[Feature] NonTensorStack.data

[vmoens]

Stack from ghstack (oldest at bottom):

• [Feature] super() calls within TensorClass subclasses #1133
• -> [Feature] NonTensorStack.data #1132

[github-actions]

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}15$. Worsened: $\large\color{#d91a1a}25$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	50.6950μs	18.3295μs	54.5568 KOps/s	60.8564 KOps/s	$\textbf{\color{#d91a1a}-10.35\%}$
test_plain_set_stack_nested	48.0700μs	18.3965μs	54.3583 KOps/s	59.0330 KOps/s	$\textbf{\color{#d91a1a}-7.92\%}$
test_plain_set_nested_inplace	58.5700μs	20.1941μs	49.5194 KOps/s	54.4133 KOps/s	$\textbf{\color{#d91a1a}-8.99\%}$
test_plain_set_stack_nested_inplace	51.1250μs	19.9710μs	50.0725 KOps/s	54.0211 KOps/s	$\textbf{\color{#d91a1a}-7.31\%}$
test_items	52.1480μs	4.2718μs	234.0945 KOps/s	239.3360 KOps/s	$\color{#d91a1a}-2.19\%$
test_items_nested	0.5082ms	0.3990ms	2.5062 KOps/s	2.4805 KOps/s	$\color{#35bf28}+1.04\%$
test_items_nested_locked	0.5889ms	0.3982ms	2.5114 KOps/s	2.4759 KOps/s	$\color{#35bf28}+1.43\%$
test_items_nested_leaf	0.1253ms	70.9331μs	14.0978 KOps/s	14.0378 KOps/s	$\color{#35bf28}+0.43\%$
test_items_stack_nested	0.5855ms	0.4036ms	2.4774 KOps/s	2.4712 KOps/s	$\color{#35bf28}+0.25\%$
test_items_stack_nested_leaf	0.1325ms	73.7310μs	13.5628 KOps/s	13.8373 KOps/s	$\color{#d91a1a}-1.98\%$
test_items_stack_nested_locked	0.5703ms	0.4014ms	2.4915 KOps/s	2.4903 KOps/s	$\color{#35bf28}+0.05\%$
test_keys	19.2960μs	3.5143μs	284.5503 KOps/s	277.3255 KOps/s	$\color{#35bf28}+2.61\%$
test_keys_nested	0.2232ms	0.1337ms	7.4786 KOps/s	7.2112 KOps/s	$\color{#35bf28}+3.71\%$
test_keys_nested_locked	1.5954ms	0.1404ms	7.1203 KOps/s	6.9131 KOps/s	$\color{#35bf28}+3.00\%$
test_keys_nested_leaf	0.2022ms	0.1149ms	8.7008 KOps/s	8.3447 KOps/s	$\color{#35bf28}+4.27\%$
test_keys_stack_nested	0.2396ms	0.1367ms	7.3156 KOps/s	7.1619 KOps/s	$\color{#35bf28}+2.15\%$
test_keys_stack_nested_leaf	0.1998ms	0.1170ms	8.5507 KOps/s	8.3781 KOps/s	$\color{#35bf28}+2.06\%$
test_keys_stack_nested_locked	0.2310ms	0.1416ms	7.0603 KOps/s	7.0802 KOps/s	$\color{#d91a1a}-0.28\%$
test_values	5.4642μs	1.0560μs	946.9491 KOps/s	920.4211 KOps/s	$\color{#35bf28}+2.88\%$
test_values_nested	0.1087ms	56.5278μs	17.6904 KOps/s	18.2354 KOps/s	$\color{#d91a1a}-2.99\%$
test_values_nested_locked	0.1124ms	56.5343μs	17.6884 KOps/s	18.0473 KOps/s	$\color{#d91a1a}-1.99\%$
test_values_nested_leaf	0.1110ms	61.1055μs	16.3651 KOps/s	16.6252 KOps/s	$\color{#d91a1a}-1.56\%$
test_values_stack_nested	0.1135ms	57.4219μs	17.4149 KOps/s	18.0107 KOps/s	$\color{#d91a1a}-3.31\%$
test_values_stack_nested_leaf	0.1212ms	61.7741μs	16.1880 KOps/s	16.5032 KOps/s	$\color{#d91a1a}-1.91\%$
test_values_stack_nested_locked	0.1146ms	57.5626μs	17.3724 KOps/s	16.5943 KOps/s	$\color{#35bf28}+4.69\%$
