (int32)`	int32	10,000,000	5.1351 ms	not_measured	managed	1.679x
`a.sum() [method] (int64)`	int64	1,000	0.000406 ms	not_measured	managed	6.352x
`a.sum() [method] (int64)`	int64	100,000	0.00692 ms	not_measured	managed	4.173x
`a.sum() [method] (int64)`	int64	10,000,000	7.3965 ms	not_measured	managed	1.198x
`a.sum() [method] (int8)`	int8	1,000	0.000804 ms	not_measured	managed	4.338x
`a.sum() [method] (int8)`	int8	100,000	0.04480 ms	not_measured	managed	1.775x
`a.sum() [method] (int8)`	int8	10,000,000	4.6279 ms	not_measured	managed	1.661x
`a.sum() [method] (uint16)`	uint16	1,000	0.000561 ms	not_measured	managed	6.257x
`a.sum() [method] (uint16)`	uint16	100,000	0.03916 ms	not_measured	managed	2.048x
`a.sum() [method] (uint16)`	uint16	10,000,000	4.1858 ms	not_measured	managed	1.900x
`a.sum() [method] (uint32)`	uint32	1,000	0.00100 ms	not_measured	managed	1.163x
`a.sum() [method] (uint32)`	uint32	100,000	0.03938 ms	not_measured	managed	1.673x
`a.sum() [method] (uint32)`	uint32	10,000,000	4.8706 ms	not_measured	managed	0.772x
`a.sum() [method] (uint64)`	uint64	1,000	0.000532 ms	not_measured	managed	4.868x
`a.sum() [method] (uint64)`	uint64	100,000	0.00777 ms	not_measured	managed	3.704x
`a.sum() [method] (uint64)`	uint64	10,000,000	2.7811 ms	not_measured	managed	1.308x
`a.sum() [method] (uint8)`	uint8	1,000	0.000996 ms	not_measured	managed	1.248x
`a.sum() [method] (uint8)`	uint8	100,000	0.04055 ms	not_measured	managed	1.959x
`a.sum() [method] (uint8)`	uint8	10,000,000	3.4633 ms	not_measured	managed	2.240x
`a.var() [method] (float16)`	float16	1,000	0.00203 ms	not_measured	managed	17.902x
`a.var() [method] (float16)`	float16	100,000	0.3862 ms	not_measured	managed	3.991x
`a.var() [method] (float16)`	float16	10,000,000	27.6389 ms	not_measured	managed	5.344x
`a.var() [method] (float32)`	float32	1,000	0.000808 ms	not_measured	managed	26.797x
`a.var() [method] (float32)`	float32	100,000	0.01351 ms	not_measured	managed	6.296x
`a.var() [method] (float32)`	float32	10,000,000	6.4004 ms	not_measured	managed	2.379x
`a.var() [method] (float64)`	float64	1,000	0.000745 ms	not_measured	managed	24.149x
`a.var() [method] (float64)`	float64	100,000	0.03577 ms	not_measured	managed	2.934x
`a.var() [method] (float64)`	float64	10,000,000	15.5878 ms	not_measured	managed	2.056x
`np.amax (complex128)`	complex128	1,000	0.00213 ms	not_measured	managed	1.409x
`np.amax (complex128)`	complex128	100,000	0.1424 ms	not_measured	managed	1.179x
`np.amax (complex128)`	complex128	10,000,000	18.9426 ms	not_measured	managed	1.081x
`np.amax (float16)`	float16	1,000	0.00208 ms	not_measured	managed	3.652x
`np.amax (float16)`	float16	100,000	0.4387 ms	not_measured	managed	1.428x
`np.amax (float16)`	float16	10,000,000	46.4466 ms	not_measured	managed	1.085x
`np.amax (float32)`	float32	1,000	0.000469 ms	not_measured	managed	9.049x
`np.amax (float32)`	float32	100,000	0.00863 ms	not_measured	managed	2.523x
`np.amax (float32)`	float32	10,000,000	3.3783 ms	not_measured	managed	0.918x
`np.amax (float64)`	float64	1,000	0.000390 ms	not_measured	managed	11.336x
`np.amax (float64)`	float64	100,000	0.00658 ms	not_measured	managed	5.997x
`np.amax (float64)`	float64	10,000,000	7.8927 ms	not_measured	managed	0.976x
`np.amax (int16)`	int16	1,000	0.000575 ms	not_measured	managed	7.049x
`np.amax (int16)`	int16	100,000	0.00252 ms	not_measured	managed	2.901x
`np.amax (int16)`	int16	10,000,000	0.4052 ms	not_measured	managed	1.237x
`np.amax (int32)`	int32	1,000	0.000591 ms	not_measured	managed	2.535x
`np.amax (int32)`	int32	100,000	0.00269 ms	not_measured	managed	3.951x
`np.amax (int32)`	int32	10,000,000	2.7300 ms	not_measured	managed	0.951x
`np.amax (int64)`	int64	1,000	0.000862 ms	not_measured	managed	5.103x
`np.amax (int64)`	int64	100,000	0.00780 ms	not_measured	managed	4.464x
`np.amax (int64)`	int64	10,000,000	8.0198 ms	not_measured	managed	0.995x
`np.amax (int8)`	int8	1,000	0.000581 ms	not_measured	managed	6.924x
`np.amax (int8)`	int8	100,000	0.00147 ms	not_measured	managed	3.958x
`np.amax (int8)`	int8	10,000,000	0.2231 ms	not_measured	managed	1.100x
`np.amax (uint16)`	uint16	1,000	0.000574 ms	not_measured	managed	7.044x
`np.amax (uint16)`	uint16	100,000	0.00245 ms	not_measured	managed	2.986x
`np.amax (uint16)`	uint16	10,000,000	0.5159 ms	not_measured	managed	0.974x
`np.amax (uint32)`	uint32	1,000	0.000367 ms	not_measured	managed	11.185x
`np.amax (uint32)`	uint32	100,000	0.00481 ms	not_measured	managed	2.272x
`np.amax (uint32)`	uint32	10,000,000	2.7462 ms	not_measured	managed	0.963x
`np.amax (uint64)`	uint64	1,000	0.000949 ms	not_measured	managed	4.715x
`np.amax (uint64)`	uint64	100,000	0.03657 ms	not_measured	managed	1.234x
`np.amax (uint64)`	uint64	10,000,000	7.9748 ms	not_measured	managed	1.019x
`np.amax (uint8)`	uint8	1,000	0.000759 ms	not_measured	managed	1.947x
`np.amax (uint8)`	uint8	100,000	0.00159 ms	not_measured	managed	3.665x
`np.amax (uint8)`	uint8	10,000,000	0.1959 ms	not_measured	managed	1.232x
`np.amax axis=0 (complex128)`	complex128	1,000	0.00239 ms	not_measured	managed	2.484x
`np.amax axis=0 (complex128)`	complex128	100,000	0.1825 ms	not_measured	managed	0.808x
`np.amax axis=0 (complex128)`	complex128	10,000,000	15.1289 ms	not_measured	managed	1.263x
`np.amax axis=0 (float16)`	float16	1,000	0.00195 ms	not_measured	managed	3.846x
`np.amax axis=0 (float16)`	float16	100,000	0.6561 ms	not_measured	managed	0.939x
`np.amax axis=0 (float16)`	float16	10,000,000	122.2388 ms	not_measured	managed	0.402x
`np.amax axis=0 (float32)`	float32	1,000	0.000737 ms	not_measured	managed	6.433x
`np.amax axis=0 (float32)`	float32	100,000	0.02804 ms	not_measured	managed	0.874x
`np.amax axis=0 (float32)`	float32	10,000,000	3.9537 ms	not_measured	managed	0.851x
`np.amax axis=0 (float64)`	float64	1,000	0.000594 ms	not_measured	managed	8.327x
`np.amax axis=0 (float64)`	float64	100,000	0.05513 ms	not_measured	managed	0.702x
`np.amax axis=0 (float64)`	float64	10,000,000	8.3698 ms	not_measured	managed	1.016x
`np.amax axis=0 (int16)`	int16	1,000	0.000610 ms	not_measured	managed	7.431x
`np.amax axis=0 (int16)`	int16	100,000	0.00749 ms	not_measured	managed	1.851x
`np.amax axis=0 (int16)`	int16	10,000,000	0.7047 ms	not_measured	managed	0.959x
`np.amax axis=0 (int32)`	int32	1,000	0.000682 ms	not_measured	managed	6.872x
`np.amax axis=0 (int32)`	int32	100,000	0.00528 ms	not_measured	managed	3.085x
`np.amax axis=0 (int32)`	int32	10,000,000	2.1201 ms	not_measured	managed	1.521x
`np.amax axis=0 (int64)`	int64	1,000	0.000784 ms	not_measured	managed	6.193x
`np.amax axis=0 (int64)`	int64	100,000	0.02792 ms	not_measured	managed	1.285x
`np.amax axis=0 (int64)`	int64	10,000,000	7.9371 ms	not_measured	managed	1.079x
`np.amax axis=0 (int8)`	int8	1,000	0.000660 ms	not_measured	managed	6.921x
`np.amax axis=0 (int8)`	int8	100,000	0.00760 ms	not_measured	managed	1.895x
`np.amax axis=0 (int8)`	int8	10,000,000	0.3319 ms	not_measured	managed	1.051x
`np.amax axis=0 (uint16)`	uint16	1,000	0.000411 ms	not_measured	managed	11.187x
`np.amax axis=0 (uint16)`	uint16	100,000	0.00752 ms	not_measured	managed	1.847x
`np.amax axis=0 (uint16)`	uint16	10,000,000	0.7678 ms	not_measured	managed	0.896x
`np.amax axis=0 (uint32)`	uint32	1,000	0.000544 ms	not_measured	managed	8.540x
`np.amax axis=0 (uint32)`	uint32	100,000	0.01018 ms	not_measured	managed	1.585x
`np.amax axis=0 (uint32)`	uint32	10,000,000	3.4149 ms	not_measured	managed	0.916x
`np.amax axis=0 (uint64)`	uint64	1,000	0.000616 ms	not_measured	managed	7.971x
`np.amax axis=0 (uint64)`	uint64	100,000	0.01507 ms	not_measured	managed	2.748x
`np.amax axis=0 (uint64)`	uint64	10,000,000	4.6017 ms	not_measured	managed	1.766x
`np.amax axis=0 (uint8)`	uint8	1,000	0.000669 ms	not_measured	managed	6.779x
`np.amax axis=0 (uint8)`	uint8	100,000	0.00691 ms	not_measured	managed	2.080x
`np.amax axis=0 (uint8)`	uint8	10,000,000	0.2199 ms	not_measured	managed	1.580x
`np.amin (complex128)`	complex128	1,000	0.00215 ms	not_measured	managed	2.706x
`np.amin (complex128)`	complex128	100,000	0.1131 ms	not_measured	managed	1.484x
`np.amin (complex128)`	complex128	10,000,000	18.7325 ms	not_measured	managed	1.086x
`np.amin (float16)`	float16	1,000	0.00145 ms	not_measured	managed	5.061x
`np.amin (float16)`	float16	100,000	0.3006 ms	not_measured	managed	2.016x
`np.amin (float16)`	float16	10,000,000	36.9135 ms	not_measured	managed	1.725x
`np.amin (float32)`	float32	1,000	0.000398 ms	not_measured	managed	10.731x
`np.amin (float32)`	float32	100,000	0.00441 ms	not_measured	managed	4.955x
`np.amin (float32)`	float32	10,000,000	3.3457 ms	not_measured	managed	0.960x
`np.amin (float64)`	float64	1,000	0.000681 ms	not_measured	managed	6.443x
`np.amin (float64)`	float64	100,000	0.01757 ms	not_measured	managed	2.248x
`np.amin (float64)`	float64	10,000,000	3.3523 ms	not_measured	managed	2.316x
`np.amin (int16)`	int16	1,000	0.000788 ms	not_measured	managed	5.166x
`np.amin (int16)`	int16	100,000	0.00198 ms	not_measured	managed	3.674x
`np.amin (int16)`	int16	10,000,000	0.5188 ms	not_measured	managed	0.978x
`np.amin (int32)`	int32	1,000	0.000564 ms	not_measured	managed	7.257x
`np.amin (int32)`	int32	100,000	0.00423 ms	not_measured	managed	0.959x
`np.amin (int32)`	int32	10,000,000	2.8239 ms	not_measured	managed	0.369x
`np.amin (int64)`	int64	1,000	0.000571 ms	not_measured	managed	7.697x
`np.amin (int64)`	int64	100,000	0.02750 ms	not_measured	managed	1.257x
`np.amin (int64)`	int64	10,000,000	5.3386 ms	not_measured	managed	1.713x
`np.amin (int8)`	int8	1,000	0.000552 ms	not_measured	managed	7.310x
`np.amin (int8)`	int8	100,000	0.00160 ms	not_measured	managed	3.659x
`np.amin (int8)`	int8	10,000,000	0.2244 ms	not_measured	managed	1.085x
`np.amin (uint16)`	uint16	1,000	0.000758 ms	not_measured	managed	5.294x
`np.amin (uint16)`	uint16	100,000	0.00257 ms	not_measured	managed	2.882x
`np.amin (uint16)`	uint16	10,000,000	0.5297 ms	not_measured	managed	0.957x
`np.amin (uint32)`	uint32	1,000	0.000775 ms	not_measured	managed	5.274x
`np.amin (uint32)`	uint32	100,000	0.00479 ms	not_measured	managed	2.224x
`np.amin (uint32)`	uint32	10,000,000	2.9519 ms	not_measured	managed	0.914x
`np.amin (uint64)`	uint64	1,000	0.000427 ms	not_measured	managed	10.539x
`np.amin (uint64)`	uint64	100,000	0.01010 ms	not_measured	managed	4.473x
`np.amin (uint64)`	uint64	10,000,000	7.9647 ms	not_measured	managed	1.023x
`np.amin (uint8)`	uint8	1,000	0.000774 ms	not_measured	managed	1.956x
`np.amin (uint8)`	uint8	100,000	0.00164 ms	not_measured	managed	3.528x
`np.amin (uint8)`	uint8	10,000,000	0.2248 ms	not_measured	managed	1.047x
`np.amin axis=0 (complex128)`	complex128	1,000	0.00427 ms	not_measured	managed	1.389x
`np.amin axis=0 (complex128)`	complex128	100,000	0.2249 ms	not_measured	managed	0.656x
`np.amin axis=0 (complex128)`	complex128	10,000,000	15.2225 ms	not_measured	managed	1.239x
`np.amin axis=0 (float16)`	float16	1,000	0.00315 ms	not_measured	managed	2.353x
`np.amin axis=0 (float16)`	float16	100,000	0.6575 ms	not_measured	managed	0.921x
`np.amin axis=0 (float16)`	float16	10,000,000	139.2373 ms	not_measured	managed	0.435x
`np.amin axis=0 (float32)`	float32	1,000	0.000723 ms	not_measured	managed	6.584x
`np.amin axis=0 (float32)`	float32	100,000	0.02806 ms	not_measured	managed	0.873x
`np.amin axis=0 (float32)`	float32	10,000,000	3.9491 ms	not_measured	managed	0.831x
`np.amin axis=0 (float64)`	float64	1,000	0.00109 ms	not_measured	managed	4.643x
`np.amin axis=0 (float64)`	float64	100,000	0.01855 ms	not_measured	managed	2.084x
`np.amin axis=0 (float64)`	float64	10,000,000	6.1868 ms	not_measured	managed	1.343x
`np.amin axis=0 (int16)`	int16	1,000	0.000470 ms	not_measured	managed	9.830x
`np.amin axis=0 (int16)`	int16	100,000	0.00462 ms	not_measured	managed	3.020x
`np.amin axis=0 (int16)`	int16	10,000,000	0.7438 ms	not_measured	managed	0.904x
`np.amin axis=0 (int32)`	int32	1,000	0.000568 ms	not_measured	managed	8.120x
`np.amin axis=0 (int32)`	int32	100,000	0.01025 ms	not_measured	managed	1.578x
`np.amin axis=0 (int32)`	int32	10,000,000	3.2391 ms	not_measured	managed	0.997x
`np.amin axis=0 (int64)`	int64	1,000	0.000781 ms	not_measured	managed	6.225x
`np.amin axis=0 (int64)`	int64	100,000	0.01271 ms	not_measured	managed	2.704x
`np.amin axis=0 (int64)`	int64	10,000,000	7.9789 ms	not_measured	managed	1.037x
`np.amin axis=0 (int8)`	int8	1,000	0.000428 ms	not_measured	managed	10.678x
`np.amin axis=0 (int8)`	int8	100,000	0.00768 ms	not_measured	managed	1.870x
`np.amin axis=0 (int8)`	int8	10,000,000	0.2970 ms	not_measured	managed	1.175x
`np.amin axis=0 (uint16)`	uint16	1,000	0.000482 ms	not_measured	managed	9.575x
`np.amin axis=0 (uint16)`	uint16	100,000	0.00743 ms	not_measured	managed	1.870x
`np.amin axis=0 (uint16)`	uint16	10,000,000	0.7339 ms	not_measured	managed	0.941x
`np.amin axis=0 (uint32)`	uint32	1,000	0.000714 ms	not_measured	managed	6.536x
`np.amin axis=0 (uint32)`	uint32	100,000	0.00971 ms	not_measured	managed	1.669x
`np.amin axis=0 (uint32)`	uint32	10,000,000	3.4727 ms	not_measured	managed	0.870x
`np.amin axis=0 (uint64)`	uint64	1,000	0.000836 ms	not_measured	managed	5.888x
`np.amin axis=0 (uint64)`	uint64	100,000	0.01943 ms	not_measured	managed	2.123x
`np.amin axis=0 (uint64)`	uint64	10,000,000	8.0158 ms	not_measured	managed	1.030x
`np.amin axis=0 (uint8)`	uint8	1,000	0.000666 ms	not_measured	managed	6.956x
`np.amin axis=0 (uint8)`	uint8	100,000	0.00768 ms	not_measured	managed	1.871x
`np.amin axis=0 (uint8)`	uint8	10,000,000	0.3266 ms	not_measured	managed	1.064x
`np.argmax (complex128)`	complex128	1,000	0.00152 ms	not_measured	managed	2.057x
`np.argmax (complex128)`	complex128	100,000	0.1145 ms	not_measured	managed	0.889x
`np.argmax (complex128)`	complex128	10,000,000	18.6858 ms	not_measured	managed	0.911x
`np.argmax (float16)`	float16	1,000	0.00276 ms	not_measured	managed	1.797x
`np.argmax (float16)`	float16	100,000	0.1426 ms	not_measured	managed	3.807x
`np.argmax (float16)`	float16	10,000,000	18.6102 ms	not_measured	managed	2.961x
`np.argmax (float32)`	float32	1,000	0.000767 ms	not_measured	managed	3.003x
`np.argmax (float32)`	float32	100,000	0.02468 ms	not_measured	managed	1.394x
`np.argmax (float32)`	float32	10,000,000	3.8778 ms	not_measured	managed	1.030x
`np.argmax (float64)`	float64	1,000	0.000341 ms	not_measured	managed	7.871x
`np.argmax (float64)`	float64	100,000	0.04902 ms	not_measured	managed	1.344x
`np.argmax (float64)`	float64	10,000,000	6.3733 ms	not_measured	managed	1.443x
`np.argmax (int16)`	int16	1,000	0.000361 ms	not_measured	managed	6.097x
`np.argmax (int16)`	int16	100,000	0.00191 ms	not_measured	managed	6.544x
`np.argmax (int16)`	int16	10,000,000	0.5715 ms	not_measured	managed	1.830x
`np.argmax (int32)`	int32	1,000	0.000783 ms	not_measured	managed	2.794x
`np.argmax (int32)`	int32	100,000	0.00406 ms	not_measured	managed	5.035x
`np.argmax (int32)`	int32	10,000,000	2.9775 ms	not_measured	managed	1.079x
`np.argmax (int64)`	int64	1,000	0.000801 ms	not_measured	managed	3.235x
`np.argmax (int64)`	int64	100,000	0.05087 ms	not_measured	managed	1.164x
`np.argmax (int64)`	int64	10,000,000	8.1706 ms	not_measured	managed	1.026x
`np.argmax (int8)`	int8	1,000	0.000638 ms	not_measured	managed	3.481x
`np.argmax (int8)`	int8	100,000	0.00178 ms	not_measured	managed	4.231x
`np.argmax (int8)`	int8	10,000,000	0.2403 ms	not_measured	managed	2.182x
`np.argmax (uint16)`	uint16	1,000	0.000382 ms	not_measured	managed	5.801x
`np.argmax (uint16)`	uint16	100,000	0.00187 ms	not_measured	managed	10.332x
`np.argmax (uint16)`	uint16	10,000,000	0.5623 ms	not_measured	managed	3.081x
`np.argmax (uint32)`	uint32	1,000	0.000504 ms	not_measured	managed	4.653x
`np.argmax (uint32)`	uint32	100,000	0.00355 ms	not_measured	managed	9.656x
`np.argmax (uint32)`	uint32	10,000,000	1.4036 ms	not_measured	managed	2.793x
`np.argmax (uint64)`	uint64	1,000	0.000532 ms	not_measured	managed	5.055x
`np.argmax (uint64)`	uint64	100,000	0.05976 ms	not_measured	managed	1.131x
`np.argmax (uint64)`	uint64	10,000,000	8.5116 ms	not_measured	managed	1.049x
`np.argmax (uint8)`	uint8	1,000	0.000681 ms	not_measured	managed	1.266x
`np.argmax (uint8)`	uint8	100,000	0.00114 ms	not_measured	managed	2.599x
`np.argmax (uint8)`	uint8	10,000,000	0.2388 ms	not_measured	managed	3.632x
`np.argmin (complex128)`	complex128	1,000	0.00208 ms	not_measured	managed	1.522x
`np.argmin (complex128)`	complex128	100,000	0.1424 ms	not_measured	managed	0.795x
`np.argmin (complex128)`	complex128	10,000,000	18.8410 ms	not_measured	managed	0.931x
`np.argmin (float16)`	float16	1,000	0.00275 ms	not_measured	managed	1.731x
`np.argmin (float16)`	float16	100,000	0.2095 ms	not_measured	managed	2.504x
`np.argmin (float16)`	float16	10,000,000	21.4657 ms	not_measured	managed	2.367x
`np.argmin (float32)`	float32	1,000	0.000789 ms	not_measured	managed	2.990x
`np.argmin (float32)`	float32	100,000	0.02470 ms	not_measured	managed	1.394x
`np.argmin (float32)`	float32	10,000,000	2.5434 ms	not_measured	managed	1.578x
`np.argmin (float64)`	float64	1,000	0.000663 ms	not_measured	managed	1.389x
`np.argmin (float64)`	float64	100,000	0.04906 ms	not_measured	managed	1.341x
`np.argmin (float64)`	float64	10,000,000	8.7433 ms	not_measured	managed	1.042x
`np.argmin (int16)`	int16	1,000	0.000633 ms	not_measured	managed	3.449x
`np.argmin (int16)`	int16	100,000	0.00277 ms	not_measured	managed	4.504x
`np.argmin (int16)`	int16	10,000,000	0.5832 ms	not_measured	managed	1.790x
`np.argmin (int32)`	int32	1,000	0.000808 ms	not_measured	managed	2.786x
`np.argmin (int32)`	int32	100,000	0.00261 ms	not_measured	managed	7.843x
`np.argmin (int32)`	int32	10,000,000	2.9159 ms	not_measured	managed	1.081x
`np.argmin (int64)`	int64	1,000	0.00104 ms	not_measured	managed	2.466x
`np.argmin (int64)`	int64	100,000	0.04176 ms	not_measured	managed	1.364x
`np.argmin (int64)`	int64	10,000,000	4.5729 ms	not_measured	managed	1.810x
`np.argmin (int8)`	int8	1,000	0.000642 ms	not_measured	managed	3.433x
`np.argmin (int8)`	int8	100,000	0.00115 ms	not_measured	managed	6.511x
`np.argmin (int8)`	int8	10,000,000	0.2424 ms	not_measured	managed	2.166x
`np.argmin (uint16)`	uint16	1,000	0.000633 ms	not_measured	managed	3.528x
`np.argmin (uint16)`	uint16	100,000	0.00252 ms	not_measured	managed	7.701x
`np.argmin (uint16)`	uint16	10,000,000	0.5606 ms	not_measured	managed	3.079x
`np.argmin (uint32)`	uint32	1,000	0.000846 ms	not_measured	managed	2.751x
`np.argmin (uint32)`	uint32	100,000	0.00552 ms	not_measured	managed	6.212x
`np.argmin (uint32)`	uint32	10,000,000	2.2964 ms	not_measured	managed	1.721x
`np.argmin (uint64)`	uint64	1,000	0.000920 ms	not_measured	managed	2.920x
`np.argmin (uint64)`	uint64	100,000	0.05945 ms	not_measured	managed	1.137x
`np.argmin (uint64)`	uint64	10,000,000	5.4267 ms	not_measured	managed	1.604x
`np.argmin (uint8)`	uint8	1,000	0.000664 ms	not_measured	managed	1.255x
`np.argmin (uint8)`	uint8	100,000	0.00178 ms	not_measured	managed	6.093x
`np.argmin (uint8)`	uint8	10,000,000	0.2421 ms	not_measured	managed	3.581x
`np.cumprod(a) (float16)`	float16	1,000	0.00959 ms	not_measured	managed	1.433x
`np.cumprod(a) (float16)`	float16	100,000	0.9667 ms	not_measured	managed	0.920x
`np.cumprod(a) (float16)`	float16	10,000,000	125.3013 ms	not_measured	managed	0.577x
`np.cumprod(a) (float32)`	float32	1,000	0.01762 ms	not_measured	managed	2.942x
`np.cumprod(a) (float32)`	float32	100,000	2.4314 ms	not_measured	managed	2.762x
`np.cumprod(a) (float32)`	float32	10,000,000	434.2098 ms	not_measured	managed	1.456x
`np.cumprod(a) (float64)`	float64	1,000	0.00176 ms	not_measured	managed	3.523x
`np.cumprod(a) (float64)`	float64	100,000	3.9467 ms	not_measured	managed	1.699x
`np.cumprod(a) (float64)`	float64	10,000,000	622.3045 ms	not_measured	managed	0.595x
`np.cumsum (complex128)`	complex128	1,000	0.00246 ms	not_measured	managed	2.575x
`np.cumsum (complex128)`	complex128	100,000	0.3097 ms	not_measured	managed	1.615x
`np.cumsum (complex128)`	complex128	10,000,000	31.2953 ms	not_measured	managed	1.657x
`np.cumsum (float16)`	float16	1,000	0.01670 ms	not_measured	managed	0.652x
`np.cumsum (float16)`	float16	100,000	1.6412 ms	not_measured	managed	0.467x
`np.cumsum (float16)`	float16	10,000,000	128.7429 ms	not_measured	managed	0.379x
`np.cumsum (float32)`	float32	1,000	0.00163 ms	not_measured	managed	3.801x
`np.cumsum (float32)`	float32	100,000	0.07832 ms	not_measured	managed	3.625x
`np.cumsum (float32)`	float32	10,000,000	7.6144 ms	not_measured	managed	2.622x
`np.cumsum (float64)`	float64	1,000	0.00136 ms	not_measured	managed	4.550x
`np.cumsum (float64)`	float64	100,000	0.1235 ms	not_measured	managed	2.298x
`np.cumsum (float64)`	float64	10,000,000	13.3994 ms	not_measured	managed	2.895x
`np.cumsum (int16)`	int16	1,000	0.00174 ms	not_measured	managed	3.222x
`np.cumsum (int16)`	int16	100,000	0.1549 ms	not_measured	managed	2.875x
`np.cumsum (int16)`	int16	10,000,000	14.3945 ms	not_measured	managed	2.831x
`np.cumsum (int32)`	int32	1,000	0.00108 ms	not_measured	managed	5.351x
`np.cumsum (int32)`	int32	100,000	0.1183 ms	not_measured	managed	3.700x
`np.cumsum (int32)`	int32	10,000,000	15.6218 ms	not_measured	managed	2.812x
`np.cumsum (int64)`	int64	1,000	0.000999 ms	not_measured	managed	3.833x
`np.cumsum (int64)`	int64	100,000	0.1623 ms	not_measured	managed	0.312x
`np.cumsum (int64)`	int64	10,000,000	19.6917 ms	not_measured	managed	1.214x
`np.cumsum (int8)`	int8	1,000	0.00172 ms	not_measured	managed	3.337x
`np.cumsum (int8)`	int8	100,000	0.1559 ms	not_measured	managed	2.839x
`np.cumsum (int8)`	int8	10,000,000	12.1314 ms	not_measured	managed	2.218x
`np.cumsum (uint16)`	uint16	1,000	0.00171 ms	not_measured	managed	3.383x
`np.cumsum (uint16)`	uint16	100,000	0.1128 ms	not_measured	managed	3.891x
`np.cumsum (uint16)`	uint16	10,000,000	14.3267 ms	not_measured	managed	1.938x
`np.cumsum (uint32)`	uint32	1,000	0.00170 ms	not_measured	managed	3.408x
`np.cumsum (uint32)`	uint32	100,000	0.1602 ms	not_measured	managed	2.791x
`np.cumsum (uint32)`	uint32	10,000,000	16.4033 ms	not_measured	managed	2.617x
`np.cumsum (uint64)`	uint64	1,000	0.00168 ms	not_measured	managed	2.332x
`np.cumsum (uint64)`	uint64	100,000	0.1629 ms	not_measured	managed	0.310x
`np.cumsum (uint64)`	uint64	10,000,000	16.7828 ms	not_measured	managed	1.434x
`np.cumsum (uint8)`	uint8	1,000	0.00162 ms	not_measured	managed	1.375x
`np.cumsum (uint8)`	uint8	100,000	0.1544 ms	not_measured	managed	2.873x
`np.cumsum (uint8)`	uint8	10,000,000	12.8963 ms	not_measured	managed	3.182x
`np.max (complex128)`	complex128	1,000	0.00215 ms	not_measured	managed	2.706x
`np.max (complex128)`	complex128	100,000	0.1422 ms	not_measured	managed	1.181x
`np.max (complex128)`	complex128	10,000,000	17.8028 ms	not_measured	managed	0.889x
`np.max (float16)`	float16	1,000	0.00173 ms	not_measured	managed	4.407x
`np.max (float16)`	float16	100,000	0.4394 ms	not_measured	managed	1.404x
`np.max (float16)`	float16	10,000,000	46.4132 ms	not_measured	managed	1.305x
`np.max (float32)`	float32	1,000	0.000454 ms	not_measured	managed	9.344x
`np.max (float32)`	float32	100,000	0.00363 ms	not_measured	managed	5.998x
`np.max (float32)`	float32	10,000,000	3.3938 ms	not_measured	managed	0.921x
`np.max (float64)`	float64	1,000	0.000724 ms	not_measured	managed	2.206x
`np.max (float64)`	float64	100,000	0.01673 ms	not_measured	managed	2.367x
`np.max (float64)`	float64	10,000,000	5.2142 ms	not_measured	managed	1.434x
`np.max (int16)`	int16	1,000	0.000565 ms	not_measured	managed	7.258x
`np.max (int16)`	int16	100,000	0.00222 ms	not_measured	managed	3.293x
`np.max (int16)`	int16	10,000,000	0.3226 ms	not_measured	managed	1.556x
`np.max (int32)`	int32	1,000	0.000626 ms	not_measured	managed	6.626x
`np.max (int32)`	int32	100,000	0.00410 ms	not_measured	managed	2.599x
`np.max (int32)`	int32	10,000,000	2.6982 ms	not_measured	managed	0.972x
`np.max (int64)`	int64	1,000	0.000680 ms	not_measured	managed	6.597x
`np.max (int64)`	int64	100,000	0.02701 ms	not_measured	managed	1.294x
`np.max (int64)`	int64	10,000,000	7.9635 ms	not_measured	managed	0.996x
`np.max (int8)`	int8	1,000	0.000649 ms	not_measured	managed	6.282x
`np.max (int8)`	int8	100,000	0.00166 ms	not_measured	managed	3.500x
`np.max (int8)`	int8	10,000,000	0.1357 ms	not_measured	managed	1.804x
`np.max (uint16)`	uint16	1,000	0.000641 ms	not_measured	managed	6.385x
