[BugFix] Pass type directly during reduction

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• -> [BugFix] Pass type directly during reduction #1223

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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 217. Improved: $\large\color{#35bf28}18$. Worsened: $\large\color{#d91a1a}6$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	39.8850μs	20.5048μs	48.7690 KOps/s	47.7345 KOps/s	$\color{#35bf28}+2.17\%$
test_plain_set_stack_nested	47.9800μs	20.4873μs	48.8106 KOps/s	47.5427 KOps/s	$\color{#35bf28}+2.67\%$
test_plain_set_nested_inplace	60.6610μs	22.4488μs	44.5459 KOps/s	44.1894 KOps/s	$\color{#35bf28}+0.81\%$
test_plain_set_stack_nested_inplace	77.0040μs	22.2510μs	44.9419 KOps/s	43.0229 KOps/s	$\color{#35bf28}+4.46\%$
test_items	18.6850μs	4.1943μs	238.4177 KOps/s	234.6094 KOps/s	$\color{#35bf28}+1.62\%$
test_items_nested	0.5353ms	0.4044ms	2.4731 KOps/s	2.4532 KOps/s	$\color{#35bf28}+0.81\%$
test_items_nested_locked	0.5807ms	0.4052ms	2.4678 KOps/s	2.4770 KOps/s	$\color{#d91a1a}-0.37\%$
test_items_nested_leaf	0.1337ms	75.3616μs	13.2694 KOps/s	12.8418 KOps/s	$\color{#35bf28}+3.33\%$
test_items_stack_nested	0.7252ms	0.4078ms	2.4521 KOps/s	2.4292 KOps/s	$\color{#35bf28}+0.94\%$
test_items_stack_nested_leaf	0.1379ms	78.8650μs	12.6799 KOps/s	12.8380 KOps/s	$\color{#d91a1a}-1.23\%$
test_items_stack_nested_locked	0.7015ms	0.4085ms	2.4478 KOps/s	2.4416 KOps/s	$\color{#35bf28}+0.25\%$
test_keys	15.4890μs	4.1186μs	242.8023 KOps/s	286.1688 KOps/s	$\textbf{\color{#d91a1a}-15.15\%}$
test_keys_nested	0.2660ms	0.1618ms	6.1810 KOps/s	6.1381 KOps/s	$\color{#35bf28}+0.70\%$
test_keys_nested_locked	1.6958ms	0.1686ms	5.9315 KOps/s	5.9164 KOps/s	$\color{#35bf28}+0.26\%$
test_keys_nested_leaf	0.2366ms	0.1418ms	7.0521 KOps/s	7.0685 KOps/s	$\color{#d91a1a}-0.23\%$
test_keys_stack_nested	0.2650ms	0.1637ms	6.1082 KOps/s	6.0949 KOps/s	$\color{#35bf28}+0.22\%$
test_keys_stack_nested_leaf	0.2606ms	0.1428ms	7.0022 KOps/s	6.9933 KOps/s	$\color{#35bf28}+0.13\%$
test_keys_stack_nested_locked	0.2433ms	0.1697ms	5.8940 KOps/s	5.8850 KOps/s	$\color{#35bf28}+0.15\%$
test_values	4.9912μs	1.0635μs	940.2531 KOps/s	640.5968 KOps/s	$\textbf{\color{#35bf28}+46.78\%}$
test_values_nested	0.1083ms	61.6920μs	16.2096 KOps/s	16.3225 KOps/s	$\color{#d91a1a}-0.69\%$
test_values_nested_locked	0.1114ms	61.3355μs	16.3038 KOps/s	16.2468 KOps/s	$\color{#35bf28}+0.35\%$
test_values_nested_leaf	0.1375ms	70.5952μs	14.1653 KOps/s	14.2925 KOps/s	$\color{#d91a1a}-0.89\%$
test_values_stack_nested	0.1193ms	62.4272μs	16.0187 KOps/s	16.3552 KOps/s	$\color{#d91a1a}-2.06\%$
test_values_stack_nested_leaf	0.1245ms	70.0448μs	14.2766 KOps/s	13.6116 KOps/s	$\color{#35bf28}+4.89\%$
test_values_stack_nested_locked	0.1121ms	62.4228μs	16.0198 KOps/s	16.3534 KOps/s	$\color{#d91a1a}-2.04\%$
test_membership	22.4620μs	0.9017μs	1.1090 MOps/s	1.1534 MOps/s	$\color{#d91a1a}-3.85\%$
test_membership_nested	27.9020μs	2.9280μs	341.5293 KOps/s	345.2147 KOps/s	$\color{#d91a1a}-1.07\%$
test_membership_nested_leaf	41.8480μs	2.9282μs	341.5123 KOps/s	346.5580 KOps/s	$\color{#d91a1a}-1.46\%$
test_membership_stacked_nested	17.4430μs	2.9595μs	337.8905 KOps/s	345.8242 KOps/s	$\color{#d91a1a}-2.29\%$
test_membership_stacked_nested_leaf	22.8030μs	2.9589μs	337.9690 KOps/s	344.3473 KOps/s	$\color{#d91a1a}-1.85\%$
test_membership_nested_last	49.1820μs	4.3672μs	228.9773 KOps/s	232.2639 KOps/s	$\color{#d91a1a}-1.42\%$
test_membership_nested_leaf_last	46.5870μs	4.3846μs	228.0731 KOps/s	233.1887 KOps/s	$\color{#d91a1a}-2.19\%$
test_membership_stacked_nested_last	24.8560μs	4.3764μs	228.4992 KOps/s	228.2309 KOps/s	$\color{#35bf28}+0.12\%$
test_membership_stacked_nested_leaf_last	30.8280μs	4.4269μs	225.8896 KOps/s	232.3913 KOps/s	$\color{#d91a1a}-2.80\%$
test_nested_getleaf	47.8800μs	10.6021μs	94.3209 KOps/s	93.8512 KOps/s	$\color{#35bf28}+0.50\%$
test_nested_get	46.6070μs	10.1372μs	98.6466 KOps/s	100.5741 KOps/s	$\color{#d91a1a}-1.92\%$
test_stacked_getleaf	40.2460μs	10.5398μs	94.8785 KOps/s	95.1630 KOps/s	$\color{#d91a1a}-0.30\%$
test_stacked_get	52.9990μs	9.9516μs	100.4863 KOps/s	100.1030 KOps/s	$\color{#35bf28}+0.38\%$
test_nested_getitemleaf	51.8370μs	11.1267μs	89.8743 KOps/s	91.0583 KOps/s	$\color{#d91a1a}-1.30\%$
test_nested_getitem	0.1469ms	10.7018μs	93.4423 KOps/s	95.0640 KOps/s	$\color{#d91a1a}-1.71\%$
test_stacked_getitemleaf	0.3815ms	11.3572μs	88.0502 KOps/s	90.8626 KOps/s	$\color{#d91a1a}-3.10\%$
test_stacked_getitem	52.4380μs	10.6809μs	93.6251 KOps/s	95.0921 KOps/s	$\color{#d91a1a}-1.54\%$
test_lock_nested	0.6633ms	0.4047ms	2.4707 KOps/s	2.4389 KOps/s	$\color{#35bf28}+1.31\%$
test_lock_stack_nested	0.9342ms	0.4141ms	2.4152 KOps/s	2.3462 KOps/s	$\color{#35bf28}+2.94\%$
test_unlock_nested	0.5425ms	0.3274ms	3.0548 KOps/s	2.9764 KOps/s	$\color{#35bf28}+2.63\%$
test_unlock_stack_nested	0.5196ms	0.3339ms	2.9951 KOps/s	2.9095 KOps/s	$\color{#35bf28}+2.94\%$
test_flatten_speed	0.1923ms	98.5486μs	10.1473 KOps/s	9.8732 KOps/s	$\color{#35bf28}+2.78\%$
test_unflatten_speed	0.8536ms	0.5190ms	1.9267 KOps/s	1.9408 KOps/s	$\color{#d91a1a}-0.73\%$
test_common_ops	4.8152ms	0.7831ms	1.2771 KOps/s	1.2657 KOps/s	$\color{#35bf28}+0.90\%$
test_creation	27.7920μs	2.5141μs	397.7565 KOps/s	394.4056 KOps/s	$\color{#35bf28}+0.85\%$
test_creation_empty	52.6250μs	11.8516μs	84.3765 KOps/s	79.2883 KOps/s	$\textbf{\color{#35bf28}+6.42\%}$
test_creation_nested_1	42.4490μs	14.5569μs	68.6959 KOps/s	64.8173 KOps/s	$\textbf{\color{#35bf28}+5.98\%}$
test_creation_nested_2	43.4310μs	19.0819μs	52.4057 KOps/s	46.4253 KOps/s	$\textbf{\color{#35bf28}+12.88\%}$
test_clone	70.7920μs	13.3816μs	74.7293 KOps/s	75.0554 KOps/s	$\color{#d91a1a}-0.43\%$
test_getitem[int]	0.8463ms	12.7611μs	78.3629 KOps/s	78.3668 KOps/s	$-0.00\%$
test_getitem[slice_int]	0.1275ms	24.1345μs	41.4345 KOps/s	42.1752 KOps/s	$\color{#d91a1a}-1.76\%$