test_membership	14.6770μs	0.8803μs	1.1360 MOps/s	1.1127 MOps/s	$\color{#35bf28}+2.09\%$
test_membership_nested	25.2870μs	2.9027μs	344.5075 KOps/s	339.7393 KOps/s	$\color{#35bf28}+1.40\%$
test_membership_nested_leaf	19.8270μs	2.9386μs	340.3029 KOps/s	339.0843 KOps/s	$\color{#35bf28}+0.36\%$
test_membership_stacked_nested	33.7440μs	2.8723μs	348.1570 KOps/s	340.4675 KOps/s	$\color{#35bf28}+2.26\%$
test_membership_stacked_nested_leaf	39.0530μs	2.8781μs	347.4562 KOps/s	344.3698 KOps/s	$\color{#35bf28}+0.90\%$
test_membership_nested_last	26.5800μs	4.1762μs	239.4528 KOps/s	235.3182 KOps/s	$\color{#35bf28}+1.76\%$
test_membership_nested_leaf_last	23.1230μs	4.1945μs	238.4077 KOps/s	233.3137 KOps/s	$\color{#35bf28}+2.18\%$
test_membership_stacked_nested_last	24.2550μs	4.1606μs	240.3508 KOps/s	234.7756 KOps/s	$\color{#35bf28}+2.37\%$
test_membership_stacked_nested_leaf_last	28.2940μs	4.1978μs	238.2189 KOps/s	235.8222 KOps/s	$\color{#35bf28}+1.02\%$
test_nested_getleaf	32.4010μs	10.9253μs	91.5309 KOps/s	94.7713 KOps/s	$\color{#d91a1a}-3.42\%$
test_nested_get	33.0110μs	10.3804μs	96.3352 KOps/s	100.1626 KOps/s	$\color{#d91a1a}-3.82\%$
test_stacked_getleaf	32.2000μs	10.7112μs	93.3603 KOps/s	95.3148 KOps/s	$\color{#d91a1a}-2.05\%$
test_stacked_get	30.9580μs	10.3474μs	96.6429 KOps/s	100.5680 KOps/s	$\color{#d91a1a}-3.90\%$
test_nested_getitemleaf	42.1690μs	11.3037μs	88.4666 KOps/s	91.6584 KOps/s	$\color{#d91a1a}-3.48\%$
test_nested_getitem	33.7740μs	10.5648μs	94.6536 KOps/s	97.5263 KOps/s	$\color{#d91a1a}-2.95\%$
test_stacked_getitemleaf	32.8010μs	11.2573μs	88.8312 KOps/s	90.5577 KOps/s	$\color{#d91a1a}-1.91\%$
test_stacked_getitem	29.9470μs	10.4441μs	95.7477 KOps/s	96.8300 KOps/s	$\color{#d91a1a}-1.12\%$
test_lock_nested	1.9421ms	0.4361ms	2.2932 KOps/s	2.2912 KOps/s	$\color{#35bf28}+0.09\%$
test_lock_stack_nested	1.0679ms	0.4137ms	2.4174 KOps/s	2.4367 KOps/s	$\color{#d91a1a}-0.79\%$
test_unlock_nested	0.6874ms	0.3519ms	2.8417 KOps/s	2.8009 KOps/s	$\color{#35bf28}+1.46\%$
test_unlock_stack_nested	0.7714ms	0.3301ms	3.0293 KOps/s	3.0138 KOps/s	$\color{#35bf28}+0.51\%$
test_flatten_speed	0.1896ms	94.8769μs	10.5400 KOps/s	10.6178 KOps/s	$\color{#d91a1a}-0.73\%$
test_unflatten_speed	0.6605ms	0.4919ms	2.0329 KOps/s	2.0947 KOps/s	$\color{#d91a1a}-2.95\%$
test_common_ops	4.5796ms	0.7801ms	1.2819 KOps/s	1.3975 KOps/s	$\textbf{\color{#d91a1a}-8.27\%}$
test_creation	16.7410μs	2.0752μs	481.8754 KOps/s	491.9960 KOps/s	$\color{#d91a1a}-2.06\%$
test_creation_empty	33.7340μs	11.5451μs	86.6171 KOps/s	114.7263 KOps/s	$\textbf{\color{#d91a1a}-24.50\%}$
test_creation_nested_1	42.2490μs	14.6156μs	68.4200 KOps/s	87.1738 KOps/s	$\textbf{\color{#d91a1a}-21.51\%}$
test_creation_nested_2	51.7270μs	18.6730μs	53.5533 KOps/s	62.1488 KOps/s	$\textbf{\color{#d91a1a}-13.83\%}$
test_clone	0.1510ms	13.0343μs	76.7209 KOps/s	76.7884 KOps/s	$\color{#d91a1a}-0.09\%$