`np.max (uint16)`	uint16	100,000	0.00253 ms	not_measured	managed	2.888x
`np.max (uint16)`	uint16	10,000,000	0.3337 ms	not_measured	managed	1.499x
`np.max (uint32)`	uint32	1,000	0.000611 ms	not_measured	managed	6.704x
`np.max (uint32)`	uint32	100,000	0.00482 ms	not_measured	managed	2.281x
`np.max (uint32)`	uint32	10,000,000	2.7073 ms	not_measured	managed	0.986x
`np.max (uint64)`	uint64	1,000	0.000977 ms	not_measured	managed	4.556x
`np.max (uint64)`	uint64	100,000	0.01176 ms	not_measured	managed	3.843x
`np.max (uint64)`	uint64	10,000,000	7.7959 ms	not_measured	managed	0.427x
`np.max (uint8)`	uint8	1,000	0.000624 ms	not_measured	managed	2.425x
`np.max (uint8)`	uint8	100,000	0.00161 ms	not_measured	managed	3.602x
`np.max (uint8)`	uint8	10,000,000	0.2249 ms	not_measured	managed	0.976x
`np.mean (complex128)`	complex128	1,000	0.00103 ms	not_measured	managed	7.810x
`np.mean (complex128)`	complex128	100,000	0.02102 ms	not_measured	managed	2.234x
`np.mean (complex128)`	complex128	10,000,000	15.0820 ms	not_measured	managed	1.122x
`np.mean (float16)`	float16	1,000	0.00199 ms	not_measured	managed	6.673x
`np.mean (float16)`	float16	100,000	0.08021 ms	not_measured	managed	2.131x
`np.mean (float16)`	float16	10,000,000	16.1319 ms	not_measured	managed	1.035x
`np.mean (float32)`	float32	1,000	0.000392 ms	not_measured	managed	27.380x
`np.mean (float32)`	float32	100,000	0.00317 ms	not_measured	managed	10.078x
`np.mean (float32)`	float32	10,000,000	2.9963 ms	not_measured	managed	2.901x
`np.mean (float64)`	float64	1,000	0.000539 ms	not_measured	managed	13.432x
`np.mean (float64)`	float64	100,000	0.00883 ms	not_measured	managed	3.372x
`np.mean (float64)`	float64	10,000,000	4.3546 ms	not_measured	managed	3.330x
`np.mean (int16)`	int16	1,000	0.000395 ms	not_measured	managed	22.689x
`np.mean (int16)`	int16	100,000	0.01922 ms	not_measured	managed	4.487x
`np.mean (int16)`	int16	10,000,000	1.9852 ms	not_measured	managed	4.055x
`np.mean (int32)`	int32	1,000	0.000391 ms	not_measured	managed	23.069x
`np.mean (int32)`	int32	100,000	0.04347 ms	not_measured	managed	0.922x
`np.mean (int32)`	int32	10,000,000	2.7582 ms	not_measured	managed	1.473x
`np.mean (int64)`	int64	1,000	0.000394 ms	not_measured	managed	22.665x
`np.mean (int64)`	int64	100,000	0.00905 ms	not_measured	managed	9.252x
`np.mean (int64)`	int64	10,000,000	6.5686 ms	not_measured	managed	1.647x
`np.mean (int8)`	int8	1,000	0.000386 ms	not_measured	managed	23.187x
`np.mean (int8)`	int8	100,000	0.04467 ms	not_measured	managed	1.922x
`np.mean (int8)`	int8	10,000,000	1.8474 ms	not_measured	managed	4.258x
`np.mean (uint16)`	uint16	1,000	0.000543 ms	not_measured	managed	16.549x
`np.mean (uint16)`	uint16	100,000	0.01882 ms	not_measured	managed	4.590x
`np.mean (uint16)`	uint16	10,000,000	1.9715 ms	not_measured	managed	4.035x
`np.mean (uint32)`	uint32	1,000	0.000986 ms	not_measured	managed	8.956x
`np.mean (uint32)`	uint32	100,000	0.03937 ms	not_measured	managed	1.994x
`np.mean (uint32)`	uint32	10,000,000	2.8985 ms	not_measured	managed	2.650x
`np.mean (uint64)`	uint64	1,000	0.000652 ms	not_measured	managed	14.103x
`np.mean (uint64)`	uint64	100,000	0.00717 ms	not_measured	managed	14.201x
`np.mean (uint64)`	uint64	10,000,000	2.8794 ms	not_measured	managed	4.062x
`np.mean (uint8)`	uint8	1,000	0.000718 ms	not_measured	managed	3.943x
`np.mean (uint8)`	uint8	100,000	0.04064 ms	not_measured	managed	2.106x
`np.mean (uint8)`	uint8	10,000,000	3.0568 ms	not_measured	managed	2.603x
`np.mean axis=0 (complex128)`	complex128	1,000	0.00310 ms	not_measured	managed	2.932x
`np.mean axis=0 (complex128)`	complex128	100,000	0.02411 ms	not_measured	managed	1.886x
`np.mean axis=0 (complex128)`	complex128	10,000,000	7.2161 ms	not_measured	managed	2.390x
`np.mean axis=0 (float16)`	float16	1,000	0.00676 ms	not_measured	managed	2.075x
`np.mean axis=0 (float16)`	float16	100,000	0.2817 ms	not_measured	managed	0.593x
`np.mean axis=0 (float16)`	float16	10,000,000	14.3275 ms	not_measured	managed	1.091x
`np.mean axis=0 (float32)`	float32	1,000	0.00242 ms	not_measured	managed	4.166x
`np.mean axis=0 (float32)`	float32	100,000	0.01148 ms	not_measured	managed	1.951x
`np.mean axis=0 (float32)`	float32	10,000,000	1.6152 ms	not_measured	managed	1.999x
`np.mean axis=0 (float64)`	float64	1,000	0.00272 ms	not_measured	managed	3.189x
`np.mean axis=0 (float64)`	float64	100,000	0.01663 ms	not_measured	managed	1.674x
`np.mean axis=0 (float64)`	float64	10,000,000	3.5217 ms	not_measured	managed	2.312x
`np.mean axis=0 (int16)`	int16	1,000	0.000695 ms	not_measured	managed	14.984x
`np.mean axis=0 (int16)`	int16	100,000	0.00893 ms	not_measured	managed	9.515x
`np.mean axis=0 (int16)`	int16	10,000,000	1.9882 ms	not_measured	managed	3.969x
`np.mean axis=0 (int32)`	int32	1,000	0.000692 ms	not_measured	managed	15.000x
`np.mean axis=0 (int32)`	int32	100,000	0.01868 ms	not_measured	managed	4.383x
`np.mean axis=0 (int32)`	int32	10,000,000	3.6955 ms	not_measured	managed	2.173x
`np.mean axis=0 (int64)`	int64	1,000	0.000802 ms	not_measured	managed	13.191x
`np.mean axis=0 (int64)`	int64	100,000	0.03045 ms	not_measured	managed	2.720x
`np.mean axis=0 (int64)`	int64	10,000,000	6.7579 ms	not_measured	managed	1.688x
`np.mean axis=0 (int8)`	int8	1,000	0.000490 ms	not_measured	managed	21.278x
`np.mean axis=0 (int8)`	int8	100,000	0.01457 ms	not_measured	managed	5.827x
`np.mean axis=0 (int8)`	int8	10,000,000	0.8243 ms	not_measured	managed	9.805x
`np.mean axis=0 (uint16)`	uint16	1,000	0.000698 ms	not_measured	managed	14.749x
`np.mean axis=0 (uint16)`	uint16	100,000	0.01764 ms	not_measured	managed	4.812x
`np.mean axis=0 (uint16)`	uint16	10,000,000	1.9801 ms	not_measured	managed	4.105x
`np.mean axis=0 (uint32)`	uint32	1,000	0.000705 ms	not_measured	managed	14.462x
`np.mean axis=0 (uint32)`	uint32	100,000	0.01675 ms	not_measured	managed	4.617x
`np.mean axis=0 (uint32)`	uint32	10,000,000	4.1412 ms	not_measured	managed	1.874x
`np.mean axis=0 (uint64)`	uint64	1,000	0.000644 ms	not_measured	managed	16.398x
`np.mean axis=0 (uint64)`	uint64	100,000	0.01247 ms	not_measured	managed	8.054x
`np.mean axis=0 (uint64)`	uint64	10,000,000	4.0178 ms	not_measured	managed	2.907x
`np.mean axis=0 (uint8)`	uint8	1,000	0.000686 ms	not_measured	managed	14.949x
`np.mean axis=0 (uint8)`	uint8	100,000	0.01656 ms	not_measured	managed	5.102x
`np.mean axis=0 (uint8)`	uint8	10,000,000	1.6330 ms	not_measured	managed	4.936x
`np.mean axis=1 (complex128)`	complex128	1,000	0.00273 ms	not_measured	managed	3.331x
`np.mean axis=1 (complex128)`	complex128	100,000	0.03331 ms	not_measured	managed	1.642x
`np.mean axis=1 (complex128)`	complex128	10,000,000	8.4602 ms	not_measured	managed	0.864x
`np.mean axis=1 (float16)`	float16	1,000	0.00455 ms	not_measured	managed	3.082x
`np.mean axis=1 (float16)`	float16	100,000	0.2088 ms	not_measured	managed	0.857x
`np.mean axis=1 (float16)`	float16	10,000,000	12.5330 ms	not_measured	managed	1.304x
`np.mean axis=1 (float32)`	float32	1,000	0.00259 ms	not_measured	managed	3.979x
`np.mean axis=1 (float32)`	float32	100,000	0.02280 ms	not_measured	managed	1.512x
`np.mean axis=1 (float32)`	float32	10,000,000	3.2138 ms	not_measured	managed	2.321x
`np.mean axis=1 (float64)`	float64	1,000	0.00293 ms	not_measured	managed	2.932x
`np.mean axis=1 (float64)`	float64	100,000	0.01479 ms	not_measured	managed	2.369x
`np.mean axis=1 (float64)`	float64	10,000,000	5.0153 ms	not_measured	managed	2.437x
`np.mean axis=1 (int16)`	int16	1,000	0.000569 ms	not_measured	managed	18.132x
`np.mean axis=1 (int16)`	int16	100,000	0.01152 ms	not_measured	managed	7.969x
`np.mean axis=1 (int16)`	int16	10,000,000	0.9692 ms	not_measured	managed	8.566x
`np.mean axis=1 (int32)`	int32	1,000	0.000713 ms	not_measured	managed	14.550x
`np.mean axis=1 (int32)`	int32	100,000	0.01938 ms	not_measured	managed	4.611x
`np.mean axis=1 (int32)`	int32	10,000,000	3.8630 ms	not_measured	managed	2.165x
`np.mean axis=1 (int64)`	int64	1,000	0.00129 ms	not_measured	managed	8.034x
`np.mean axis=1 (int64)`	int64	100,000	0.06856 ms	not_measured	managed	1.318x
`np.mean axis=1 (int64)`	int64	10,000,000	7.2408 ms	not_measured	managed	1.541x
`np.mean axis=1 (int8)`	int8	1,000	0.000725 ms	not_measured	managed	14.353x
`np.mean axis=1 (int8)`	int8	100,000	0.01935 ms	not_measured	managed	4.787x
`np.mean axis=1 (int8)`	int8	10,000,000	0.7302 ms	not_measured	managed	11.039x
`np.mean axis=1 (uint16)`	uint16	1,000	0.000735 ms	not_measured	managed	13.984x
`np.mean axis=1 (uint16)`	uint16	100,000	0.00882 ms	not_measured	managed	10.385x
`np.mean axis=1 (uint16)`	uint16	10,000,000	0.9824 ms	not_measured	managed	8.319x
`np.mean axis=1 (uint32)`	uint32	1,000	0.000760 ms	not_measured	managed	13.467x
`np.mean axis=1 (uint32)`	uint32	100,000	0.02524 ms	not_measured	managed	3.369x
`np.mean axis=1 (uint32)`	uint32	10,000,000	2.4470 ms	not_measured	managed	3.284x
`np.mean axis=1 (uint64)`	uint64	1,000	0.00219 ms	not_measured	managed	4.879x
`np.mean axis=1 (uint64)`	uint64	100,000	0.1011 ms	not_measured	managed	1.071x
`np.mean axis=1 (uint64)`	uint64	10,000,000	13.7692 ms	not_measured	managed	0.878x
`np.mean axis=1 (uint8)`	uint8	1,000	0.000688 ms	not_measured	managed	14.833x
`np.mean axis=1 (uint8)`	uint8	100,000	0.01935 ms	not_measured	managed	4.785x
`np.mean axis=1 (uint8)`	uint8	10,000,000	0.8348 ms	not_measured	managed	9.596x
`np.min (complex128)`	complex128	1,000	0.00156 ms	not_measured	managed	3.718x
`np.min (complex128)`	complex128	100,000	0.1143 ms	not_measured	managed	1.467x
`np.min (complex128)`	complex128	10,000,000	18.2532 ms	not_measured	managed	1.120x
`np.min (float16)`	float16	1,000	0.00164 ms	not_measured	managed	4.469x
`np.min (float16)`	float16	100,000	0.3614 ms	not_measured	managed	1.660x
`np.min (float16)`	float16	10,000,000	31.7059 ms	not_measured	managed	1.975x
`np.min (float32)`	float32	1,000	0.000614 ms	not_measured	managed	2.489x
`np.min (float32)`	float32	100,000	0.00901 ms	not_measured	managed	2.427x
`np.min (float32)`	float32	10,000,000	1.6178 ms	not_measured	managed	1.945x
`np.min (float64)`	float64	1,000	0.000601 ms	not_measured	managed	7.338x
`np.min (float64)`	float64	100,000	0.01718 ms	not_measured	managed	2.297x
`np.min (float64)`	float64	10,000,000	7.9470 ms	not_measured	managed	0.985x
`np.min (int16)`	int16	1,000	0.000560 ms	not_measured	managed	7.196x
`np.min (int16)`	int16	100,000	0.00254 ms	not_measured	managed	2.885x
`np.min (int16)`	int16	10,000,000	0.5237 ms	not_measured	managed	0.955x
`np.min (int32)`	int32	1,000	0.000592 ms	not_measured	managed	6.836x
`np.min (int32)`	int32	100,000	0.00373 ms	not_measured	managed	1.088x
`np.min (int32)`	int32	10,000,000	2.7782 ms	not_measured	managed	0.960x
`np.min (int64)`	int64	1,000	0.000874 ms	not_measured	managed	5.100x
`np.min (int64)`	int64	100,000	0.02712 ms	not_measured	managed	1.277x
`np.min (int64)`	int64	10,000,000	8.1770 ms	not_measured	managed	1.119x
`np.min (int8)`	int8	1,000	0.000593 ms	not_measured	managed	6.764x
`np.min (int8)`	int8	100,000	0.00141 ms	not_measured	managed	4.091x
`np.min (int8)`	int8	10,000,000	0.1373 ms	not_measured	managed	1.789x
`np.min (uint16)`	uint16	1,000	0.000585 ms	not_measured	managed	6.853x
`np.min (uint16)`	uint16	100,000	0.00258 ms	not_measured	managed	2.865x
`np.min (uint16)`	uint16	10,000,000	0.3293 ms	not_measured	managed	1.516x
`np.min (uint32)`	uint32	1,000	0.000361 ms	not_measured	managed	11.172x
`np.min (uint32)`	uint32	100,000	0.00445 ms	not_measured	managed	2.388x
`np.min (uint32)`	uint32	10,000,000	2.9735 ms	not_measured	managed	0.887x
`np.min (uint64)`	uint64	1,000	0.000446 ms	not_measured	managed	10.004x
`np.min (uint64)`	uint64	100,000	0.01017 ms	not_measured	managed	4.441x
`np.min (uint64)`	uint64	10,000,000	7.9931 ms	not_measured	managed	1.003x
`np.min (uint8)`	uint8	1,000	0.000587 ms	not_measured	managed	2.494x
`np.min (uint8)`	uint8	100,000	0.00164 ms	not_measured	managed	3.512x
`np.min (uint8)`	uint8	10,000,000	0.1365 ms	not_measured	managed	1.701x
`np.nanargmax(a) (float16)`	float16	1,000	0.00301 ms	not_measured	managed	7.426x
`np.nanargmax(a) (float16)`	float16	100,000	0.2710 ms	not_measured	managed	2.573x
`np.nanargmax(a) (float16)`	float16	10,000,000	24.6352 ms	not_measured	managed	3.080x
`np.nanargmax(a) (float32)`	float32	1,000	0.000981 ms	not_measured	managed	18.771x
`np.nanargmax(a) (float32)`	float32	100,000	0.03605 ms	not_measured	managed	2.078x
`np.nanargmax(a) (float32)`	float32	10,000,000	9.1712 ms	not_measured	managed	2.179x
`np.nanargmax(a) (float64)`	float64	1,000	0.00109 ms	not_measured	managed	16.751x
`np.nanargmax(a) (float64)`	float64	100,000	0.06730 ms	not_measured	managed	1.803x
`np.nanargmax(a) (float64)`	float64	10,000,000	18.9885 ms	not_measured	managed	1.402x
`np.nanargmin(a) (float16)`	float16	1,000	0.00485 ms	not_measured	managed	4.570x
`np.nanargmin(a) (float16)`	float16	100,000	0.2710 ms	not_measured	managed	1.785x
`np.nanargmin(a) (float16)`	float16	10,000,000	18.2619 ms	not_measured	managed	3.668x
`np.nanargmin(a) (float32)`	float32	1,000	0.00207 ms	not_measured	managed	8.780x
`np.nanargmin(a) (float32)`	float32	100,000	0.03198 ms	not_measured	managed	2.342x
`np.nanargmin(a) (float32)`	float32	10,000,000	9.5082 ms	not_measured	managed	2.129x
`np.nanargmin(a) (float64)`	float64	1,000	0.00115 ms	not_measured	managed	15.877x
`np.nanargmin(a) (float64)`	float64	100,000	0.05979 ms	not_measured	managed	2.028x
`np.nanargmin(a) (float64)`	float64	10,000,000	18.9501 ms	not_measured	managed	1.152x
`np.nanmax(a) (float16)`	float16	1,000	0.00146 ms	not_measured	managed	8.188x
`np.nanmax(a) (float16)`	float16	100,000	0.4149 ms	not_measured	managed	1.476x
`np.nanmax(a) (float16)`	float16	10,000,000	30.8654 ms	not_measured	managed	1.729x
`np.nanmax(a) (float32)`	float32	1,000	0.000782 ms	not_measured	managed	3.648x
`np.nanmax(a) (float32)`	float32	100,000	0.00475 ms	not_measured	managed	5.934x
`np.nanmax(a) (float32)`	float32	10,000,000	1.0923 ms	not_measured	managed	3.095x
`np.nanmax(a) (float64)`	float64	1,000	0.000747 ms	not_measured	managed	12.295x
`np.nanmax(a) (float64)`	float64	100,000	0.00388 ms	not_measured	managed	12.244x
`np.nanmax(a) (float64)`	float64	10,000,000	7.2449 ms	not_measured	managed	1.078x
`np.nanmean(a) (float16)`	float16	1,000	0.00283 ms	not_measured	managed	4.304x
`np.nanmean(a) (float16)`	float16	100,000	0.1052 ms	not_measured	managed	4.498x
`np.nanmean(a) (float16)`	float16	10,000,000	20.1585 ms	not_measured	managed	2.507x
`np.nanmean(a) (float32)`	float32	1,000	0.00139 ms	not_measured	managed	6.663x
`np.nanmean(a) (float32)`	float32	100,000	0.07124 ms	not_measured	managed	2.176x
`np.nanmean(a) (float32)`	float32	10,000,000	7.2962 ms	not_measured	managed	4.688x
`np.nanmean(a) (float64)`	float64	1,000	0.00135 ms	not_measured	managed	19.053x
`np.nanmean(a) (float64)`	float64	100,000	0.07147 ms	not_measured	managed	2.361x
`np.nanmean(a) (float64)`	float64	10,000,000	6.4357 ms	not_measured	managed	8.208x
`np.nanmedian(a) (float16)`	float16	1,000	0.00747 ms	not_measured	managed	2.194x
`np.nanmedian(a) (float16)`	float16	100,000	1.2914 ms	not_measured	managed	0.965x
`np.nanmedian(a) (float16)`	float16	10,000,000	125.6728 ms	not_measured	managed	0.913x
`np.nanmedian(a) (float32)`	float32	1,000	0.00452 ms	not_measured	managed	8.402x
`np.nanmedian(a) (float32)`	float32	100,000	0.3565 ms	not_measured	managed	1.832x
`np.nanmedian(a) (float32)`	float32	10,000,000	40.3272 ms	not_measured	managed	1.907x
`np.nanmedian(a) (float64)`	float64	1,000	0.00282 ms	not_measured	managed	12.086x
`np.nanmedian(a) (float64)`	float64	100,000	0.3588 ms	not_measured	managed	1.902x
`np.nanmedian(a) (float64)`	float64	10,000,000	58.4312 ms	not_measured	managed	1.903x
`np.nanmin(a) (float16)`	float16	1,000	0.00184 ms	not_measured	managed	6.390x
`np.nanmin(a) (float16)`	float16	100,000	0.4243 ms	not_measured	managed	1.382x
`np.nanmin(a) (float16)`	float16	10,000,000	33.4489 ms	not_measured	managed	1.578x
`np.nanmin(a) (float32)`	float32	1,000	0.000796 ms	not_measured	managed	11.097x
`np.nanmin(a) (float32)`	float32	100,000	0.00474 ms	not_measured	managed	5.940x
`np.nanmin(a) (float32)`	float32	10,000,000	2.9827 ms	not_measured	managed	1.109x
`np.nanmin(a) (float64)`	float64	1,000	0.000601 ms	not_measured	managed	15.161x
`np.nanmin(a) (float64)`	float64	100,000	0.01087 ms	not_measured	managed	4.337x
`np.nanmin(a) (float64)`	float64	10,000,000	7.3698 ms	not_measured	managed	1.079x
`np.nanpercentile(a, 50) (float16)`	float16	1,000	0.01146 ms	not_measured	managed	7.686x
`np.nanpercentile(a, 50) (float16)`	float16	100,000	1.6835 ms	not_measured	managed	1.423x
`np.nanpercentile(a, 50) (float16)`	float16	10,000,000	111.0336 ms	not_measured	managed	1.089x
`np.nanpercentile(a, 50) (float32)`	float32	1,000	0.00362 ms	not_measured	managed	21.417x
`np.nanpercentile(a, 50) (float32)`	float32	100,000	0.3484 ms	not_measured	managed	2.703x
`np.nanpercentile(a, 50) (float32)`	float32	10,000,000	32.5439 ms	not_measured	managed	1.546x
`np.nanpercentile(a, 50) (float64)`	float64	1,000	0.00270 ms	not_measured	managed	28.628x
`np.nanpercentile(a, 50) (float64)`	float64	100,000	0.2331 ms	not_measured	managed	4.263x
`np.nanpercentile(a, 50) (float64)`	float64	10,000,000	59.2902 ms	not_measured	managed	1.216x
`np.nanprod(a) (float16)`	float16	1,000	0.00220 ms	not_measured	managed	28.471x
`np.nanprod(a) (float16)`	float16	100,000	0.2084 ms	not_measured	managed	2.369x
`np.nanprod(a) (float16)`	float16	10,000,000	9.4823 ms	not_measured	managed	2.151x
`np.nanprod(a) (float32)`	float32	1,000	0.000510 ms	not_measured	managed	39.714x
`np.nanprod(a) (float32)`	float32	100,000	1.9431 ms	not_measured	managed	3.438x
`np.nanprod(a) (float32)`	float32	10,000,000	136.3894 ms	not_measured	managed	4.319x
`np.nanprod(a) (float64)`	float64	1,000	0.000598 ms	not_measured	managed	19.010x
`np.nanprod(a) (float64)`	float64	100,000	3.0522 ms	not_measured	managed	2.155x
`np.nanprod(a) (float64)`	float64	10,000,000	281.8562 ms	not_measured	managed	0.930x
`np.nanquantile(a, 0.5) (float16)`	float16	1,000	0.00666 ms	not_measured	managed	12.983x
`np.nanquantile(a, 0.5) (float16)`	float16	100,000	1.6180 ms	not_measured	managed	1.480x
`np.nanquantile(a, 0.5) (float16)`	float16	10,000,000	125.6704 ms	not_measured	managed	1.167x
`np.nanquantile(a, 0.5) (float32)`	float32	1,000	0.00453 ms	not_measured	managed	16.600x
`np.nanquantile(a, 0.5) (float32)`	float32	100,000	0.2772 ms	not_measured	managed	3.388x
`np.nanquantile(a, 0.5) (float32)`	float32	10,000,000	48.1602 ms	not_measured	managed	1.252x
`np.nanquantile(a, 0.5) (float64)`	float64	1,000	0.00279 ms	not_measured	managed	26.878x
`np.nanquantile(a, 0.5) (float64)`	float64	100,000	0.2818 ms	not_measured	managed	3.512x
`np.nanquantile(a, 0.5) (float64)`	float64	10,000,000	58.9489 ms	not_measured	managed	1.054x
`np.nanstd(a) (float16)`	float16	1,000	0.00524 ms	not_measured	managed	14.997x
`np.nanstd(a) (float16)`	float16	100,000	0.4017 ms	not_measured	managed	5.253x
`np.nanstd(a) (float16)`	float16	10,000,000	40.0969 ms	not_measured	managed	3.418x
`np.nanstd(a) (float32)`	float32	1,000	0.00260 ms	not_measured	managed	7.286x
`np.nanstd(a) (float32)`	float32	100,000	0.1479 ms	not_measured	managed	2.118x
`np.nanstd(a) (float32)`	float32	10,000,000	9.2691 ms	not_measured	managed	6.382x
`np.nanstd(a) (float64)`	float64	1,000	0.00128 ms	not_measured	managed	13.421x
`np.nanstd(a) (float64)`	float64	100,000	0.1353 ms	not_measured	managed	2.574x
`np.nanstd(a) (float64)`	float64	10,000,000	18.3646 ms	not_measured	managed	5.162x
`np.nansum(a) (float16)`	float16	1,000	0.00110 ms	not_measured	managed	5.415x
`np.nansum(a) (float16)`	float16	100,000	0.1877 ms	not_measured	managed	1.994x
`np.nansum(a) (float16)`	float16	10,000,000	18.7178 ms	not_measured	managed	2.236x
`np.nansum(a) (float32)`	float32	1,000	0.000626 ms	not_measured	managed	16.922x
`np.nansum(a) (float32)`	float32	100,000	0.00587 ms	not_measured	managed	9.554x
`np.nansum(a) (float32)`	float32	10,000,000	1.7385 ms	not_measured	managed	13.732x
`np.nansum(a) (float64)`	float64	1,000	0.000705 ms	not_measured	managed	4.837x
`np.nansum(a) (float64)`	float64	100,000	0.01809 ms	not_measured	managed	4.098x
`np.nansum(a) (float64)`	float64	10,000,000	8.4085 ms	not_measured	managed	4.168x
`np.nanvar(a) (float16)`	float16	1,000	0.00524 ms	not_measured	managed	14.462x
`np.nanvar(a) (float16)`	float16	100,000	0.2154 ms	not_measured	managed	9.702x
`np.nanvar(a) (float16)`	float16	10,000,000	40.1327 ms	not_measured	managed	3.116x
`np.nanvar(a) (float32)`	float32	1,000	0.00268 ms	not_measured	managed	21.579x
`np.nanvar(a) (float32)`	float32	100,000	0.1483 ms	not_measured	managed	2.094x
`np.nanvar(a) (float32)`	float32	10,000,000	10.5816 ms	not_measured	managed	2.865x
`np.nanvar(a) (float64)`	float64	1,000	0.00128 ms	not_measured	managed	41.179x
`np.nanvar(a) (float64)`	float64	100,000	0.1425 ms	not_measured	managed	2.423x
`np.nanvar(a) (float64)`	float64	10,000,000	14.6060 ms	not_measured	managed	3.203x
`np.prod (float64)`	float64	1,000	0.000627 ms	not_measured	managed	7.681x
`np.prod (float64)`	float64	100,000	1.1161 ms	not_measured	managed	2.055x
`np.prod (float64)`	float64	10,000,000	135.7276 ms	not_measured	managed	2.191x
`np.prod (int64)`	int64	1,000	0.000995 ms	not_measured	managed	1.944x
`np.prod (int64)`	int64	100,000	0.01945 ms	not_measured	managed	6.215x
`np.prod (int64)`	int64	10,000,000	3.9156 ms	not_measured	managed	3.223x
`np.prod axis=0 (float64)`	float64	1,000	0.000648 ms	not_measured	managed	6.835x
`np.prod axis=0 (float64)`	float64	100,000	0.01851 ms	not_measured	managed	0.586x
`np.prod axis=0 (float64)`	float64	10,000,000	120.7512 ms	not_measured	managed	0.161x
`np.prod axis=0 (int64)`	int64	1,000	0.000497 ms	not_measured	managed	9.751x
`np.prod axis=0 (int64)`	int64	100,000	0.04064 ms	not_measured	managed	1.424x
`np.prod axis=0 (int64)`	int64	10,000,000	4.7779 ms	not_measured	managed	1.691x
`np.prod axis=1 (float64)`	float64	1,000	0.000674 ms	not_measured	managed	6.963x
`np.prod axis=1 (float64)`	float64	100,000	0.01173 ms	not_measured	managed	4.854x
`np.prod axis=1 (float64)`	float64	10,000,000	7.9933 ms	not_measured	managed	22.090x
`np.prod axis=1 (int64)`	int64	1,000	0.00131 ms	not_measured	managed	3.670x
`np.prod axis=1 (int64)`	int64	100,000	0.04362 ms	not_measured	managed	2.642x
`np.prod axis=1 (int64)`	int64	10,000,000	7.9259 ms	not_measured	managed	1.570x
`np.std (float16)`	float16	1,000	0.00426 ms	not_measured	managed	9.234x
`np.std (float16)`	float16	100,000	0.1801 ms	not_measured	managed	8.432x
`np.std (float16)`	float16	10,000,000	38.6467 ms	not_measured	managed	2.436x
`np.std (float32)`	float32	1,000	0.000813 ms	not_measured	managed	30.154x
`np.std (float32)`	float32	100,000	0.01819 ms	not_measured	managed	4.824x
`np.std (float32)`	float32	10,000,000	6.3983 ms	not_measured	managed	4.789x
`np.std (float64)`	float64	1,000	0.000951 ms	not_measured	managed	21.545x
`np.std (float64)`	float64	100,000	0.02450 ms	not_measured	managed	4.393x
`np.std (float64)`	float64	10,000,000	16.2628 ms	not_measured	managed	3.344x
`np.std axis=0 (float16)`	float16	1,000	0.01048 ms	not_measured	managed	4.520x
`np.std axis=0 (float16)`	float16	100,000	0.3653 ms	not_measured	managed	2.881x
`np.std axis=0 (float16)`	float16	10,000,000	82.9783 ms	not_measured	managed	1.312x
`np.std axis=0 (float32)`	float32	1,000	0.000994 ms	not_measured	managed	24.735x
`np.std axis=0 (float32)`	float32	100,000	0.06127 ms	not_measured	managed	1.366x
`np.std axis=0 (float32)`	float32	10,000,000	4.5510 ms	not_measured	managed	5.459x
`np.std axis=0 (float64)`	float64	1,000	0.000556 ms	not_measured	managed	39.304x
`np.std axis=0 (float64)`	float64	100,000	0.03654 ms	not_measured	managed	3.525x
`np.std axis=0 (float64)`	float64	10,000,000	8.8838 ms	not_measured	managed	5.870x
`np.sum (complex128)`	complex128	1,000	0.000905 ms	not_measured	managed	5.025x
`np.sum (complex128)`	complex128	100,000	0.02121 ms	not_measured	managed	2.105x
`np.sum (complex128)`	complex128	10,000,000	15.9346 ms	not_measured	managed	1.102x
`np.sum (float16)`	float16	1,000	0.000982 ms	not_measured	managed	6.464x
`np.sum (float16)`	float16	100,000	0.05763 ms	not_measured	managed	3.459x
`np.sum (float16)`	float16	10,000,000	6.8867 ms	not_measured	managed	3.420x