test_getitem[range]	0.1664ms	50.5470μs	19.7836 KOps/s	20.1707 KOps/s	$\color{#d91a1a}-1.92\%$
test_getitem[tuple]	0.1612ms	20.4325μs	48.9416 KOps/s	48.6161 KOps/s	$\color{#35bf28}+0.67\%$
test_getitem[list]	0.1801ms	45.0474μs	22.1989 KOps/s	22.0837 KOps/s	$\color{#35bf28}+0.52\%$
test_setitem_dim[int]	56.9760μs	24.9631μs	40.0591 KOps/s	39.5264 KOps/s	$\color{#35bf28}+1.35\%$
test_setitem_dim[slice_int]	0.1022ms	50.0825μs	19.9671 KOps/s	19.8976 KOps/s	$\color{#35bf28}+0.35\%$
test_setitem_dim[range]	0.1275ms	75.6612μs	13.2168 KOps/s	13.1740 KOps/s	$\color{#35bf28}+0.32\%$
test_setitem_dim[tuple]	71.2020μs	39.6721μs	25.2066 KOps/s	24.5678 KOps/s	$\color{#35bf28}+2.60\%$
test_setitem	78.5560μs	20.1849μs	49.5419 KOps/s	47.1589 KOps/s	$\textbf{\color{#35bf28}+5.05\%}$
test_set	68.1780μs	19.5965μs	51.0295 KOps/s	48.6505 KOps/s	$\color{#35bf28}+4.89\%$
test_set_shared	4.2196ms	0.1792ms	5.5808 KOps/s	5.5045 KOps/s	$\color{#35bf28}+1.39\%$
test_update	0.1152ms	22.8413μs	43.7803 KOps/s	41.1430 KOps/s	$\textbf{\color{#35bf28}+6.41\%}$
test_update_nested	84.0970μs	33.2093μs	30.1121 KOps/s	28.3662 KOps/s	$\textbf{\color{#35bf28}+6.15\%}$
test_update__nested	0.5037ms	33.7272μs	29.6496 KOps/s	30.3214 KOps/s	$\color{#d91a1a}-2.22\%$
test_set_nested	77.7120μs	21.5919μs	46.3137 KOps/s	40.4833 KOps/s	$\textbf{\color{#35bf28}+14.40\%}$
test_set_nested_new	78.9780μs	26.3499μs	37.9508 KOps/s	36.8924 KOps/s	$\color{#35bf28}+2.87\%$
test_select	98.7050μs	42.7016μs	23.4183 KOps/s	23.6909 KOps/s	$\color{#d91a1a}-1.15\%$
test_select_nested	0.1261ms	63.3203μs	15.7927 KOps/s	16.0330 KOps/s	$\color{#d91a1a}-1.50\%$
test_exclude_nested	0.1375ms	81.5693μs	12.2595 KOps/s	12.5335 KOps/s	$\color{#d91a1a}-2.19\%$
test_empty[True]	0.7392ms	0.4123ms	2.4256 KOps/s	2.5035 KOps/s	$\color{#d91a1a}-3.11\%$
test_empty[False]	11.6540μs	1.3610μs	734.7709 KOps/s	728.5810 KOps/s	$\color{#35bf28}+0.85\%$
test_unbind_speed	0.3539ms	0.2698ms	3.7068 KOps/s	3.6723 KOps/s	$\color{#35bf28}+0.94\%$
test_unbind_speed_stack0	0.5228ms	0.2671ms	3.7437 KOps/s	3.6828 KOps/s	$\color{#35bf28}+1.65\%$
test_unbind_speed_stack1	0.1011s	0.7221ms	1.3849 KOps/s	1.2197 KOps/s	$\textbf{\color{#35bf28}+13.55\%}$
test_split	0.1006s	1.7536ms	570.2457 Ops/s	574.4426 Ops/s	$\color{#d91a1a}-0.73\%$
test_chunk	0.1021s	1.7507ms	571.1974 Ops/s	631.7694 Ops/s	$\textbf{\color{#d91a1a}-9.59\%}$
test_consolidate_njt[False-None]	8.4555ms	8.2012ms	121.9327 Ops/s	109.4120 Ops/s	$\textbf{\color{#35bf28}+11.44\%}$
test_creation[device0]	0.2223ms	91.4560μs	10.9342 KOps/s	10.7784 KOps/s	$\color{#35bf28}+1.45\%$
test_creation_from_tensor	3.6087ms	94.8949μs	10.5380 KOps/s	10.3299 KOps/s	$\color{#35bf28}+2.01\%$
test_add_one[memmap_tensor0]	0.1132ms	5.0658μs	197.4009 KOps/s	188.1869 KOps/s	$\color{#35bf28}+4.90\%$
test_contiguous[memmap_tensor0]	10.8500μs	0.5149μs	1.9423 MOps/s	1.9459 MOps/s	$\color{#d91a1a}-0.18\%$
test_stack[memmap_tensor0]	25.6570μs	3.4219μs	292.2347 KOps/s	284.6706 KOps/s	$\color{#35bf28}+2.66\%$
test_memmaptd_index	0.9541ms	0.2273ms	4.3993 KOps/s	4.3199 KOps/s	$\color{#35bf28}+1.84\%$
test_memmaptd_index_astensor	0.4549ms	0.3123ms	3.2017 KOps/s	3.1796 KOps/s	$\color{#35bf28}+0.69\%$
test_memmaptd_index_op	1.3660ms	0.5825ms	1.7167 KOps/s	1.6608 KOps/s	$\color{#35bf28}+3.37\%$
test_serialize_model	0.1287s	0.1155s	8.6610 Ops/s	8.6532 Ops/s	$\color{#35bf28}+0.09\%$
test_serialize_model_pickle	0.4465s	0.3913s	2.5558 Ops/s	2.5180 Ops/s	$\color{#35bf28}+1.50\%$
test_serialize_weights	0.1248s	0.1146s	8.7260 Ops/s	8.8421 Ops/s	$\color{#d91a1a}-1.31\%$
test_serialize_weights_returnearly	0.1745s	0.1590s	6.2882 Ops/s	6.1184 Ops/s	$\color{#35bf28}+2.78\%$
test_serialize_weights_pickle	0.5389s	0.4752s	2.1045 Ops/s	1.2207 Ops/s	$\textbf{\color{#35bf28}+72.39\%}$
test_serialize_weights_filesystem	0.2393s	0.1545s	6.4711 Ops/s	7.0373 Ops/s	$\textbf{\color{#d91a1a}-8.05\%}$
test_serialize_model_filesystem	0.1582s	0.1477s	6.7715 Ops/s	6.8512 Ops/s	$\color{#d91a1a}-1.16\%$
test_reshape_pytree	0.2958ms	27.8503μs	35.9062 KOps/s	38.5249 KOps/s	$\textbf{\color{#d91a1a}-6.80\%}$
test_reshape_td	76.2120μs	32.4102μs	30.8545 KOps/s	31.1467 KOps/s	$\color{#d91a1a}-0.94\%$
test_view_pytree	78.0440μs	25.4872μs	39.2354 KOps/s	38.3536 KOps/s	$\color{#35bf28}+2.30\%$
test_view_td	90.7100μs	40.1389μs	24.9135 KOps/s	24.7819 KOps/s	$\color{#35bf28}+0.53\%$
test_unbind_pytree	66.3540μs	29.2150μs	34.2289 KOps/s	34.0076 KOps/s	$\color{#35bf28}+0.65\%$
test_unbind_td	0.3017ms	39.5112μs	25.3093 KOps/s	24.0675 KOps/s	$\textbf{\color{#35bf28}+5.16\%}$
test_split_pytree	86.9130μs	28.7654μs	34.7639 KOps/s	32.9528 KOps/s	$\textbf{\color{#35bf28}+5.50\%}$
test_split_td	0.1969ms	45.1837μs	22.1319 KOps/s	22.6602 KOps/s	$\color{#d91a1a}-2.33\%$
test_add_pytree	77.6150μs	35.4837μs	28.1820 KOps/s	28.0182 KOps/s	$\color{#35bf28}+0.58\%$
test_add_td	0.2189ms	57.8149μs	17.2966 KOps/s	17.5886 KOps/s	$\color{#d91a1a}-1.66\%$
test_compile_add_one_nested[tensordict-compile]	0.1639ms	67.1738μs	14.8867 KOps/s	15.1355 KOps/s	$\color{#d91a1a}-1.64\%$
test_compile_add_one_nested[tensordict-eager]	0.3321ms	0.1695ms	5.9011 KOps/s	5.8407 KOps/s	$\color{#35bf28}+1.04\%$
test_compile_add_one_nested[pytree-compile]	0.1430ms	46.0206μs	21.7294 KOps/s	21.6704 KOps/s	$\color{#35bf28}+0.27\%$
test_compile_add_one_nested[pytree-eager]	0.2602ms	0.1179ms	8.4784 KOps/s	8.4505 KOps/s	$\color{#35bf28}+0.33\%$
test_compile_copy_nested[tensordict-compile]	83.0350μs	28.2003μs	35.4606 KOps/s	35.8259 KOps/s	$\color{#d91a1a}-1.02\%$
test_compile_copy_nested[tensordict-eager]	0.1128ms	57.5370μs	17.3801 KOps/s	17.2363 KOps/s	$\color{#35bf28}+0.83\%$
test_compile_copy_nested[pytree-compile]	0.1606ms	80.2090μs	12.4674 KOps/s	12.3672 KOps/s	$\color{#35bf28}+0.81\%$