test_getitem[int]	1.4056ms	12.3772μs	80.7939 KOps/s	80.7295 KOps/s	$\color{#35bf28}+0.08\%$
test_getitem[slice_int]	0.1318ms	23.2411μs	43.0272 KOps/s	40.9555 KOps/s	$\textbf{\color{#35bf28}+5.06\%}$
test_getitem[range]	0.2546ms	47.6705μs	20.9773 KOps/s	21.0158 KOps/s	$\color{#d91a1a}-0.18\%$
test_getitem[tuple]	0.1378ms	19.8252μs	50.4408 KOps/s	50.6969 KOps/s	$\color{#d91a1a}-0.51\%$
test_getitem[list]	0.2616ms	41.6645μs	24.0013 KOps/s	23.6489 KOps/s	$\color{#35bf28}+1.49\%$
test_setitem_dim[int]	44.3730μs	24.7102μs	40.4691 KOps/s	41.1356 KOps/s	$\color{#d91a1a}-1.62\%$
test_setitem_dim[slice_int]	94.7380μs	49.5842μs	20.1677 KOps/s	19.3640 KOps/s	$\color{#35bf28}+4.15\%$
test_setitem_dim[range]	0.1323ms	71.7324μs	13.9407 KOps/s	13.7122 KOps/s	$\color{#35bf28}+1.67\%$
test_setitem_dim[tuple]	79.0180μs	39.7147μs	25.1796 KOps/s	24.1736 KOps/s	$\color{#35bf28}+4.16\%$
test_setitem	0.1392ms	20.1970μs	49.5124 KOps/s	54.0237 KOps/s	$\textbf{\color{#d91a1a}-8.35\%}$
test_set	0.1104ms	19.7308μs	50.6822 KOps/s	56.4686 KOps/s	$\textbf{\color{#d91a1a}-10.25\%}$
test_set_shared	1.4354ms	0.1635ms	6.1157 KOps/s	5.9837 KOps/s	$\color{#35bf28}+2.21\%$
test_update	0.1986ms	22.4986μs	44.4472 KOps/s	51.6716 KOps/s	$\textbf{\color{#d91a1a}-13.98\%}$
test_update_nested	0.1159ms	32.9067μs	30.3890 KOps/s	34.0368 KOps/s	$\textbf{\color{#d91a1a}-10.72\%}$
test_update__nested	0.9270ms	30.9901μs	32.2684 KOps/s	31.2881 KOps/s	$\color{#35bf28}+3.13\%$
test_set_nested	0.1085ms	21.5595μs	46.3832 KOps/s	50.2571 KOps/s	$\textbf{\color{#d91a1a}-7.71\%}$
test_set_nested_new	0.1253ms	26.0878μs	38.3321 KOps/s	41.5333 KOps/s	$\textbf{\color{#d91a1a}-7.71\%}$
test_select	0.1275ms	42.0479μs	23.7824 KOps/s	25.2574 KOps/s	$\textbf{\color{#d91a1a}-5.84\%}$
test_select_nested	0.1412ms	59.1882μs	16.8952 KOps/s	16.7418 KOps/s	$\color{#35bf28}+0.92\%$
test_exclude_nested	0.3695ms	77.4933μs	12.9043 KOps/s	12.7520 KOps/s	$\color{#35bf28}+1.19\%$
test_empty[True]	0.4434ms	0.3791ms	2.6375 KOps/s	2.6138 KOps/s	$\color{#35bf28}+0.91\%$
test_empty[False]	7.8648μs	1.2469μs	801.9674 KOps/s	789.0224 KOps/s	$\color{#35bf28}+1.64\%$
test_unbind_speed	0.4216ms	0.2625ms	3.8096 KOps/s	3.8544 KOps/s	$\color{#d91a1a}-1.16\%$
test_unbind_speed_stack0	0.4133ms	0.2557ms	3.9113 KOps/s	3.8595 KOps/s	$\color{#35bf28}+1.34\%$
test_unbind_speed_stack1	95.5769ms	0.7489ms	1.3354 KOps/s	1.4480 KOps/s	$\textbf{\color{#d91a1a}-7.78\%}$
test_split	0.1020s	1.7034ms	587.0658 Ops/s	578.2894 Ops/s	$\color{#35bf28}+1.52\%$
test_chunk	94.8459ms	1.6861ms	593.0758 Ops/s	575.0217 Ops/s	$\color{#35bf28}+3.14\%$
test_consolidate_njt[False-None]	8.5766ms	8.1478ms	122.7327 Ops/s	121.2887 Ops/s	$\color{#35bf28}+1.19\%$
test_creation[device0]	0.2399ms	89.8033μs	11.1354 KOps/s	10.9853 KOps/s	$\color{#35bf28}+1.37\%$