`np.sum (float32)`	float32	1,000	0.000590 ms	not_measured	managed	7.227x
`np.sum (float32)`	float32	100,000	0.00580 ms	not_measured	managed	4.399x
`np.sum (float32)`	float32	10,000,000	2.8338 ms	not_measured	managed	2.889x
`np.sum (float64)`	float64	1,000	0.00487 ms	not_measured	managed	0.892x
`np.sum (float64)`	float64	100,000	0.1873 ms	not_measured	managed	0.144x
`np.sum (float64)`	float64	10,000,000	10.4568 ms	not_measured	managed	1.398x
`np.sum (int16)`	int16	1,000	0.000394 ms	not_measured	managed	13.307x
`np.sum (int16)`	int16	100,000	0.01897 ms	not_measured	managed	3.564x
`np.sum (int16)`	int16	10,000,000	4.4423 ms	not_measured	managed	0.700x
`np.sum (int32)`	int32	1,000	0.000404 ms	not_measured	managed	13.245x
`np.sum (int32)`	int32	100,000	0.04448 ms	not_measured	managed	1.876x
`np.sum (int32)`	int32	10,000,000	5.1016 ms	not_measured	managed	1.686x
`np.sum (int64)`	int64	1,000	0.000630 ms	not_measured	managed	6.949x
`np.sum (int64)`	int64	100,000	0.00776 ms	not_measured	managed	3.942x
`np.sum (int64)`	int64	10,000,000	7.4052 ms	not_measured	managed	1.227x
`np.sum (int8)`	int8	1,000	0.00104 ms	not_measured	managed	5.127x
`np.sum (int8)`	int8	100,000	0.01856 ms	not_measured	managed	4.384x
`np.sum (int8)`	int8	10,000,000	1.9359 ms	not_measured	managed	4.009x
`np.sum (uint16)`	uint16	1,000	0.000716 ms	not_measured	managed	7.439x
`np.sum (uint16)`	uint16	100,000	0.03916 ms	not_measured	managed	2.095x
`np.sum (uint16)`	uint16	10,000,000	4.1516 ms	not_measured	managed	0.758x
`np.sum (uint32)`	uint32	1,000	0.000971 ms	not_measured	managed	5.342x
`np.sum (uint32)`	uint32	100,000	0.03924 ms	not_measured	managed	1.726x
`np.sum (uint32)`	uint32	10,000,000	4.8746 ms	not_measured	managed	1.561x
`np.sum (uint64)`	uint64	1,000	0.000638 ms	not_measured	managed	6.807x
`np.sum (uint64)`	uint64	100,000	0.00449 ms	not_measured	managed	6.796x
`np.sum (uint64)`	uint64	10,000,000	7.4542 ms	not_measured	managed	1.207x
`np.sum (uint8)`	uint8	1,000	0.000761 ms	not_measured	managed	2.598x
`np.sum (uint8)`	uint8	100,000	0.03354 ms	not_measured	managed	2.424x
`np.sum (uint8)`	uint8	10,000,000	3.7265 ms	not_measured	managed	2.083x
`np.sum axis=0 (complex128)`	complex128	1,000	0.00247 ms	not_measured	managed	2.026x
`np.sum axis=0 (complex128)`	complex128	100,000	0.02021 ms	not_measured	managed	1.971x
`np.sum axis=0 (complex128)`	complex128	10,000,000	14.2991 ms	not_measured	managed	1.160x
`np.sum axis=0 (float16)`	float16	1,000	0.00452 ms	not_measured	managed	2.395x
`np.sum axis=0 (float16)`	float16	100,000	0.1524 ms	not_measured	managed	4.089x
`np.sum axis=0 (float16)`	float16	10,000,000	13.6077 ms	not_measured	managed	4.897x
`np.sum axis=0 (float32)`	float32	1,000	0.00149 ms	not_measured	managed	3.103x
`np.sum axis=0 (float32)`	float32	100,000	0.00777 ms	not_measured	managed	1.954x
`np.sum axis=0 (float32)`	float32	10,000,000	3.4190 ms	not_measured	managed	0.905x
`np.sum axis=0 (float64)`	float64	1,000	0.00125 ms	not_measured	managed	3.757x
`np.sum axis=0 (float64)`	float64	100,000	0.01323 ms	not_measured	managed	1.744x
`np.sum axis=0 (float64)`	float64	10,000,000	8.3057 ms	not_measured	managed	0.973x
`np.sum axis=0 (int16)`	int16	1,000	0.000793 ms	not_measured	managed	7.488x
`np.sum axis=0 (int16)`	int16	100,000	0.00981 ms	not_measured	managed	9.278x
`np.sum axis=0 (int16)`	int16	10,000,000	0.9238 ms	not_measured	managed	9.291x
`np.sum axis=0 (int32)`	int32	1,000	0.000682 ms	not_measured	managed	8.783x
`np.sum axis=0 (int32)`	int32	100,000	0.01416 ms	not_measured	managed	7.561x
`np.sum axis=0 (int32)`	int32	10,000,000	3.4395 ms	not_measured	managed	3.226x
`np.sum axis=0 (int64)`	int64	1,000	0.000673 ms	not_measured	managed	7.339x
`np.sum axis=0 (int64)`	int64	100,000	0.01826 ms	not_measured	managed	1.493x
`np.sum axis=0 (int64)`	int64	10,000,000	7.8093 ms	not_measured	managed	1.018x
`np.sum axis=0 (int8)`	int8	1,000	0.00117 ms	not_measured	managed	5.141x
`np.sum axis=0 (int8)`	int8	100,000	0.00928 ms	not_measured	managed	11.326x
`np.sum axis=0 (int8)`	int8	10,000,000	0.7403 ms	not_measured	managed	13.560x
`np.sum axis=0 (uint16)`	uint16	1,000	0.00118 ms	not_measured	managed	5.195x
`np.sum axis=0 (uint16)`	uint16	100,000	0.00990 ms	not_measured	managed	10.665x
`np.sum axis=0 (uint16)`	uint16	10,000,000	0.9635 ms	not_measured	managed	10.654x
`np.sum axis=0 (uint32)`	uint32	1,000	0.000388 ms	not_measured	managed	5.564x
`np.sum axis=0 (uint32)`	uint32	100,000	0.01420 ms	not_measured	managed	6.428x
`np.sum axis=0 (uint32)`	uint32	10,000,000	3.5127 ms	not_measured	managed	1.432x
`np.sum axis=0 (uint64)`	uint64	1,000	0.000671 ms	not_measured	managed	7.505x
`np.sum axis=0 (uint64)`	uint64	100,000	0.01871 ms	not_measured	managed	2.890x
`np.sum axis=0 (uint64)`	uint64	10,000,000	7.8527 ms	not_measured	managed	1.030x
`np.sum axis=0 (uint8)`	uint8	1,000	0.00117 ms	not_measured	managed	1.945x
`np.sum axis=0 (uint8)`	uint8	100,000	0.00791 ms	not_measured	managed	13.284x
`np.sum axis=0 (uint8)`	uint8	10,000,000	0.7396 ms	not_measured	managed	13.402x
`np.sum axis=1 (complex128)`	complex128	1,000	0.00254 ms	not_measured	managed	1.965x
`np.sum axis=1 (complex128)`	complex128	100,000	0.04466 ms	not_measured	managed	1.091x
`np.sum axis=1 (complex128)`	complex128	10,000,000	16.9045 ms	not_measured	managed	1.037x
`np.sum axis=1 (float16)`	float16	1,000	0.00209 ms	not_measured	managed	3.315x
`np.sum axis=1 (float16)`	float16	100,000	0.07007 ms	not_measured	managed	3.383x
`np.sum axis=1 (float16)`	float16	10,000,000	3.3356 ms	not_measured	managed	5.875x
`np.sum axis=1 (float32)`	float32	1,000	0.00121 ms	not_measured	managed	3.777x
`np.sum axis=1 (float32)`	float32	100,000	0.01935 ms	not_measured	managed	1.415x
`np.sum axis=1 (float32)`	float32	10,000,000	3.4191 ms	not_measured	managed	2.055x
`np.sum axis=1 (float64)`	float64	1,000	0.00210 ms	not_measured	managed	2.225x
`np.sum axis=1 (float64)`	float64	100,000	0.02168 ms	not_measured	managed	1.400x
`np.sum axis=1 (float64)`	float64	10,000,000	7.5333 ms	not_measured	managed	1.615x
`np.sum axis=1 (int16)`	int16	1,000	0.000536 ms	not_measured	managed	10.489x
`np.sum axis=1 (int16)`	int16	100,000	0.00398 ms	not_measured	managed	17.862x
`np.sum axis=1 (int16)`	int16	10,000,000	0.8094 ms	not_measured	managed	7.897x
`np.sum axis=1 (int32)`	int32	1,000	0.000621 ms	not_measured	managed	9.277x
`np.sum axis=1 (int32)`	int32	100,000	0.00542 ms	not_measured	managed	6.901x
`np.sum axis=1 (int32)`	int32	10,000,000	3.5327 ms	not_measured	managed	1.076x
`np.sum axis=1 (int64)`	int64	1,000	0.000450 ms	not_measured	managed	10.553x
`np.sum axis=1 (int64)`	int64	100,000	0.01139 ms	not_measured	managed	3.017x
`np.sum axis=1 (int64)`	int64	10,000,000	7.8497 ms	not_measured	managed	1.101x
`np.sum axis=1 (int8)`	int8	1,000	0.000666 ms	not_measured	managed	8.637x
`np.sum axis=1 (int8)`	int8	100,000	0.00363 ms	not_measured	managed	23.499x
`np.sum axis=1 (int8)`	int8	10,000,000	0.3024 ms	not_measured	managed	26.321x
`np.sum axis=1 (uint16)`	uint16	1,000	0.000677 ms	not_measured	managed	8.480x
`np.sum axis=1 (uint16)`	uint16	100,000	0.00407 ms	not_measured	managed	21.015x
`np.sum axis=1 (uint16)`	uint16	10,000,000	0.8058 ms	not_measured	managed	9.829x
`np.sum axis=1 (uint32)`	uint32	1,000	0.000427 ms	not_measured	managed	13.073x
`np.sum axis=1 (uint32)`	uint32	100,000	0.00953 ms	not_measured	managed	7.498x
`np.sum axis=1 (uint32)`	uint32	10,000,000	2.0660 ms	not_measured	managed	3.641x
`np.sum axis=1 (uint64)`	uint64	1,000	0.000730 ms	not_measured	managed	6.407x
`np.sum axis=1 (uint64)`	uint64	100,000	0.00856 ms	not_measured	managed	4.013x
`np.sum axis=1 (uint64)`	uint64	10,000,000	3.0920 ms	not_measured	managed	2.932x
`np.sum axis=1 (uint8)`	uint8	1,000	0.000647 ms	not_measured	managed	3.391x
`np.sum axis=1 (uint8)`	uint8	100,000	0.00666 ms	not_measured	managed	12.766x
`np.sum axis=1 (uint8)`	uint8	10,000,000	0.3069 ms	not_measured	managed	25.327x
`np.var (float16)`	float16	1,000	0.00425 ms	not_measured	managed	8.913x
`np.var (float16)`	float16	100,000	0.1795 ms	not_measured	managed	8.445x
`np.var (float16)`	float16	10,000,000	38.6628 ms	not_measured	managed	2.928x
`np.var (float32)`	float32	1,000	0.000481 ms	not_measured	managed	47.609x
`np.var (float32)`	float32	100,000	0.01784 ms	not_measured	managed	4.853x
`np.var (float32)`	float32	10,000,000	6.5042 ms	not_measured	managed	4.555x
`np.var (float64)`	float64	1,000	0.000586 ms	not_measured	managed	32.973x
`np.var (float64)`	float64	100,000	0.01891 ms	not_measured	managed	3.087x
`np.var (float64)`	float64	10,000,000	16.4923 ms	not_measured	managed	2.926x
`np.var axis=0 (float16)`	float16	1,000	0.01052 ms	not_measured	managed	4.413x
`np.var axis=0 (float16)`	float16	100,000	0.8060 ms	not_measured	managed	3.021x
`np.var axis=0 (float16)`	float16	10,000,000	136.9422 ms	not_measured	managed	1.598x
`np.var axis=0 (float32)`	float32	1,000	0.00100 ms	not_measured	managed	23.487x
`np.var axis=0 (float32)`	float32	100,000	0.02116 ms	not_measured	managed	3.875x
`np.var axis=0 (float32)`	float32	10,000,000	5.5370 ms	not_measured	managed	4.541x
`np.var axis=0 (float64)`	float64	1,000	0.000944 ms	not_measured	managed	22.237x
`np.var axis=0 (float64)`	float64	100,000	0.02211 ms	not_measured	managed	5.739x
`np.var axis=0 (float64)`	float64	10,000,000	15.3635 ms	not_measured	managed	3.388x
`np.choose(selector, choices) (float64)`	float64	1,000	0.00262 ms	not_measured	managed	1.976x
`np.choose(selector, choices) (float64)`	float64	100,000	0.1447 ms	not_measured	managed	7.902x
`np.choose(selector, choices) (float64)`	float64	10,000,000	1.9390 ms	not_measured	managed	5.964x
`np.compress(mask, a) (float64)`	float64	1,000	0.000764 ms	not_measured	managed	2.470x
`np.compress(mask, a) (float64)`	float64	100,000	0.08472 ms	not_measured	managed	2.824x
`np.compress(mask, a) (float64)`	float64	10,000,000	0.9301 ms	not_measured	managed	3.497x
`np.diag_indices(n) (float64)`	float64	1,000	0.000861 ms	not_measured	managed	0.472x
`np.diag_indices(n) (float64)`	float64	100,000	0.000923 ms	not_measured	managed	1.437x
`np.diag_indices(n) (float64)`	float64	10,000,000	0.00104 ms	not_measured	managed	1.494x
`np.diag_indices_from(a) (float64)`	float64	1,000	0.000981 ms	not_measured	managed	3.943x
`np.diag_indices_from(a) (float64)`	float64	100,000	0.00134 ms	not_measured	managed	9.880x
`np.diag_indices_from(a) (float64)`	float64	10,000,000	0.00170 ms	not_measured	managed	7.928x
`np.extract(mask, a) (float64)`	float64	1,000	0.000696 ms	not_measured	managed	4.082x
`np.extract(mask, a) (float64)`	float64	100,000	0.08504 ms	not_measured	managed	2.843x
`np.extract(mask, a) (float64)`	float64	10,000,000	0.6694 ms	not_measured	managed	4.868x
`np.indices(shape) (float64)`	float64	1,000	0.00139 ms	not_measured	managed	5.380x
`np.indices(shape) (float64)`	float64	100,000	0.1544 ms	not_measured	managed	2.314x
`np.indices(shape) (float64)`	float64	10,000,000	1.3308 ms	not_measured	managed	2.358x
`np.mask_indices(n, triu) (float64)`	float64	1,000	0.00726 ms	not_measured	managed	1.105x
`np.mask_indices(n, triu) (float64)`	float64	100,000	0.4547 ms	not_measured	managed	1.686x
`np.mask_indices(n, triu) (float64)`	float64	10,000,000	3.2937 ms	not_measured	managed	2.195x
`np.place(a, mask, values) (float64)`	float64	1,000	0.000547 ms	not_measured	managed	2.285x
`np.place(a, mask, values) (float64)`	float64	100,000	0.2793 ms	not_measured	managed	1.400x
`np.place(a, mask, values) (float64)`	float64	10,000,000	3.3659 ms	not_measured	managed	1.170x
`np.put(a, indices, values) (float64)`	float64	1,000	0.00375 ms	not_measured	managed	0.481x
`np.put(a, indices, values) (float64)`	float64	100,000	0.06286 ms	not_measured	managed	2.994x
`np.put(a, indices, values) (float64)`	float64	10,000,000	1.1706 ms	not_measured	managed	2.293x
`np.ravel_multi_index(coords, dims) (float64)`	float64	1,000	0.00193 ms	not_measured	managed	1.623x
`np.ravel_multi_index(coords, dims) (float64)`	float64	100,000	0.1627 ms	not_measured	managed	0.450x
`np.ravel_multi_index(coords, dims) (float64)`	float64	10,000,000	1.4423 ms	not_measured	managed	1.251x
`np.select(condlist, choicelist) (float64)`	float64	1,000	0.00154 ms	not_measured	managed	7.362x
`np.select(condlist, choicelist) (float64)`	float64	100,000	0.08102 ms	not_measured	managed	11.530x
`np.select(condlist, choicelist) (float64)`	float64	10,000,000	1.5030 ms	not_measured	managed	7.424x
`np.take(a, indices) (float64)`	float64	1,000	0.00120 ms	not_measured	managed	1.108x
`np.take(a, indices) (float64)`	float64	100,000	0.09716 ms	not_measured	managed	1.889x
`np.take(a, indices) (float64)`	float64	10,000,000	1.3462 ms	not_measured	managed	1.670x
`np.take_along_axis(a, indices) (float64)`	float64	1,000	0.000712 ms	not_measured	managed	2.343x
`np.take_along_axis(a, indices) (float64)`	float64	100,000	0.02168 ms	not_measured	managed	2.400x
`np.take_along_axis(a, indices) (float64)`	float64	10,000,000	0.6758 ms	not_measured	managed	1.414x
`np.tril_indices_from(a) (float64)`	float64	1,000	0.00358 ms	not_measured	managed	2.769x
`np.tril_indices_from(a) (float64)`	float64	100,000	0.04081 ms	not_measured	managed	3.579x
`np.tril_indices_from(a) (float64)`	float64	10,000,000	0.7099 ms	not_measured	managed	3.175x
`np.triu_indices_from(a) (float64)`	float64	1,000	0.00349 ms	not_measured	managed	2.967x
`np.triu_indices_from(a) (float64)`	float64	100,000	0.04122 ms	not_measured	managed	3.530x
`np.triu_indices_from(a) (float64)`	float64	10,000,000	0.5196 ms	not_measured	managed	5.215x
`np.unravel_index(indices, shape) (float64)`	float64	1,000	0.00152 ms	not_measured	managed	1.779x
`np.unravel_index(indices, shape) (float64)`	float64	100,000	0.1124 ms	not_measured	managed	0.958x
`np.unravel_index(indices, shape) (float64)`	float64	10,000,000	1.0301 ms	not_measured	managed	1.354x
`np.where(cond) (float64)`	float64	1,000	0.00114 ms	not_measured	managed	0.656x
`np.where(cond) (float64)`	float64	100,000	0.05078 ms	not_measured	managed	1.130x
`np.where(cond) (float64)`	float64	10,000,000	8.1562 ms	not_measured	managed	1.264x
`np.where(cond, a, b) (float64)`	float64	1,000	0.00145 ms	not_measured	managed	0.733x
`np.where(cond, a, b) (float64)`	float64	100,000	0.05508 ms	not_measured	managed	1.220x
`np.where(cond, a, b) (float64)`	float64	10,000,000	28.3598 ms	not_measured	managed	1.131x
`a[100:1000] (contiguous slice)`	float64	1,000	0.00178 ms	not_measured	managed	0.059x
`a[100:1000] (contiguous slice)`	float64	100,000	0.00181 ms	not_measured	managed	0.059x
`a[100:1000] (contiguous slice)`	float64	10,000,000	0.00177 ms	not_measured	managed	0.086x
`a[10:100, :] (row slice 2D)`	float64	1,000	0.00278 ms	not_measured	managed	0.056x
`a[10:100, :] (row slice 2D)`	float64	100,000	0.00266 ms	not_measured	managed	0.084x
`a[10:100, :] (row slice 2D)`	float64	10,000,000	0.00278 ms	not_measured	managed	0.080x
`a[:, 10:100] (col slice 2D)`	float64	1,000	0.00263 ms	not_measured	managed	0.059x
`a[:, 10:100] (col slice 2D)`	float64	100,000	0.00200 ms	not_measured	managed	0.111x
`a[:, 10:100] (col slice 2D)`	float64	10,000,000	0.00259 ms	not_measured	managed	0.087x
`a[::-1] (reversed)`	float64	1,000	0.00164 ms	not_measured	managed	0.063x
`a[::-1] (reversed)`	float64	100,000	0.00164 ms	not_measured	managed	0.092x
`a[::-1] (reversed)`	float64	10,000,000	0.00139 ms	not_measured	managed	0.109x
`a[::2] (strided slice)`	float64	1,000	0.00154 ms	not_measured	managed	0.068x
`a[::2] (strided slice)`	float64	100,000	0.00164 ms	not_measured	managed	0.064x
`a[::2] (strided slice)`	float64	10,000,000	0.00163 ms	not_measured	managed	0.092x
`a[::2] * 2`	float64	1,000	0.00743 ms	not_measured	managed	0.111x
`a[::2] * 2`	float64	100,000	0.03695 ms	not_measured	managed	0.822x
`a[::2] * 2`	float64	10,000,000	18.8604 ms	not_measured	managed	0.882x
`a[N/10:9N/10] * 2`	float64	1,000	0.00451 ms	not_measured	managed	0.182x
`a[N/10:9N/10] * 2`	float64	100,000	0.03964 ms	not_measured	managed	0.456x
`a[N/10:9N/10] * 2`	float64	10,000,000	12.1641 ms	not_measured	managed	1.475x
`a[N/10:9N/10].copy()`	float64	1,000	0.00196 ms	not_measured	managed	0.195x
`a[N/10:9N/10].copy()`	float64	100,000	0.02330 ms	not_measured	managed	0.693x
`a[N/10:9N/10].copy()`	float64	10,000,000	8.4979 ms	not_measured	managed	1.611x
`np.copy(a[N/10:9N/10])`	float64	1,000	0.00311 ms	not_measured	managed	0.188x
`np.copy(a[N/10:9N/10])`	float64	100,000	0.03524 ms	not_measured	managed	0.484x
`np.copy(a[N/10:9N/10])`	float64	10,000,000	6.7731 ms	not_measured	managed	1.964x
`np.argpartition(a, kth) (float32)`	float32	1,000	0.00970 ms	not_measured	managed	1.193x
`np.argpartition(a, kth) (float32)`	float32	100,000	0.5263 ms	not_measured	managed	0.565x
`np.argpartition(a, kth) (float32)`	float32	10,000,000	6.2714 ms	not_measured	managed	0.537x
`np.argpartition(a, kth) (float64)`	float64	1,000	0.01034 ms	not_measured	managed	1.344x
`np.argpartition(a, kth) (float64)`	float64	100,000	0.4771 ms	not_measured	managed	0.688x
`np.argpartition(a, kth) (float64)`	float64	10,000,000	5.4378 ms	not_measured	managed	0.696x
`np.argpartition(a, kth) (int32)`	int32	1,000	0.00532 ms	not_measured	managed	0.553x
`np.argpartition(a, kth) (int32)`	int32	100,000	0.4336 ms	not_measured	managed	0.558x
`np.argpartition(a, kth) (int32)`	int32	10,000,000	6.3361 ms	not_measured	managed	0.515x
`np.argpartition(a, kth) (int64)`	int64	1,000	0.00937 ms	not_measured	managed	1.079x
`np.argpartition(a, kth) (int64)`	int64	100,000	0.4601 ms	not_measured	managed	0.736x
`np.argpartition(a, kth) (int64)`	int64	10,000,000	7.3021 ms	not_measured	managed	0.566x
`np.argsort(a) (float32)`	float32	1,000	0.01581 ms	not_measured	managed	2.025x
`np.argsort(a) (float32)`	float32	100,000	1.4300 ms	not_measured	managed	2.732x
`np.argsort(a) (float32)`	float32	10,000,000	230.1706 ms	not_measured	managed	4.928x
`np.argsort(a) (float64)`	float64	1,000	0.02445 ms	not_measured	managed	1.715x
`np.argsort(a) (float64)`	float64	100,000	2.2957 ms	not_measured	managed	2.182x
`np.argsort(a) (float64)`	float64	10,000,000	415.5380 ms	not_measured	managed	3.620x
`np.argsort(a) (int32)`	int32	1,000	0.01587 ms	not_measured	managed	0.683x
`np.argsort(a) (int32)`	int32	100,000	0.8714 ms	not_measured	managed	0.901x
`np.argsort(a) (int32)`	int32	10,000,000	196.0981 ms	not_measured	managed	1.349x
`np.argsort(a) (int64)`	int64	1,000	0.02692 ms	not_measured	managed	0.475x
`np.argsort(a) (int64)`	int64	100,000	1.6603 ms	not_measured	managed	0.678x
`np.argsort(a) (int64)`	int64	10,000,000	329.0815 ms	not_measured	managed	1.271x
`np.argwhere(a) (float32)`	float32	1,000	0.000904 ms	not_measured	managed	9.006x
`np.argwhere(a) (float32)`	float32	100,000	0.09421 ms	not_measured	managed	6.662x
`np.argwhere(a) (float32)`	float32	10,000,000	1.1934 ms	not_measured	managed	4.063x
`np.argwhere(a) (float64)`	float64	1,000	0.00107 ms	not_measured	managed	7.580x
`np.argwhere(a) (float64)`	float64	100,000	0.1004 ms	not_measured	managed	3.698x
`np.argwhere(a) (float64)`	float64	10,000,000	0.9456 ms	not_measured	managed	5.203x
`np.argwhere(a) (int32)`	int32	1,000	0.000856 ms	not_measured	managed	3.381x
`np.argwhere(a) (int32)`	int32	100,000	0.09427 ms	not_measured	managed	5.538x
`np.argwhere(a) (int32)`	int32	10,000,000	1.1973 ms	not_measured	managed	3.049x
`np.argwhere(a) (int64)`	int64	1,000	0.00181 ms	not_measured	managed	3.988x
`np.argwhere(a) (int64)`	int64	100,000	0.05039 ms	not_measured	managed	9.843x
`np.argwhere(a) (int64)`	int64	10,000,000	1.3322 ms	not_measured	managed	2.905x
`np.flatnonzero(a) (float32)`	float32	1,000	0.00198 ms	not_measured	managed	2.679x
`np.flatnonzero(a) (float32)`	float32	100,000	0.1608 ms	not_measured	managed	1.804x
`np.flatnonzero(a) (float32)`	float32	10,000,000	1.5516 ms	not_measured	managed	2.352x
`np.flatnonzero(a) (float64)`	float64	1,000	0.00204 ms	not_measured	managed	2.619x
`np.flatnonzero(a) (float64)`	float64	100,000	0.1648 ms	not_measured	managed	1.769x
`np.flatnonzero(a) (float64)`	float64	10,000,000	1.9027 ms	not_measured	managed	1.928x
`np.flatnonzero(a) (int32)`	int32	1,000	0.00202 ms	not_measured	managed	0.977x
`np.flatnonzero(a) (int32)`	int32	100,000	0.1805 ms	not_measured	managed	0.970x
`np.flatnonzero(a) (int32)`	int32	10,000,000	1.2839 ms	not_measured	managed	1.946x
`np.flatnonzero(a) (int64)`	int64	1,000	0.00136 ms	not_measured	managed	3.158x
`np.flatnonzero(a) (int64)`	int64	100,000	0.1730 ms	not_measured	managed	1.037x
`np.flatnonzero(a) (int64)`	int64	10,000,000	1.8626 ms	not_measured	managed	1.378x
`np.lexsort((b, a)) (float32)`	float32	1,000	0.03581 ms	not_measured	managed	1.786x
`np.lexsort((b, a)) (float32)`	float32	100,000	2.2091 ms	not_measured	managed	7.807x
`np.lexsort((b, a)) (float32)`	float32	10,000,000	44.9611 ms	not_measured	managed	5.349x
`np.lexsort((b, a)) (float64)`	float64	1,000	0.05282 ms	not_measured	managed	1.092x
`np.lexsort((b, a)) (float64)`	float64	100,000	7.0893 ms	not_measured	managed	2.535x
`np.lexsort((b, a)) (float64)`	float64	10,000,000	82.2428 ms	not_measured	managed	2.995x
`np.lexsort((b, a)) (int32)`	int32	1,000	0.03518 ms	not_measured	managed	1.098x
`np.lexsort((b, a)) (int32)`	int32	100,000	1.8420 ms	not_measured	managed	8.278x
`np.lexsort((b, a)) (int32)`	int32	10,000,000	38.3356 ms	not_measured	managed	6.578x
`np.lexsort((b, a)) (int64)`	int64	1,000	0.03369 ms	not_measured	managed	1.401x
`np.lexsort((b, a)) (int64)`	int64	100,000	3.4952 ms	not_measured	managed	4.790x
`np.lexsort((b, a)) (int64)`	int64	10,000,000	68.6975 ms	not_measured	managed	4.319x
`np.nonzero(a) (float32)`	float32	1,000	0.00211 ms	not_measured	managed	2.027x
`np.nonzero(a) (float32)`	float32	100,000	0.09469 ms	not_measured	managed	3.055x
`np.nonzero(a) (float32)`	float32	10,000,000	15.5874 ms	not_measured	managed	2.381x
`np.nonzero(a) (float64)`	float64	1,000	0.00220 ms	not_measured	managed	1.954x
`np.nonzero(a) (float64)`	float64	100,000	0.1034 ms	not_measured	managed	2.812x
`np.nonzero(a) (float64)`	float64	10,000,000	29.9693 ms	not_measured	managed	1.274x
`np.nonzero(a) (int32)`	int32	1,000	0.00211 ms	not_measured	managed	0.724x
`np.nonzero(a) (int32)`	int32	100,000	0.04178 ms	not_measured	managed	4.166x
`np.nonzero(a) (int32)`	int32	10,000,000	20.2763 ms	not_measured	managed	0.991x
`np.nonzero(a) (int64)`	int64	1,000	0.00217 ms	not_measured	managed	0.721x
`np.nonzero(a) (int64)`	int64	100,000	0.1011 ms	not_measured	managed	1.763x
`np.nonzero(a) (int64)`	int64	10,000,000	16.9931 ms	not_measured	managed	1.345x
`np.partition(a, kth) (float32)`	float32	1,000	0.00829 ms	not_measured	managed	0.256x
`np.partition(a, kth) (float32)`	float32	100,000	0.3131 ms	not_measured	managed	1.068x
`np.partition(a, kth) (float32)`	float32	10,000,000	5.1059 ms	not_measured	managed	0.761x
`np.partition(a, kth) (float64)`	float64	1,000	0.00986 ms	not_measured	managed	0.802x
`np.partition(a, kth) (float64)`	float64	100,000	0.3871 ms	not_measured	managed	0.992x
`np.partition(a, kth) (float64)`	float64	10,000,000	7.1380 ms	not_measured	managed	0.404x
`np.partition(a, kth) (int32)`	int32	1,000	0.00543 ms	not_measured	managed	0.269x
`np.partition(a, kth) (int32)`	int32	100,000	0.2832 ms	not_measured	managed	0.236x
`np.partition(a, kth) (int32)`	int32	10,000,000	2.1995 ms	not_measured	managed	0.560x
`np.partition(a, kth) (int64)`	int64	1,000	0.00685 ms	not_measured	managed	0.847x
`np.partition(a, kth) (int64)`	int64	100,000	0.3240 ms	not_measured	managed	0.605x
`np.partition(a, kth) (int64)`	int64	10,000,000	4.1696 ms	not_measured	managed	0.470x
`np.searchsorted(a, v) (float32)`	float32	1,000	0.01152 ms	not_measured	managed	1.154x
`np.searchsorted(a, v) (float32)`	float32	100,000	2.8718 ms	not_measured	managed	0.886x
`np.searchsorted(a, v) (float32)`	float32	10,000,000	320.1911 ms	not_measured	managed	0.898x
`np.searchsorted(a, v) (float64)`	float64	1,000	0.01205 ms	not_measured	managed	1.098x
`np.searchsorted(a, v) (float64)`	float64	100,000	2.5753 ms	not_measured	managed	0.994x
`np.searchsorted(a, v) (float64)`	float64	10,000,000	325.7368 ms	not_measured	managed	0.913x
`np.searchsorted(a, v) (int32)`	int32	1,000	0.00948 ms	not_measured	managed	1.933x
`np.searchsorted(a, v) (int32)`	int32	100,000	2.3226 ms	not_measured	managed	1.767x