test_compile_copy_nested[pytree-eager]	0.1259ms	65.5538μs	15.2546 KOps/s	14.9079 KOps/s	$\color{#35bf28}+2.33\%$
test_compile_add_one_flat[tensordict-compile]	0.1786ms	0.1077ms	9.2831 KOps/s	9.3678 KOps/s	$\color{#d91a1a}-0.90\%$
test_compile_add_one_flat[tensordict-eager]	0.6671ms	0.2184ms	4.5789 KOps/s	4.4129 KOps/s	$\color{#35bf28}+3.76\%$
test_compile_add_one_flat[tensorclass-compile]	0.1100ms	47.6021μs	21.0075 KOps/s	21.7331 KOps/s	$\color{#d91a1a}-3.34\%$
test_compile_add_one_flat[tensorclass-eager]	0.7277ms	68.6080μs	14.5756 KOps/s	14.6421 KOps/s	$\color{#d91a1a}-0.45\%$
test_compile_add_one_flat[pytree-compile]	0.1782ms	0.1008ms	9.9186 KOps/s	9.9629 KOps/s	$\color{#d91a1a}-0.44\%$
test_compile_add_one_flat[pytree-eager]	1.1920ms	0.2062ms	4.8485 KOps/s	4.9660 KOps/s	$\color{#d91a1a}-2.37\%$
test_compile_add_self_flat[tensordict-eager]	0.6111ms	0.2357ms	4.2430 KOps/s	4.3106 KOps/s	$\color{#d91a1a}-1.57\%$
test_compile_add_self_flat[tensordict-compile]	0.1950ms	0.1079ms	9.2693 KOps/s	9.1988 KOps/s	$\color{#35bf28}+0.77\%$
test_compile_add_self_flat[tensorclass-eager]	0.6001ms	62.2908μs	16.0537 KOps/s	16.1418 KOps/s	$\color{#d91a1a}-0.55\%$
test_compile_add_self_flat[tensorclass-compile]	0.1009ms	48.8834μs	20.4568 KOps/s	20.3219 KOps/s	$\color{#35bf28}+0.66\%$
test_compile_add_self_flat[pytree-eager]	0.2406ms	0.1577ms	6.3418 KOps/s	6.3404 KOps/s	$\color{#35bf28}+0.02\%$
test_compile_add_self_flat[pytree-compile]	0.2623ms	0.1018ms	9.8217 KOps/s	9.9723 KOps/s	$\color{#d91a1a}-1.51\%$
test_compile_copy_flat[tensordict-compile]	53.8110μs	21.5170μs	46.4749 KOps/s	46.2204 KOps/s	$\color{#35bf28}+0.55\%$
test_compile_copy_flat[tensordict-eager]	0.1302ms	66.5840μs	15.0186 KOps/s	15.0179 KOps/s	$+0.00\%$
test_compile_copy_flat[pytree-compile]	0.5049ms	86.1777μs	11.6039 KOps/s	12.1669 KOps/s	$\color{#d91a1a}-4.63\%$
test_compile_copy_flat[pytree-eager]	0.1398ms	67.6328μs	14.7857 KOps/s	14.2558 KOps/s	$\color{#35bf28}+3.72\%$
test_compile_assign_and_add[tensordict-compile]	0.7922ms	0.2143ms	4.6668 KOps/s	4.6176 KOps/s	$\color{#35bf28}+1.07\%$
test_compile_assign_and_add[tensordict-eager]	1.8737ms	1.3583ms	736.2081 Ops/s	727.1543 Ops/s	$\color{#35bf28}+1.25\%$
test_compile_assign_and_add[pytree-compile]	0.3062ms	0.2119ms	4.7191 KOps/s	4.7600 KOps/s	$\color{#d91a1a}-0.86\%$
test_compile_assign_and_add[pytree-eager]	0.8908ms	0.8135ms	1.2293 KOps/s	1.2231 KOps/s	$\color{#35bf28}+0.51\%$
test_compile_assign_and_add_stack[compile]	0.6383ms	0.4578ms	2.1842 KOps/s	2.2034 KOps/s	$\color{#d91a1a}-0.87\%$
test_compile_assign_and_add_stack[eager]	2.9344ms	2.7140ms	368.4594 Ops/s	356.3522 Ops/s	$\color{#35bf28}+3.40\%$
test_compile_indexing[tensor-tensordict-compile]	0.1051ms	38.3125μs	26.1012 KOps/s	26.8075 KOps/s	$\color{#d91a1a}-2.63\%$
test_compile_indexing[tensor-tensordict-eager]	0.5736ms	33.5731μs	29.7858 KOps/s	29.2009 KOps/s	$\color{#35bf28}+2.00\%$
test_compile_indexing[tensor-tensorclass-compile]	79.5690μs	32.2906μs	30.9688 KOps/s	32.6874 KOps/s	$\textbf{\color{#d91a1a}-5.26\%}$
test_compile_indexing[tensor-tensorclass-eager]	0.3034ms	23.2104μs	43.0840 KOps/s	43.8223 KOps/s	$\color{#d91a1a}-1.68\%$
test_compile_indexing[tensor-pytree-compile]	0.1009ms	31.9755μs	31.2739 KOps/s	32.0431 KOps/s	$\color{#d91a1a}-2.40\%$
test_compile_indexing[tensor-pytree-eager]	84.1670μs	23.7056μs	42.1842 KOps/s	43.6599 KOps/s	$\color{#d91a1a}-3.38\%$
test_compile_indexing[slice-tensordict-compile]	0.1304ms	54.5326μs	18.3377 KOps/s	19.5877 KOps/s	$\textbf{\color{#d91a1a}-6.38\%}$
test_compile_indexing[slice-tensordict-eager]	0.3654ms	20.2705μs	49.3327 KOps/s	49.6106 KOps/s	$\color{#d91a1a}-0.56\%$
test_compile_indexing[slice-tensorclass-compile]	0.1086ms	46.8924μs	21.3254 KOps/s	22.4418 KOps/s	$\color{#d91a1a}-4.97\%$
test_compile_indexing[slice-tensorclass-eager]	60.4520μs	18.6948μs	53.4909 KOps/s	54.4442 KOps/s	$\color{#d91a1a}-1.75\%$
test_compile_indexing[slice-pytree-compile]	0.1089ms	47.5922μs	21.0118 KOps/s	22.0481 KOps/s	$\color{#d91a1a}-4.70\%$
test_compile_indexing[slice-pytree-eager]	59.8310μs	18.7344μs	53.3779 KOps/s	53.7702 KOps/s	$\color{#d91a1a}-0.73\%$
test_compile_indexing[int-tensordict-compile]	0.1398ms	54.9686μs	18.1922 KOps/s	18.4957 KOps/s	$\color{#d91a1a}-1.64\%$
test_compile_indexing[int-tensordict-eager]	0.8875ms	20.1624μs	49.5972 KOps/s	50.2575 KOps/s	$\color{#d91a1a}-1.31\%$
test_compile_indexing[int-tensorclass-compile]	0.1080ms	47.5647μs	21.0240 KOps/s	22.0219 KOps/s	$\color{#d91a1a}-4.53\%$
test_compile_indexing[int-tensorclass-eager]	54.1210μs	18.6478μs	53.6256 KOps/s	54.2379 KOps/s	$\color{#d91a1a}-1.13\%$
test_compile_indexing[int-pytree-compile]	0.5884ms	47.3604μs	21.1147 KOps/s	21.3672 KOps/s	$\color{#d91a1a}-1.18\%$
test_compile_indexing[int-pytree-eager]	74.6190μs	18.7988μs	53.1949 KOps/s	54.7519 KOps/s	$\color{#d91a1a}-2.84\%$
test_mod_add[eager]	0.1045ms	34.6082μs	28.8949 KOps/s	29.1898 KOps/s	$\color{#d91a1a}-1.01\%$
test_mod_add[compile]	0.1532ms	63.8922μs	15.6514 KOps/s	15.6641 KOps/s	$\color{#d91a1a}-0.08\%$
test_mod_add[compile-overhead]	0.1346ms	63.1456μs	15.8364 KOps/s	16.0312 KOps/s	$\color{#d91a1a}-1.22\%$
test_mod_wrap[eager]	0.4522ms	0.2205ms	4.5342 KOps/s	4.3958 KOps/s	$\color{#35bf28}+3.15\%$
test_mod_wrap[compile]	1.6467ms	0.2227ms	4.4904 KOps/s	4.2943 KOps/s	$\color{#35bf28}+4.57\%$
test_mod_wrap[compile-overhead]	0.4411ms	0.2216ms	4.5124 KOps/s	4.1871 KOps/s	$\textbf{\color{#35bf28}+7.77\%}$
test_mod_wrap_and_backward[eager]	15.2552ms	11.4430ms	87.3894 Ops/s	90.6309 Ops/s	$\color{#d91a1a}-3.58\%$
test_mod_wrap_and_backward[compile]	13.8527ms	11.2881ms	88.5887 Ops/s	91.9739 Ops/s	$\color{#d91a1a}-3.68\%$
test_mod_wrap_and_backward[compile-overhead]	15.8753ms	11.3926ms	87.7760 Ops/s	90.6443 Ops/s	$\color{#d91a1a}-3.16\%$
test_seq_add[eager]	0.1999ms	0.1170ms	8.5465 KOps/s	8.6379 KOps/s	$\color{#d91a1a}-1.06\%$