test_creation_from_tensor	4.0734ms	93.9360μs	10.6455 KOps/s	10.2539 KOps/s	$\color{#35bf28}+3.82\%$
test_add_one[memmap_tensor0]	0.2242ms	4.6382μs	215.6029 KOps/s	202.7073 KOps/s	$\textbf{\color{#35bf28}+6.36\%}$
test_contiguous[memmap_tensor0]	9.1570μs	0.5138μs	1.9464 MOps/s	2.0035 MOps/s	$\color{#d91a1a}-2.85\%$
test_stack[memmap_tensor0]	76.0930μs	3.1861μs	313.8679 KOps/s	304.6542 KOps/s	$\color{#35bf28}+3.02\%$
test_memmaptd_index	1.0027ms	0.2331ms	4.2908 KOps/s	4.2861 KOps/s	$\color{#35bf28}+0.11\%$
test_memmaptd_index_astensor	0.5824ms	0.3112ms	3.2132 KOps/s	3.2140 KOps/s	$\color{#d91a1a}-0.02\%$
test_memmaptd_index_op	1.1259ms	0.5853ms	1.7085 KOps/s	1.8678 KOps/s	$\textbf{\color{#d91a1a}-8.53\%}$
test_serialize_model	0.1214s	0.1157s	8.6443 Ops/s	7.7748 Ops/s	$\textbf{\color{#35bf28}+11.18\%}$
test_serialize_model_pickle	0.4479s	0.3898s	2.5653 Ops/s	2.5638 Ops/s	$\color{#35bf28}+0.06\%$
test_serialize_weights	0.2085s	0.1292s	7.7412 Ops/s	8.9181 Ops/s	$\textbf{\color{#d91a1a}-13.20\%}$
test_serialize_weights_returnearly	0.3344s	0.1788s	5.5930 Ops/s	6.3216 Ops/s	$\textbf{\color{#d91a1a}-11.53\%}$
test_serialize_weights_pickle	1.1519s	0.6711s	1.4900 Ops/s	2.4823 Ops/s	$\textbf{\color{#d91a1a}-39.97\%}$
test_serialize_weights_filesystem	0.1420s	0.1393s	7.1784 Ops/s	6.6214 Ops/s	$\textbf{\color{#35bf28}+8.41\%}$
test_serialize_model_filesystem	0.2488s	0.1530s	6.5370 Ops/s	6.8980 Ops/s	$\textbf{\color{#d91a1a}-5.23\%}$
test_reshape_pytree	59.2410μs	26.0054μs	38.4535 KOps/s	37.4041 KOps/s	$\color{#35bf28}+2.81\%$
test_reshape_td	69.8210μs	32.7904μs	30.4967 KOps/s	31.1006 KOps/s	$\color{#d91a1a}-1.94\%$
test_view_pytree	76.6830μs	25.8744μs	38.6482 KOps/s	37.4505 KOps/s	$\color{#35bf28}+3.20\%$
test_view_td	80.1000μs	36.7203μs	27.2329 KOps/s	26.8618 KOps/s	$\color{#35bf28}+1.38\%$
test_unbind_pytree	65.1020μs	29.0753μs	34.3934 KOps/s	33.7566 KOps/s	$\color{#35bf28}+1.89\%$
test_unbind_td	0.3129ms	37.7453μs	26.4934 KOps/s	26.0134 KOps/s	$\color{#35bf28}+1.85\%$
test_split_pytree	64.5620μs	28.9229μs	34.5747 KOps/s	33.8534 KOps/s	$\color{#35bf28}+2.13\%$
test_split_td	0.5371ms	42.7798μs	23.3755 KOps/s	22.5180 KOps/s	$\color{#35bf28}+3.81\%$
test_add_pytree	93.7560μs	34.5744μs	28.9231 KOps/s	27.8459 KOps/s	$\color{#35bf28}+3.87\%$
test_add_td	0.1242ms	53.2089μs	18.7939 KOps/s	19.6107 KOps/s	$\color{#d91a1a}-4.17\%$
test_compile_add_one_nested[tensordict-compile]	0.1198ms	63.0446μs	15.8618 KOps/s	15.5969 KOps/s	$\color{#35bf28}+1.70\%$
test_compile_add_one_nested[tensordict-eager]	0.3737ms	0.1590ms	6.2879 KOps/s	6.1862 KOps/s	$\color{#35bf28}+1.64\%$
test_compile_add_one_nested[pytree-compile]	0.1171ms	46.4719μs	21.5184 KOps/s	21.3895 KOps/s	$\color{#35bf28}+0.60\%$
test_compile_add_one_nested[pytree-eager]	0.2256ms	0.1151ms	8.6869 KOps/s	8.4192 KOps/s	$\color{#35bf28}+3.18\%$