`np.searchsorted(a, v) (int32)`	int32	10,000,000	302.0983 ms	not_measured	managed	1.833x
`np.searchsorted(a, v) (int64)`	int64	1,000	0.00601 ms	not_measured	managed	3.045x
`np.searchsorted(a, v) (int64)`	int64	100,000	2.1843 ms	not_measured	managed	1.814x
`np.searchsorted(a, v) (int64)`	int64	10,000,000	286.0294 ms	not_measured	managed	1.860x
`np.sort(a) (float32)`	float32	1,000	0.01077 ms	not_measured	managed	0.521x
`np.sort(a) (float32)`	float32	100,000	0.5893 ms	not_measured	managed	0.954x
`np.sort(a) (float32)`	float32	10,000,000	8.9273 ms	not_measured	managed	0.852x
`np.sort(a) (float64)`	float64	1,000	0.02156 ms	not_measured	managed	0.434x
`np.sort(a) (float64)`	float64	100,000	1.1988 ms	not_measured	managed	0.986x
`np.sort(a) (float64)`	float64	10,000,000	19.7992 ms	not_measured	managed	0.800x
`np.sort(a) (int32)`	int32	1,000	0.00758 ms	not_measured	managed	0.263x
`np.sort(a) (int32)`	int32	100,000	0.5406 ms	not_measured	managed	0.403x
`np.sort(a) (int32)`	int32	10,000,000	7.7599 ms	not_measured	managed	0.351x
`np.sort(a) (int64)`	int64	1,000	0.02544 ms	not_measured	managed	0.211x
`np.sort(a) (int64)`	int64	100,000	1.0366 ms	not_measured	managed	0.632x
`np.sort(a) (int64)`	int64	10,000,000	18.3609 ms	not_measured	managed	0.421x
`np.sort_complex(a) (float32)`	float32	1,000	0.01528 ms	not_measured	managed	0.487x
`np.sort_complex(a) (float32)`	float32	100,000	0.6751 ms	not_measured	managed	1.324x
`np.sort_complex(a) (float32)`	float32	10,000,000	7.7330 ms	not_measured	managed	1.415x
`np.sort_complex(a) (float64)`	float64	1,000	0.02449 ms	not_measured	managed	0.452x
`np.sort_complex(a) (float64)`	float64	100,000	1.3183 ms	not_measured	managed	1.155x
`np.sort_complex(a) (float64)`	float64	10,000,000	22.1663 ms	not_measured	managed	0.863x
`np.sort_complex(a) (int32)`	int32	1,000	0.00960 ms	not_measured	managed	0.279x
`np.sort_complex(a) (int32)`	int32	100,000	0.5979 ms	not_measured	managed	0.875x
`np.sort_complex(a) (int32)`	int32	10,000,000	7.5716 ms	not_measured	managed	0.785x
`np.sort_complex(a) (int64)`	int64	1,000	0.02793 ms	not_measured	managed	0.218x
`np.sort_complex(a) (int64)`	int64	100,000	1.0595 ms	not_measured	managed	0.916x
`np.sort_complex(a) (int64)`	int64	10,000,000	13.1490 ms	not_measured	managed	0.852x
`np.average(a) (float16)`	float16	1,000	0.00103 ms	not_measured	managed	4.741x
`np.average(a) (float16)`	float16	100,000	0.1644 ms	not_measured	managed	1.064x
`np.average(a) (float16)`	float16	10,000,000	8.5769 ms	not_measured	managed	1.928x
`np.average(a) (float32)`	float32	1,000	0.000856 ms	not_measured	managed	4.533x
`np.average(a) (float32)`	float32	100,000	0.00356 ms	not_measured	managed	4.905x
`np.average(a) (float32)`	float32	10,000,000	2.6607 ms	not_measured	managed	3.024x
`np.average(a) (float64)`	float64	1,000	0.000938 ms	not_measured	managed	8.912x
`np.average(a) (float64)`	float64	100,000	0.00402 ms	not_measured	managed	7.759x
`np.average(a) (float64)`	float64	10,000,000	2.6235 ms	not_measured	managed	5.272x
`np.bincount(a) (int32)`	int32	1,000	0.00153 ms	not_measured	managed	2.114x
`np.bincount(a) (int32)`	int32	100,000	0.09029 ms	not_measured	managed	2.460x
`np.bincount(a) (int32)`	int32	10,000,000	2.2219 ms	not_measured	managed	1.732x
`np.convolve(a, kernel) (float64)`	float64	1,000	0.00934 ms	0.04240 ms	managed	2.493x
`np.convolve(a, kernel) (float64)`	float64	100,000	0.1252 ms	1.9148 ms	managed	16.606x
`np.convolve(a, kernel) (float64)`	float64	10,000,000	1.2349 ms	206.6472 ms	managed	17.809x
`np.corrcoef(a, b) (float64)`	float64	1,000	0.02386 ms	not_measured	managed	2.385x
`np.corrcoef(a, b) (float64)`	float64	100,000	0.3439 ms	not_measured	managed	2.306x
`np.corrcoef(a, b) (float64)`	float64	10,000,000	7.3565 ms	not_measured	managed	1.461x
`np.correlate(a, kernel) (float64)`	float64	1,000	0.00490 ms	0.03320 ms	managed	4.552x
`np.correlate(a, kernel) (float64)`	float64	100,000	0.3823 ms	1.9150 ms	managed	5.419x
`np.correlate(a, kernel) (float64)`	float64	10,000,000	3.8500 ms	166.2216 ms	managed	4.922x
`np.count_nonzero(a) (float16)`	float16	1,000	0.00101 ms	not_measured	managed	1.711x
`np.count_nonzero(a) (float16)`	float16	100,000	0.07826 ms	not_measured	managed	2.996x
`np.count_nonzero(a) (float16)`	float16	10,000,000	8.2089 ms	not_measured	managed	2.932x
`np.count_nonzero(a) (float32)`	float32	1,000	0.000306 ms	not_measured	managed	1.905x
`np.count_nonzero(a) (float32)`	float32	100,000	0.00505 ms	not_measured	managed	14.227x
`np.count_nonzero(a) (float32)`	float32	10,000,000	1.7610 ms	not_measured	managed	4.237x
`np.count_nonzero(a) (float64)`	float64	1,000	0.000389 ms	not_measured	managed	2.648x
`np.count_nonzero(a) (float64)`	float64	100,000	0.00892 ms	not_measured	managed	8.216x
`np.count_nonzero(a) (float64)`	float64	10,000,000	6.9868 ms	not_measured	managed	1.332x
`np.cov(a, b) (float64)`	float64	1,000	0.01341 ms	not_measured	managed	3.175x
`np.cov(a, b) (float64)`	float64	100,000	0.3273 ms	not_measured	managed	2.389x
`np.cov(a, b) (float64)`	float64	10,000,000	9.4482 ms	not_measured	managed	1.123x
`np.cross(a, b) (float64)`	float64	1,000	0.04521 ms	not_measured	managed	0.632x
`np.cross(a, b) (float64)`	float64	100,000	0.9692 ms	not_measured	managed	0.862x
`np.cross(a, b) (float64)`	float64	10,000,000	13.4662 ms	not_measured	managed	0.859x
`np.diff(a) (float64)`	float64	1,000	0.00119 ms	not_measured	managed	3.611x
`np.diff(a) (float64)`	float64	100,000	0.04286 ms	not_measured	managed	0.546x
`np.diff(a) (float64)`	float64	10,000,000	0.9062 ms	not_measured	managed	1.839x
`np.digitize(a, bins) (float64)`	float64	1,000	0.01286 ms	not_measured	managed	2.176x
`np.digitize(a, bins) (float64)`	float64	100,000	4.5322 ms	not_measured	managed	1.015x
`np.digitize(a, bins) (float64)`	float64	10,000,000	34.6270 ms	not_measured	managed	1.336x
`np.ediff1d(a) (float64)`	float64	1,000	0.000963 ms	not_measured	managed	2.814x
`np.ediff1d(a) (float64)`	float64	100,000	0.03976 ms	not_measured	managed	0.544x
`np.ediff1d(a) (float64)`	float64	10,000,000	0.9789 ms	not_measured	managed	1.651x
`np.inner(a, b) (float64)`	float64	1,000	0.000752 ms	0.000700 ms	openblas	2.446x
`np.inner(a, b) (float64)`	float64	100,000	0.01155 ms	0.01220 ms	managed	1.569x
`np.inner(a, b) (float64)`	float64	10,000,000	0.3765 ms	7.6714 ms	managed	0.888x
`np.kron(a, b) (float64)`	float64	1,000	0.00480 ms	not_measured	managed	4.563x
`np.kron(a, b) (float64)`	float64	100,000	0.04645 ms	not_measured	managed	1.911x
`np.kron(a, b) (float64)`	float64	10,000,000	0.7266 ms	not_measured	managed	2.752x
`np.median(a) (float16)`	float16	1,000	0.00636 ms	not_measured	managed	2.052x
`np.median(a) (float16)`	float16	100,000	1.5469 ms	not_measured	managed	0.716x
`np.median(a) (float16)`	float16	10,000,000	117.4406 ms	not_measured	managed	1.187x
`np.median(a) (float32)`	float32	1,000	0.00384 ms	not_measured	managed	2.623x
`np.median(a) (float32)`	float32	100,000	0.2871 ms	not_measured	managed	2.202x
`np.median(a) (float32)`	float32	10,000,000	27.6873 ms	not_measured	managed	3.291x
`np.median(a) (float64)`	float64	1,000	0.00247 ms	not_measured	managed	3.594x
`np.median(a) (float64)`	float64	100,000	0.1960 ms	not_measured	managed	3.344x
`np.median(a) (float64)`	float64	10,000,000	58.6913 ms	not_measured	managed	1.860x
`np.percentile(a, 50) (float16)`	float16	1,000	0.01142 ms	not_measured	managed	2.386x
`np.percentile(a, 50) (float16)`	float16	100,000	1.5221 ms	not_measured	managed	1.497x
`np.percentile(a, 50) (float16)`	float16	10,000,000	122.2218 ms	not_measured	managed	1.186x
`np.percentile(a, 50) (float32)`	float32	1,000	0.00377 ms	not_measured	managed	6.103x
`np.percentile(a, 50) (float32)`	float32	100,000	0.2873 ms	not_measured	managed	3.200x
`np.percentile(a, 50) (float32)`	float32	10,000,000	47.0458 ms	not_measured	managed	1.322x
`np.percentile(a, 50) (float64)`	float64	1,000	0.00396 ms	not_measured	managed	5.636x
`np.percentile(a, 50) (float64)`	float64	100,000	0.3074 ms	not_measured	managed	3.142x
`np.percentile(a, 50) (float64)`	float64	10,000,000	58.4421 ms	not_measured	managed	1.336x
`np.ptp(a) (float16)`	float16	1,000	0.00248 ms	not_measured	managed	2.583x
`np.ptp(a) (float16)`	float16	100,000	0.8519 ms	not_measured	managed	1.425x
`np.ptp(a) (float16)`	float16	10,000,000	90.0910 ms	not_measured	managed	1.404x
`np.ptp(a) (float32)`	float32	1,000	0.00178 ms	not_measured	managed	1.385x
`np.ptp(a) (float32)`	float32	100,000	0.00805 ms	not_measured	managed	5.230x
`np.ptp(a) (float32)`	float32	10,000,000	6.3487 ms	not_measured	managed	1.011x
`np.ptp(a) (float64)`	float64	1,000	0.00200 ms	not_measured	managed	3.757x
`np.ptp(a) (float64)`	float64	100,000	0.03435 ms	not_measured	managed	2.248x
`np.ptp(a) (float64)`	float64	10,000,000	15.9196 ms	not_measured	managed	0.979x
`np.quantile(a, 0.5) (float16)`	float16	1,000	0.00637 ms	not_measured	managed	4.154x
`np.quantile(a, 0.5) (float16)`	float16	100,000	1.6518 ms	not_measured	managed	1.374x
`np.quantile(a, 0.5) (float16)`	float16	10,000,000	122.9661 ms	not_measured	managed	1.206x
`np.quantile(a, 0.5) (float32)`	float32	1,000	0.00387 ms	not_measured	managed	5.725x
`np.quantile(a, 0.5) (float32)`	float32	100,000	0.2875 ms	not_measured	managed	3.203x
`np.quantile(a, 0.5) (float32)`	float32	10,000,000	46.7303 ms	not_measured	managed	1.321x
`np.quantile(a, 0.5) (float64)`	float64	1,000	0.00396 ms	not_measured	managed	5.507x
`np.quantile(a, 0.5) (float64)`	float64	100,000	0.2975 ms	not_measured	managed	3.232x
`np.quantile(a, 0.5) (float64)`	float64	10,000,000	58.0829 ms	not_measured	managed	1.339x
`np.trace(a) (float64)`	float64	1,000	0.000393 ms	not_measured	managed	9.097x
`np.trace(a) (float64)`	float64	100,000	0.000824 ms	not_measured	managed	4.888x
`np.trace(a) (float64)`	float64	10,000,000	0.00121 ms	not_measured	managed	5.372x
`a * a (square via multiply) (float16)`	float16	1,000	0.00487 ms	not_measured	managed	1.542x
`a * a (square via multiply) (float16)`	float16	100,000	0.5867 ms	not_measured	managed	0.469x
`a * a (square via multiply) (float16)`	float16	10,000,000	67.0815 ms	not_measured	managed	0.777x
`a * a (square via multiply) (float32)`	float32	1,000	0.000644 ms	not_measured	managed	0.630x
`a * a (square via multiply) (float32)`	float32	100,000	0.01361 ms	not_measured	managed	0.419x
`a * a (square via multiply) (float32)`	float32	10,000,000	5.0125 ms	not_measured	managed	1.472x
`a * a (square via multiply) (float64)`	float64	1,000	0.000902 ms	not_measured	managed	0.513x
`a * a (square via multiply) (float64)`	float64	100,000	0.04176 ms	not_measured	managed	0.304x
`a * a (square via multiply) (float64)`	float64	10,000,000	12.9198 ms	not_measured	managed	1.854x
`a * a * a (cube via multiply) (float16)`	float16	1,000	0.01000 ms	not_measured	managed	1.010x
`a * a * a (cube via multiply) (float16)`	float16	100,000	1.2958 ms	not_measured	managed	0.668x
`a * a * a (cube via multiply) (float16)`	float16	10,000,000	187.0538 ms	not_measured	managed	0.885x
`a * a * a (cube via multiply) (float32)`	float32	1,000	0.00134 ms	not_measured	managed	0.573x
`a * a * a (cube via multiply) (float32)`	float32	100,000	0.02844 ms	not_measured	managed	0.433x
`a * a * a (cube via multiply) (float32)`	float32	10,000,000	7.4648 ms	not_measured	managed	3.671x
`a * a * a (cube via multiply) (float64)`	float64	1,000	0.00276 ms	not_measured	managed	0.323x
`a * a * a (cube via multiply) (float64)`	float64	100,000	0.07639 ms	not_measured	managed	4.061x
`a * a * a (cube via multiply) (float64)`	float64	10,000,000	34.2241 ms	not_measured	managed	1.528x
`np.abs (float16)`	float16	1,000	0.000634 ms	not_measured	managed	0.959x
`np.abs (float16)`	float16	100,000	0.02126 ms	not_measured	managed	1.207x
`np.abs (float16)`	float16	10,000,000	3.7305 ms	not_measured	managed	1.210x
`np.abs (float32)`	float32	1,000	0.000592 ms	not_measured	managed	0.669x
`np.abs (float32)`	float32	100,000	0.01684 ms	not_measured	managed	0.333x
`np.abs (float32)`	float32	10,000,000	5.1101 ms	not_measured	managed	2.155x
`np.abs (float64)`	float64	1,000	0.000735 ms	not_measured	managed	0.616x
`np.abs (float64)`	float64	100,000	0.03002 ms	not_measured	managed	0.364x
`np.abs (float64)`	float64	10,000,000	13.9184 ms	not_measured	managed	1.623x
`np.absolute(a) (float16)`	float16	1,000	0.00105 ms	not_measured	managed	0.577x
`np.absolute(a) (float16)`	float16	100,000	0.02080 ms	not_measured	managed	1.233x
`np.absolute(a) (float16)`	float16	10,000,000	2.9720 ms	not_measured	managed	2.348x
`np.absolute(a) (float32)`	float32	1,000	0.000598 ms	not_measured	managed	0.659x
`np.absolute(a) (float32)`	float32	100,000	0.01229 ms	not_measured	managed	0.454x
`np.absolute(a) (float32)`	float32	10,000,000	7.5633 ms	not_measured	managed	1.569x
`np.absolute(a) (float64)`	float64	1,000	0.000796 ms	not_measured	managed	0.548x
`np.absolute(a) (float64)`	float64	100,000	0.04083 ms	not_measured	managed	0.320x
`np.absolute(a) (float64)`	float64	10,000,000	18.7445 ms	not_measured	managed	1.217x
`np.acosh(a) (float16)`	float16	1,000	0.01994 ms	not_measured	managed	0.817x
`np.acosh(a) (float16)`	float16	100,000	1.5189 ms	not_measured	managed	0.537x
`np.acosh(a) (float16)`	float16	10,000,000	153.6552 ms	not_measured	managed	0.956x
`np.acosh(a) (float32)`	float32	1,000	0.00681 ms	not_measured	managed	0.809x
`np.acosh(a) (float32)`	float32	100,000	1.0307 ms	not_measured	managed	0.499x
`np.acosh(a) (float32)`	float32	10,000,000	55.0523 ms	not_measured	managed	1.063x
`np.acosh(a) (float64)`	float64	1,000	0.01336 ms	not_measured	managed	0.492x
`np.acosh(a) (float64)`	float64	100,000	1.3013 ms	not_measured	managed	0.477x
`np.acosh(a) (float64)`	float64	10,000,000	113.2387 ms	not_measured	managed	0.763x
`np.angle(a) (float16)`	float16	1,000	0.01779 ms	not_measured	managed	1.001x
`np.angle(a) (float16)`	float16	100,000	1.4744 ms	not_measured	managed	0.712x
`np.angle(a) (float16)`	float16	10,000,000	104.4782 ms	not_measured	managed	1.370x
`np.angle(a) (float32)`	float32	1,000	0.00786 ms	not_measured	managed	0.497x
`np.angle(a) (float32)`	float32	100,000	1.0527 ms	not_measured	managed	0.586x
`np.angle(a) (float32)`	float32	10,000,000	135.2042 ms	not_measured	managed	0.743x
`np.angle(a) (float64)`	float64	1,000	0.00560 ms	not_measured	managed	0.754x
`np.angle(a) (float64)`	float64	100,000	1.0178 ms	not_measured	managed	0.567x
`np.angle(a) (float64)`	float64	10,000,000	98.0834 ms	not_measured	managed	0.935x
`np.arccos(a) (float16)`	float16	1,000	0.01068 ms	not_measured	managed	1.395x
`np.arccos(a) (float16)`	float16	100,000	2.0687 ms	not_measured	managed	0.522x
`np.arccos(a) (float16)`	float16	10,000,000	178.2738 ms	not_measured	managed	1.050x
`np.arccos(a) (float32)`	float32	1,000	0.00397 ms	not_measured	managed	0.937x
`np.arccos(a) (float32)`	float32	100,000	0.7840 ms	not_measured	managed	0.966x
`np.arccos(a) (float32)`	float32	10,000,000	83.6425 ms	not_measured	managed	1.079x
`np.arccos(a) (float64)`	float64	1,000	0.00433 ms	not_measured	managed	0.850x
`np.arccos(a) (float64)`	float64	100,000	0.8414 ms	not_measured	managed	0.949x
`np.arccos(a) (float64)`	float64	10,000,000	107.4022 ms	not_measured	managed	0.876x
`np.arccosh(a) (float16)`	float16	1,000	0.01569 ms	not_measured	managed	1.039x
`np.arccosh(a) (float16)`	float16	100,000	1.8607 ms	not_measured	managed	0.439x
`np.arccosh(a) (float16)`	float16	10,000,000	139.5282 ms	not_measured	managed	1.082x
`np.arccosh(a) (float32)`	float32	1,000	0.00556 ms	not_measured	managed	0.991x
`np.arccosh(a) (float32)`	float32	100,000	0.5418 ms	not_measured	managed	0.949x
`np.arccosh(a) (float32)`	float32	10,000,000	64.2704 ms	not_measured	managed	1.383x
`np.arccosh(a) (float64)`	float64	1,000	0.01337 ms	not_measured	managed	0.491x
`np.arccosh(a) (float64)`	float64	100,000	0.6641 ms	not_measured	managed	0.934x
`np.arccosh(a) (float64)`	float64	10,000,000	83.8267 ms	not_measured	managed	1.538x
`np.arcsin(a) (float16)`	float16	1,000	0.00801 ms	not_measured	managed	1.986x
`np.arcsin(a) (float16)`	float16	100,000	2.1351 ms	not_measured	managed	0.513x
`np.arcsin(a) (float16)`	float16	10,000,000	144.0764 ms	not_measured	managed	1.231x
`np.arcsin(a) (float32)`	float32	1,000	0.00723 ms	not_measured	managed	0.558x
`np.arcsin(a) (float32)`	float32	100,000	0.8165 ms	not_measured	managed	0.973x
`np.arcsin(a) (float32)`	float32	10,000,000	128.1767 ms	not_measured	managed	0.698x
`np.arcsin(a) (float64)`	float64	1,000	0.00450 ms	not_measured	managed	0.864x
`np.arcsin(a) (float64)`	float64	100,000	1.1055 ms	not_measured	managed	0.717x
`np.arcsin(a) (float64)`	float64	10,000,000	143.0813 ms	not_measured	managed	0.746x
`np.arcsinh(a) (float16)`	float16	1,000	0.02495 ms	not_measured	managed	0.426x
`np.arcsinh(a) (float16)`	float16	100,000	2.5242 ms	not_measured	managed	0.457x
`np.arcsinh(a) (float16)`	float16	10,000,000	245.7459 ms	not_measured	managed	0.878x
`np.arcsinh(a) (float32)`	float32	1,000	0.01454 ms	not_measured	managed	0.459x
`np.arcsinh(a) (float32)`	float32	100,000	0.8845 ms	not_measured	managed	0.970x
`np.arcsinh(a) (float32)`	float32	10,000,000	119.8292 ms	not_measured	managed	1.396x
`np.arcsinh(a) (float64)`	float64	1,000	0.00836 ms	not_measured	managed	0.959x
`np.arcsinh(a) (float64)`	float64	100,000	2.0142 ms	not_measured	managed	0.461x
`np.arcsinh(a) (float64)`	float64	10,000,000	196.9930 ms	not_measured	managed	1.096x
`np.arctan(a) (float16)`	float16	1,000	0.01625 ms	not_measured	managed	0.803x
`np.arctan(a) (float16)`	float16	100,000	1.4310 ms	not_measured	managed	0.871x
`np.arctan(a) (float16)`	float16	10,000,000	169.4713 ms	not_measured	managed	1.162x
`np.arctan(a) (float32)`	float32	1,000	0.00717 ms	not_measured	managed	0.558x
`np.arctan(a) (float32)`	float32	100,000	0.9879 ms	not_measured	managed	0.908x
`np.arctan(a) (float32)`	float32	10,000,000	98.5911 ms	not_measured	managed	1.197x
`np.arctan(a) (float64)`	float64	1,000	0.00865 ms	not_measured	managed	0.474x
`np.arctan(a) (float64)`	float64	100,000	1.0341 ms	not_measured	managed	0.929x
`np.arctan(a) (float64)`	float64	10,000,000	153.9861 ms	not_measured	managed	1.088x
`np.arctan2(a, b) (float16)`	float16	1,000	0.01207 ms	not_measured	managed	1.746x
`np.arctan2(a, b) (float16)`	float16	100,000	3.6898 ms	not_measured	managed	0.448x
`np.arctan2(a, b) (float16)`	float16	10,000,000	366.8175 ms	not_measured	managed	0.754x
`np.arctan2(a, b) (float32)`	float32	1,000	0.01732 ms	not_measured	managed	0.251x
`np.arctan2(a, b) (float32)`	float32	100,000	2.2107 ms	not_measured	managed	0.583x
`np.arctan2(a, b) (float32)`	float32	10,000,000	264.5525 ms	not_measured	managed	0.690x
`np.arctan2(a, b) (float64)`	float64	1,000	0.01047 ms	not_measured	managed	0.543x
`np.arctan2(a, b) (float64)`	float64	100,000	1.3933 ms	not_measured	managed	0.984x
`np.arctan2(a, b) (float64)`	float64	10,000,000	258.3147 ms	not_measured	managed	0.969x
`np.arctanh(a) (float16)`	float16	1,000	0.01028 ms	not_measured	managed	1.821x
`np.arctanh(a) (float16)`	float16	100,000	2.1246 ms	not_measured	managed	0.478x
`np.arctanh(a) (float16)`	float16	10,000,000	151.2654 ms	not_measured	managed	1.124x
`np.arctanh(a) (float32)`	float32	1,000	0.00506 ms	not_measured	managed	0.971x
`np.arctanh(a) (float32)`	float32	100,000	1.2797 ms	not_measured	managed	0.595x
`np.arctanh(a) (float32)`	float32	10,000,000	107.5354 ms	not_measured	managed	1.324x
`np.arctanh(a) (float64)`	float64	1,000	0.00596 ms	not_measured	managed	0.969x
`np.arctanh(a) (float64)`	float64	100,000	1.3145 ms	not_measured	managed	0.600x
`np.arctanh(a) (float64)`	float64	10,000,000	135.0112 ms	not_measured	managed	0.996x
`np.around (float16)`	float16	1,000	0.00411 ms	not_measured	managed	1.157x
`np.around (float16)`	float16	100,000	0.3878 ms	not_measured	managed	0.975x
`np.around (float16)`	float16	10,000,000	39.6165 ms	not_measured	managed	1.047x
`np.around (float32)`	float32	1,000	0.000569 ms	not_measured	managed	1.714x
`np.around (float32)`	float32	100,000	0.01114 ms	not_measured	managed	0.555x
`np.around (float32)`	float32	10,000,000	4.8988 ms	not_measured	managed	2.298x
`np.around (float64)`	float64	1,000	0.000690 ms	not_measured	managed	1.371x
`np.around (float64)`	float64	100,000	0.02484 ms	not_measured	managed	0.479x
`np.around (float64)`	float64	10,000,000	13.7790 ms	not_measured	managed	1.614x
`np.asinh(a) (float16)`	float16	1,000	0.02495 ms	not_measured	managed	0.876x
`np.asinh(a) (float16)`	float16	100,000	1.4573 ms	not_measured	managed	0.791x
`np.asinh(a) (float16)`	float16	10,000,000	150.7550 ms	not_measured	managed	1.359x
`np.asinh(a) (float32)`	float32	1,000	0.00661 ms	not_measured	managed	1.005x
`np.asinh(a) (float32)`	float32	100,000	1.5467 ms	not_measured	managed	0.554x
`np.asinh(a) (float32)`	float32	10,000,000	155.4739 ms	not_measured	managed	0.813x
`np.asinh(a) (float64)`	float64	1,000	0.01912 ms	not_measured	managed	0.421x
`np.asinh(a) (float64)`	float64	100,000	1.0818 ms	not_measured	managed	0.857x
`np.asinh(a) (float64)`	float64	10,000,000	171.7219 ms	not_measured	managed	0.840x
`np.atanh(a) (float16)`	float16	1,000	0.02067 ms	not_measured	managed	0.904x
`np.atanh(a) (float16)`	float16	100,000	2.1223 ms	not_measured	managed	0.480x
`np.atanh(a) (float16)`	float16	10,000,000	139.6679 ms	not_measured	managed	1.218x
`np.atanh(a) (float32)`	float32	1,000	0.01020 ms	not_measured	managed	0.479x
`np.atanh(a) (float32)`	float32	100,000	1.1810 ms	not_measured	managed	0.644x
`np.atanh(a) (float32)`	float32	10,000,000	109.7355 ms	not_measured	managed	0.776x
`np.atanh(a) (float64)`	float64	1,000	0.00604 ms	not_measured	managed	0.959x
`np.atanh(a) (float64)`	float64	100,000	1.4444 ms	not_measured	managed	0.548x
`np.atanh(a) (float64)`	float64	10,000,000	127.8457 ms	not_measured	managed	0.877x
`np.cbrt(a) (float16)`	float16	1,000	0.02299 ms	not_measured	managed	0.399x
`np.cbrt(a) (float16)`	float16	100,000	1.3547 ms	not_measured	managed	0.839x
`np.cbrt(a) (float16)`	float16	10,000,000	149.6464 ms	not_measured	managed	0.790x
`np.cbrt(a) (float32)`	float32	1,000	0.01304 ms	not_measured	managed	0.427x
`np.cbrt(a) (float32)`	float32	100,000	0.8523 ms	not_measured	managed	0.987x
`np.cbrt(a) (float32)`	float32	10,000,000	125.5387 ms	not_measured	managed	0.879x
`np.cbrt(a) (float64)`	float64	1,000	0.01512 ms	not_measured	managed	0.576x
`np.cbrt(a) (float64)`	float64	100,000	1.0457 ms	not_measured	managed	0.962x
`np.cbrt(a) (float64)`	float64	10,000,000	174.7803 ms	not_measured	managed	0.647x
`np.ceil (float16)`	float16	1,000	0.00348 ms	not_measured	managed	1.181x
`np.ceil (float16)`	float16	100,000	0.3219 ms	not_measured	managed	1.157x
`np.ceil (float16)`	float16	10,000,000	32.6788 ms	not_measured	managed	1.272x
`np.ceil (float32)`	float32	1,000	0.000595 ms	not_measured	managed	0.684x
`np.ceil (float32)`	float32	100,000	0.01141 ms	not_measured	managed	0.490x
`np.ceil (float32)`	float32	10,000,000	4.8747 ms	not_measured	managed	2.310x
`np.ceil (float64)`	float64	1,000	0.000695 ms	not_measured	managed	0.658x
`np.ceil (float64)`	float64	100,000	0.02535 ms	not_measured	managed	0.433x
`np.ceil (float64)`	float64	10,000,000	13.3549 ms	not_measured	managed	1.703x
`np.clip(a, -10, 10) (float16)`	float16	1,000	0.00555 ms	not_measured	managed	2.569x
`np.clip(a, -10, 10) (float16)`	float16	100,000	0.7486 ms	not_measured	managed	1.185x
`np.clip(a, -10, 10) (float16)`	float16	10,000,000	85.9537 ms	not_measured	managed	1.420x
`np.clip(a, -10, 10) (float32)`	float32	1,000	0.00208 ms	not_measured	managed	0.932x
`np.clip(a, -10, 10) (float32)`	float32	100,000	0.01572 ms	not_measured	managed	0.490x
`np.clip(a, -10, 10) (float32)`	float32	10,000,000	4.8351 ms	not_measured	managed	2.422x
`np.clip(a, -10, 10) (float64)`	float64	1,000	0.00205 ms	not_measured	managed	0.841x
`np.clip(a, -10, 10) (float64)`	float64	100,000	0.02935 ms	not_measured	managed	0.458x
`np.clip(a, -10, 10) (float64)`	float64	10,000,000	15.7261 ms	not_measured	managed	1.063x
`np.conj(a) (float16)`	float16	1,000	0.00119 ms	not_measured	managed	0.465x
`np.conj(a) (float16)`	float16	100,000	0.03194 ms	not_measured	managed	0.650x
`np.conj(a) (float16)`	float16	10,000,000	4.4590 ms	not_measured	managed	1.301x
`np.conj(a) (float32)`	float32	1,000	0.000707 ms	not_measured	managed	0.769x
`np.conj(a) (float32)`	float32	100,000	0.05550 ms	not_measured	managed	0.341x