test_seq_add[compile]	0.1768ms	75.9183μs	13.1720 KOps/s	13.5876 KOps/s	$\color{#d91a1a}-3.06\%$
test_seq_add[compile-overhead]	0.3011ms	71.7022μs	13.9466 KOps/s	13.8431 KOps/s	$\color{#35bf28}+0.75\%$
test_seq_wrap[eager]	0.6083ms	0.4401ms	2.2725 KOps/s	2.2243 KOps/s	$\color{#35bf28}+2.17\%$
test_seq_wrap[compile]	0.4655ms	0.2377ms	4.2074 KOps/s	4.1371 KOps/s	$\color{#35bf28}+1.70\%$
test_seq_wrap[compile-overhead]	0.3355ms	0.2363ms	4.2314 KOps/s	4.1749 KOps/s	$\color{#35bf28}+1.35\%$
test_func_call_runtime[False-eager]	0.9513ms	0.5441ms	1.8378 KOps/s	1.7666 KOps/s	$\color{#35bf28}+4.03\%$
test_func_call_runtime[False-compile]	0.5980ms	0.4383ms	2.2813 KOps/s	2.2526 KOps/s	$\color{#35bf28}+1.27\%$
test_func_call_runtime[False-compile-overhead]	0.5205ms	0.4379ms	2.2836 KOps/s	2.2593 KOps/s	$\color{#35bf28}+1.07\%$
test_func_call_runtime[True-eager]	0.8961ms	0.7570ms	1.3210 KOps/s	1.2957 KOps/s	$\color{#35bf28}+1.95\%$
test_func_call_runtime[True-compile]	2.1094ms	0.4628ms	2.1607 KOps/s	2.1418 KOps/s	$\color{#35bf28}+0.88\%$
test_func_call_runtime[True-compile-overhead]	0.8775ms	0.4604ms	2.1718 KOps/s	2.1334 KOps/s	$\color{#35bf28}+1.80\%$
test_func_call_cm_runtime[False-eager]	0.9403ms	0.5410ms	1.8483 KOps/s	1.8098 KOps/s	$\color{#35bf28}+2.13\%$
test_func_call_cm_runtime[False-compile]	0.5755ms	0.4370ms	2.2885 KOps/s	2.2558 KOps/s	$\color{#35bf28}+1.45\%$
test_func_call_cm_runtime[False-compile-overhead]	0.7459ms	0.4375ms	2.2858 KOps/s	2.2508 KOps/s	$\color{#35bf28}+1.56\%$
test_func_call_cm_runtime[True-eager]	1.4318ms	0.8946ms	1.1178 KOps/s	1.0896 KOps/s	$\color{#35bf28}+2.59\%$
test_func_call_cm_runtime[True-compile]	0.9547ms	0.7962ms	1.2560 KOps/s	1.2076 KOps/s	$\color{#35bf28}+4.01\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0039ms	0.7990ms	1.2515 KOps/s	1.2029 KOps/s	$\color{#35bf28}+4.04\%$
test_vmap_func_call_cm_runtime[eager]	3.0207ms	1.8909ms	528.8469 Ops/s	515.5253 Ops/s	$\color{#35bf28}+2.58\%$
test_vmap_func_call_cm_runtime[compile]	0.9374ms	0.5334ms	1.8749 KOps/s	1.8646 KOps/s	$\color{#35bf28}+0.55\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.8625ms	0.5313ms	1.8821 KOps/s	1.8679 KOps/s	$\color{#35bf28}+0.76\%$
test_distributed	0.2245ms	0.1232ms	8.1140 KOps/s	7.8014 KOps/s	$\color{#35bf28}+4.01\%$
test_tdmodule	0.5294ms	26.7239μs	37.4197 KOps/s	36.5522 KOps/s	$\color{#35bf28}+2.37\%$
test_tdmodule_dispatch	74.0280μs	47.8735μs	20.8884 KOps/s	20.2603 KOps/s	$\color{#35bf28}+3.10\%$
test_tdseq	45.2850μs	27.8031μs	35.9672 KOps/s	33.6787 KOps/s	$\textbf{\color{#35bf28}+6.80\%}$
test_tdseq_dispatch	0.1255ms	54.5873μs	18.3193 KOps/s	18.4617 KOps/s	$\color{#d91a1a}-0.77\%$
test_instantiation_functorch	2.3550ms	1.5107ms	661.9292 Ops/s	660.5450 Ops/s	$\color{#35bf28}+0.21\%$
test_exec_functorch	0.3438ms	0.1783ms	5.6073 KOps/s	5.5380 KOps/s	$\color{#35bf28}+1.25\%$
test_exec_functional_call	0.3164ms	0.1737ms	5.7570 KOps/s	5.7275 KOps/s	$\color{#35bf28}+0.52\%$
test_exec_td_decorator	0.4943ms	0.2351ms	4.2538 KOps/s	4.2530 KOps/s	$\color{#35bf28}+0.02\%$
test_vmap_mlp_speed_decorator[True-True]	0.8579ms	0.6548ms	1.5272 KOps/s	1.5093 KOps/s	$\color{#35bf28}+1.19\%$
test_vmap_mlp_speed_decorator[True-False]	1.0240ms	0.6633ms	1.5076 KOps/s	1.4806 KOps/s	$\color{#35bf28}+1.82\%$
test_vmap_mlp_speed_decorator[False-True]	0.7429ms	0.5251ms	1.9045 KOps/s	1.8674 KOps/s	$\color{#35bf28}+1.99\%$
test_vmap_mlp_speed_decorator[False-False]	0.9551ms	0.5288ms	1.8912 KOps/s	1.8654 KOps/s	$\color{#35bf28}+1.39\%$
test_to_module_speed[True]	1.8557ms	1.3050ms	766.3047 Ops/s	764.5533 Ops/s	$\color{#35bf28}+0.23\%$
test_to_module_speed[False]	1.4532ms	1.2788ms	781.9869 Ops/s	775.6743 Ops/s	$\color{#35bf28}+0.81\%$
test_tc_init	82.9350μs	45.3374μs	22.0568 KOps/s	21.6296 KOps/s	$\color{#35bf28}+1.98\%$
test_tc_init_nested	0.1551ms	89.1290μs	11.2197 KOps/s	10.8892 KOps/s	$\color{#35bf28}+3.03\%$
test_tc_first_layer_tensor	18.3040μs	1.5699μs	636.9640 KOps/s	645.6686 KOps/s	$\color{#d91a1a}-1.35\%$
test_tc_first_layer_nontensor	25.1870μs	4.7424μs	210.8631 KOps/s	213.8098 KOps/s	$\color{#d91a1a}-1.38\%$
test_tc_second_layer_tensor	42.5200μs	2.9598μs	337.8656 KOps/s	350.0351 KOps/s	$\color{#d91a1a}-3.48\%$
test_tc_second_layer_nontensor	27.5920μs	6.1993μs	161.3088 KOps/s	166.2020 KOps/s	$\color{#d91a1a}-2.94\%$
test_unbind	0.2332s	12.8928ms	77.5630 Ops/s	68.1804 Ops/s	$\textbf{\color{#35bf28}+13.76\%}$
test_full_like	8.8565ms	6.5159ms	153.4701 Ops/s	133.3698 Ops/s	$\textbf{\color{#35bf28}+15.07\%}$
test_zeros_like	5.0391ms	2.6270ms	380.6604 Ops/s	222.6627 Ops/s	$\textbf{\color{#35bf28}+70.96\%}$
test_ones_like	4.6784ms	3.2041ms	312.0983 Ops/s	320.7666 Ops/s	$\color{#d91a1a}-2.70\%$
test_clone	6.0001ms	4.7928ms	208.6451 Ops/s	205.8061 Ops/s	$\color{#35bf28}+1.38\%$
test_squeeze	59.7510μs	12.1628μs	82.2181 KOps/s	78.8345 KOps/s	$\color{#35bf28}+4.29\%$
test_unsqueeze	0.1650ms	90.4950μs	11.0503 KOps/s	10.6375 KOps/s	$\color{#35bf28}+3.88\%$
test_split	0.4795ms	0.1933ms	5.1745 KOps/s	5.2276 KOps/s	$\color{#d91a1a}-1.01\%$
test_permute	0.4128ms	0.1975ms	5.0635 KOps/s	4.9725 KOps/s	$\color{#35bf28}+1.83\%$
test_stack	26.8243ms	24.4554ms	40.8908 Ops/s	40.0737 Ops/s	$\color{#35bf28}+2.04\%$
test_cat	44.8406ms	25.1761ms	39.7203 Ops/s	40.5086 Ops/s	$\color{#d91a1a}-1.95\%$

[github-actions]

$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of GPU Benchmark Tests

Total Benchmarks: 229. Improved: $\large\color{#35bf28}11$. Worsened: $\large\color{#d91a1a}7$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	33.1300μs	12.5570μs	79.6366 KOps/s	79.1701 KOps/s	$\color{#35bf28}+0.59\%$
test_plain_set_stack_nested	45.4200μs	12.6355μs	79.1420 KOps/s	78.5162 KOps/s	$\color{#35bf28}+0.80\%$
test_plain_set_nested_inplace	38.6700μs	13.6957μs	73.0155 KOps/s	72.6685 KOps/s	$\color{#35bf28}+0.48\%$