test_compile_copy_nested[tensordict-compile]	89.7780μs	26.8150μs	37.2925 KOps/s	38.6049 KOps/s	$\color{#d91a1a}-3.40\%$
test_compile_copy_nested[tensordict-eager]	0.1279ms	53.5271μs	18.6821 KOps/s	18.6632 KOps/s	$\color{#35bf28}+0.10\%$
test_compile_copy_nested[pytree-compile]	0.1688ms	78.4244μs	12.7511 KOps/s	12.5326 KOps/s	$\color{#35bf28}+1.74\%$
test_compile_copy_nested[pytree-eager]	0.1603ms	67.5746μs	14.7985 KOps/s	14.4990 KOps/s	$\color{#35bf28}+2.07\%$
test_compile_add_one_flat[tensordict-compile]	0.2454ms	0.1062ms	9.4177 KOps/s	9.3112 KOps/s	$\color{#35bf28}+1.14\%$
test_compile_add_one_flat[tensordict-eager]	0.4164ms	0.1999ms	5.0015 KOps/s	5.0565 KOps/s	$\color{#d91a1a}-1.09\%$
test_compile_add_one_flat[tensorclass-compile]	0.1373ms	45.8197μs	21.8247 KOps/s	21.3873 KOps/s	$\color{#35bf28}+2.05\%$
test_compile_add_one_flat[tensorclass-eager]	0.4678ms	59.9832μs	16.6713 KOps/s	16.4549 KOps/s	$\color{#35bf28}+1.32\%$
test_compile_add_one_flat[pytree-compile]	0.1852ms	0.1044ms	9.5767 KOps/s	9.4873 KOps/s	$\color{#35bf28}+0.94\%$
test_compile_add_one_flat[pytree-eager]	0.3695ms	0.1985ms	5.0369 KOps/s	4.9877 KOps/s	$\color{#35bf28}+0.99\%$
test_compile_add_self_flat[tensordict-eager]	0.4125ms	0.2088ms	4.7884 KOps/s	4.7560 KOps/s	$\color{#35bf28}+0.68\%$
test_compile_add_self_flat[tensordict-compile]	0.2028ms	0.1092ms	9.1561 KOps/s	9.2029 KOps/s	$\color{#d91a1a}-0.51\%$
test_compile_add_self_flat[tensorclass-eager]	0.1344ms	54.8461μs	18.2328 KOps/s	18.3414 KOps/s	$\color{#d91a1a}-0.59\%$
test_compile_add_self_flat[tensorclass-compile]	0.1115ms	45.9510μs	21.7623 KOps/s	20.9172 KOps/s	$\color{#35bf28}+4.04\%$
test_compile_add_self_flat[pytree-eager]	0.5993ms	0.1566ms	6.3837 KOps/s	6.3516 KOps/s	$\color{#35bf28}+0.50\%$
test_compile_add_self_flat[pytree-compile]	0.2261ms	0.1049ms	9.5363 KOps/s	9.2849 KOps/s	$\color{#35bf28}+2.71\%$
test_compile_copy_flat[tensordict-compile]	76.4830μs	22.5369μs	44.3717 KOps/s	46.6798 KOps/s	$\color{#d91a1a}-4.94\%$
test_compile_copy_flat[tensordict-eager]	0.1649ms	59.5941μs	16.7802 KOps/s	16.7426 KOps/s	$\color{#35bf28}+0.22\%$
test_compile_copy_flat[pytree-compile]	0.1589ms	80.9587μs	12.3520 KOps/s	12.2376 KOps/s	$\color{#35bf28}+0.93\%$
test_compile_copy_flat[pytree-eager]	0.1342ms	69.0003μs	14.4927 KOps/s	14.2083 KOps/s	$\color{#35bf28}+2.00\%$
test_compile_assign_and_add[tensordict-compile]	0.4035ms	0.2152ms	4.6462 KOps/s	4.5846 KOps/s	$\color{#35bf28}+1.34\%$
test_compile_assign_and_add[tensordict-eager]	2.2091ms	1.2947ms	772.4059 Ops/s	760.4812 Ops/s	$\color{#35bf28}+1.57\%$
test_compile_assign_and_add[pytree-compile]	0.4680ms	0.2044ms	4.8934 KOps/s	4.6341 KOps/s	$\textbf{\color{#35bf28}+5.60\%}$
test_compile_assign_and_add[pytree-eager]	1.3596ms	0.7690ms	1.3004 KOps/s	1.2481 KOps/s	$\color{#35bf28}+4.19\%$