`np.conj(a) (float32)`	float32	10,000,000	8.5787 ms	not_measured	managed	1.411x
`np.conj(a) (float64)`	float64	1,000	0.00148 ms	not_measured	managed	0.364x
`np.conj(a) (float64)`	float64	100,000	0.06637 ms	not_measured	managed	0.290x
`np.conj(a) (float64)`	float64	10,000,000	12.1990 ms	not_measured	managed	1.151x
`np.conjugate(a) (float16)`	float16	1,000	0.000733 ms	not_measured	managed	1.902x
`np.conjugate(a) (float16)`	float16	100,000	0.04269 ms	not_measured	managed	0.486x
`np.conjugate(a) (float16)`	float16	10,000,000	5.2948 ms	not_measured	managed	1.081x
`np.conjugate(a) (float32)`	float32	1,000	0.000676 ms	not_measured	managed	0.803x
`np.conjugate(a) (float32)`	float32	100,000	0.05501 ms	not_measured	managed	0.344x
`np.conjugate(a) (float32)`	float32	10,000,000	8.0679 ms	not_measured	managed	1.550x
`np.conjugate(a) (float64)`	float64	1,000	0.000821 ms	not_measured	managed	0.655x
`np.conjugate(a) (float64)`	float64	100,000	0.06506 ms	not_measured	managed	0.295x
`np.conjugate(a) (float64)`	float64	10,000,000	18.9365 ms	not_measured	managed	1.163x
`np.cos (float16)`	float16	1,000	0.01637 ms	not_measured	managed	0.429x
`np.cos (float16)`	float16	100,000	1.1002 ms	not_measured	managed	0.864x
`np.cos (float16)`	float16	10,000,000	179.0415 ms	not_measured	managed	0.750x
`np.cos (float32)`	float32	1,000	0.00182 ms	not_measured	managed	0.591x
`np.cos (float32)`	float32	100,000	0.06740 ms	not_measured	managed	1.070x
`np.cos (float32)`	float32	10,000,000	26.5868 ms	not_measured	managed	0.508x
`np.cos (float64)`	float64	1,000	0.01126 ms	not_measured	managed	0.432x
`np.cos (float64)`	float64	100,000	1.1912 ms	not_measured	managed	0.602x
`np.cos (float64)`	float64	10,000,000	81.5039 ms	not_measured	managed	1.117x
`np.cosh(a) (float16)`	float16	1,000	0.02108 ms	not_measured	managed	0.362x
`np.cosh(a) (float16)`	float16	100,000	1.4649 ms	not_measured	managed	0.620x
`np.cosh(a) (float16)`	float16	10,000,000	192.8899 ms	not_measured	managed	0.828x
`np.cosh(a) (float32)`	float32	1,000	0.00390 ms	not_measured	managed	0.974x
`np.cosh(a) (float32)`	float32	100,000	1.0486 ms	not_measured	managed	0.583x
`np.cosh(a) (float32)`	float32	10,000,000	102.9707 ms	not_measured	managed	0.662x
`np.cosh(a) (float64)`	float64	1,000	0.00385 ms	not_measured	managed	0.935x
`np.cosh(a) (float64)`	float64	100,000	0.9998 ms	not_measured	managed	0.565x
`np.cosh(a) (float64)`	float64	10,000,000	95.4693 ms	not_measured	managed	1.386x
`np.deg2rad(a) (float16)`	float16	1,000	0.00594 ms	not_measured	managed	0.942x
`np.deg2rad(a) (float16)`	float16	100,000	0.6647 ms	not_measured	managed	0.498x
`np.deg2rad(a) (float16)`	float16	10,000,000	62.3080 ms	not_measured	managed	0.709x
`np.deg2rad(a) (float32)`	float32	1,000	0.000624 ms	not_measured	managed	1.731x
`np.deg2rad(a) (float32)`	float32	100,000	0.01950 ms	not_measured	managed	3.764x
`np.deg2rad(a) (float32)`	float32	10,000,000	7.7043 ms	not_measured	managed	2.048x
`np.deg2rad(a) (float64)`	float64	1,000	0.000779 ms	not_measured	managed	1.611x
`np.deg2rad(a) (float64)`	float64	100,000	0.02619 ms	not_measured	managed	3.506x
`np.deg2rad(a) (float64)`	float64	10,000,000	13.2237 ms	not_measured	managed	1.838x
`np.degrees(a) (float16)`	float16	1,000	0.00698 ms	not_measured	managed	0.779x
`np.degrees(a) (float16)`	float16	100,000	0.6651 ms	not_measured	managed	0.494x
`np.degrees(a) (float16)`	float16	10,000,000	66.4652 ms	not_measured	managed	0.709x
`np.degrees(a) (float32)`	float32	1,000	0.000663 ms	not_measured	managed	1.630x
`np.degrees(a) (float32)`	float32	100,000	0.02082 ms	not_measured	managed	3.524x
`np.degrees(a) (float32)`	float32	10,000,000	7.4982 ms	not_measured	managed	1.996x
`np.degrees(a) (float64)`	float64	1,000	0.00120 ms	not_measured	managed	1.050x
`np.degrees(a) (float64)`	float64	100,000	0.04007 ms	not_measured	managed	2.292x
`np.degrees(a) (float64)`	float64	10,000,000	14.1193 ms	not_measured	managed	1.654x
`np.exp (float16)`	float16	1,000	0.00592 ms	not_measured	managed	0.732x
`np.exp (float16)`	float16	100,000	0.7248 ms	not_measured	managed	0.555x
`np.exp (float16)`	float16	10,000,000	83.8261 ms	not_measured	managed	0.514x
`np.exp (float32)`	float32	1,000	0.000873 ms	not_measured	managed	1.034x
`np.exp (float32)`	float32	100,000	0.05298 ms	not_measured	managed	1.043x
`np.exp (float32)`	float32	10,000,000	15.2873 ms	not_measured	managed	2.056x
`np.exp (float64)`	float64	1,000	0.00317 ms	not_measured	managed	0.892x
`np.exp (float64)`	float64	100,000	0.2551 ms	not_measured	managed	0.975x
`np.exp (float64)`	float64	10,000,000	47.0292 ms	not_measured	managed	1.111x
`np.exp2 (float16)`	float16	1,000	0.00950 ms	not_measured	managed	0.461x
`np.exp2 (float16)`	float16	100,000	1.7794 ms	not_measured	managed	0.226x
`np.exp2 (float16)`	float16	10,000,000	145.9332 ms	not_measured	managed	0.493x
`np.exp2 (float32)`	float32	1,000	0.00120 ms	not_measured	managed	1.671x
`np.exp2 (float32)`	float32	100,000	0.09173 ms	not_measured	managed	1.793x
`np.exp2 (float32)`	float32	10,000,000	30.2970 ms	not_measured	managed	0.729x
`np.exp2 (float64)`	float64	1,000	0.00833 ms	not_measured	managed	0.259x
`np.exp2 (float64)`	float64	100,000	0.8126 ms	not_measured	managed	0.220x
`np.exp2 (float64)`	float64	10,000,000	134.2793 ms	not_measured	managed	0.191x
`np.expm1 (float16)`	float16	1,000	0.00871 ms	not_measured	managed	0.619x
`np.expm1 (float16)`	float16	100,000	1.3252 ms	not_measured	managed	0.373x
`np.expm1 (float16)`	float16	10,000,000	106.8290 ms	not_measured	managed	0.822x
`np.expm1 (float32)`	float32	1,000	0.00208 ms	not_measured	managed	1.481x
`np.expm1 (float32)`	float32	100,000	0.1803 ms	not_measured	managed	1.424x
`np.expm1 (float32)`	float32	10,000,000	27.6401 ms	not_measured	managed	1.780x
`np.expm1 (float64)`	float64	1,000	0.00340 ms	not_measured	managed	1.085x
`np.expm1 (float64)`	float64	100,000	0.2654 ms	not_measured	managed	1.258x
`np.expm1 (float64)`	float64	10,000,000	36.5600 ms	not_measured	managed	1.863x
`np.floor (float16)`	float16	1,000	0.00348 ms	not_measured	managed	1.176x
`np.floor (float16)`	float16	100,000	0.3219 ms	not_measured	managed	1.161x
`np.floor (float16)`	float16	10,000,000	45.0019 ms	not_measured	managed	0.897x
`np.floor (float32)`	float32	1,000	0.000641 ms	not_measured	managed	0.630x
`np.floor (float32)`	float32	100,000	0.01143 ms	not_measured	managed	0.490x
`np.floor (float32)`	float32	10,000,000	4.8510 ms	not_measured	managed	2.283x
`np.floor (float64)`	float64	1,000	0.000693 ms	not_measured	managed	0.671x
`np.floor (float64)`	float64	100,000	0.02529 ms	not_measured	managed	0.434x
`np.floor (float64)`	float64	10,000,000	12.9801 ms	not_measured	managed	1.060x
`np.imag(a) (float16)`	float16	1,000	0.000467 ms	not_measured	managed	1.604x
`np.imag(a) (float16)`	float16	100,000	0.00148 ms	not_measured	managed	1.762x
`np.imag(a) (float16)`	float16	10,000,000	0.00154 ms	not_measured	managed	3.903x
`np.imag(a) (float32)`	float32	1,000	0.000272 ms	not_measured	managed	1.235x
`np.imag(a) (float32)`	float32	100,000	0.00171 ms	not_measured	managed	2.827x
`np.imag(a) (float32)`	float32	10,000,000	0.00168 ms	not_measured	managed	11.080x
`np.imag(a) (float64)`	float64	1,000	0.000588 ms	not_measured	managed	0.587x
`np.imag(a) (float64)`	float64	100,000	0.00405 ms	not_measured	managed	2.298x
`np.imag(a) (float64)`	float64	10,000,000	0.01168 ms	not_measured	managed	1.622x
`np.log (float16)`	float16	1,000	0.00631 ms	not_measured	managed	0.714x
`np.log (float16)`	float16	100,000	0.6125 ms	not_measured	managed	0.679x
`np.log (float16)`	float16	10,000,000	61.4179 ms	not_measured	managed	0.727x
`np.log (float32)`	float32	1,000	0.00104 ms	not_measured	managed	1.157x
`np.log (float32)`	float32	100,000	0.06167 ms	not_measured	managed	1.371x
`np.log (float32)`	float32	10,000,000	14.1323 ms	not_measured	managed	3.145x
`np.log (float64)`	float64	1,000	0.00574 ms	not_measured	managed	0.460x
`np.log (float64)`	float64	100,000	0.2463 ms	not_measured	managed	0.932x
`np.log (float64)`	float64	10,000,000	29.7432 ms	not_measured	managed	1.915x
`np.log10 (float16)`	float16	1,000	0.00855 ms	not_measured	managed	0.544x
`np.log10 (float16)`	float16	100,000	0.6271 ms	not_measured	managed	0.697x
`np.log10 (float16)`	float16	10,000,000	62.7468 ms	not_measured	managed	0.736x
`np.log10 (float32)`	float32	1,000	0.00244 ms	not_measured	managed	0.917x
`np.log10 (float32)`	float32	100,000	0.2050 ms	not_measured	managed	0.924x
`np.log10 (float32)`	float32	10,000,000	20.3570 ms	not_measured	managed	2.271x
`np.log10 (float64)`	float64	1,000	0.00291 ms	not_measured	managed	0.949x
`np.log10 (float64)`	float64	100,000	0.2585 ms	not_measured	managed	0.931x
`np.log10 (float64)`	float64	10,000,000	31.0352 ms	not_measured	managed	1.734x
`np.log1p (float16)`	float16	1,000	0.00796 ms	not_measured	managed	1.379x
`np.log1p (float16)`	float16	100,000	0.7773 ms	not_measured	managed	0.680x
`np.log1p (float16)`	float16	10,000,000	77.3480 ms	not_measured	managed	1.075x
`np.log1p (float32)`	float32	1,000	0.00256 ms	not_measured	managed	1.215x
`np.log1p (float32)`	float32	100,000	0.2237 ms	not_measured	managed	1.226x
`np.log1p (float32)`	float32	10,000,000	38.8612 ms	not_measured	managed	0.829x
`np.log1p (float64)`	float64	1,000	0.00308 ms	not_measured	managed	1.149x
`np.log1p (float64)`	float64	100,000	0.4860 ms	not_measured	managed	0.646x
`np.log1p (float64)`	float64	10,000,000	35.0580 ms	not_measured	managed	1.370x
`np.log2 (float16)`	float16	1,000	0.00777 ms	not_measured	managed	0.621x
`np.log2 (float16)`	float16	100,000	0.6327 ms	not_measured	managed	0.705x
`np.log2 (float16)`	float16	10,000,000	62.4123 ms	not_measured	managed	1.204x
`np.log2 (float32)`	float32	1,000	0.00478 ms	not_measured	managed	0.465x
`np.log2 (float32)`	float32	100,000	0.1943 ms	not_measured	managed	0.959x
`np.log2 (float32)`	float32	10,000,000	22.7875 ms	not_measured	managed	0.990x
`np.log2 (float64)`	float64	1,000	0.00428 ms	not_measured	managed	0.957x
`np.log2 (float64)`	float64	100,000	0.3923 ms	not_measured	managed	0.958x
`np.log2 (float64)`	float64	10,000,000	43.9210 ms	not_measured	managed	1.876x
`np.modf(a) (float32)`	float32	1,000	0.00160 ms	not_measured	managed	1.452x
`np.modf(a) (float32)`	float32	100,000	0.07322 ms	not_measured	managed	3.768x
`np.modf(a) (float32)`	float32	10,000,000	8.5345 ms	not_measured	managed	4.455x
`np.modf(a) (float64)`	float64	1,000	0.00410 ms	not_measured	managed	0.566x
`np.modf(a) (float64)`	float64	100,000	0.2882 ms	not_measured	managed	1.001x
`np.modf(a) (float64)`	float64	10,000,000	30.3063 ms	not_measured	managed	2.101x
`np.negative(a) (float16)`	float16	1,000	0.00110 ms	not_measured	managed	0.551x
`np.negative(a) (float16)`	float16	100,000	0.02062 ms	not_measured	managed	1.256x
`np.negative(a) (float16)`	float16	10,000,000	4.3172 ms	not_measured	managed	1.637x
`np.negative(a) (float32)`	float32	1,000	0.000907 ms	not_measured	managed	0.428x
`np.negative(a) (float32)`	float32	100,000	0.01985 ms	not_measured	managed	0.326x
`np.negative(a) (float32)`	float32	10,000,000	8.3978 ms	not_measured	managed	1.361x
`np.negative(a) (float64)`	float64	1,000	0.000801 ms	not_measured	managed	0.573x
`np.negative(a) (float64)`	float64	100,000	0.02724 ms	not_measured	managed	0.407x
`np.negative(a) (float64)`	float64	10,000,000	17.9210 ms	not_measured	managed	0.811x
`np.positive(a) (float16)`	float16	1,000	0.000530 ms	not_measured	managed	1.047x
`np.positive(a) (float16)`	float16	100,000	0.00649 ms	not_measured	managed	3.196x
`np.positive(a) (float16)`	float16	10,000,000	0.7302 ms	not_measured	managed	8.173x
`np.positive(a) (float32)`	float32	1,000	0.000751 ms	not_measured	managed	0.724x
`np.positive(a) (float32)`	float32	100,000	0.01992 ms	not_measured	managed	0.951x
`np.positive(a) (float32)`	float32	10,000,000	2.8289 ms	not_measured	managed	4.394x
`np.positive(a) (float64)`	float64	1,000	0.00119 ms	not_measured	managed	0.453x
`np.positive(a) (float64)`	float64	100,000	0.03774 ms	not_measured	managed	0.503x
`np.positive(a) (float64)`	float64	10,000,000	14.0597 ms	not_measured	managed	1.656x
`np.power(a, 0.5) (float16)`	float16	1,000	0.00737 ms	not_measured	managed	2.521x
`np.power(a, 0.5) (float16)`	float16	100,000	0.6562 ms	not_measured	managed	1.201x
`np.power(a, 0.5) (float16)`	float16	10,000,000	65.5460 ms	not_measured	managed	2.708x
`np.power(a, 0.5) (float32)`	float32	1,000	0.00129 ms	not_measured	managed	1.396x
`np.power(a, 0.5) (float32)`	float32	100,000	0.07408 ms	not_measured	managed	1.610x
`np.power(a, 0.5) (float32)`	float32	10,000,000	8.9499 ms	not_measured	managed	2.117x
`np.power(a, 0.5) (float64)`	float64	1,000	0.00421 ms	not_measured	managed	0.402x
`np.power(a, 0.5) (float64)`	float64	100,000	0.05918 ms	not_measured	managed	2.021x
`np.power(a, 0.5) (float64)`	float64	10,000,000	32.9246 ms	not_measured	managed	2.073x
`np.power(a, 2) (float16)`	float16	1,000	0.00511 ms	not_measured	managed	1.956x
`np.power(a, 2) (float16)`	float16	100,000	0.8921 ms	not_measured	managed	1.146x
`np.power(a, 2) (float16)`	float16	10,000,000	49.2365 ms	not_measured	managed	4.202x
`np.power(a, 2) (float32)`	float32	1,000	0.00185 ms	not_measured	managed	1.151x
`np.power(a, 2) (float32)`	float32	100,000	0.01363 ms	not_measured	managed	10.963x
`np.power(a, 2) (float32)`	float32	10,000,000	9.1350 ms	not_measured	managed	2.053x
`np.power(a, 2) (float64)`	float64	1,000	0.00156 ms	not_measured	managed	1.360x
`np.power(a, 2) (float64)`	float64	100,000	0.04142 ms	not_measured	managed	3.594x
`np.power(a, 2) (float64)`	float64	10,000,000	13.7492 ms	not_measured	managed	2.008x
`np.power(a, 3) (float16)`	float16	1,000	0.01879 ms	not_measured	managed	1.493x
`np.power(a, 3) (float16)`	float16	100,000	3.8965 ms	not_measured	managed	0.373x
`np.power(a, 3) (float16)`	float16	10,000,000	379.4934 ms	not_measured	managed	0.645x
`np.power(a, 3) (float32)`	float32	1,000	0.00623 ms	not_measured	managed	0.872x
`np.power(a, 3) (float32)`	float32	100,000	0.6581 ms	not_measured	managed	0.995x
`np.power(a, 3) (float32)`	float32	10,000,000	115.3744 ms	not_measured	managed	0.781x
`np.power(a, 3) (float64)`	float64	1,000	0.01011 ms	not_measured	managed	0.914x
`np.power(a, 3) (float64)`	float64	100,000	1.9779 ms	not_measured	managed	0.523x
`np.power(a, 3) (float64)`	float64	10,000,000	199.7576 ms	not_measured	managed	0.900x
`np.rad2deg(a) (float16)`	float16	1,000	0.00702 ms	not_measured	managed	0.775x
`np.rad2deg(a) (float16)`	float16	100,000	0.6655 ms	not_measured	managed	0.492x
`np.rad2deg(a) (float16)`	float16	10,000,000	37.1878 ms	not_measured	managed	1.256x
`np.rad2deg(a) (float32)`	float32	1,000	0.000707 ms	not_measured	managed	1.525x
`np.rad2deg(a) (float32)`	float32	100,000	0.01912 ms	not_measured	managed	3.837x
`np.rad2deg(a) (float32)`	float32	10,000,000	7.2281 ms	not_measured	managed	1.974x
`np.rad2deg(a) (float64)`	float64	1,000	0.00127 ms	not_measured	managed	1.001x
`np.rad2deg(a) (float64)`	float64	100,000	0.04606 ms	not_measured	managed	1.994x
`np.rad2deg(a) (float64)`	float64	10,000,000	13.6580 ms	not_measured	managed	1.832x
`np.radians(a) (float16)`	float16	1,000	0.00587 ms	not_measured	managed	0.727x
`np.radians(a) (float16)`	float16	100,000	0.3683 ms	not_measured	managed	0.913x
`np.radians(a) (float16)`	float16	10,000,000	45.8013 ms	not_measured	managed	1.059x
`np.radians(a) (float32)`	float32	1,000	0.000743 ms	not_measured	managed	1.450x
`np.radians(a) (float32)`	float32	100,000	0.01906 ms	not_measured	managed	3.848x
`np.radians(a) (float32)`	float32	10,000,000	7.3224 ms	not_measured	managed	2.048x
`np.radians(a) (float64)`	float64	1,000	0.00109 ms	not_measured	managed	1.153x
`np.radians(a) (float64)`	float64	100,000	0.04730 ms	not_measured	managed	1.943x
`np.radians(a) (float64)`	float64	10,000,000	13.5001 ms	not_measured	managed	1.287x
`np.real(a) (float16)`	float16	1,000	0.000000 ms	not_measured	managed	—
`np.real(a) (float16)`	float16	100,000	0.000000 ms	not_measured	managed	—
`np.real(a) (float16)`	float16	10,000,000	0.000000 ms	not_measured	managed	—
`np.real(a) (float32)`	float32	1,000	0.000001 ms	not_measured	managed	142.000x
`np.real(a) (float32)`	float32	100,000	0.000000 ms	not_measured	managed	—
`np.real(a) (float32)`	float32	10,000,000	0.000000 ms	not_measured	managed	—
`np.real(a) (float64)`	float64	1,000	0.000000 ms	not_measured	managed	—
`np.real(a) (float64)`	float64	100,000	0.000000 ms	not_measured	managed	—
`np.real(a) (float64)`	float64	10,000,000	0.000001 ms	not_measured	managed	209.000x
`np.reciprocal(a) (float16)`	float16	1,000	0.00766 ms	not_measured	managed	0.311x
`np.reciprocal(a) (float16)`	float16	100,000	0.5453 ms	not_measured	managed	0.370x
`np.reciprocal(a) (float16)`	float16	10,000,000	66.5162 ms	not_measured	managed	0.334x
`np.reciprocal(a) (float32)`	float32	1,000	0.000627 ms	not_measured	managed	0.766x
`np.reciprocal(a) (float32)`	float32	100,000	0.06227 ms	not_measured	managed	0.227x
`np.reciprocal(a) (float32)`	float32	10,000,000	7.5816 ms	not_measured	managed	1.463x
`np.reciprocal(a) (float64)`	float64	1,000	0.00266 ms	not_measured	managed	0.265x
`np.reciprocal(a) (float64)`	float64	100,000	0.1937 ms	not_measured	managed	0.191x
`np.reciprocal(a) (float64)`	float64	10,000,000	12.8857 ms	not_measured	managed	2.068x
`np.rint(a) (float16)`	float16	1,000	0.00789 ms	not_measured	managed	0.682x
`np.rint(a) (float16)`	float16	100,000	0.5066 ms	not_measured	managed	0.892x
`np.rint(a) (float16)`	float16	10,000,000	56.9657 ms	not_measured	managed	1.171x
`np.rint(a) (float32)`	float32	1,000	0.000834 ms	not_measured	managed	0.484x
`np.rint(a) (float32)`	float32	100,000	0.01239 ms	not_measured	managed	0.450x
`np.rint(a) (float32)`	float32	10,000,000	7.5998 ms	not_measured	managed	1.409x
`np.rint(a) (float64)`	float64	1,000	0.00116 ms	not_measured	managed	0.383x
`np.rint(a) (float64)`	float64	100,000	0.04071 ms	not_measured	managed	0.329x
`np.rint(a) (float64)`	float64	10,000,000	21.0898 ms	not_measured	managed	0.655x
`np.round(a) (float16)`	float16	1,000	0.00802 ms	not_measured	managed	1.093x
`np.round(a) (float16)`	float16	100,000	0.7878 ms	not_measured	managed	0.578x
`np.round(a) (float16)`	float16	10,000,000	65.6221 ms	not_measured	managed	1.046x
`np.round(a) (float32)`	float32	1,000	0.000907 ms	not_measured	managed	0.993x
`np.round(a) (float32)`	float32	100,000	0.01216 ms	not_measured	managed	0.507x
`np.round(a) (float32)`	float32	10,000,000	7.6658 ms	not_measured	managed	1.468x
`np.round(a) (float64)`	float64	1,000	0.00115 ms	not_measured	managed	0.853x
`np.round(a) (float64)`	float64	100,000	0.03998 ms	not_measured	managed	0.362x
`np.round(a) (float64)`	float64	10,000,000	20.8635 ms	not_measured	managed	0.804x
`np.sign (float16)`	float16	1,000	0.00368 ms	not_measured	managed	0.327x
`np.sign (float16)`	float16	100,000	0.6316 ms	not_measured	managed	0.133x
`np.sign (float16)`	float16	10,000,000	70.8486 ms	not_measured	managed	0.144x
`np.sign (float32)`	float32	1,000	0.00182 ms	not_measured	managed	0.538x
`np.sign (float32)`	float32	100,000	0.3788 ms	not_measured	managed	0.762x
`np.sign (float32)`	float32	10,000,000	39.3311 ms	not_measured	managed	0.974x
`np.sign (float64)`	float64	1,000	0.00192 ms	not_measured	managed	0.496x
`np.sign (float64)`	float64	100,000	0.3872 ms	not_measured	managed	0.731x
`np.sign (float64)`	float64	10,000,000	64.0649 ms	not_measured	managed	0.792x
`np.sin (float16)`	float16	1,000	0.00798 ms	not_measured	managed	0.820x
`np.sin (float16)`	float16	100,000	1.1082 ms	not_measured	managed	0.883x
`np.sin (float16)`	float16	10,000,000	112.1327 ms	not_measured	managed	0.913x
`np.sin (float32)`	float32	1,000	0.000960 ms	not_measured	managed	1.079x
`np.sin (float32)`	float32	100,000	0.06945 ms	not_measured	managed	1.008x
`np.sin (float32)`	float32	10,000,000	26.5999 ms	not_measured	managed	0.424x
`np.sin (float64)`	float64	1,000	0.01122 ms	not_measured	managed	0.383x
`np.sin (float64)`	float64	100,000	1.1831 ms	not_measured	managed	0.583x
`np.sin (float64)`	float64	10,000,000	103.0694 ms	not_measured	managed	0.786x
`np.sinh(a) (float16)`	float16	1,000	0.01062 ms	not_measured	managed	1.529x
`np.sinh(a) (float16)`	float16	100,000	2.1727 ms	not_measured	managed	0.437x
`np.sinh(a) (float16)`	float16	10,000,000	118.1813 ms	not_measured	managed	1.326x
`np.sinh(a) (float32)`	float32	1,000	0.01053 ms	not_measured	managed	0.341x
`np.sinh(a) (float32)`	float32	100,000	0.6377 ms	not_measured	managed	0.968x
`np.sinh(a) (float32)`	float32	10,000,000	110.4924 ms	not_measured	managed	0.657x
`np.sinh(a) (float64)`	float64	1,000	0.01206 ms	not_measured	managed	0.358x
`np.sinh(a) (float64)`	float64	100,000	1.2836 ms	not_measured	managed	0.478x
`np.sinh(a) (float64)`	float64	10,000,000	115.5146 ms	not_measured	managed	1.198x
`np.sqrt (float16)`	float16	1,000	0.00350 ms	not_measured	managed	1.039x
`np.sqrt (float16)`	float16	100,000	0.3956 ms	not_measured	managed	0.877x
`np.sqrt (float16)`	float16	10,000,000	36.4867 ms	not_measured	managed	1.018x
`np.sqrt (float32)`	float32	1,000	0.00103 ms	not_measured	managed	0.461x
`np.sqrt (float32)`	float32	100,000	0.01727 ms	not_measured	managed	0.817x
`np.sqrt (float32)`	float32	10,000,000	5.0760 ms	not_measured	managed	2.356x
`np.sqrt (float64)`	float64	1,000	0.00107 ms	not_measured	managed	0.817x
`np.sqrt (float64)`	float64	100,000	0.05963 ms	not_measured	managed	0.924x
`np.sqrt (float64)`	float64	10,000,000	13.0795 ms	not_measured	managed	2.838x
`np.square(a) (float16)`	float16	1,000	0.00865 ms	not_measured	managed	0.275x
`np.square(a) (float16)`	float16	100,000	0.4416 ms	not_measured	managed	0.456x
`np.square(a) (float16)`	float16	10,000,000	43.8654 ms	not_measured	managed	1.033x
`np.square(a) (float32)`	float32	1,000	0.000689 ms	not_measured	managed	0.575x
`np.square(a) (float32)`	float32	100,000	0.01325 ms	not_measured	managed	0.422x
`np.square(a) (float32)`	float32	10,000,000	7.5996 ms	not_measured	managed	1.474x
`np.square(a) (float64)`	float64	1,000	0.00119 ms	not_measured	managed	0.369x
`np.square(a) (float64)`	float64	100,000	0.04625 ms	not_measured	managed	0.235x
`np.square(a) (float64)`	float64	10,000,000	18.7357 ms	not_measured	managed	1.192x
`np.tan (float16)`	float16	1,000	0.00839 ms	not_measured	managed	0.812x
`np.tan (float16)`	float16	100,000	1.8860 ms	not_measured	managed	0.503x
`np.tan (float16)`	float16	10,000,000	164.4258 ms	not_measured	managed	0.926x
`np.tan (float32)`	float32	1,000	0.00700 ms	not_measured	managed	0.462x
`np.tan (float32)`	float32	100,000	1.1105 ms	not_measured	managed	0.584x
`np.tan (float32)`	float32	10,000,000	109.5687 ms	not_measured	managed	0.665x
`np.tan (float64)`	float64	1,000	0.00461 ms	not_measured	managed	0.961x
`np.tan (float64)`	float64	100,000	0.8440 ms	not_measured	managed	0.983x
`np.tan (float64)`	float64	10,000,000	93.2385 ms	not_measured	managed	1.004x
`np.tanh(a) (float16)`	float16	1,000	0.01999 ms	not_measured	managed	0.898x
`np.tanh(a) (float16)`	float16	100,000	2.0453 ms	not_measured	managed	0.483x
`np.tanh(a) (float16)`	float16	10,000,000	139.6387 ms	not_measured	managed	1.254x
`np.tanh(a) (float32)`	float32	1,000	0.00110 ms	not_measured	managed	1.435x
`np.tanh(a) (float32)`	float32	100,000	0.07095 ms	not_measured	managed	1.721x
`np.tanh(a) (float32)`	float32	10,000,000	36.7742 ms	not_measured	managed	0.442x
`np.tanh(a) (float64)`	float64	1,000	0.00350 ms	not_measured	managed	1.767x
`np.tanh(a) (float64)`	float64	100,000	0.6628 ms	not_measured	managed	0.861x
`np.tanh(a) (float64)`	float64	10,000,000	85.4104 ms	not_measured	managed	1.769x
`np.trunc(a) (float16)`	float16	1,000	0.00632 ms	not_measured	managed	0.636x
`np.trunc(a) (float16)`	float16	100,000	0.3258 ms	not_measured	managed	1.184x
`np.trunc(a) (float16)`	float16	10,000,000	60.0314 ms	not_measured	managed	0.773x
`np.trunc(a) (float32)`	float32	1,000	0.000728 ms	not_measured	managed	0.556x
`np.trunc(a) (float32)`	float32	100,000	0.01995 ms	not_measured	managed	0.281x
`np.trunc(a) (float32)`	float32	10,000,000	5.1825 ms	not_measured	managed	2.102x
`np.trunc(a) (float64)`	float64	1,000	0.00114 ms	not_measured	managed	0.401x
`np.trunc(a) (float64)`	float64	100,000	0.04045 ms	not_measured	managed	0.269x
`np.trunc(a) (float64)`	float64	10,000,000	13.0702 ms	not_measured	managed	1.055x