test_plain_set_stack_nested_inplace	42.0900μs	13.5604μs	73.7442 KOps/s	73.2678 KOps/s	$\color{#35bf28}+0.65\%$
test_items	25.1000μs	2.8982μs	345.0403 KOps/s	330.5454 KOps/s	$\color{#35bf28}+4.39\%$
test_items_nested	0.4142ms	0.3652ms	2.7384 KOps/s	2.7136 KOps/s	$\color{#35bf28}+0.91\%$
test_items_nested_locked	0.4066ms	0.3665ms	2.7285 KOps/s	2.7319 KOps/s	$\color{#d91a1a}-0.13\%$
test_items_nested_leaf	89.7210μs	60.4545μs	16.5414 KOps/s	16.5910 KOps/s	$\color{#d91a1a}-0.30\%$
test_items_stack_nested	0.4035ms	0.3650ms	2.7396 KOps/s	2.7501 KOps/s	$\color{#d91a1a}-0.38\%$
test_items_stack_nested_leaf	88.0410μs	62.2274μs	16.0701 KOps/s	15.9832 KOps/s	$\color{#35bf28}+0.54\%$
test_items_stack_nested_locked	0.4184ms	0.3637ms	2.7493 KOps/s	2.7532 KOps/s	$\color{#d91a1a}-0.14\%$
test_keys	29.0100μs	3.4499μs	289.8641 KOps/s	290.4680 KOps/s	$\color{#d91a1a}-0.21\%$
test_keys_nested	0.1247ms	88.1331μs	11.3465 KOps/s	11.3732 KOps/s	$\color{#d91a1a}-0.24\%$
test_keys_nested_locked	0.7403ms	94.0278μs	10.6351 KOps/s	10.7402 KOps/s	$\color{#d91a1a}-0.98\%$
test_keys_nested_leaf	0.1022ms	79.5002μs	12.5786 KOps/s	12.6613 KOps/s	$\color{#d91a1a}-0.65\%$
test_keys_stack_nested	0.1184ms	89.4472μs	11.1798 KOps/s	11.3032 KOps/s	$\color{#d91a1a}-1.09\%$
test_keys_stack_nested_leaf	0.1076ms	80.6979μs	12.3919 KOps/s	12.5131 KOps/s	$\color{#d91a1a}-0.97\%$
test_keys_stack_nested_locked	0.1217ms	95.0318μs	10.5228 KOps/s	10.5205 KOps/s	$\color{#35bf28}+0.02\%$
test_values	6.0683μs	0.8604μs	1.1622 MOps/s	1.1699 MOps/s	$\color{#d91a1a}-0.66\%$
test_values_nested	61.5910μs	37.2829μs	26.8219 KOps/s	26.6680 KOps/s	$\color{#35bf28}+0.58\%$
test_values_nested_locked	64.1610μs	39.0512μs	25.6074 KOps/s	25.4169 KOps/s	$\color{#35bf28}+0.75\%$
test_values_nested_leaf	67.8510μs	42.2505μs	23.6684 KOps/s	23.5142 KOps/s	$\color{#35bf28}+0.66\%$
test_values_stack_nested	65.9000μs	38.2393μs	26.1511 KOps/s	26.4199 KOps/s	$\color{#d91a1a}-1.02\%$
test_values_stack_nested_leaf	65.2110μs	42.7629μs	23.3848 KOps/s	23.3657 KOps/s	$\color{#35bf28}+0.08\%$
test_values_stack_nested_locked	66.5010μs	39.8273μs	25.1084 KOps/s	25.2497 KOps/s	$\color{#d91a1a}-0.56\%$
test_membership	2.0295μs	0.5263μs	1.9000 MOps/s	1.8530 MOps/s	$\color{#35bf28}+2.53\%$
test_membership_nested	37.9600μs	2.1031μs	475.4785 KOps/s	473.2621 KOps/s	$\color{#35bf28}+0.47\%$
test_membership_nested_leaf	19.5600μs	2.0648μs	484.3063 KOps/s	491.6508 KOps/s	$\color{#d91a1a}-1.49\%$
test_membership_stacked_nested	34.8300μs	2.1225μs	471.1487 KOps/s	467.1690 KOps/s	$\color{#35bf28}+0.85\%$
test_membership_stacked_nested_leaf	32.0600μs	2.1245μs	470.6892 KOps/s	467.5773 KOps/s	$\color{#35bf28}+0.67\%$
test_membership_nested_last	26.7910μs	3.1389μs	318.5842 KOps/s	320.0244 KOps/s	$\color{#d91a1a}-0.45\%$
test_membership_nested_leaf_last	41.8800μs	3.1386μs	318.6179 KOps/s	319.9374 KOps/s	$\color{#d91a1a}-0.41\%$
test_membership_stacked_nested_last	31.2200μs	4.1182μs	242.8248 KOps/s	242.4356 KOps/s	$\color{#35bf28}+0.16\%$
test_membership_stacked_nested_leaf_last	32.1000μs	4.1326μs	241.9756 KOps/s	243.7340 KOps/s	$\color{#d91a1a}-0.72\%$
test_nested_getleaf	33.1000μs	6.2424μs	160.1949 KOps/s	162.3213 KOps/s	$\color{#d91a1a}-1.31\%$
test_nested_get	33.3300μs	5.9340μs	168.5207 KOps/s	170.4022 KOps/s	$\color{#d91a1a}-1.10\%$
test_stacked_getleaf	49.0910μs	6.3298μs	157.9827 KOps/s	164.0702 KOps/s	$\color{#d91a1a}-3.71\%$
test_stacked_get	86.6010μs	5.7952μs	172.5558 KOps/s	171.2912 KOps/s	$\color{#35bf28}+0.74\%$
test_nested_getitemleaf	34.0700μs	6.3767μs	156.8206 KOps/s	154.2281 KOps/s	$\color{#35bf28}+1.68\%$
test_nested_getitem	29.9910μs	6.1189μs	163.4291 KOps/s	165.1074 KOps/s	$\color{#d91a1a}-1.02\%$
test_stacked_getitemleaf	37.6910μs	6.3736μs	156.8961 KOps/s	155.4861 KOps/s	$\color{#35bf28}+0.91\%$
test_stacked_getitem	37.4500μs	6.0214μs	166.0747 KOps/s	166.7937 KOps/s	$\color{#d91a1a}-0.43\%$
test_lock_nested	0.4010ms	0.3367ms	2.9702 KOps/s	2.9679 KOps/s	$\color{#35bf28}+0.08\%$
test_lock_stack_nested	0.4189ms	0.3420ms	2.9242 KOps/s	2.8863 KOps/s	$\color{#35bf28}+1.31\%$
test_unlock_nested	0.3493ms	0.2816ms	3.5507 KOps/s	3.5313 KOps/s	$\color{#35bf28}+0.55\%$
test_unlock_stack_nested	0.3111ms	0.2809ms	3.5598 KOps/s	3.5172 KOps/s	$\color{#35bf28}+1.21\%$
test_flatten_speed	0.1129ms	77.2906μs	12.9382 KOps/s	12.8772 KOps/s	$\color{#35bf28}+0.47\%$
test_unflatten_speed	0.3673ms	0.3231ms	3.0948 KOps/s	3.1082 KOps/s	$\color{#d91a1a}-0.43\%$
test_common_ops	0.7480ms	0.6189ms	1.6159 KOps/s	1.6137 KOps/s	$\color{#35bf28}+0.13\%$
test_creation	0.1267ms	1.7607μs	567.9610 KOps/s	566.9679 KOps/s	$\color{#35bf28}+0.18\%$
test_creation_empty	38.2300μs	8.4816μs	117.9026 KOps/s	115.0093 KOps/s	$\color{#35bf28}+2.52\%$
test_creation_nested_1	37.1700μs	10.1111μs	98.9014 KOps/s	96.1851 KOps/s	$\color{#35bf28}+2.82\%$
test_creation_nested_2	48.7710μs	13.0141μs	76.8397 KOps/s	76.1703 KOps/s	$\color{#35bf28}+0.88\%$
test_clone	51.2910μs	10.5303μs	94.9644 KOps/s	92.5007 KOps/s	$\color{#35bf28}+2.66\%$
test_getitem[int]	1.1259ms	10.4895μs	95.3333 KOps/s	94.4960 KOps/s	$\color{#35bf28}+0.89\%$
test_getitem[slice_int]	0.1076ms	20.6850μs	48.3443 KOps/s	48.3081 KOps/s	$\color{#35bf28}+0.07\%$
test_getitem[range]	0.1319ms	38.3790μs	26.0559 KOps/s	26.2403 KOps/s	$\color{#d91a1a}-0.70\%$
test_getitem[tuple]	0.1048ms	17.9670μs	55.6576 KOps/s	55.4325 KOps/s	$\color{#35bf28}+0.41\%$
test_getitem[list]	0.1545ms	35.6608μs	28.0420 KOps/s	27.9282 KOps/s	$\color{#35bf28}+0.41\%$
test_setitem_dim[int]	46.9400μs	19.2545μs	51.9358 KOps/s	48.4558 KOps/s	$\textbf{\color{#35bf28}+7.18\%}$
test_setitem_dim[slice_int]	69.4410μs	38.8755μs	25.7231 KOps/s	24.8987 KOps/s	$\color{#35bf28}+3.31\%$
test_setitem_dim[range]	76.3110μs	54.2038μs	18.4489 KOps/s	17.6594 KOps/s	$\color{#35bf28}+4.47\%$
test_setitem_dim[tuple]	53.5410μs	33.1225μs	30.1910 KOps/s	29.7849 KOps/s	$\color{#35bf28}+1.36\%$