test_compile_assign_and_add_stack[compile]	0.5583ms	0.4542ms	2.2016 KOps/s	2.0663 KOps/s	$\textbf{\color{#35bf28}+6.55\%}$
test_compile_assign_and_add_stack[eager]	2.9302ms	2.6496ms	377.4143 Ops/s	397.1554 Ops/s	$\color{#d91a1a}-4.97\%$
test_compile_indexing[tensor-tensordict-compile]	0.1065ms	36.3522μs	27.5087 KOps/s	27.0584 KOps/s	$\color{#35bf28}+1.66\%$
test_compile_indexing[tensor-tensordict-eager]	0.7026ms	31.9390μs	31.3097 KOps/s	30.9813 KOps/s	$\color{#35bf28}+1.06\%$
test_compile_indexing[tensor-tensorclass-compile]	78.7380μs	29.7638μs	33.5978 KOps/s	33.6177 KOps/s	$\color{#d91a1a}-0.06\%$
test_compile_indexing[tensor-tensorclass-eager]	63.0780μs	22.8529μs	43.7580 KOps/s	43.1401 KOps/s	$\color{#35bf28}+1.43\%$
test_compile_indexing[tensor-pytree-compile]	77.8060μs	31.0664μs	32.1891 KOps/s	33.3028 KOps/s	$\color{#d91a1a}-3.34\%$
test_compile_indexing[tensor-pytree-eager]	82.5950μs	23.0885μs	43.3116 KOps/s	43.4584 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_indexing[slice-tensordict-compile]	0.1171ms	52.1649μs	19.1700 KOps/s	19.0087 KOps/s	$\color{#35bf28}+0.85\%$
test_compile_indexing[slice-tensordict-eager]	0.5978ms	19.1345μs	52.2616 KOps/s	49.6038 KOps/s	$\textbf{\color{#35bf28}+5.36\%}$
test_compile_indexing[slice-tensorclass-compile]	92.0430μs	44.3981μs	22.5235 KOps/s	22.6519 KOps/s	$\color{#d91a1a}-0.57\%$
test_compile_indexing[slice-tensorclass-eager]	59.7520μs	18.6206μs	53.7038 KOps/s	51.9075 KOps/s	$\color{#35bf28}+3.46\%$
test_compile_indexing[slice-pytree-compile]	92.7140μs	45.2537μs	22.0976 KOps/s	22.1754 KOps/s	$\color{#d91a1a}-0.35\%$
test_compile_indexing[slice-pytree-eager]	64.8410μs	18.6688μs	53.5652 KOps/s	51.7726 KOps/s	$\color{#35bf28}+3.46\%$
test_compile_indexing[int-tensordict-compile]	0.1125ms	53.2045μs	18.7954 KOps/s	19.0202 KOps/s	$\color{#d91a1a}-1.18\%$
test_compile_indexing[int-tensordict-eager]	0.9041ms	19.2571μs	51.9289 KOps/s	49.5603 KOps/s	$\color{#35bf28}+4.78\%$
test_compile_indexing[int-tensorclass-compile]	0.1296ms	45.9281μs	21.7731 KOps/s	21.9119 KOps/s	$\color{#d91a1a}-0.63\%$
test_compile_indexing[int-tensorclass-eager]	0.1034ms	18.5041μs	54.0420 KOps/s	52.0810 KOps/s	$\color{#35bf28}+3.77\%$
test_compile_indexing[int-pytree-compile]	0.1170ms	45.6887μs	21.8872 KOps/s	22.2679 KOps/s	$\color{#d91a1a}-1.71\%$
test_compile_indexing[int-pytree-eager]	76.0620μs	18.5518μs	53.9032 KOps/s	51.9886 KOps/s	$\color{#35bf28}+3.68\%$
test_mod_add[eager]	90.6800μs	33.1000μs	30.2115 KOps/s	30.5172 KOps/s	$\color{#d91a1a}-1.00\%$
test_mod_add[compile]	0.1559ms	47.6030μs	21.0071 KOps/s	20.0105 KOps/s	$\color{#35bf28}+4.98\%$
test_mod_add[compile-overhead]	93.8960μs	46.3795μs	21.5612 KOps/s	19.6083 KOps/s	$\textbf{\color{#35bf28}+9.96\%}$
test_mod_wrap[eager]	0.4698ms	0.2268ms	4.4086 KOps/s	4.4823 KOps/s	$\color{#d91a1a}-1.64\%$