NDIter iterator benchmark

NumSharp NDIter — canonical benchmark · 2026-08-29 · speedup = NumPy ÷ NumSharp (>1.0× = NumSharp faster)
198 measured pairs (0 NA) · best-of-rounds, Release · matched kernels/ids
%NumPy🕐 = NumSharp ÷ NumPy × 100 = share of NumPy's time NumSharp uses (8% = takes only 8% as long; <100% = faster)

AV POLICY — a NumSharp section that crashes all retries (known intermittent
AccessViolation, an unmanaged-storage lifetime bug) is reported NA / IGNORED
and excluded from every geomean below.  THIS RUN: none.

HEADLINE — operation matrix: 1.46× geomean · 69%🕐 of NumPy's time · 108 win / 57 lose over 165 cells

OPERATIONS — BY SIZE TIER  (geomean over all families)
        slower ◄───────── 1.0 (parity) ─────────► faster
scalar     ██████████████▋ ....   1.46×    68%🕐  ( 20 win / 13 lose)
1K         ████████████████▌ ..   1.65×    60%🕐  ( 26 win /  7 lose)
100K       ██████████████▎ ....   1.43×    70%🕐  ( 19 win / 14 lose)
1M         ███████████████▍ ...   1.55×    65%🕐  ( 21 win / 12 lose)
10M        ████████████▎ ......   1.23×    82%🕐  ( 22 win / 11 lose)
ALL        ██████████████▌ ....   1.46×    69%🕐  (108 win / 57 lose)

OPERATIONS — BY CATEGORY  (geomean over its families, all sizes)
        slower ◄───────── 1.0 (parity) ─────────► faster
elementwise███████████▋ .......   1.16×    86%🕐  ( 28 win / 12 lose)
reductions ███████████████████▶   2.64×    38%🕐  ( 32 win /  8 lose)
selection  ████████████████▍ ..   1.65×    61%🕐  ( 22 win / 13 lose)
copy/cast  █████████▉ .........   0.99×   101%🕐  ( 16 win /  9 lose)  ◄ PARITY
index-math ██████████▎ ........   1.04×    97%🕐  (  6 win /  4 lose)
dtypes     █████████▋ .........   0.96×   104%🕐  (  4 win / 11 lose)  ◄ SLOWER

CATEGORY × TIER geomean
category       scalar       1K     100K       1M      10M
elementwise     1.38×    1.54×    1.28×    1.11×    0.71×
reductions      6.51×    3.42×    1.95×    1.55×    1.91×
selection       0.81×    1.86×    1.83×    2.60×    1.70×
copy/cast       0.80×    0.88×    0.70×    1.66×    1.19×
index-math      0.85×    1.12×    1.08×    1.23×    0.94×
dtypes          0.50×    0.81×    1.82×    1.18×    0.95×

PER-FAMILY × TIER  (NumPy ÷ NumSharp; >1.0 = NumSharp faster)
family        scalar       1K     100K       1M      10M    geomean
-- elementwise
  add          0.98×    1.53×    0.91×    1.13×    0.33×     0.87×
  sqrt         1.08×    1.16×    5.11×    1.00×    0.23×     1.08×
  copy         1.57×    2.35×    1.27×    1.15×    1.72×     1.56×
  strided      1.65×    1.33×    1.00×    0.97×    1.01×     1.17×
  bcast        1.62×    1.22×    0.98×    0.67×    0.92×     1.04×
  reversed     1.63×    1.26×    0.64×    0.65×    1.00×     0.97×
  castbuf      1.31×    1.34×    1.55×    2.59×    1.04×     1.49×
  mixbuf       1.37×    2.79×    1.25×    1.56×    0.50×     1.30×
-- reductions
  sum          3.15×    4.66×    3.54×    2.08×    1.93×     2.91×
  sum ax0      8.95×    1.13×    1.05×    0.95×    0.98×     1.58×
  sum ax1      9.46×    1.60×    0.86×    1.51×    1.62×     2.00×
  sum dt=      2.90×    1.96×    0.56×    1.05×    1.10×     1.30×
  amin         8.97×    1.23×    0.81×    0.73×    0.93×     1.43×
  cumsum       4.43×    1.68×    1.88×    2.50×    1.75×     2.28×
  any(F)       8.97×   23.27×    3.37×    0.68×    1.38×     3.66×
  any(hit)    11.71×   23.13×   23.18×    8.57×   23.53×    16.61×
-- selection
  where        0.94×    1.62×    1.67×    1.93×    1.55×     1.50×
  a[mask]      0.25×    2.91×    3.31×    4.82×    2.12×     1.90×
  a[mask]=     0.22×    4.53×    8.34×   16.46×    5.90×     3.82×
  count_nz     0.67×    2.64×    4.04×    3.60×    1.23×     2.00×
  argwhere     8.39×    6.28×    1.67×    3.90×    3.13×     4.04×
  a[idx]       0.65×    0.46×    0.46×    0.68×    0.89×     0.61×
  a[idx]=      1.18×    0.47×    0.48×    0.55×    0.62×     0.62×
-- copy/cast
  flatten      1.07×    1.00×    0.60×    3.24×    1.19×     1.20×
  astype       0.32×    1.14×    1.54×    3.28×    1.48×     1.22×
  ravel.T      2.16×    1.37×    0.89×    1.93×    1.25×     1.45×
  in-place     0.62×    0.70×    1.14×    1.02×    1.05×     0.88×
  less->b      0.71×    0.49×    0.18×    0.60×    1.02×     0.52×
-- index-math
  unravel      0.56×    0.86×    1.08×    1.00×    1.06×     0.89×
  ravel_mi     1.29×    1.45×    1.09×    1.51×    0.84×     1.21×
-- dtypes
  complex      0.33×    0.63×    0.91×    0.73×    0.53×     0.59×
  float16      0.61×    0.60×    0.54×    0.34×    0.34×     0.47×
  int8         0.63×    1.43×   12.16×    6.62×    4.76×     3.22×

CONSTRUCTION — iterator build+dispose vs np.nditer (size-invariant, 1K)
        slower ◄───────── 1.0 (parity) ─────────► faster
1op          ███████████▊ .......   1.18×    84%🕐  (  1 win /  0 lose)
3op_exl      ███████████████████▶   4.09×    24%🕐  (  1 win /  0 lose)
ufunc        ███████████████████▶   3.30×    30%🕐  (  1 win /  0 lose)
bufcast      ███████████████████▶   3.47×    29%🕐  (  1 win /  0 lose)
multiindex   ███████████████████▶   2.05×    49%🕐  (  1 win /  0 lose)
8op          ███████████████████▶   5.71×    17%🕐  (  1 win /  0 lose)
4d           ██████████████████▍    1.84×    54%🕐  (  1 win /  0 lose)
8d           ███████████████████▶   2.24×    45%🕐  (  1 win /  0 lose)
strided2d    ███████████████████▶   3.18×    31%🕐  (  1 win /  0 lose)
geomean      ███████████████████▶   2.73×    37%🕐  (  9 win /  0 lose)

CHUNK-WIDTH dispatch — strided rows, 2M total, inner width w (NumPy = np.positive)
        slower ◄───────── 1.0 (parity) ─────────► faster
w=4          ████▊ ..............   0.48×   207%🕐  (  0 win /  1 lose)  ◄ SLOWER
w=16         ██████████▏ ........   1.02×    98%🕐  (  1 win /  0 lose)  ◄ PARITY
w=64         ██████████ .........   1.00×   100%🕐  (  1 win /  0 lose)  ◄ PARITY
w=256        ████████████▎ ......   1.23×    81%🕐  (  1 win /  0 lose)
w=1024       █████████████▉ .....   1.40×    72%🕐  (  1 win /  0 lose)

PATHOLOGY canaries — known taxes/losses to track (NumPy ÷ NumSharp)
  bcast_reduce    936.06×   (936.1× faster, faster)
  allocate          1.04×   (1.0× faster, faster)
  overlap_copy      1.83×   (1.8× faster, faster)
  forder_out        1.24×   (1.2× faster, faster)
  zerodim           0.62×   (1.6× slower, SLOWER)

DIVIDENDS — NumSharp-only machinery (NumPy baseline = closest it can do)
                scalar       1K     100K       1M      10M   note
fuse7           12.16×    3.89×    1.44×    1.66×    1.93×   vs chained 6× add
reuse            6.16×    6.41×    1.03×    1.01×    1.02×   vs rebuild each call
par8                 -    0.74×    3.36×    6.03×    2.94×   vs single-thread

biggest NumSharp wins: anyeh@10M 23.53× · anyff@1K 23.27× · anyeh@100K 23.18× · anyeh@1K 23.13× · bassign@1M 16.46×
most behind:           lessbool@100K 0.18× · bassign@1 0.22× · sqrt@10M 0.23× · bread@1 0.25× · astype@1 0.32×

Layout suite — reduction / copy / elementwise × memory layout × dtype

ratio = NumPy_ms / NumSharp_ms — >1.0 = NumSharp faster. ✅≥1.0 🟡≥0.5 🟠≥0.2 🔴<0.2. Layouts (8, harmonized with the cast subsystem): C, F (Fortran), T (transpose), strided [:, ::2], sliced (offset), negrow [::-1,:], negcol [:,::-1], bcast (stride-0). Fills the op-matrix's blind spot (it measures C-contiguous only). 100K + 1M elements, best-of-rounds.

Reduction (sum/min/max/prod, both axes)

Geomean by lay

size	C	F	T	strided	negrow	negcol	sliced	bcast
100K	1.10 ✅	1.11 ✅	1.10 ✅	0.60 🟡	1.03 ✅	0.73 🟡	0.91 🟡	0.83 🟡
1M	1.05 ✅	1.01 ✅	0.98 🟡	0.63 🟡	1.02 ✅	0.72 🟡	0.81 🟡	0.75 🟡

Geomean by dt

size	f64	f32	c128	dec	f16	i32	i64
100K	1.11 ✅	1.30 ✅	0.97 🟡	0.12 🔴	1.05 ✅	1.50 ✅	1.14 ✅
1M	1.02 ✅	1.28 ✅	0.96 🟡	0.11 🔴	1.07 ✅	1.31 ✅	1.07 ✅

Geomean by op

size	sum	min	max	prod
100K	0.95 🟡	0.74 🟡	0.76 🟡	1.34 ✅
1M	0.95 🟡	0.67 🟡	0.68 🟡	1.32 ✅

Worst 15 cells (NumSharp slowest vs NumPy)

key	NumSharp ms	NumPy ms	ratio
1M\|dec\|bcast\|sum\|ax0	7.3695	0.1408	0.02 🔴
1M\|dec\|bcast\|sum\|ax1	4.1086	0.1125	0.03 🔴
100K\|dec\|bcast\|sum\|ax0	0.7283	0.0204	0.03 🔴
1M\|dec\|T\|sum\|ax1	7.5294	0.2240	0.03 🔴
1M\|dec\|F\|sum\|ax1	7.5579	0.2255	0.03 🔴
100K\|dec\|C\|sum\|ax0	0.7326	0.0227	0.03 🔴
100K\|dec\|F\|sum\|ax1	0.7286	0.0227	0.03 🔴
100K\|dec\|T\|sum\|ax1	0.7284	0.0227	0.03 🔴
100K\|dec\|negrow\|sum\|ax0	0.7282	0.0230	0.03 🔴
1M\|dec\|negrow\|sum\|ax0	7.4363	0.2417	0.03 🔴
1M\|dec\|sliced\|sum\|ax0	7.2451	0.2436	0.03 🔴
100K\|dec\|sliced\|sum\|ax0	0.7190	0.0248	0.03 🔴
1M\|dec\|C\|sum\|ax0	5.5333	0.2184	0.04 🔴
100K\|dec\|negrow\|sum\|ax1	0.4159	0.0184	0.04 🔴
1M\|i32\|bcast\|max\|ax1	1.1684	0.0603	0.05 🔴

Copy / identity-ufunc (np.positive)

Geomean by lay

size	C	F	T	strided	sliced	negrow	negcol	bcast
100K	3.78 ✅	2.96 ✅	3.47 ✅	1.55 ✅	3.76 ✅	3.95 ✅	3.58 ✅	4.26 ✅
1M	6.83 ✅	6.29 ✅	6.51 ✅	3.32 ✅	5.41 ✅	6.04 ✅	6.47 ✅	9.24 ✅

Geomean by dt

size	u8	i8	i16	u16	i32	u32	i64	u64	char	f16	f32	f64	c128
100K	5.43 ✅	4.13 ✅	4.31 ✅	4.58 ✅	2.80 ✅	2.76 ✅	1.87 ✅	1.51 ✅	4.72 ✅	4.89 ✅	1.73 ✅	1.28 ✅	10.68 ✅
1M	10.08 ✅	10.08 ✅	8.28 ✅	8.35 ✅	4.46 ✅	4.98 ✅	3.65 ✅	4.39 ✅	7.96 ✅	7.65 ✅	4.17 ✅	3.93 ✅	5.93 ✅

Worst 15 cells (NumSharp slowest vs NumPy)

key	NumSharp ms	NumPy ms	ratio
100K\|f32\|strided\|pos	0.0285	0.0159	0.56 🟡
100K\|f64\|strided\|pos	0.0312	0.0180	0.58 🟡
100K\|i32\|strided\|pos	0.0286	0.0197	0.69 🟡
100K\|u32\|strided\|pos	0.0285	0.0197	0.69 🟡
100K\|f64\|T\|pos	0.0310	0.0277	0.89 🟡
100K\|i64\|strided\|pos	0.0317	0.0299	0.94 🟡
100K\|u64\|strided\|pos	0.0312	0.0298	0.96 🟡
100K\|f64\|C\|pos	0.0281	0.0277	0.98 🟡
100K\|i64\|F\|pos	0.0370	0.0364	0.98 🟡
100K\|f64\|F\|pos	0.0305	0.0329	1.08 ✅
100K\|u64\|F\|pos	0.0317	0.0364	1.15 ✅
100K\|u64\|T\|pos	0.0310	0.0365	1.18 ✅
100K\|u64\|C\|pos	0.0284	0.0364	1.28 ✅
1M\|i32\|strided\|pos	0.2711	0.3486	1.29 ✅
100K\|i8\|strided\|pos	0.0089	0.0117	1.31 ✅

Elementwise (add/mul/neg/abs/sqrt/less/copy)

Geomean by lay

size	C	F	T	strided	sliced	negrow	negcol	bcast
100K	1.26 ✅	1.19 ✅	1.15 ✅	0.54 🟡	1.59 ✅	1.55 ✅	1.13 ✅	1.46 ✅
1M	2.15 ✅	1.96 ✅	1.97 ✅	0.99 🟡	2.38 ✅	2.40 ✅	1.49 ✅	2.89 ✅

Geomean by dt

size	f64	f32	c128	f16	i32	i64
100K	1.07 ✅	0.86 🟡	2.61 ✅	0.91 🟡	1.27 ✅	0.98 🟡
1M	2.14 ✅	2.34 ✅	1.93 ✅	1.12 ✅	2.40 ✅	2.05 ✅

Geomean by op

size	add	mul	neg	abs	sqrt	less	copy
100K	1.44 ✅	1.39 ✅	1.30 ✅	1.20 ✅	0.93 🟡	0.87 🟡	1.26 ✅
1M	2.18 ✅	2.17 ✅	2.80 ✅	2.44 ✅	1.27 ✅	0.88 🟡	2.88 ✅

Worst 15 cells (NumSharp slowest vs NumPy)

key	NumSharp ms	NumPy ms	ratio
100K\|i64\|strided\|add	0.1828	0.0256	0.14 🔴
100K\|f64\|strided\|add	0.1900	0.0287	0.15 🔴
100K\|f64\|strided\|mul	0.1833	0.0301	0.16 🔴
100K\|i64\|strided\|mul	0.1831	0.0301	0.16 🔴
100K\|f64\|strided\|neg	0.0943	0.0163	0.17 🔴
100K\|f64\|strided\|abs	0.0931	0.0165	0.18 🔴
100K\|f64\|T\|sqrt	0.2797	0.0552	0.20 🔴
100K\|f32\|strided\|abs	0.0492	0.0098	0.20 🟠
100K\|i64\|strided\|sqrt	0.1752	0.0408	0.23 🟠
100K\|i32\|bcast\|sqrt	0.3200	0.0804	0.25 🟠
100K\|f32\|negcol\|add	0.1845	0.0494	0.27 🟠
100K\|i32\|F\|sqrt	0.2797	0.0778	0.28 🟠
100K\|i32\|strided\|add	0.0932	0.0279	0.30 🟠
100K\|i32\|strided\|mul	0.0930	0.0279	0.30 🟠
100K\|f32\|strided\|add	0.0933	0.0286	0.31 🟠

Operand & broadcast layouts — 1-D / scalar / mixed-operand / broadcast

The layout classes the per-operand layout grid (benchmark/layout) can't express. ratio = NumPy_ms / NumSharp_ms — >1.0 = NumSharp faster. ✅≥1.0 🟡≥0.5 🟠≥0.2 🔴<0.2. 1M elements, best-of-3.

case	f64	f32	f16	i32	i64	c128	geomean
1-D contiguous (a+a)	4.48 ✅	5.87 ✅	0.75 🟡	4.42 ✅	3.33 ✅	1.66 ✅	2.80 ✅
1-D strided a[::2]	3.80 ✅	4.13 ✅	1.29 ✅	0.57 🟡	0.57 🟡	2.04 ✅	1.54 ✅
1-D reversed a[::-1]	4.67 ✅	4.38 ✅	0.69 🟡	0.53 🟡	0.48 🟠	1.65 ✅	1.35 ✅
array + scalar	5.52 ✅	4.46 ✅	0.73 🟡	4.60 ✅	3.04 ✅	1.79 ✅	2.77 ✅
scalar + array	5.55 ✅	8.52 ✅	0.74 🟡	4.63 ✅	3.50 ✅	1.69 ✅	3.14 ✅
mixed C + F	2.86 ✅	3.89 ✅	0.77 🟡	0.93 🟡	0.74 🟡	1.77 ✅	1.48 ✅
mixed C + T	3.18 ✅	0.89 🟡	0.77 🟡	0.91 🟡	0.75 🟡	2.40 ✅	1.23 ✅
binary broadcast +row(1,C)	5.75 ✅	3.01 ✅	0.74 🟡	4.97 ✅	3.84 ✅	1.71 ✅	2.73 ✅
binary broadcast +col(R,1)	5.55 ✅	3.06 ✅	0.69 🟡	5.42 ✅	6.77 ✅	2.60 ✅	3.23 ✅
col-broadcast unary (inner stride-0)	5.12 ✅	1.98 ✅	0.95 🟡	2.27 ✅	3.42 ✅	5.45 ✅	2.72 ✅

Worst 12 cells

key	NumSharp ms	NumPy ms	ratio
1d_rev	i64	3.6240	1.7425	0.48 🟠
1d_rev	i32	1.8063	0.9642	0.53 🟡
1d_strided	i64	1.8131	1.0274	0.57 🟡
1d_strided	i32	0.9047	0.5148	0.57 🟡
1d_rev	f16	9.7203	6.6619	0.69 🟡
bcast_col	f16	9.5953	6.6540	0.69 🟡
scalar_rhs	f16	9.0203	6.5493	0.73 🟡
bcast_row	f16	9.1483	6.7400	0.74 🟡
scalar_lhs	f16	8.9600	6.6276	0.74 🟡
mix_C_F	i64	3.9903	2.9637	0.74 🟡
1d_C	f16	8.9710	6.6916	0.75 🟡
mix_C_T	i64	3.7170	2.7903	0.75 🟡

60 comparable cells.

Cast matrix — astype src→dst × layout × dtype

Full astype(dst, copy:true) sweep over every src→dst dtype pair × 8 memory layouts at 1M elements, best-of-3. ratio = NumPy_ms / NumSharp_ms — >1.0 = NumSharp faster. ✅≥1.0 🟡≥0.5 🟠≥0.2 🔴<0.2 · — = no NumPy counterpart (Decimal has no NumPy dtype).

Summary

381 / 1568 comparable cells lag (<1.0); 1187 win (≥1.0).
🔴 <0.2 — 26 cells. Top: 14× float/cplx → narrow-int (bool/u8/i8/i16/u16/char); 5× int → sub-word (narrow); 3× bool → f16
🟠 0.2–0.5 — 156 cells. Top: 67× int → sub-word (narrow); 24× float/cplx → narrow-int (bool/u8/i8/i16/u16/char); 15× * → bool
🟡 0.5–1.0 — 199 cells. Top: 32× int → sub-word (narrow); 27× float/cplx → narrow-int (bool/u8/i8/i16/u16/char); 8× f16 → u64

float/complex → narrow-int geomean by src (the historical cliff): f32→narrow 1.62, f64→narrow 1.16, f16→narrow 3.67, c128→narrow 0.88.

Geomean by layout (all src×dst, excl. Decimal)

C	F	T	sliced	negrow	negcol	strided	bcast
3.27 ✅	3.18 ✅	3.27 ✅	2.88 ✅	2.98 ✅	1.76 ✅	1.53 ✅	0.43 🟠

Geomean by src dtype (all layouts×dst)

bool	u8	i8	i16	u16	i32	u32	i64	u64	char	f16	f32	f64	dec	c128
1.98 ✅	3.30 ✅	3.17 ✅	3.43 ✅	3.49 ✅	1.97 ✅	1.99 ✅	1.36 ✅	1.31 ✅	3.01 ✅	2.38 ✅	1.56 ✅	1.32 ✅	nan ?	1.05 ✅

Geomean by dst dtype (all layouts×src)

bool	u8	i8	i16	u16	i32	u32	i64	u64	char	f16	f32	f64	dec	c128
1.94 ✅	1.68 ✅	1.68 ✅	2.27 ✅	2.33 ✅	2.41 ✅	1.85 ✅	2.44 ✅	2.01 ✅	2.27 ✅	1.59 ✅	1.96 ✅	2.39 ✅	nan ?	2.51 ✅

Layout: C (rows=src, cols=dst)

src\dst	bool	u8	i8	i16	u16	i32	u32	i64	u64	char	f16	f32	f64	dec	c128
bool	0.61🟡	7.31✅	7.34✅	8.93✅	9.52✅	7.84✅	7.83✅	7.55✅	7.11✅	7.15✅	0.25🟠	8.07✅	7.43✅	—	5.93✅
u8	5.00✅	0.74🟡	10.54✅	9.68✅	10.47✅	5.89✅	6.23✅	4.24✅	6.99✅	5.11✅	2.86✅	1.95✅	3.00✅	—	3.57✅
i8	11.65✅	8.73✅	1.64✅	6.04✅	7.70✅	4.82✅	4.67✅	8.25✅	3.93✅	7.74✅	2.88✅	1.95✅	3.01✅	—	3.45✅
i16	8.38✅	7.80✅	10.52✅	3.85✅	6.95✅	5.38✅	5.15✅	4.83✅	3.81✅	7.30✅	2.89✅	6.11✅	2.96✅	—	3.20✅
u16	8.43✅	10.58✅	9.20✅	4.36✅	3.71✅	9.34✅	4.58✅	4.74✅	5.03✅	3.92✅	2.88✅	5.91✅	2.96✅	—	3.42✅
i32	3.33✅	1.01✅	0.90🟡	4.16✅	5.39✅	3.42✅	5.44✅	4.23✅	4.31✅	4.91✅	3.00✅	2.43✅	4.11✅	—	2.51✅
u32	1.23✅	1.45✅	0.90🟡	4.33✅	5.37✅	5.22✅	3.59✅	4.23✅	4.34✅	5.08✅	2.73✅	1.87✅	2.88✅	—	2.90✅
i64	1.21✅	1.34✅	0.89🟡	1.79✅	1.86✅	3.07✅	6.35✅	2.63✅	4.49✅	2.23✅	1.43✅	1.66✅	2.97✅	—	2.45✅
u64	1.21✅	1.03✅	1.33✅	1.48✅	1.75✅	3.24✅	2.93✅	4.45✅	2.55✅	1.59✅	0.96🟡	1.50✅	1.77✅	—	2.30✅
char	8.37✅	10.77✅	10.72✅	7.39✅	4.61✅	2.32✅	2.13✅	2.21✅	2.29✅	3.58✅	10.67✅	3.28✅	2.30✅	—	5.38✅
f16	17.29✅	4.34✅	4.65✅	5.44✅	5.87✅	6.92✅	4.42✅	3.29✅	0.72🟡	5.71✅	3.47✅	3.16✅	0.88🟡	—	1.23✅
f32	4.93✅	2.75✅	2.71✅	5.25✅	6.18✅	4.65✅	0.71🟡	0.89🟡	0.57🟡	5.03✅	3.06✅	3.51✅	4.51✅	—	3.04✅
f64	2.26✅	2.62✅	2.60✅	3.28✅	2.91✅	3.26✅	0.97🟡	1.07✅	0.61🟡	2.53✅	4.95✅	5.40✅	3.06✅	—	1.88✅
dec	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
c128	0.86🟡	1.51✅	1.51✅	1.89✅	1.97✅	2.14✅	1.12✅	1.12✅	0.62🟡	2.05✅	1.52✅	1.66✅	1.77✅	—	6.39✅

Layout: F (rows=src, cols=dst)

src\dst	bool	u8	i8	i16	u16	i32	u32	i64	u64	char	f16	f32	f64	dec	c128
bool	4.39✅	15.91✅	8.64✅	8.94✅	15.51✅	7.49✅	6.23✅	5.36✅	5.38✅	9.29✅	0.29🟠	6.61✅	5.07✅	—	3.59✅
u8	10.68✅	1.43✅	12.29✅	10.07✅	8.19✅	5.91✅	5.77✅	4.41✅	4.46✅	9.37✅	2.87✅	1.88✅	2.50✅	—	2.23✅
i8	11.47✅	8.15✅	1.69✅	9.64✅	6.67✅	5.80✅	5.78✅	3.95✅	3.66✅	8.03✅	2.90✅	1.90✅	2.96✅	—	3.53✅
i16	8.39✅	3.52✅	3.61✅	3.40✅	6.73✅	5.65✅	5.11✅	4.70✅	5.08✅	6.12✅	2.81✅	6.46✅	2.22✅	—	3.41✅
u16	8.43✅	3.61✅	10.58✅	4.51✅	3.75✅	5.31✅	5.25✅	4.82✅	4.85✅	3.41✅	2.83✅	5.70✅	3.01✅	—	3.36✅
i32	3.37✅	1.03✅	0.90🟡	4.01✅	5.65✅	3.53✅	5.44✅	4.36✅	4.30✅	5.11✅	3.02✅	2.44✅	3.95✅	—	3.00✅
u32	3.33✅	1.31✅	0.90🟡	4.09✅	5.12✅	5.29✅	6.34✅	6.40✅	4.42✅	5.11✅	2.71✅	1.86✅	5.51✅	—	2.96✅
i64	1.21✅	1.35✅	0.47🟠	1.80✅	1.70✅	3.02✅	3.17✅	3.26✅	4.73✅	2.32✅	1.44✅	2.38✅	2.96✅	—	2.24✅
u64	1.21✅	1.03✅	1.30✅	1.46✅	1.15✅	2.05✅	2.16✅	4.56✅	3.30✅	2.34✅	1.80✅	1.52✅	1.79✅	—	2.12✅
char	3.41✅	10.38✅	11.62✅	5.90✅	6.66✅	2.37✅	2.29✅	3.37✅	3.44✅	3.37✅	2.84✅	1.90✅	2.78✅	—	1.40✅
f16	17.23✅	2.26✅	2.26✅	5.36✅	5.75✅	7.08✅	1.46✅	3.32✅	0.72🟡	5.72✅	3.65✅	3.19✅	0.93🟡	—	1.22✅
f32	4.93✅	2.74✅	2.71✅	4.76✅	4.99✅	4.64✅	0.72🟡	0.90🟡	0.58🟡	5.01✅	3.04✅	3.37✅	4.23✅	—	2.10✅
f64	2.23✅	2.63✅	2.62✅	3.28✅	2.65✅	3.19✅	0.96🟡	1.04✅	0.60🟡	2.61✅	4.64✅	2.87✅	5.74✅	—	1.69✅
dec	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
c128	0.72🟡	1.11✅	1.51✅	1.96✅	1.93✅	3.88✅	1.13✅	1.17✅	0.66🟡	1.93✅	1.50✅	1.78✅	2.06✅	—	3.15✅

Layout: T (rows=src, cols=dst)

src\dst	bool	u8	i8	i16	u16	i32	u32	i64	u64	char	f16	f32	f64	dec	c128
bool	2.23✅	9.99✅	11.36✅	9.60✅	7.85✅	6.26✅	6.66✅	5.41✅	9.87✅	8.71✅	0.30🟠	6.89✅	5.08✅	—	2.85✅
u8	10.79✅	2.28✅	11.33✅	9.68✅	8.06✅	5.78✅	5.86✅	4.55✅	4.26✅	13.74✅	10.38✅	1.90✅	2.97✅	—	3.66✅
i8	11.61✅	8.43✅	1.72✅	9.62✅	8.01✅	5.66✅	5.40✅	3.84✅	3.91✅	8.00✅	2.87✅	1.89✅	2.71✅	—	3.34✅
i16	8.32✅	6.75✅	9.36✅	3.54✅	7.24✅	5.83✅	5.59✅	4.80✅	4.88✅	6.31✅	2.88✅	5.78✅	2.91✅	—	3.23✅
u16	8.38✅	10.53✅	9.94✅	6.40✅	4.32✅	5.26✅	3.92✅	6.60✅	5.07✅	3.43✅	2.91✅	5.75✅	2.98✅	—	3.51✅
i32	3.30✅	0.95🟡	0.86🟡	4.18✅	5.56✅	3.66✅	5.45✅	4.19✅	4.29✅	5.09✅	1.57✅	2.53✅	4.16✅	—	3.09✅
u32	3.27✅	1.44✅	0.90🟡	4.22✅	10.09✅	5.72✅	3.82✅	3.28✅	3.57✅	4.80✅	2.70✅	1.87✅	2.92✅	—	2.91✅
i64	1.21✅	1.36✅	0.87🟡	1.76✅	1.81✅	2.72✅	2.73✅	3.17✅	4.53✅	2.14✅	1.46✅	2.24✅	2.56✅	—	3.00✅
u64	1.21✅	1.03✅	1.27✅	1.00🟡	1.15✅	3.27✅	3.00✅	4.49✅	3.17✅	2.28✅	1.83✅	1.51✅	1.79✅	—	2.22✅
char	8.36✅	10.71✅	9.34✅	6.52✅	4.13✅	2.44✅	2.35✅	6.94✅	3.54✅	3.52✅	2.89✅	1.86✅	2.64✅	—	2.17✅
f16	17.18✅	4.33✅	4.66✅	5.42✅	5.86✅	7.12✅	1.48✅	3.31✅	0.71🟡	5.72✅	3.90✅	3.18✅	0.95🟡	—	1.22✅
f32	2.46✅	2.69✅	2.72✅	5.31✅	9.91✅	4.80✅	0.70🟡	0.90🟡	0.57🟡	4.98✅	3.04✅	3.43✅	4.12✅	—	2.18✅
f64	2.19✅	2.75✅	2.45✅	3.34✅	2.87✅	3.14✅	0.99🟡	1.05✅	0.61🟡	2.70✅	1.70✅	3.19✅	3.20✅	—	2.29✅
dec	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
c128	0.88🟡	1.45✅	1.41✅	1.97✅	1.92✅	2.13✅	1.11✅	1.09✅	0.63🟡	1.91✅	1.51✅	1.69✅	1.99✅	—	3.07✅