test_setitem	60.1300μs	15.2768μs	65.4586 KOps/s	64.6335 KOps/s	$\color{#35bf28}+1.28\%$
test_set	79.0910μs	14.6560μs	68.2315 KOps/s	66.2499 KOps/s	$\color{#35bf28}+2.99\%$
test_set_shared	0.5071ms	0.1572ms	6.3610 KOps/s	6.2850 KOps/s	$\color{#35bf28}+1.21\%$
test_update	0.3195ms	17.7533μs	56.3275 KOps/s	54.8607 KOps/s	$\color{#35bf28}+2.67\%$
test_update_nested	70.3900μs	23.4074μs	42.7215 KOps/s	41.6193 KOps/s	$\color{#35bf28}+2.65\%$
test_update__nested	0.5006ms	25.8303μs	38.7143 KOps/s	38.6343 KOps/s	$\color{#35bf28}+0.21\%$
test_set_nested	76.8300μs	16.0207μs	62.4193 KOps/s	61.1013 KOps/s	$\color{#35bf28}+2.16\%$
test_set_nested_new	79.9810μs	18.2057μs	54.9280 KOps/s	53.7992 KOps/s	$\color{#35bf28}+2.10\%$
test_select	78.9510μs	30.2554μs	33.0519 KOps/s	32.2510 KOps/s	$\color{#35bf28}+2.48\%$
test_select_nested	73.6810μs	43.7972μs	22.8325 KOps/s	22.6436 KOps/s	$\color{#35bf28}+0.83\%$
test_exclude_nested	88.4910μs	63.0202μs	15.8679 KOps/s	15.7881 KOps/s	$\color{#35bf28}+0.51\%$
test_empty[True]	0.3350ms	0.2952ms	3.3881 KOps/s	3.3974 KOps/s	$\color{#d91a1a}-0.27\%$
test_empty[False]	2.1315μs	0.8444μs	1.1842 MOps/s	1.1652 MOps/s	$\color{#35bf28}+1.63\%$
test_to	86.6310μs	56.1034μs	17.8242 KOps/s	16.5078 KOps/s	$\textbf{\color{#35bf28}+7.97\%}$
test_to_nonblocking	77.7000μs	47.0734μs	21.2434 KOps/s	21.4596 KOps/s	$\color{#d91a1a}-1.01\%$
test_unbind_speed	0.2998ms	0.2409ms	4.1506 KOps/s	4.1543 KOps/s	$\color{#d91a1a}-0.09\%$
test_unbind_speed_stack0	0.3064ms	0.2393ms	4.1787 KOps/s	4.1166 KOps/s	$\color{#35bf28}+1.51\%$
test_unbind_speed_stack1	92.9789ms	0.7306ms	1.3687 KOps/s	1.3563 KOps/s	$\color{#35bf28}+0.91\%$
test_split	1.5723ms	1.4528ms	688.3268 Ops/s	626.6267 Ops/s	$\textbf{\color{#35bf28}+9.85\%}$
test_chunk	94.7964ms	1.7451ms	573.0374 Ops/s	624.4282 Ops/s	$\textbf{\color{#d91a1a}-8.23\%}$
test_consolidate[False-None]	2.8562ms	2.7772ms	360.0725 Ops/s	365.1427 Ops/s	$\color{#d91a1a}-1.39\%$
test_consolidate[default-None]	1.8133ms	1.7286ms	578.5015 Ops/s	590.5399 Ops/s	$\color{#d91a1a}-2.04\%$
test_consolidate[reduce-overhead-None]	1.8570ms	1.7768ms	562.8189 Ops/s	576.4568 Ops/s	$\color{#d91a1a}-2.37\%$
test_consolidate_njt[False-None]	6.9526ms	6.5928ms	151.6813 Ops/s	152.0302 Ops/s	$\color{#d91a1a}-0.23\%$
test_to[False-False-None]	1.8097ms	1.7298ms	578.0873 Ops/s	587.5137 Ops/s	$\color{#d91a1a}-1.60\%$
test_to[True-False-None]	1.6087ms	1.3876ms	720.6923 Ops/s	731.1790 Ops/s	$\color{#d91a1a}-1.43\%$
test_to[within-False-None]	0.2951s	5.4883ms	182.2062 Ops/s	237.8970 Ops/s	$\textbf{\color{#d91a1a}-23.41\%}$
test_to[True-default-None]	5.7136ms	5.3258ms	187.7655 Ops/s	188.2238 Ops/s	$\color{#d91a1a}-0.24\%$
test_to_njt[False-False-None]	7.1418ms	6.9989ms	142.8804 Ops/s	143.9772 Ops/s	$\color{#d91a1a}-0.76\%$
test_to_njt[True-False-None]	5.7181ms	5.5740ms	179.4031 Ops/s	178.5933 Ops/s	$\color{#35bf28}+0.45\%$
test_to_njt[within-False-None]	13.2585ms	12.4269ms	80.4709 Ops/s	81.8274 Ops/s	$\color{#d91a1a}-1.66\%$
test_creation[device0]	0.4637ms	80.1888μs	12.4706 KOps/s	12.5774 KOps/s	$\color{#d91a1a}-0.85\%$
test_creation_from_tensor	0.4783ms	86.7402μs	11.5287 KOps/s	11.5858 KOps/s	$\color{#d91a1a}-0.49\%$
test_add_one[memmap_tensor0]	0.4686ms	6.7563μs	148.0091 KOps/s	148.0512 KOps/s	$\color{#d91a1a}-0.03\%$
test_contiguous[memmap_tensor0]	1.9370μs	0.4188μs	2.3875 MOps/s	2.3119 MOps/s	$\color{#35bf28}+3.27\%$
test_stack[memmap_tensor0]	41.1810μs	4.2818μs	233.5457 KOps/s	231.6412 KOps/s	$\color{#35bf28}+0.82\%$
test_memmaptd_index	1.7834ms	0.2469ms	4.0498 KOps/s	4.1237 KOps/s	$\color{#d91a1a}-1.79\%$
test_memmaptd_index_astensor	0.4394ms	0.3084ms	3.2431 KOps/s	3.3087 KOps/s	$\color{#d91a1a}-1.98\%$
test_memmaptd_index_op	0.7409ms	0.5884ms	1.6996 KOps/s	1.7032 KOps/s	$\color{#d91a1a}-0.21\%$
test_serialize_model	0.1307s	0.1301s	7.6875 Ops/s	7.6686 Ops/s	$\color{#35bf28}+0.25\%$
test_serialize_model_pickle	1.3494s	1.2096s	0.8267 Ops/s	0.8263 Ops/s	$\color{#35bf28}+0.05\%$
test_serialize_weights	0.2782s	0.1507s	6.6376 Ops/s	7.7093 Ops/s	$\textbf{\color{#d91a1a}-13.90\%}$
test_serialize_weights_returnearly	0.3337s	54.1093ms	18.4811 Ops/s	15.6169 Ops/s	$\textbf{\color{#35bf28}+18.34\%}$
test_serialize_weights_pickle	1.3483s	1.1830s	0.8453 Ops/s	0.8224 Ops/s	$\color{#35bf28}+2.79\%$
test_reshape_pytree	58.5300μs	22.5463μs	44.3532 KOps/s	44.0217 KOps/s	$\color{#35bf28}+0.75\%$
test_reshape_td	63.5510μs	27.2206μs	36.7369 KOps/s	36.3202 KOps/s	$\color{#35bf28}+1.15\%$
test_view_pytree	48.9500μs	21.8831μs	45.6973 KOps/s	44.7474 KOps/s	$\color{#35bf28}+2.12\%$
test_view_td	65.1700μs	32.7944μs	30.4930 KOps/s	28.1435 KOps/s	$\textbf{\color{#35bf28}+8.35\%}$
test_unbind_pytree	53.5600μs	27.7152μs	36.0813 KOps/s	35.2475 KOps/s	$\color{#35bf28}+2.37\%$
test_unbind_td	0.5329ms	37.3236μs	26.7927 KOps/s	26.4049 KOps/s	$\color{#35bf28}+1.47\%$
test_split_pytree	55.8200μs	29.7693μs	33.5917 KOps/s	33.7084 KOps/s	$\color{#d91a1a}-0.35\%$
test_split_td	0.7255ms	38.6030μs	25.9048 KOps/s	25.2477 KOps/s	$\color{#35bf28}+2.60\%$
test_add_pytree	72.0210μs	34.6800μs	28.8351 KOps/s	28.0797 KOps/s	$\color{#35bf28}+2.69\%$
test_add_td	87.6810μs	48.4438μs	20.6425 KOps/s	17.5370 KOps/s	$\textbf{\color{#35bf28}+17.71\%}$
test_compile_add_one_nested[tensordict-compile]	0.1803ms	0.1221ms	8.1899 KOps/s	7.8578 KOps/s	$\color{#35bf28}+4.23\%$
test_compile_add_one_nested[tensordict-eager]	0.2296ms	0.1338ms	7.4757 KOps/s	7.4044 KOps/s	$\color{#35bf28}+0.96\%$
test_compile_add_one_nested[pytree-compile]	0.1379ms	95.9642μs	10.4206 KOps/s	10.2090 KOps/s	$\color{#35bf28}+2.07\%$
test_compile_add_one_nested[pytree-eager]	0.9772ms	0.1516ms	6.5981 KOps/s	6.6628 KOps/s	$\color{#d91a1a}-0.97\%$
test_compile_copy_nested[tensordict-compile]	77.6610μs	24.5493μs	40.7344 KOps/s	40.0518 KOps/s	$\color{#35bf28}+1.70\%$