test_mod_wrap[compile]	0.4008ms	0.2066ms	4.8403 KOps/s	4.7179 KOps/s	$\color{#35bf28}+2.59\%$
test_mod_wrap[compile-overhead]	0.4605ms	0.2063ms	4.8469 KOps/s	4.8485 KOps/s	$\color{#d91a1a}-0.03\%$
test_mod_wrap_and_backward[eager]	12.5437ms	11.0509ms	90.4906 Ops/s	83.6058 Ops/s	$\textbf{\color{#35bf28}+8.23\%}$
test_mod_wrap_and_backward[compile]	15.4817ms	12.4986ms	80.0087 Ops/s	76.0080 Ops/s	$\textbf{\color{#35bf28}+5.26\%}$
test_mod_wrap_and_backward[compile-overhead]	19.2086ms	13.4076ms	74.5843 Ops/s	76.1937 Ops/s	$\color{#d91a1a}-2.11\%$
test_seq_add[eager]	0.2429ms	0.1150ms	8.6961 KOps/s	9.3930 KOps/s	$\textbf{\color{#d91a1a}-7.42\%}$
test_seq_add[compile]	0.1223ms	63.0774μs	15.8535 KOps/s	15.6372 KOps/s	$\color{#35bf28}+1.38\%$
test_seq_add[compile-overhead]	0.1325ms	59.6880μs	16.7538 KOps/s	15.9516 KOps/s	$\textbf{\color{#35bf28}+5.03\%}$
test_seq_wrap[eager]	0.7734ms	0.4512ms	2.2161 KOps/s	2.2309 KOps/s	$\color{#d91a1a}-0.66\%$
test_seq_wrap[compile]	0.3841ms	0.2314ms	4.3208 KOps/s	4.2459 KOps/s	$\color{#35bf28}+1.77\%$
test_seq_wrap[compile-overhead]	0.3509ms	0.2290ms	4.3662 KOps/s	4.2715 KOps/s	$\color{#35bf28}+2.22\%$
test_func_call_runtime[False-eager]	1.1194ms	0.5596ms	1.7869 KOps/s	1.7842 KOps/s	$\color{#35bf28}+0.15\%$
test_func_call_runtime[False-compile]	0.7280ms	0.4251ms	2.3523 KOps/s	2.3182 KOps/s	$\color{#35bf28}+1.47\%$
test_func_call_runtime[False-compile-overhead]	0.6074ms	0.4264ms	2.3455 KOps/s	2.3251 KOps/s	$\color{#35bf28}+0.88\%$
test_func_call_runtime[True-eager]	1.5848ms	0.7648ms	1.3075 KOps/s	1.2918 KOps/s	$\color{#35bf28}+1.21\%$
test_func_call_runtime[True-compile]	0.7501ms	0.4664ms	2.1442 KOps/s	2.1266 KOps/s	$\color{#35bf28}+0.83\%$
test_func_call_runtime[True-compile-overhead]	0.6068ms	0.4710ms	2.1233 KOps/s	2.1224 KOps/s	$\color{#35bf28}+0.04\%$
test_func_call_cm_runtime[False-eager]	0.8716ms	0.5508ms	1.8156 KOps/s	1.7966 KOps/s	$\color{#35bf28}+1.06\%$
test_func_call_cm_runtime[False-compile]	0.6160ms	0.4264ms	2.3452 KOps/s	2.3483 KOps/s	$\color{#d91a1a}-0.13\%$
test_func_call_cm_runtime[False-compile-overhead]	1.4262ms	0.4300ms	2.3256 KOps/s	2.3419 KOps/s	$\color{#d91a1a}-0.70\%$
test_func_call_cm_runtime[True-eager]	1.4410ms	0.8937ms	1.1190 KOps/s	1.1013 KOps/s	$\color{#35bf28}+1.60\%$
test_func_call_cm_runtime[True-compile]	0.6434ms	0.4878ms	2.0499 KOps/s	2.0122 KOps/s	$\color{#35bf28}+1.87\%$
test_func_call_cm_runtime[True-compile-overhead]	1.1521ms	0.4920ms	2.0326 KOps/s	2.0301 KOps/s	$\color{#35bf28}+0.12\%$
test_vmap_func_call_cm_runtime[eager]	2.5300ms	1.8635ms	536.6183 Ops/s	522.3332 Ops/s	$\color{#35bf28}+2.73\%$
test_vmap_func_call_cm_runtime[compile]	0.8867ms	0.5108ms	1.9578 KOps/s	1.9037 KOps/s	$\color{#35bf28}+2.84\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.7187ms	0.5125ms	1.9514 KOps/s	1.8783 KOps/s	$\color{#35bf28}+3.89\%$