Layout: sliced (rows=src, cols=dst)

src\dst	bool	u8	i8	i16	u16	i32	u32	i64	u64	char	f16	f32	f64	dec	c128
bool	1.19✅	0.90🟡	1.05✅	1.26✅	1.43✅	1.74✅	1.72✅	4.18✅	2.96✅	1.29✅	0.16🔴	1.37✅	2.89✅	—	2.49✅
u8	8.17✅	1.35✅	11.60✅	9.18✅	7.42✅	5.47✅	5.77✅	2.96✅	2.97✅	9.10✅	2.76✅	1.89✅	2.97✅	—	3.85✅
i8	8.55✅	7.70✅	0.67🟡	9.53✅	8.06✅	5.78✅	6.02✅	3.02✅	3.04✅	7.57✅	2.81✅	1.90✅	2.95✅	—	3.65✅
i16	7.97✅	7.08✅	8.65✅	5.15✅	7.31✅	5.66✅	5.21✅	4.56✅	5.01✅	6.79✅	2.80✅	5.88✅	3.50✅	—	3.67✅
u16	8.03✅	8.86✅	9.19✅	6.80✅	4.52✅	4.76✅	4.91✅	4.65✅	4.50✅	4.87✅	1.74✅	5.91✅	3.76✅	—	3.36✅
i32	3.00✅	3.00✅	3.05✅	2.74✅	2.90✅	3.72✅	3.99✅	4.23✅	4.30✅	4.92✅	2.89✅	1.67✅	4.38✅	—	3.06✅
u32	3.16✅	4.32✅	3.05✅	3.93✅	4.99✅	4.43✅	4.22✅	4.08✅	3.09✅	4.88✅	2.66✅	2.31✅	3.67✅	—	3.23✅
i64	1.11✅	1.72✅	1.22✅	2.57✅	2.17✅	2.32✅	2.75✅	2.06✅	1.87✅	1.58✅	1.42✅	3.28✅	2.70✅	—	2.26✅
u64	1.18✅	1.22✅	1.76✅	2.27✅	2.30✅	2.98✅	2.73✅	2.79✅	2.83✅	2.18✅	0.96🟡	1.38✅	1.20✅	—	1.57✅
char	8.01✅	8.66✅	8.53✅	6.80✅	5.70✅	2.31✅	2.32✅	4.08✅	4.21✅	4.92✅	2.80✅	1.85✅	2.96✅	—	3.57✅
f16	16.46✅	4.15✅	4.37✅	5.06✅	5.45✅	6.17✅	1.52✅	3.11✅	0.72🟡	5.34✅	5.64✅	3.01✅	0.90🟡	—	1.15✅
f32	4.31✅	2.33✅	2.32✅	4.27✅	4.42✅	4.32✅	0.70🟡	0.89🟡	0.57🟡	4.25✅	3.03✅	3.82✅	4.21✅	—	2.84✅
f64	2.07✅	2.16✅	2.18✅	1.75✅	1.68✅	2.97✅	0.94🟡	1.02✅	0.62🟡	2.43✅	1.73✅	3.12✅	2.92✅	—	2.32✅
dec	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
c128	0.91🟡	1.38✅	1.40✅	1.86✅	1.80✅	1.89✅	1.01✅	1.10✅	0.63🟡	1.79✅	1.50✅	1.55✅	1.13✅	—	1.59✅

Layout: negrow (rows=src, cols=dst)

src\dst	bool	u8	i8	i16	u16	i32	u32	i64	u64	char	f16	f32	f64	dec	c128
bool	1.41✅	0.90🟡	1.04✅	1.34✅	1.06✅	1.26✅	1.67✅	2.88✅	2.81✅	1.29✅	0.15🔴	1.99✅	2.82✅	—	2.79✅
u8	8.62✅	1.53✅	17.94✅	9.60✅	10.05✅	5.65✅	8.86✅	2.96✅	7.78✅	9.41✅	2.75✅	1.91✅	2.92✅	—	2.28✅
i8	8.44✅	12.17✅	1.14✅	9.86✅	7.99✅	5.92✅	5.91✅	2.97✅	3.01✅	8.34✅	2.83✅	1.90✅	2.96✅	—	3.54✅
i16	7.46✅	6.76✅	9.40✅	5.20✅	4.25✅	5.39✅	5.28✅	4.41✅	4.22✅	7.03✅	2.80✅	5.55✅	3.31✅	—	3.54✅
u16	7.48✅	10.39✅	9.33✅	7.19✅	4.79✅	5.29✅	5.12✅	4.86✅	4.80✅	5.07✅	2.82✅	6.02✅	3.50✅	—	3.81✅
i32	2.85✅	2.90✅	2.88✅	4.15✅	8.52✅	3.74✅	3.95✅	4.15✅	4.33✅	5.01✅	2.89✅	1.71✅	4.10✅	—	2.88✅
u32	2.86✅	3.90✅	2.90✅	4.15✅	5.38✅	4.15✅	2.87✅	4.12✅	4.16✅	5.06✅	2.59✅	2.20✅	3.41✅	—	3.27✅
i64	1.15✅	1.70✅	1.25✅	2.79✅	2.39✅	3.00✅	2.88✅	2.43✅	2.67✅	2.09✅	1.41✅	1.71✅	2.35✅	—	1.85✅
u64	1.15✅	1.23✅	1.67✅	2.26✅	2.26✅	3.04✅	2.97✅	3.13✅	3.01✅	2.21✅	0.94🟡	0.77🟡	2.90✅	—	2.20✅
char	3.15✅	10.35✅	10.36✅	7.37✅	4.55✅	2.27✅	2.30✅	4.07✅	6.93✅	5.53✅	2.80✅	1.88✅	2.74✅	—	3.28✅
f16	15.60✅	4.11✅	4.27✅	4.99✅	5.21✅	6.69✅	1.52✅	3.24✅	0.72🟡	5.08✅	5.45✅	3.09✅	0.88🟡	—	1.22✅
f32	4.19✅	2.19✅	2.21✅	4.56✅	4.35✅	4.32✅	0.65🟡	0.83🟡	1.40✅	4.28✅	2.92✅	3.68✅	3.83✅	—	2.93✅
f64	2.00✅	2.22✅	2.23✅	3.20✅	2.80✅	3.34✅	0.95🟡	0.99🟡	0.62🟡	2.66✅	1.66✅	3.17✅	2.83✅	—	2.35✅
dec	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
c128	0.85🟡	1.35✅	1.34✅	1.80✅	1.93✅	1.96✅	1.06✅	1.06✅	0.64🟡	1.68✅	1.45✅	1.59✅	1.89✅	—	1.85✅

Layout: negcol (rows=src, cols=dst)

src\dst	bool	u8	i8	i16	u16	i32	u32	i64	u64	char	f16	f32	f64	dec	c128
bool	0.86🟡	0.90🟡	0.89🟡	1.31✅	1.34✅	1.67✅	1.67✅	2.90✅	2.84✅	1.26✅	0.30🟠	3.50✅	5.13✅	—	3.47✅
u8	0.68🟡	8.93✅	7.66✅	9.53✅	10.56✅	2.17✅	2.12✅	3.99✅	3.99✅	9.81✅	1.07✅	2.07✅	3.32✅	—	3.61✅
i8	1.08✅	11.79✅	9.13✅	7.96✅	7.28✅	2.00✅	2.16✅	3.59✅	3.62✅	9.62✅	1.04✅	1.43✅	3.28✅	—	3.51✅
i16	3.86✅	9.02✅	3.82✅	8.90✅	9.48✅	2.27✅	2.20✅	2.63✅	2.74✅	5.67✅	2.14✅	1.95✅	3.21✅	—	2.49✅
u16	3.83✅	5.18✅	5.21✅	7.24✅	8.55✅	2.59✅	1.95✅	4.22✅	3.83✅	8.73✅	2.15✅	2.00✅	3.23✅	—	3.62✅
i32	0.48🟠	0.55🟡	0.23🟠	0.46🟠	0.72🟡	1.79✅	1.77✅	3.61✅	3.61✅	0.64🟡	2.21✅	3.56✅	2.91✅	—	3.24✅
u32	0.48🟠	0.41🟠	0.23🟠	0.64🟡	0.50🟡	1.85✅	1.78✅	3.74✅	3.87✅	0.81🟡	2.11✅	1.91✅	2.33✅	—	2.87✅
i64	0.39🟠	0.40🟠	0.39🟠	0.56🟡	0.49🟠	0.69🟡	0.72🟡	2.33✅	2.35✅	0.45🟠	1.23✅	1.80✅	2.94✅	—	2.24✅
u64	0.39🟠	0.39🟠	0.39🟠	0.54🟡	4.29✅	1.04✅	0.72🟡	2.00✅	1.99✅	0.55🟡	1.49✅	1.16✅	1.86✅	—	2.21✅
char	3.86✅	5.25✅	5.24✅	7.23✅	9.19✅	2.46✅	2.46✅	2.94✅	3.89✅	8.81✅	2.08✅	1.88✅	2.67✅	—	2.39✅
f16	9.56✅	2.28✅	3.87✅	2.76✅	2.72✅	3.40✅	1.26✅	2.28✅	0.73🟡	2.66✅	5.81✅	3.49✅	0.82🟡	—	1.23✅
f32	0.82🟡	0.40🟠	0.54🟡	0.69🟡	0.66🟡	0.98🟡	0.41🟠	0.86🟡	0.48🟠	0.66🟡	2.17✅	1.74✅	2.27✅	—	2.84✅
f64	0.57🟡	0.30🟠	0.30🟠	0.58🟡	0.51🟡	2.93✅	0.57🟡	0.98🟡	0.58🟡	0.49🟠	1.36✅	1.37✅	2.55✅	—	2.30✅
dec	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
c128	1.00🟡	0.39🟠	0.40🟠	0.64🟡	0.62🟡	0.84🟡	0.69🟡	1.07✅	0.63🟡	0.60🟡	1.24✅	1.64✅	2.10✅	—	2.05✅

Layout: strided (rows=src, cols=dst)

src\dst	bool	u8	i8	i16	u16	i32	u32	i64	u64	char	f16	f32	f64	dec	c128
bool	0.83🟡	0.88🟡	0.63🟡	0.58🟡	0.87🟡	1.73✅	1.91✅	2.96✅	2.84✅	0.87🟡	0.14🔴	2.02✅	2.92✅	—	4.93✅
u8	0.98🟡	6.38✅	5.43✅	5.78✅	5.12✅	1.85✅	2.57✅	4.44✅	3.15✅	2.79✅	0.89🟡	2.05✅	3.43✅	—	4.89✅
i8	0.98🟡	7.47✅	6.25✅	4.26✅	5.16✅	2.07✅	2.26✅	3.69✅	3.86✅	5.83✅	1.87✅	2.15✅	3.52✅	—	4.92✅
i16	2.92✅	3.87✅	2.79✅	5.38✅	4.66✅	2.17✅	2.47✅	3.85✅	2.70✅	5.36✅	1.92✅	2.03✅	3.58✅	—	4.75✅
u16	2.92✅	3.85✅	3.85✅	3.81✅	1.96✅	1.76✅	2.91✅	4.26✅	4.23✅	5.33✅	0.92🟡	2.14✅	3.63✅	—	4.65✅
i32	0.46🟠	0.21🟠	0.56🟡	0.57🟡	0.39🟠	1.83✅	1.32✅	3.49✅	3.50✅	0.39🟠	0.97🟡	1.58✅	2.85✅	—	3.66✅
u32	0.33🟠	0.39🟠	0.56🟡	0.23🟠	0.23🟠	1.82✅	2.87✅	3.71✅	3.99✅	0.59🟡	1.85✅	2.10✅	3.37✅	—	4.08✅
i64	0.41🟠	0.41🟠	0.19🔴	0.41🟠	0.32🟠	0.78🟡	0.83🟡	2.67✅	2.59✅	0.32🟠	0.54🟡	1.38✅	2.62✅	—	2.90✅
u64	0.42🟠	0.42🟠	0.41🟠	0.41🟠	0.41🟠	0.85🟡	0.81🟡	2.64✅	2.73✅	0.41🟠	1.33✅	1.20✅	2.05✅	—	2.66✅
char	2.91✅	3.83✅	7.51✅	3.75✅	4.73✅	2.70✅	2.81✅	4.33✅	4.21✅	5.29✅	1.93✅	1.89✅	2.98✅	—	4.29✅
f16	7.74✅	1.84✅	1.98✅	2.43✅	2.25✅	3.32✅	1.31✅	2.26✅	0.73🟡	2.25✅	5.31✅	1.99✅	0.86🟡	—	1.22✅
f32	0.82🟡	0.38🟠	0.54🟡	0.38🟠	0.38🟠	1.07✅	0.49🟠	0.85🟡	0.45🟠	0.38🟠	2.00✅	3.46✅	2.52✅	—	3.65✅
f64	0.60🟡	0.39🟠	0.37🟠	0.42🟠	0.38🟠	0.61🟡	0.64🟡	1.13✅	0.41🟠	0.19🔴	1.25✅	1.64✅	2.80✅	—	3.49✅
dec	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
c128	0.35🟠	0.61🟡	0.62🟡	0.57🟡	0.57🟡	1.04✅	0.71🟡	1.17✅	0.55🟡	0.57🟡	0.42🟠	1.08✅	1.96✅	—	2.53✅

Layout: bcast (rows=src, cols=dst)

src\dst	bool	u8	i8	i16	u16	i32	u32	i64	u64	char	f16	f32	f64	dec	c128
bool	0.03🔴	0.28🟠	0.27🟠	0.27🟠	0.27🟠	0.49🟠	0.50🟠	0.97🟡	0.88🟡	0.36🟠	0.30🟠	0.51🟡	0.97🟡	—	1.42✅
u8	0.29🟠	0.03🔴	0.25🟠	0.39🟠	0.39🟠	0.47🟠	0.50🟠	0.98🟡	0.99🟡	0.37🟠	0.59🟡	0.54🟡	0.92🟡	—	1.39✅
i8	0.29🟠	0.34🟠	0.03🔴	0.33🟠	0.38🟠	0.38🟠	0.50🟡	0.91🟡	0.92🟡	0.38🟠	0.58🟡	0.48🟠	0.98🟡	—	1.35✅
i16	0.27🟠	0.31🟠	0.23🟠	0.23🟠	0.25🟠	0.51🟡	0.49🟠	0.98🟡	0.98🟡	0.39🟠	0.57🟡	0.47🟠	0.91🟡	—	1.28✅
u16	0.56🟡	0.31🟠	0.31🟠	0.32🟠	0.25🟠	0.48🟠	0.51🟡	0.97🟡	0.99🟡	0.23🟠	0.59🟡	1.05✅	1.30✅	—	1.29✅
i32	0.25🟠	0.30🟠	0.29🟠	0.34🟠	0.30🟠	0.31🟠	0.32🟠	0.92🟡	0.96🟡	0.30🟠	0.62🟡	0.41🟠	0.98🟡	—	1.31✅
u32	0.19🔴	0.13🔴	0.30🟠	0.24🟠	0.41🟠	0.40🟠	0.41🟠	0.74🟡	1.00🟡	0.38🟠	0.59🟡	0.41🟠	0.98🟡	—	1.24✅
i64	0.29🟠	0.26🟠	0.26🟠	0.32🟠	0.25🟠	0.39🟠	0.46🟠	0.98🟡	0.99🟡	0.26🟠	0.54🟡	0.36🟠	0.98🟡	—	1.24✅
u64	0.29🟠	0.11🔴	0.11🔴	0.34🟠	0.34🟠	0.44🟠	0.47🟠	0.95🟡	1.00🟡	0.32🟠	0.54🟡	0.50🟡	1.12✅	—	1.12✅
char	0.26🟠	0.13🔴	0.31🟠	0.33🟠	0.25🟠	0.47🟠	0.47🟠	0.93🟡	0.80🟡	0.24🟠	0.58🟡	0.49🟠	0.97🟡	—	1.19✅
f16	0.77🟡	0.40🟠	0.41🟠	0.85🟡	0.45🟠	0.49🟠	0.51🟡	0.55🟡	0.67🟡	0.44🟠	0.26🟠	0.49🟠	0.77🟡	—	0.94🟡
f32	0.44🟠	0.11🔴	0.15🔴	0.19🔴	0.19🔴	0.33🟠	0.33🟠	0.75🟡	0.59🟡	0.18🔴	0.74🟡	0.37🟠	0.95🟡	—	1.30✅
f64	0.44🟠	0.12🔴	0.13🔴	0.24🟠	0.21🟠	0.37🟠	0.41🟠	0.85🟡	0.66🟡	0.19🔴	0.66🟡	0.36🟠	0.99🟡	—	1.27✅
dec	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
c128	0.36🟠	0.12🔴	0.08🔴	0.14🔴	0.17🔴	0.26🟠	0.27🟠	0.87🟡	0.40🟠	0.16🔴	0.66🟡	0.29🟠	0.97🟡	—	1.34✅

Lagging cells (<1.0) — the worklist (381 cells)

key	NumSharp ms	NumPy ms	ratio
bool\|bcast\|bool	1.4941	0.0471	0.03 🔴
u8\|bcast\|u8	1.4360	0.0487	0.03 🔴
i8\|bcast\|i8	1.4392	0.0488	0.03 🔴
c128\|bcast\|i8	3.1701	0.2452	0.08 🔴
u64\|bcast\|u8	1.8771	0.1978	0.11 🔴
u64\|bcast\|i8	1.8710	0.1982	0.11 🔴
f32\|bcast\|u8	3.1493	0.3548	0.11 🔴
c128\|bcast\|u8	3.0778	0.3567	0.12 🔴
f64\|bcast\|u8	2.8647	0.3550	0.12 🔴
f64\|bcast\|i8	2.8382	0.3550	0.13 🔴
char\|bcast\|u8	1.5715	0.2004	0.13 🔴
u32\|bcast\|u8	1.6123	0.2092	0.13 🔴
bool\|strided\|f16	5.3589	0.7299	0.14 🔴
c128\|bcast\|i16	3.2484	0.4548	0.14 🔴
bool\|negrow\|f16	11.2341	1.6957	0.15 🔴
f32\|bcast\|i8	3.1514	0.4795	0.15 🔴
bool\|sliced\|f16	10.7603	1.6681	0.16 🔴
c128\|bcast\|char	3.5035	0.5628	0.16 🔴
c128\|bcast\|u16	3.6305	0.6166	0.17 🔴
f32\|bcast\|char	3.1652	0.5588	0.18 🔴
u32\|bcast\|bool	1.6259	0.3021	0.19 🔴
i64\|strided\|i8	0.6632	0.1242	0.19 🔴
f64\|bcast\|char	2.9148	0.5615	0.19 🔴
f32\|bcast\|i16	3.1536	0.6089	0.19 🔴
f64\|strided\|char	0.6744	0.1303	0.19 🔴
f32\|bcast\|u16	3.1549	0.6132	0.19 🔴
f64\|bcast\|u16	2.8638	0.5966	0.21 🟠
i32\|strided\|u8	0.4569	0.0975	0.21 🟠
u32\|strided\|i16	0.4546	0.1028	0.23 🟠
u32\|strided\|u16	0.4547	0.1029	0.23 🟠
i32\|negcol\|i8	0.9034	0.2052	0.23 🟠
u32\|negcol\|i8	0.9032	0.2058	0.23 🟠
u16\|bcast\|char	1.7865	0.4086	0.23 🟠
i16\|bcast\|i8	1.5473	0.3549	0.23 🟠
i16\|bcast\|i16	1.7875	0.4120	0.23 🟠
f64\|bcast\|i16	2.8660	0.6834	0.24 🟠
u32\|bcast\|i16	1.8290	0.4414	0.24 🟠
char\|bcast\|char	1.7404	0.4233	0.24 🟠
char\|bcast\|u16	1.7612	0.4327	0.25 🟠
bool\|C\|f16	6.7123	1.6517	0.25 🟠
u8\|bcast\|i8	1.4393	0.3546	0.25 🟠
i64\|bcast\|u16	2.2411	0.5613	0.25 🟠
u16\|bcast\|u16	1.7871	0.4508	0.25 🟠
i32\|bcast\|bool	1.6313	0.4128	0.25 🟠
i16\|bcast\|u16	1.7805	0.4534	0.25 🟠
i64\|bcast\|u8	1.8659	0.4796	0.26 🟠
c128\|bcast\|i32	3.5397	0.9135	0.26 🟠
f16\|bcast\|f16	1.7593	0.4543	0.26 🟠
i64\|bcast\|i8	1.8528	0.4794	0.26 🟠
i64\|bcast\|char	2.1941	0.5704	0.26 🟠
char\|bcast\|bool	1.5623	0.4127	0.26 🟠
c128\|bcast\|u32	3.2429	0.8621	0.27 🟠
i16\|bcast\|bool	1.5287	0.4127	0.27 🟠
bool\|bcast\|i16	1.8070	0.4909	0.27 🟠
bool\|bcast\|i8	1.5112	0.4129	0.27 🟠
bool\|bcast\|u16	1.8610	0.5089	0.27 🟠
bool\|bcast\|u8	1.5005	0.4129	0.28 🟠
bool\|F\|f16	10.9523	3.1945	0.29 🟠
u8\|bcast\|bool	1.6394	0.4790	0.29 🟠
u64\|bcast\|bool	1.6370	0.4792	0.29 🟠
i64\|bcast\|bool	1.6368	0.4793	0.29 🟠
i8\|bcast\|bool	1.6353	0.4792	0.29 🟠
i32\|bcast\|i8	1.6298	0.4797	0.29 🟠
c128\|bcast\|f32	2.9914	0.8814	0.29 🟠
i32\|bcast\|u16	2.1051	0.6210	0.30 🟠
i32\|bcast\|u8	1.6245	0.4794	0.30 🟠
bool\|bcast\|f16	10.7720	3.1954	0.30 🟠
f64\|negcol\|i8	1.3202	0.3919	0.30 🟠
u32\|bcast\|i8	1.6031	0.4786	0.30 🟠
bool\|negcol\|f16	10.7650	3.2144	0.30 🟠
bool\|T\|f16	10.8092	3.2278	0.30 🟠
f64\|negcol\|u8	1.3199	0.3972	0.30 🟠
i32\|bcast\|char	1.8444	0.5605	0.30 🟠
i32\|bcast\|i32	2.7475	0.8479	0.31 🟠
char\|bcast\|i8	1.5396	0.4797	0.31 🟠
u16\|bcast\|i8	1.5372	0.4798	0.31 🟠
u16\|bcast\|u8	1.5318	0.4785	0.31 🟠
i16\|bcast\|u8	1.5279	0.4797	0.31 🟠
u16\|bcast\|i16	1.7396	0.5516	0.32 🟠
i64\|strided\|u16	0.6776	0.2150	0.32 🟠
i64\|strided\|char	0.6775	0.2158	0.32 🟠
i64\|bcast\|i16	2.1528	0.6862	0.32 🟠
u64\|bcast\|char	2.1580	0.6934	0.32 🟠
i32\|bcast\|u32	2.7680	0.8899	0.32 🟠
i8\|bcast\|i16	1.7830	0.5826	0.33 🟠
f32\|bcast\|i32	2.5413	0.8367	0.33 🟠
u32\|strided\|bool	0.4525	0.1494	0.33 🟠
char\|bcast\|i16	1.7562	0.5854	0.33 🟠
f32\|bcast\|u32	2.5479	0.8505	0.33 🟠
i8\|bcast\|u8	1.4281	0.4784	0.34 🟠
u64\|bcast\|i16	2.1845	0.7408	0.34 🟠
i32\|bcast\|i16	2.0800	0.7092	0.34 🟠
u64\|bcast\|u16	2.1781	0.7474	0.34 🟠
c128\|strided\|bool	1.3592	0.4746	0.35 🟠
bool\|bcast\|char	1.8310	0.6576	0.36 🟠
c128\|bcast\|bool	1.9800	0.7128	0.36 🟠
i64\|bcast\|f32	2.4956	0.9095	0.36 🟠
f64\|bcast\|f32	2.3416	0.8545	0.36 🟠
f32\|bcast\|f32	2.1590	0.7983	0.37 🟠
f64\|bcast\|i32	2.1736	0.8047	0.37 🟠
f64\|strided\|i8	0.6602	0.2449	0.37 🟠
u8\|bcast\|char	1.8215	0.6793	0.37 🟠
f32\|strided\|u8	0.4733	0.1775	0.38 🟠
f64\|strided\|u16	0.6748	0.2536	0.38 🟠
u32\|bcast\|char	1.8217	0.6860	0.38 🟠
i8\|bcast\|u16	1.8106	0.6838	0.38 🟠
i8\|bcast\|i32	1.8346	0.6994	0.38 🟠
f32\|strided\|i16	0.4639	0.1779	0.38 🟠
f32\|strided\|char	0.4639	0.1780	0.38 🟠
i8\|bcast\|char	1.7790	0.6844	0.38 🟠
f32\|strided\|u16	0.4639	0.1786	0.38 🟠
i16\|bcast\|char	1.7640	0.6795	0.39 🟠
u8\|bcast\|i16	1.7906	0.6901	0.39 🟠
u8\|bcast\|u16	1.8441	0.7146	0.39 🟠
c128\|negcol\|u8	1.3321	0.5168	0.39 🟠
f64\|strided\|u8	0.6603	0.2580	0.39 🟠
u64\|negcol\|i8	1.3261	0.5191	0.39 🟠
i32\|strided\|u16	0.4548	0.1786	0.39 🟠
i32\|strided\|char	0.4551	0.1789	0.39 🟠
u64\|negcol\|u8	1.3242	0.5212	0.39 🟠
i64\|negcol\|bool	1.3547	0.5341	0.39 🟠
i64\|negcol\|i8	1.3272	0.5235	0.39 🟠
u64\|negcol\|bool	1.3559	0.5349	0.39 🟠
u32\|strided\|u8	0.4564	0.1802	0.39 🟠
i64\|bcast\|i32	2.1195	0.8372	0.39 🟠
i64\|negcol\|u8	1.3262	0.5239	0.40 🟠
c128\|negcol\|i8	1.3337	0.5278	0.40 🟠
f16\|bcast\|u8	4.5833	1.8157	0.40 🟠
c128\|bcast\|u64	4.0657	1.6189	0.40 🟠
u32\|bcast\|i32	2.0450	0.8154	0.40 🟠
f32\|negcol\|u8	0.9269	0.3698	0.40 🟠
f64\|bcast\|u32	2.1256	0.8662	0.41 🟠
u32\|bcast\|u16	1.8552	0.7565	0.41 🟠
u32\|bcast\|u32	2.0508	0.8370	0.41 🟠
u32\|negcol\|u8	0.9033	0.3687	0.41 🟠
i64\|strided\|i16	0.6773	0.2768	0.41 🟠
i64\|strided\|bool	0.6739	0.2757	0.41 🟠
f64\|strided\|u64	1.6374	0.6715	0.41 🟠
u64\|strided\|i16	0.6774	0.2786	0.41 🟠
i64\|strided\|u8	0.6642	0.2734	0.41 🟠
f32\|negcol\|u32	2.2645	0.9331	0.41 🟠
f16\|bcast\|i8	4.5715	1.8849	0.41 🟠
u64\|strided\|char	0.6777	0.2800	0.41 🟠
u64\|strided\|u16	0.6772	0.2801	0.41 🟠
u32\|bcast\|f32	2.1745	0.8995	0.41 🟠
i32\|bcast\|f32	2.1462	0.8881	0.41 🟠
u64\|strided\|i8	0.6635	0.2751	0.41 🟠
u64\|strided\|u8	0.6635	0.2760	0.42 🟠
u64\|strided\|bool	0.6739	0.2816	0.42 🟠
c128\|strided\|f16	1.6986	0.7116	0.42 🟠
f64\|strided\|i16	0.6746	0.2858	0.42 🟠
f64\|bcast\|bool	1.6365	0.7126	0.44 🟠
f32\|bcast\|bool	1.6281	0.7124	0.44 🟠
u64\|bcast\|i32	1.9583	0.8683	0.44 🟠
f16\|bcast\|char	4.5725	2.0314	0.44 🟠
f32\|strided\|u64	2.0005	0.8941	0.45 🟠
f16\|bcast\|u16	4.6025	2.0777	0.45 🟠
i64\|negcol\|char	1.3523	0.6147	0.45 🟠
i32\|strided\|bool	0.4522	0.2075	0.46 🟠
i64\|bcast\|u32	2.0154	0.9318	0.46 🟠
i32\|negcol\|i16	0.9188	0.4249	0.46 🟠
u8\|bcast\|i32	1.8453	0.8648	0.47 🟠
char\|bcast\|i32	1.9353	0.9074	0.47 🟠
u64\|bcast\|u32	1.9509	0.9219	0.47 🟠
i64\|F\|i8	0.4027	0.1905	0.47 🟠
i16\|bcast\|f32	2.0267	0.9604	0.47 🟠
char\|bcast\|u32	1.9708	0.9349	0.47 🟠
u32\|negcol\|bool	0.9065	0.4309	0.48 🟠
i8\|bcast\|f32	2.0448	0.9735	0.48 🟠
i32\|negcol\|bool	0.9054	0.4323	0.48 🟠
u16\|bcast\|i32	1.8803	0.8989	0.48 🟠
f32\|negcol\|u64	3.5822	1.7257	0.48 🟠
f16\|bcast\|i32	4.7029	2.2863	0.49 🟠
f64\|negcol\|char	1.3556	0.6593	0.49 🟠
i16\|bcast\|u32	1.9314	0.9394	0.49 🟠
f16\|bcast\|f32	3.8049	1.8519	0.49 🟠
char\|bcast\|f32	1.9226	0.9368	0.49 🟠
bool\|bcast\|i32	1.8616	0.9108	0.49 🟠
i64\|negcol\|u16	1.3539	0.6627	0.49 🟠
f32\|strided\|u32	1.1334	0.5557	0.49 🟠
bool\|bcast\|u32	1.8413	0.9134	0.50 🟠
u8\|bcast\|u32	1.7389	0.8658	0.50 🟠
i8\|bcast\|u32	1.8755	0.9395	0.50 🟡
u32\|negcol\|u16	0.9183	0.4601	0.50 🟡
u64\|bcast\|f32	2.2217	1.1154	0.50 🟡
i16\|bcast\|i32	1.8713	0.9480	0.51 🟡
bool\|bcast\|f32	1.9075	0.9676	0.51 🟡
f16\|bcast\|u32	4.5027	2.2950	0.51 🟡
f64\|negcol\|u16	1.3549	0.6929	0.51 🟡
u16\|bcast\|u32	1.8897	0.9725	0.51 🟡
f32\|strided\|i8	0.4734	0.2537	0.54 🟡
u64\|bcast\|f16	6.2618	3.3806	0.54 🟡
i64\|strided\|f16	1.2818	0.6929	0.54 🟡
f32\|negcol\|i8	0.9277	0.5027	0.54 🟡
i64\|bcast\|f16	5.6754	3.0787	0.54 🟡
u8\|bcast\|f32	1.7622	0.9567	0.54 🟡
u64\|negcol\|i16	1.3524	0.7343	0.54 🟡
c128\|strided\|u64	2.2039	1.2023	0.55 🟡
i32\|negcol\|u8	0.9032	0.4992	0.55 🟡
u64\|negcol\|char	1.3517	0.7476	0.55 🟡
f16\|bcast\|i64	4.8163	2.6670	0.55 🟡
u32\|strided\|i8	0.4563	0.2543	0.56 🟡
i64\|negcol\|i16	1.3536	0.7559	0.56 🟡
u16\|bcast\|bool	0.7389	0.4127	0.56 🟡
i32\|strided\|i8	0.4567	0.2551	0.56 🟡
f64\|negcol\|bool	1.3556	0.7664	0.57 🟡
i16\|bcast\|f16	5.4506	3.0827	0.57 🟡
f32\|sliced\|u64	3.0199	1.7097	0.57 🟡
f32\|T\|u64	3.0152	1.7090	0.57 🟡
f32\|C\|u64	3.0135	1.7103	0.57 🟡
c128\|strided\|u16	0.7347	0.4170	0.57 🟡
i32\|strided\|i16	0.4548	0.2586	0.57 🟡
f64\|negcol\|u32	1.7397	0.9948	0.57 🟡
c128\|strided\|char	0.7280	0.4178	0.57 🟡
c128\|strided\|i16	0.7276	0.4178	0.57 🟡
i8\|bcast\|f16	5.4668	3.1439	0.58 🟡
char\|bcast\|f16	5.3379	3.0822	0.58 🟡
bool\|strided\|i16	0.2695	0.1561	0.58 🟡
f64\|negcol\|u64	3.1539	1.8355	0.58 🟡
f32\|F\|u64	3.0336	1.7665	0.58 🟡
f64\|negcol\|i16	1.3547	0.7917	0.58 🟡
u8\|bcast\|f16	5.2612	3.0841	0.59 🟡
u32\|bcast\|f16	5.3163	3.1225	0.59 🟡
u32\|strided\|char	0.4546	0.2674	0.59 🟡
u16\|bcast\|f16	5.3294	3.1352	0.59 🟡
f32\|bcast\|u64	2.7264	1.6141	0.59 🟡
c128\|negcol\|char	1.4568	0.8674	0.60 🟡
f64\|strided\|bool	0.6747	0.4057	0.60 🟡
f64\|F\|u64	2.9212	1.7660	0.60 🟡
f64\|T\|u64	2.9211	1.7783	0.61 🟡
f64\|strided\|i32	0.9748	0.5941	0.61 🟡
c128\|strided\|u8	0.6754	0.4130	0.61 🟡
f64\|C\|u64	2.9233	1.7945	0.61 🟡
bool\|C\|bool	0.0236	0.0145	0.61 🟡
c128\|negcol\|u16	1.4550	0.8954	0.62 🟡
i32\|bcast\|f16	4.9837	3.0758	0.62 🟡
f64\|negrow\|u64	2.9567	1.8273	0.62 🟡
c128\|strided\|i8	0.6741	0.4167	0.62 🟡
c128\|C\|u64	3.2339	2.0020	0.62 🟡
f64\|sliced\|u64	2.9367	1.8185	0.62 🟡
c128\|T\|u64	3.2350	2.0368	0.63 🟡
c128\|sliced\|u64	3.2747	2.0622	0.63 🟡
bool\|strided\|i8	0.2349	0.1487	0.63 🟡
c128\|negcol\|u64	3.3406	2.1150	0.63 🟡
c128\|negcol\|i16	1.4549	0.9240	0.64 🟡
f64\|strided\|u32	0.8517	0.5437	0.64 🟡
u32\|negcol\|i16	0.9193	0.5895	0.64 🟡
i32\|negcol\|char	0.9179	0.5891	0.64 🟡
c128\|negrow\|u64	3.3556	2.1623	0.64 🟡
f32\|negrow\|u32	1.3383	0.8680	0.65 🟡
f64\|bcast\|f16	5.4475	3.5734	0.66 🟡
f64\|bcast\|u64	2.4326	1.5958	0.66 🟡
c128\|bcast\|f16	5.7581	3.7818	0.66 🟡
c128\|F\|u64	3.2345	2.1316	0.66 🟡
f32\|negcol\|u16	0.9102	0.6006	0.66 🟡
f32\|negcol\|char	0.9092	0.6016	0.66 🟡
i8\|sliced\|i8	0.0456	0.0306	0.67 🟡
f16\|bcast\|u64	4.6871	3.1504	0.67 🟡
u8\|negcol\|bool	0.4497	0.3037	0.68 🟡
i64\|negcol\|i32	1.3612	0.9355	0.69 🟡
f32\|negcol\|i16	0.9095	0.6264	0.69 🟡
c128\|negcol\|u32	1.7738	1.2236	0.69 🟡
f32\|T\|u32	1.3157	0.9193	0.70 🟡
f32\|sliced\|u32	1.3321	0.9339	0.70 🟡
f16\|T\|u64	4.0011	2.8231	0.71 🟡
c128\|strided\|u32	0.9967	0.7079	0.71 🟡
f32\|C\|u32	1.3165	0.9400	0.71 🟡
f16\|negrow\|u64	4.0182	2.8741	0.72 🟡
f32\|F\|u32	1.3157	0.9411	0.72 🟡
f16\|C\|u64	3.9940	2.8596	0.72 🟡
f16\|F\|u64	4.0070	2.8742	0.72 🟡
i32\|negcol\|u16	0.9187	0.6591	0.72 🟡
f16\|sliced\|u64	3.9947	2.8694	0.72 🟡
i64\|negcol\|u32	1.3587	0.9775	0.72 🟡
c128\|F\|bool	0.8137	0.5865	0.72 🟡
u64\|negcol\|u32	1.3581	0.9813	0.72 🟡
f16\|strided\|u64	2.1976	1.6060	0.73 🟡
f16\|negcol\|u64	4.3789	3.2042	0.73 🟡
f32\|bcast\|f16	4.0202	2.9592	0.74 🟡
u32\|bcast\|i64	1.5893	1.1785	0.74 🟡
u8\|C\|u8	0.0419	0.0311	0.74 🟡
f32\|bcast\|i64	2.1225	1.5817	0.75 🟡
f16\|bcast\|bool	1.5366	1.1786	0.77 🟡
u64\|negrow\|f32	1.0318	0.7941	0.77 🟡
f16\|bcast\|f64	2.6438	2.0363	0.77 🟡
i64\|strided\|i32	0.6772	0.5280	0.78 🟡
char\|bcast\|u64	1.9775	1.5897	0.80 🟡
u64\|strided\|u32	0.6767	0.5474	0.81 🟡
u32\|negcol\|char	0.9199	0.7447	0.81 🟡
f16\|negcol\|f64	2.5426	2.0858	0.82 🟡
f32\|negcol\|bool	0.8970	0.7375	0.82 🟡
f32\|strided\|bool	0.4502	0.3705	0.82 🟡
f32\|negrow\|i64	1.9434	1.6091	0.83 🟡
i64\|strided\|u32	0.6769	0.5626	0.83 🟡
bool\|strided\|bool	0.2465	0.2057	0.83 🟡
c128\|negcol\|i32	1.4319	1.2056	0.84 🟡
c128\|negrow\|bool	0.8742	0.7391	0.85 🟡
u64\|strided\|i32	0.6775	0.5767	0.85 🟡
f64\|bcast\|i64	1.8789	1.6027	0.85 🟡
f32\|strided\|i64	0.9461	0.8073	0.85 🟡
f16\|bcast\|i16	2.4768	2.1173	0.85 🟡
f16\|strided\|f64	1.2617	1.0841	0.86 🟡
f32\|negcol\|i64	1.9531	1.6792	0.86 🟡
bool\|negcol\|bool	0.4863	0.4193	0.86 🟡
c128\|C\|bool	0.8218	0.7095	0.86 🟡
i32\|T\|i8	0.4088	0.3535	0.86 🟡
c128\|bcast\|i64	1.8134	1.5776	0.87 🟡
bool\|strided\|u16	0.2694	0.2351	0.87 🟡
i64\|T\|i8	0.4090	0.3570	0.87 🟡
bool\|strided\|char	0.2692	0.2350	0.87 🟡
c128\|T\|bool	0.8127	0.7115	0.88 🟡
bool\|strided\|u8	0.2350	0.2058	0.88 🟡
f16\|negrow\|f64	2.5575	2.2402	0.88 🟡
f16\|C\|f64	2.5232	2.2257	0.88 🟡
bool\|bcast\|u64	1.6358	1.4462	0.88 🟡
i64\|C\|i8	0.4026	0.3574	0.89 🟡
f32\|sliced\|i64	1.8989	1.6893	0.89 🟡
f32\|C\|i64	1.8728	1.6669	0.89 🟡
bool\|negcol\|i8	0.4657	0.4158	0.89 🟡
u8\|strided\|f16	0.7678	0.6859	0.89 🟡
f32\|T\|i64	1.8737	1.6776	0.90 🟡
i32\|F\|i8	0.3947	0.3533	0.90 🟡
u32\|C\|i8	0.3943	0.3531	0.90 🟡
bool\|negcol\|u8	0.4642	0.4158	0.90 🟡
bool\|negrow\|u8	0.4646	0.4162	0.90 🟡
f32\|F\|i64	1.8767	1.6815	0.90 🟡
i32\|C\|i8	0.3943	0.3533	0.90 🟡
u32\|T\|i8	0.3944	0.3535	0.90 🟡
u32\|F\|i8	0.3942	0.3536	0.90 🟡
bool\|sliced\|u8	0.4582	0.4112	0.90 🟡
f16\|sliced\|f64	2.5141	2.2656	0.90 🟡
i8\|bcast\|i64	1.6156	1.4696	0.91 🟡
c128\|sliced\|bool	0.7833	0.7135	0.91 🟡
i16\|bcast\|f64	1.6389	1.4968	0.91 🟡
i32\|bcast\|i64	1.5835	1.4494	0.92 🟡
u8\|bcast\|f64	1.7224	1.5850	0.92 🟡
i8\|bcast\|u64	1.5858	1.4630	0.92 🟡
u16\|strided\|f16	0.7439	0.6875	0.92 🟡
f16\|F\|f64	2.4132	2.2400	0.93 🟡
char\|bcast\|i64	1.6684	1.5591	0.93 🟡
u64\|negrow\|f16	1.9400	1.8196	0.94 🟡
f64\|sliced\|u32	1.0641	1.0005	0.94 🟡
f16\|bcast\|c128	3.5628	3.3579	0.94 🟡
i32\|T\|u8	0.3735	0.3536	0.95 🟡
u64\|bcast\|i64	1.6390	1.5547	0.95 🟡
f32\|bcast\|f64	1.6309	1.5473	0.95 🟡
f16\|T\|f64	2.3716	2.2520	0.95 🟡
f64\|negrow\|u32	1.0785	1.0264	0.95 🟡
i32\|bcast\|u64	1.6317	1.5597	0.96 🟡
u64\|sliced\|f16	1.8987	1.8166	0.96 🟡
f64\|F\|u32	1.0542	1.0102	0.96 🟡
u64\|C\|f16	1.8664	1.7950	0.96 🟡
f64\|C\|u32	1.0543	1.0174	0.97 🟡
bool\|bcast\|i64	1.6615	1.6041	0.97 🟡
bool\|bcast\|f64	1.5764	1.5300	0.97 🟡
i32\|strided\|f16	0.7054	0.6857	0.97 🟡
c128\|bcast\|f64	1.6403	1.5960	0.97 🟡
u16\|bcast\|i64	1.6091	1.5658	0.97 🟡
char\|bcast\|f64	1.6014	1.5610	0.97 🟡
u8\|strided\|bool	0.2461	0.2405	0.98 🟡
i16\|bcast\|u64	1.6098	1.5743	0.98 🟡
i8\|strided\|bool	0.2458	0.2405	0.98 🟡
i64\|bcast\|f64	1.5806	1.5487	0.98 🟡
i8\|bcast\|f64	1.5900	1.5581	0.98 🟡
i32\|bcast\|f64	1.5886	1.5573	0.98 🟡
f32\|negcol\|i32	0.9468	0.9285	0.98 🟡
u8\|bcast\|i64	1.6199	1.5892	0.98 🟡
f64\|negcol\|i64	1.7569	1.7243	0.98 🟡
u32\|bcast\|f64	1.6055	1.5768	0.98 🟡
i64\|bcast\|i64	1.6563	1.6281	0.98 🟡
i16\|bcast\|i64	1.6036	1.5782	0.98 🟡
i64\|bcast\|u64	1.6060	1.5873	0.99 🟡
f64\|bcast\|f64	1.6164	1.5989	0.99 🟡
u8\|bcast\|u64	1.5978	1.5839	0.99 🟡
u16\|bcast\|u64	1.5788	1.5677	0.99 🟡
f64\|T\|u32	1.0535	1.0469	0.99 🟡
f64\|negrow\|i64	1.7433	1.7328	0.99 🟡
c128\|negcol\|bool	0.8538	0.8498	1.00 🟡
u64\|bcast\|u64	1.6033	1.5959	1.00 🟡
u64\|T\|i16	0.4115	0.4099	1.00 🟡
u32\|bcast\|u64	1.5699	1.5676	1.00 🟡