test_compile_copy_nested[tensordict-eager]	62.9500μs	29.4923μs	33.9072 KOps/s	33.5207 KOps/s	$\color{#35bf28}+1.15\%$
test_compile_copy_nested[pytree-compile]	0.3793ms	63.8359μs	15.6652 KOps/s	15.2968 KOps/s	$\color{#35bf28}+2.41\%$
test_compile_copy_nested[pytree-eager]	79.7900μs	48.9212μs	20.4411 KOps/s	20.2183 KOps/s	$\color{#35bf28}+1.10\%$
test_compile_add_one_flat[tensordict-compile]	0.1874ms	0.1447ms	6.9129 KOps/s	6.9668 KOps/s	$\color{#d91a1a}-0.77\%$
test_compile_add_one_flat[tensordict-eager]	0.3060ms	0.2169ms	4.6108 KOps/s	4.6596 KOps/s	$\color{#d91a1a}-1.05\%$
test_compile_add_one_flat[tensorclass-compile]	0.1371ms	99.5618μs	10.0440 KOps/s	10.1670 KOps/s	$\color{#d91a1a}-1.21\%$
test_compile_add_one_flat[tensorclass-eager]	0.1140ms	55.5123μs	18.0140 KOps/s	17.7005 KOps/s	$\color{#35bf28}+1.77\%$
test_compile_add_one_flat[pytree-compile]	0.1821ms	0.1369ms	7.3047 KOps/s	7.3466 KOps/s	$\color{#d91a1a}-0.57\%$
test_compile_add_one_flat[pytree-eager]	0.5877ms	0.4879ms	2.0496 KOps/s	2.0730 KOps/s	$\color{#d91a1a}-1.13\%$
test_compile_add_self_flat[tensordict-eager]	0.3875ms	0.2602ms	3.8434 KOps/s	3.8411 KOps/s	$\color{#35bf28}+0.06\%$
test_compile_add_self_flat[tensordict-compile]	0.1884ms	0.1462ms	6.8394 KOps/s	6.9587 KOps/s	$\color{#d91a1a}-1.71\%$
test_compile_add_self_flat[tensorclass-eager]	0.1802ms	71.2530μs	14.0345 KOps/s	14.6954 KOps/s	$\color{#d91a1a}-4.50\%$
test_compile_add_self_flat[tensorclass-compile]	0.1614ms	98.8583μs	10.1155 KOps/s	10.0645 KOps/s	$\color{#35bf28}+0.51\%$
test_compile_add_self_flat[pytree-eager]	0.4499ms	0.4117ms	2.4292 KOps/s	2.4748 KOps/s	$\color{#d91a1a}-1.84\%$
test_compile_add_self_flat[pytree-compile]	0.1739ms	0.1352ms	7.3951 KOps/s	7.3896 KOps/s	$\color{#35bf28}+0.07\%$
test_compile_copy_flat[tensordict-compile]	49.0610μs	18.7013μs	53.4723 KOps/s	53.2675 KOps/s	$\color{#35bf28}+0.38\%$
test_compile_copy_flat[tensordict-eager]	65.1500μs	31.5165μs	31.7294 KOps/s	31.8655 KOps/s	$\color{#d91a1a}-0.43\%$
test_compile_copy_flat[pytree-compile]	0.1145ms	70.5343μs	14.1775 KOps/s	14.3641 KOps/s	$\color{#d91a1a}-1.30\%$
test_compile_copy_flat[pytree-eager]	0.2387ms	52.5451μs	19.0313 KOps/s	19.1129 KOps/s	$\color{#d91a1a}-0.43\%$
test_compile_assign_and_add[tensordict-compile]	1.6235ms	0.3922ms	2.5500 KOps/s	2.1611 KOps/s	$\textbf{\color{#35bf28}+18.00\%}$
test_compile_assign_and_add[tensordict-eager]	2.8735ms	2.6373ms	379.1824 Ops/s	379.1402 Ops/s	$\color{#35bf28}+0.01\%$
test_compile_assign_and_add[pytree-compile]	1.5977ms	0.4323ms	2.3134 KOps/s	2.2594 KOps/s	$\color{#35bf28}+2.39\%$
test_compile_assign_and_add[pytree-eager]	3.0276ms	2.6388ms	378.9533 Ops/s	381.9982 Ops/s	$\color{#d91a1a}-0.80\%$
test_compile_indexing[tensor-tensordict-compile]	0.5496ms	0.1201ms	8.3253 KOps/s	8.5128 KOps/s	$\color{#d91a1a}-2.20\%$
test_compile_indexing[tensor-tensordict-eager]	0.5637ms	84.6004μs	11.8203 KOps/s	11.6824 KOps/s	$\color{#35bf28}+1.18\%$
test_compile_indexing[tensor-tensorclass-compile]	0.6545ms	0.1138ms	8.7840 KOps/s	8.8105 KOps/s	$\color{#d91a1a}-0.30\%$
test_compile_indexing[tensor-tensorclass-eager]	0.4692ms	71.5230μs	13.9815 KOps/s	13.8635 KOps/s	$\color{#35bf28}+0.85\%$
test_compile_indexing[tensor-pytree-compile]	0.1743ms	0.1148ms	8.7119 KOps/s	8.7277 KOps/s	$\color{#d91a1a}-0.18\%$
test_compile_indexing[tensor-pytree-eager]	0.4907ms	72.0632μs	13.8767 KOps/s	13.8734 KOps/s	$\color{#35bf28}+0.02\%$
test_compile_indexing[slice-tensordict-compile]	0.1664ms	0.1041ms	9.6100 KOps/s	9.9534 KOps/s	$\color{#d91a1a}-3.45\%$
test_compile_indexing[slice-tensordict-eager]	0.4158ms	17.2604μs	57.9361 KOps/s	57.5758 KOps/s	$\color{#35bf28}+0.63\%$
test_compile_indexing[slice-tensorclass-compile]	0.5048ms	95.7785μs	10.4408 KOps/s	10.3908 KOps/s	$\color{#35bf28}+0.48\%$
test_compile_indexing[slice-tensorclass-eager]	71.8100μs	15.6984μs	63.7010 KOps/s	63.6035 KOps/s	$\color{#35bf28}+0.15\%$
test_compile_indexing[slice-pytree-compile]	0.5041ms	99.5899μs	10.0412 KOps/s	10.1192 KOps/s	$\color{#d91a1a}-0.77\%$
test_compile_indexing[slice-pytree-eager]	0.4070ms	15.6538μs	63.8824 KOps/s	64.7475 KOps/s	$\color{#d91a1a}-1.34\%$
test_compile_indexing[int-tensordict-compile]	0.5152ms	0.1056ms	9.4694 KOps/s	9.8573 KOps/s	$\color{#d91a1a}-3.93\%$
test_compile_indexing[int-tensordict-eager]	0.5593ms	17.2024μs	58.1315 KOps/s	58.7122 KOps/s	$\color{#d91a1a}-0.99\%$
test_compile_indexing[int-tensorclass-compile]	0.4967ms	95.9531μs	10.4218 KOps/s	10.3226 KOps/s	$\color{#35bf28}+0.96\%$
test_compile_indexing[int-tensorclass-eager]	51.0100μs	15.7284μs	63.5793 KOps/s	64.2241 KOps/s	$\color{#d91a1a}-1.00\%$
test_compile_indexing[int-pytree-compile]	0.4896ms	96.4307μs	10.3701 KOps/s	10.3038 KOps/s	$\color{#35bf28}+0.64\%$
test_compile_indexing[int-pytree-eager]	0.4037ms	15.5472μs	64.3202 KOps/s	64.5883 KOps/s	$\color{#d91a1a}-0.42\%$
test_mod_add[eager]	0.4384ms	40.3971μs	24.7542 KOps/s	26.2611 KOps/s	$\textbf{\color{#d91a1a}-5.74\%}$
test_mod_add[compile]	0.4833ms	81.3039μs	12.2995 KOps/s	11.5096 KOps/s	$\textbf{\color{#35bf28}+6.86\%}$
test_mod_add[compile-overhead]	0.3310ms	0.1689ms	5.9214 KOps/s	5.1342 KOps/s	$\textbf{\color{#35bf28}+15.33\%}$
test_mod_wrap[eager]	0.6642ms	0.2492ms	4.0125 KOps/s	3.9414 KOps/s	$\color{#35bf28}+1.80\%$
test_mod_wrap[compile]	0.5871ms	0.2975ms	3.3613 KOps/s	3.4744 KOps/s	$\color{#d91a1a}-3.26\%$
test_mod_wrap[compile-overhead]	7.4457ms	3.8536ms	259.5002 Ops/s	264.0500 Ops/s	$\color{#d91a1a}-1.72\%$
test_mod_wrap_and_backward[eager]	1.5086ms	1.3583ms	736.1985 Ops/s	685.3425 Ops/s	$\textbf{\color{#35bf28}+7.42\%}$
test_mod_wrap_and_backward[compile]	1.3666ms	1.2746ms	784.5444 Ops/s	777.7880 Ops/s	$\color{#35bf28}+0.87\%$
test_mod_wrap_and_backward[compile-overhead]	1.3693ms	0.9329ms	1.0719 KOps/s	1.0712 KOps/s	$\color{#35bf28}+0.07\%$