1568 comparable cells (1800 NumSharp rows; 381 lagging <1.0).

Fusion — np.evaluate vs unfused chains

np.evaluate runs a whole expression tree in one NDIter pass (no intermediates). Fixed-expression gate plus an operand-layout sweep of the flagship a*b+c (C/F/T/strided/bcast — does the fused single-pass win survive non-contiguous operands?), not a dtype/layout matrix — so reported as-is.

NumSharp — fused np.evaluate vs unfused np.* chains (4M elements, best-of-9; (Nx) = unfused ÷ fused, >1 = fusion faster):

correctness cross-checks ok

4M float64, best window (min over ~200 ms):
  a*b+c       fused    3.42 ms   unfused    5.68 ms   (1.66x)
  (a-b)/(a+b) fused    2.83 ms   unfused   11.66 ms   (4.12x)
  sum(a*b)    fused    2.17 ms   unfused    3.67 ms   (1.69x)
  sum(af*bf)  fused    1.22 ms   unfused    1.64 ms   (1.34x)  [f32]
  a*b+c out=  fused    3.33 ms   [1-pass fused-into-out]
  i4*2+f8     fused    2.73 ms   unfused    3.91 ms   (1.43x)

  a*b+c across operand layouts (2-D 2000x2000, all 3 operands same layout):
    [C      ] fused    3.44 ms   unfused    5.90 ms   (1.72x)
    [F      ] fused   11.76 ms   unfused   17.82 ms   (1.52x)
    [T      ] fused   11.82 ms   unfused   17.38 ms   (1.47x)
    [strided] fused   11.84 ms   unfused   16.55 ms   (1.40x)
    [bcast  ] fused    2.23 ms   unfused    9.12 ms   (4.10x)

NumPy — absolutes on the same box (context for the unfused column):

numpy 2.4.2, 4M float64, best window (min over ~200 ms):
  a*b+c         12.68 ms
  (a-b)/(a+b)   19.13 ms
  sum(a*b)       8.42 ms
  sum(af*bf)     4.23 ms  [f32]
  a*b+c out=     5.08 ms  [two-pass with out=]
  i4*2+f8        9.93 ms
  a*b+c across operand layouts (2-D 2000x2000, unfused):
    [C      ]   12.83 ms
    [F      ]   12.50 ms
    [T      ]   12.59 ms
    [strided]    7.87 ms
    [bcast  ]   12.19 ms

Backend profiles — Managed C# and OpenBLAS

Both profiles use the same operation/dtype/N/scenario schema and the same single-threaded NumPy baseline. missing_backend and not_supported are availability outcomes, never timed failures.

OpenBLAS backend: C:\Users\ELI\AppData\Local\Temp\dotnet\runfile\app-c3b80689652f6d539fa08543e6c9e4277204935d5b149c15f879e1ce51c9d9b5\bin\release\runtimes\win-x64\native\libscipy_openblas64_.dll [symbols scipy_*64_, ILP64, threads 1] OpenBLAS 0.3.31.dev USE64BITINT DYNAMIC_ARCH NO_AFFINITY Haswell MAX_THREADS=24

Operation	Size	Managed C#	OpenBLAS	NumPy ms	Best NPY/NS
`a.dot(b) [ndarray]`	1,000	0.0004 ms	0.0006 ms	0.0004	1.000x
`a.dot(b) [ndarray]`	100,000	0.0122 ms	0.0122 ms	0.0068	0.557x
`a.dot(b) [ndarray]`	10,000,000	7.5925 ms	8.3942 ms	8.3031	1.094x
`np.convolve(a, kernel)`	1,000	0.0131 ms	0.0424 ms	0.0235	1.794x
`np.convolve(a, kernel)`	100,000	0.3791 ms	1.9148 ms	2.2177	5.850x
`np.convolve(a, kernel)`	10,000,000	46.4639 ms	206.6472 ms	199.3455	4.290x
`np.correlate(a, kernel)`	1,000	0.0043 ms	0.0332 ms	0.0224	5.209x
`np.correlate(a, kernel)`	100,000	0.3706 ms	1.9150 ms	2.1965	5.927x
`np.correlate(a, kernel)`	10,000,000	46.2195 ms	166.2216 ms	206.0500	4.458x
`np.dot(a, b)`	1,000	0.0004 ms	0.0007 ms	0.0005	1.250x
`np.dot(a, b)`	100,000	0.0122 ms	0.0122 ms	0.0069	0.566x
`np.dot(a, b)`	10,000,000	7.9269 ms	4.4499 ms	7.4223	1.668x
`np.einsum('ij,jk->ik', a, b)`	1,000	0.0039 ms	0.0021 ms	0.0061	2.905x
`np.einsum('ij,jk->ik', a, b)`	100,000	3.8778 ms	2.2524 ms	5.1769	2.298x
`np.einsum('ij,jk->ik', a, b)`	10,000,000	6.4587 ms	4.0000 ms	9.6582	2.415x
`np.einsum(subscripts, operands)`	1,000	0.0024 ms	0.0011 ms	0.0014	1.273x
`np.einsum(subscripts, operands)`	100,000	0.0134 ms	0.0134 ms	0.0394	2.940x
`np.einsum(subscripts, operands)`	10,000,000	8.4578 ms	8.4570 ms	9.2857	1.098x
`np.inner(a, b)`	1,000	0.0004 ms	0.0007 ms	0.0006	1.500x
`np.inner(a, b)`	100,000	0.0122 ms	0.0122 ms	0.0070	0.574x
`np.inner(a, b)`	10,000,000	7.9907 ms	7.6714 ms	8.3426	1.087x
`np.linalg.cholesky(a)`	1,000	missing_backend	0.0034 ms	0.0043	1.265x
`np.linalg.cholesky(a)`	100,000	missing_backend	0.0326 ms	0.0174	0.534x
`np.linalg.cholesky(a)`	10,000,000	missing_backend	0.0680 ms	0.1038	1.526x
`np.linalg.cond(a)`	1,000	missing_backend	0.0533 ms	0.0349	0.655x
`np.linalg.cond(a)`	100,000	missing_backend	0.4661 ms	0.4757	1.021x
`np.linalg.cond(a)`	10,000,000	missing_backend	0.9824 ms	0.9891	1.007x
`np.linalg.det(a)`	1,000	0.0043 ms	0.0080 ms	0.0126	2.930x
`np.linalg.det(a)`	100,000	0.0728 ms	0.0543 ms	0.0587	1.081x
`np.linalg.det(a)`	10,000,000	0.1875 ms	0.1129 ms	0.1187	1.051x
`np.linalg.eig(a)`	1,000	missing_backend	0.1941 ms	0.2033	1.047x
`np.linalg.eig(a)`	100,000	missing_backend	2.6725 ms	2.6986	1.010x
`np.linalg.eig(a)`	10,000,000	missing_backend	5.8937 ms	5.8331	0.990x
`np.linalg.eigh(a)`	1,000	missing_backend	0.0847 ms	0.0463	0.547x
`np.linalg.eigh(a)`	100,000	missing_backend	0.8180 ms	0.4004	0.489x
`np.linalg.eigh(a)`	10,000,000	missing_backend	1.5346 ms	1.5458	1.007x
`np.linalg.eigvals(a)`	1,000	missing_backend	0.1109 ms	0.1279	1.153x
`np.linalg.eigvals(a)`	100,000	missing_backend	1.5514 ms	1.5435	0.995x
`np.linalg.eigvals(a)`	10,000,000	missing_backend	3.2028 ms	3.0426	0.950x
`np.linalg.eigvalsh(a)`	1,000	missing_backend	0.0294 ms	0.0366	1.245x
`np.linalg.eigvalsh(a)`	100,000	missing_backend	0.2839 ms	0.2893	1.019x
`np.linalg.eigvalsh(a)`	10,000,000	missing_backend	0.5183 ms	0.5261	1.015x
`np.linalg.inv(a)`	1,000	0.0125 ms	0.0157 ms	0.0239	1.912x
`np.linalg.inv(a)`	100,000	0.2485 ms	0.1604 ms	0.1823	1.137x
`np.linalg.inv(a)`	10,000,000	0.5972 ms	0.3403 ms	0.3679	1.081x
`np.linalg.lstsq(a, b)`	1,000	missing_backend	0.1518 ms	0.1637	1.078x
`np.linalg.lstsq(a, b)`	100,000	missing_backend	1.6220 ms	1.6285	1.004x
`np.linalg.lstsq(a, b)`	10,000,000	missing_backend	2.9606 ms	2.9627	1.001x
`np.linalg.matmul(a, b)`	1,000	0.0036 ms	0.0016 ms	0.0023	1.437x
`np.linalg.matmul(a, b)`	100,000	3.8721 ms	2.2462 ms	2.2518	1.002x
`np.linalg.matmul(a, b)`	10,000,000	6.4165 ms	3.9929 ms	4.2537	1.065x
`np.linalg.matrix_norm(a, ord=2)`	1,000	missing_backend	0.0532 ms	0.0695	1.306x
`np.linalg.matrix_norm(a, ord=2)`	100,000	missing_backend	0.4653 ms	0.4811	1.034x
`np.linalg.matrix_norm(a, ord=2)`	10,000,000	missing_backend	0.9814 ms	0.9909	1.010x
`np.linalg.matrix_power(a, -1)`	1,000	0.0133 ms	0.0165 ms	0.0257	1.932x
`np.linalg.matrix_power(a, -1)`	100,000	0.2505 ms	0.1635 ms	0.1843	1.127x
`np.linalg.matrix_power(a, -1)`	10,000,000	0.6002 ms	0.3473 ms	0.3715	1.070x
`np.linalg.matrix_power(a, 3)`	1,000	0.0155 ms	0.0078 ms	0.0052	0.667x
`np.linalg.matrix_power(a, 3)`	100,000	0.7173 ms	0.3164 ms	0.3235	1.022x
`np.linalg.matrix_power(a, 3)`	10,000,000	0.7173 ms	0.3163 ms	0.3239	1.024x
`np.linalg.matrix_rank(a)`	1,000	missing_backend	0.0559 ms	0.0717	1.283x
`np.linalg.matrix_rank(a)`	100,000	missing_backend	0.4716 ms	0.4822	1.022x
`np.linalg.matrix_rank(a)`	10,000,000	missing_backend	0.9822 ms	0.9950	1.013x
`np.linalg.multi_dot(arrays)`	1,000	0.0157 ms	0.0078 ms	0.0051	0.654x
`np.linalg.multi_dot(arrays)`	100,000	0.7175 ms	0.3163 ms	0.3291	1.040x
`np.linalg.multi_dot(arrays)`	10,000,000	0.7174 ms	0.3166 ms	0.3290	1.039x
`np.linalg.norm(a, ord=2)`	1,000	missing_backend	0.0319 ms	0.0696	2.182x
`np.linalg.norm(a, ord=2)`	100,000	missing_backend	0.4662 ms	0.4809	1.032x
`np.linalg.norm(a, ord=2)`	10,000,000	missing_backend	0.9787 ms	0.9930	1.015x
`np.linalg.pinv(a)`	1,000	missing_backend	0.1601 ms	0.0845	0.528x
`np.linalg.pinv(a)`	100,000	missing_backend	1.5796 ms	1.5793	1.000x
`np.linalg.pinv(a)`	10,000,000	missing_backend	3.0850 ms	3.2965	1.069x
`np.linalg.qr(a)`	1,000	missing_backend	0.0333 ms	0.0225	0.676x
`np.linalg.qr(a)`	100,000	missing_backend	0.3141 ms	0.3839	1.222x
`np.linalg.qr(a)`	10,000,000	missing_backend	0.6888 ms	0.7958	1.155x
`np.linalg.slogdet(a)`	1,000	0.0046 ms	0.0080 ms	0.0144	3.130x
`np.linalg.slogdet(a)`	100,000	0.0322 ms	0.0548 ms	0.0604	1.876x
`np.linalg.slogdet(a)`	10,000,000	0.1889 ms	0.1133 ms	0.1195	1.055x
`np.linalg.solve(a, b)`	1,000	0.0071 ms	0.0083 ms	0.0071	1.000x
`np.linalg.solve(a, b)`	100,000	0.0464 ms	0.0579 ms	0.0640	1.379x
`np.linalg.solve(a, b)`	10,000,000	0.2406 ms	0.1187 ms	0.1247	1.051x
`np.linalg.svd(a)`	1,000	missing_backend	0.1357 ms	0.1490	1.098x
`np.linalg.svd(a)`	100,000	missing_backend	1.4284 ms	1.4689	1.028x
`np.linalg.svd(a)`	10,000,000	missing_backend	2.7944 ms	2.9843	1.068x
`np.linalg.svdvals(a)`	1,000	missing_backend	0.0474 ms	0.0558	1.177x
`np.linalg.svdvals(a)`	100,000	missing_backend	0.4632 ms	0.4667	1.008x
`np.linalg.svdvals(a)`	10,000,000	missing_backend	0.9755 ms	0.9773	1.002x
`np.linalg.tensordot(a, b)`	1,000	0.0041 ms	0.0048 ms	0.0056	1.366x
`np.linalg.tensordot(a, b)`	100,000	0.3594 ms	0.1591 ms	0.1721	1.082x
`np.linalg.tensordot(a, b)`	10,000,000	0.3621 ms	0.1591 ms	0.1721	1.082x
`np.linalg.tensorinv(a)`	1,000	0.0128 ms	0.0158 ms	0.0259	2.023x
`np.linalg.tensorinv(a)`	100,000	0.2490 ms	0.1609 ms	0.1845	1.147x
`np.linalg.tensorinv(a)`	10,000,000	0.5967 ms	0.3431 ms	0.3720	1.084x
`np.linalg.tensorsolve(a, b)`	1,000	0.0076 ms	0.0089 ms	0.0184	2.421x
`np.linalg.tensorsolve(a, b)`	100,000	0.1032 ms	0.0587 ms	0.0667	1.136x
`np.linalg.tensorsolve(a, b)`	10,000,000	0.2408 ms	0.1198 ms	0.1276	1.065x
`np.linalg.vecdot(a, b)`	1,000	0.0018 ms	0.0008 ms	0.0008	1.000x
`np.linalg.vecdot(a, b)`	100,000	0.0341 ms	0.0123 ms	0.0073	0.593x
`np.linalg.vecdot(a, b)`	10,000,000	29.2990 ms	8.4696 ms	8.4273	0.995x
`np.matmul(a, b)`	1,000	0.0036 ms	0.0016 ms	0.0022	1.375x
`np.matmul(a, b)`	100,000	3.8830 ms	2.2470 ms	2.2609	1.006x
`np.matmul(a, b)`	10,000,000	6.5035 ms	3.9891 ms	4.2523	1.066x
`np.matvec(a, b)`	1,000	0.0010 ms	0.0004 ms	0.0007	1.750x
`np.matvec(a, b)`	100,000	0.0155 ms	0.0098 ms	0.0116	1.184x
`np.matvec(a, b)`	10,000,000	0.0216 ms	0.0142 ms	0.0162	1.141x
`np.polyfit(x, y, 3)`	1,000	missing_backend	0.0660 ms	0.0448	0.679x
`np.polyfit(x, y, 3)`	100,000	missing_backend	1.1174 ms	0.8973	0.803x
`np.polyfit(x, y, 3)`	10,000,000	missing_backend	7.0263 ms	8.5729	1.220x
`np.roots(p)`	1,000	missing_backend	0.0736 ms	0.0878	1.193x
`np.roots(p)`	100,000	missing_backend	0.1891 ms	0.2035	1.076x
`np.roots(p)`	10,000,000	missing_backend	0.7742 ms	0.7704	0.995x
`np.tensordot(a, b)`	1,000	0.0013 ms	0.0013 ms	0.0036	2.769x
`np.tensordot(a, b)`	100,000	0.0134 ms	0.0134 ms	0.0209	1.560x
`np.tensordot(a, b)`	10,000,000	7.2145 ms	7.7939 ms	8.5836	1.190x
`np.tensordot(a, b, axes=1)`	1,000	0.0041 ms	0.0048 ms	0.0054	1.317x
`np.tensordot(a, b, axes=1)`	100,000	3.8851 ms	2.2485 ms	2.2798	1.014x
`np.tensordot(a, b, axes=1)`	10,000,000	6.4310 ms	3.9968 ms	4.2931	1.074x
`np.vdot(a, b)`	1,000	0.0010 ms	0.0007 ms	0.0005	0.714x
`np.vdot(a, b)`	100,000	0.0125 ms	0.0122 ms	0.0070	0.574x
`np.vdot(a, b)`	10,000,000	7.9176 ms	8.2873 ms	8.3329	1.052x
`np.vecdot(a, b)`	1,000	0.0026 ms	0.0008 ms	0.0006	0.750x
`np.vecdot(a, b)`	100,000	0.0341 ms	0.0123 ms	0.0070	0.569x
`np.vecdot(a, b)`	10,000,000	29.1383 ms	8.4108 ms	8.2750	0.984x
`np.vecmat(a, b)`	1,000	0.0009 ms	0.0004 ms	0.0007	1.750x
`np.vecmat(a, b)`	100,000	0.0098 ms	0.0117 ms	0.0136	1.388x
`np.vecmat(a, b)`	10,000,000	0.0272 ms	0.0176 ms	0.0194	1.102x

Table of Contents

Operation Matrix — NumSharp vs NumPy (full report)

NDIter iterator benchmark

Layout suite — reduction / copy / elementwise × memory layout × dtype

Reduction (sum/min/max/prod, both axes)

Copy / identity-ufunc (np.positive)

Elementwise (add/mul/neg/abs/sqrt/less/copy)

Operand & broadcast layouts — 1-D / scalar / mixed-operand / broadcast

Cast matrix — astype src→dst × layout × dtype

Summary

Geomean by layout (all src×dst, excl. Decimal)

Geomean by src dtype (all layouts×dst)

Geomean by dst dtype (all layouts×src)

Layout: C (rows=src, cols=dst)

Layout: F (rows=src, cols=dst)

Layout: T (rows=src, cols=dst)

Layout: sliced (rows=src, cols=dst)

Layout: negrow (rows=src, cols=dst)

Layout: negcol (rows=src, cols=dst)

Layout: strided (rows=src, cols=dst)

Layout: bcast (rows=src, cols=dst)

Lagging cells (<1.0) — the worklist (381 cells)

Fusion — np.evaluate vs unfused chains

Backend profiles — Managed C# and OpenBLAS