test_seq_add[eager]	0.1879ms	0.1197ms	8.3514 KOps/s	8.1025 KOps/s	$\color{#35bf28}+3.07\%$
test_seq_add[compile]	0.1789ms	93.6966μs	10.6727 KOps/s	10.6812 KOps/s	$\color{#d91a1a}-0.08\%$
test_seq_add[compile-overhead]	0.2102ms	0.1301ms	7.6873 KOps/s	7.6153 KOps/s	$\color{#35bf28}+0.94\%$
test_seq_wrap[eager]	0.5161ms	0.4365ms	2.2908 KOps/s	2.3005 KOps/s	$\color{#d91a1a}-0.42\%$
test_seq_wrap[compile]	0.3685ms	0.3058ms	3.2705 KOps/s	3.2507 KOps/s	$\color{#35bf28}+0.61\%$
test_seq_wrap[compile-overhead]	0.2869ms	0.2260ms	4.4241 KOps/s	4.3604 KOps/s	$\color{#35bf28}+1.46\%$
test_func_call_runtime[False-eager]	0.8687ms	0.7897ms	1.2662 KOps/s	1.3346 KOps/s	$\textbf{\color{#d91a1a}-5.12\%}$
test_func_call_runtime[False-compile]	0.9588ms	0.7538ms	1.3266 KOps/s	1.3269 KOps/s	$\color{#d91a1a}-0.02\%$
test_func_call_runtime[False-compile-overhead]	0.4257ms	0.3669ms	2.7254 KOps/s	2.7041 KOps/s	$\color{#35bf28}+0.78\%$
test_func_call_runtime[True-eager]	0.9717ms	0.9073ms	1.1021 KOps/s	1.1009 KOps/s	$\color{#35bf28}+0.11\%$
test_func_call_runtime[True-compile]	0.8871ms	0.7829ms	1.2773 KOps/s	1.2504 KOps/s	$\color{#35bf28}+2.15\%$
test_func_call_runtime[True-compile-overhead]	0.4410ms	0.3870ms	2.5839 KOps/s	2.5688 KOps/s	$\color{#35bf28}+0.59\%$
test_func_call_cm_runtime[False-eager]	0.8454ms	0.7795ms	1.2829 KOps/s	1.3456 KOps/s	$\color{#d91a1a}-4.66\%$
test_func_call_cm_runtime[False-compile]	1.1070ms	0.7567ms	1.3216 KOps/s	1.3282 KOps/s	$\color{#d91a1a}-0.50\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4189ms	0.3683ms	2.7153 KOps/s	2.7073 KOps/s	$\color{#35bf28}+0.30\%$
test_func_call_cm_runtime[True-eager]	1.1044ms	1.0048ms	995.2661 Ops/s	976.3317 Ops/s	$\color{#35bf28}+1.94\%$
test_func_call_cm_runtime[True-compile]	1.1076ms	1.0060ms	994.0393 Ops/s	989.6385 Ops/s	$\color{#35bf28}+0.44\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0689ms	1.0028ms	997.2021 Ops/s	983.9413 Ops/s	$\color{#35bf28}+1.35\%$
test_vmap_func_call_cm_runtime[eager]	2.5282ms	2.1035ms	475.4059 Ops/s	467.4250 Ops/s	$\color{#35bf28}+1.71\%$
test_vmap_func_call_cm_runtime[compile]	0.9862ms	0.8214ms	1.2174 KOps/s	1.2034 KOps/s	$\color{#35bf28}+1.17\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5702ms	0.4183ms	2.3908 KOps/s	2.3660 KOps/s	$\color{#35bf28}+1.05\%$
test_distributed	3.0196ms	0.1933ms	5.1727 KOps/s	8.4654 KOps/s	$\textbf{\color{#d91a1a}-38.90\%}$
test_tdmodule	57.0110μs	20.7861μs	48.1090 KOps/s	48.2111 KOps/s	$\color{#d91a1a}-0.21\%$
test_tdmodule_dispatch	63.8900μs	37.1617μs	26.9094 KOps/s	27.2221 KOps/s	$\color{#d91a1a}-1.15\%$
test_tdseq	42.5500μs	21.8762μs	45.7119 KOps/s	48.0281 KOps/s	$\color{#d91a1a}-4.82\%$
test_tdseq_dispatch	78.0010μs	41.0342μs	24.3699 KOps/s	25.6122 KOps/s	$\color{#d91a1a}-4.85\%$
test_instantiation_functorch	1.6785ms	1.5456ms	646.9935 Ops/s	637.6680 Ops/s	$\color{#35bf28}+1.46\%$
test_exec_functorch	0.2011ms	0.1444ms	6.9256 KOps/s	6.9161 KOps/s	$\color{#35bf28}+0.14\%$
test_exec_functional_call	0.2124ms	0.1375ms	7.2724 KOps/s	7.1023 KOps/s	$\color{#35bf28}+2.40\%$
test_exec_td_decorator	0.3781ms	0.1901ms	5.2605 KOps/s	5.2424 KOps/s	$\color{#35bf28}+0.35\%$
test_vmap_mlp_speed_decorator[True-True]	0.8389ms	0.6886ms	1.4521 KOps/s	1.4430 KOps/s	$\color{#35bf28}+0.63\%$
test_vmap_mlp_speed_decorator[True-False]	0.8189ms	0.6913ms	1.4465 KOps/s	1.4423 KOps/s	$\color{#35bf28}+0.29\%$
test_vmap_mlp_speed_decorator[False-True]	0.7160ms	0.6004ms	1.6655 KOps/s	1.6592 KOps/s	$\color{#35bf28}+0.38\%$
test_vmap_mlp_speed_decorator[False-False]	0.7423ms	0.6000ms	1.6666 KOps/s	1.6549 KOps/s	$\color{#35bf28}+0.70\%$
test_vmap_transformer_speed_decorator[True-True]	19.9385ms	19.3135ms	51.7772 Ops/s	51.7390 Ops/s	$\color{#35bf28}+0.07\%$
test_vmap_transformer_speed_decorator[True-False]	19.4224ms	19.3268ms	51.7416 Ops/s	51.8224 Ops/s	$\color{#d91a1a}-0.16\%$
test_vmap_transformer_speed_decorator[False-True]	19.2109ms	19.1082ms	52.3334 Ops/s	52.2726 Ops/s	$\color{#35bf28}+0.12\%$
test_vmap_transformer_speed_decorator[False-False]	19.5489ms	19.1547ms	52.2065 Ops/s	52.2559 Ops/s	$\color{#d91a1a}-0.09\%$
test_to_module_speed[True]	1.4609ms	0.9881ms	1.0120 KOps/s	1.0155 KOps/s	$\color{#d91a1a}-0.34\%$
test_to_module_speed[False]	1.3852ms	0.9677ms	1.0334 KOps/s	1.0376 KOps/s	$\color{#d91a1a}-0.40\%$
test_tc_init	58.5100μs	36.1058μs	27.6964 KOps/s	26.9386 KOps/s	$\color{#35bf28}+2.81\%$
test_tc_init_nested	0.1667ms	71.9176μs	13.9048 KOps/s	13.2733 KOps/s	$\color{#35bf28}+4.76\%$
test_tc_first_layer_tensor	21.3300μs	0.7912μs	1.2639 MOps/s	1.2587 MOps/s	$\color{#35bf28}+0.42\%$
test_tc_first_layer_nontensor	22.3110μs	2.2220μs	450.0496 KOps/s	447.0886 KOps/s	$\color{#35bf28}+0.66\%$
test_tc_second_layer_tensor	13.1852μs	1.4022μs	713.1722 KOps/s	713.5022 KOps/s	$\color{#d91a1a}-0.05\%$
test_tc_second_layer_nontensor	34.8800μs	2.9491μs	339.0857 KOps/s	338.0095 KOps/s	$\color{#35bf28}+0.32\%$
test_unbind	0.2135s	12.1936ms	82.0102 Ops/s	139.3735 Ops/s	$\textbf{\color{#d91a1a}-41.16\%}$
test_full_like	9.4743ms	9.2124ms	108.5488 Ops/s	108.2303 Ops/s	$\color{#35bf28}+0.29\%$
test_zeros_like	4.7086ms	4.1993ms	238.1324 Ops/s	231.3950 Ops/s	$\color{#35bf28}+2.91\%$
test_ones_like	5.0022ms	4.3329ms	230.7925 Ops/s	231.1030 Ops/s	$\color{#d91a1a}-0.13\%$
test_clone	11.3711ms	9.1209ms	109.6377 Ops/s	69.0717 Ops/s	$\textbf{\color{#35bf28}+58.73\%}$
test_squeeze	59.2300μs	10.0215μs	99.7857 KOps/s	99.7274 KOps/s	$\color{#35bf28}+0.06\%$
test_unsqueeze	0.1217ms	77.0992μs	12.9703 KOps/s	13.0711 KOps/s	$\color{#d91a1a}-0.77\%$
test_split	0.3825ms	0.1696ms	5.8959 KOps/s	6.0956 KOps/s	$\color{#d91a1a}-3.28\%$
test_permute	0.2494ms	0.1962ms	5.0967 KOps/s	5.1224 KOps/s	$\color{#d91a1a}-0.50\%$
test_stack	50.8269ms	50.4611ms	19.8173 Ops/s	19.7246 Ops/s	$\color{#35bf28}+0.47\%$
test_cat	50.9674ms	50.4291ms	19.8298 Ops/s	19.7985 Ops/s	$\color{#35bf28}+0.16\%$