test_distributed	0.2987ms	0.1262ms	7.9267 KOps/s	7.7721 KOps/s	$\color{#35bf28}+1.99\%$
test_tdmodule	67.1360μs	25.9348μs	38.5582 KOps/s	39.8064 KOps/s	$\color{#d91a1a}-3.14\%$
test_tdmodule_dispatch	64.1100μs	47.3672μs	21.1117 KOps/s	21.6395 KOps/s	$\color{#d91a1a}-2.44\%$
test_tdseq	57.1870μs	26.2845μs	38.0453 KOps/s	40.2754 KOps/s	$\textbf{\color{#d91a1a}-5.54\%}$
test_tdseq_dispatch	77.8060μs	50.5365μs	19.7877 KOps/s	21.3088 KOps/s	$\textbf{\color{#d91a1a}-7.14\%}$
test_instantiation_functorch	1.6233ms	1.5068ms	663.6607 Ops/s	649.6264 Ops/s	$\color{#35bf28}+2.16\%$
test_exec_functorch	0.3199ms	0.1791ms	5.5837 KOps/s	5.4619 KOps/s	$\color{#35bf28}+2.23\%$
test_exec_functional_call	0.3175ms	0.1719ms	5.8190 KOps/s	5.8059 KOps/s	$\color{#35bf28}+0.23\%$
test_exec_td_decorator	0.4997ms	0.2300ms	4.3474 KOps/s	4.3603 KOps/s	$\color{#d91a1a}-0.30\%$
test_vmap_mlp_speed_decorator[True-True]	0.7704ms	0.6349ms	1.5750 KOps/s	1.5401 KOps/s	$\color{#35bf28}+2.26\%$
test_vmap_mlp_speed_decorator[True-False]	0.9025ms	0.6357ms	1.5730 KOps/s	1.4977 KOps/s	$\textbf{\color{#35bf28}+5.03\%}$
test_vmap_mlp_speed_decorator[False-True]	0.7797ms	0.5149ms	1.9421 KOps/s	1.8783 KOps/s	$\color{#35bf28}+3.40\%$
test_vmap_mlp_speed_decorator[False-False]	0.8134ms	0.5148ms	1.9423 KOps/s	1.8480 KOps/s	$\textbf{\color{#35bf28}+5.11\%}$
test_to_module_speed[True]	1.4699ms	1.2879ms	776.4306 Ops/s	763.5412 Ops/s	$\color{#35bf28}+1.69\%$
test_to_module_speed[False]	2.0292ms	1.2763ms	783.5108 Ops/s	788.2762 Ops/s	$\color{#d91a1a}-0.60\%$
test_tc_init	89.3480μs	46.8443μs	21.3473 KOps/s	22.4492 KOps/s	$\color{#d91a1a}-4.91\%$
test_tc_init_nested	0.1734ms	95.4040μs	10.4817 KOps/s	11.3033 KOps/s	$\textbf{\color{#d91a1a}-7.27\%}$
test_tc_first_layer_tensor	18.3050μs	1.5213μs	657.3375 KOps/s	658.0320 KOps/s	$\color{#d91a1a}-0.11\%$
test_tc_first_layer_nontensor	23.7140μs	4.7491μs	210.5680 KOps/s	211.4761 KOps/s	$\color{#d91a1a}-0.43\%$
test_tc_second_layer_tensor	24.8770μs	2.8144μs	355.3144 KOps/s	351.4010 KOps/s	$\color{#35bf28}+1.11\%$
test_tc_second_layer_nontensor	26.9710μs	6.0338μs	165.7335 KOps/s	162.8539 KOps/s	$\color{#35bf28}+1.77\%$
test_unbind	0.2178s	12.3689ms	80.8481 Ops/s	83.0624 Ops/s	$\color{#d91a1a}-2.67\%$
test_full_like	15.3104ms	11.6661ms	85.7188 Ops/s	89.2642 Ops/s	$\color{#d91a1a}-3.97\%$
test_zeros_like	11.0764ms	7.0486ms	141.8712 Ops/s	138.9173 Ops/s	$\color{#35bf28}+2.13\%$
test_ones_like	10.4874ms	7.4841ms	133.6163 Ops/s	137.5399 Ops/s	$\color{#d91a1a}-2.85\%$
test_clone	14.8723ms	8.9787ms	111.3749 Ops/s	112.2437 Ops/s	$\color{#d91a1a}-0.77\%$
test_squeeze	60.9650μs	11.8461μs	84.4158 KOps/s	84.3499 KOps/s	$\color{#35bf28}+0.08\%$
test_unsqueeze	0.1781ms	86.8284μs	11.5170 KOps/s	11.1615 KOps/s	$\color{#35bf28}+3.18\%$
test_split	0.4673ms	0.1871ms	5.3436 KOps/s	5.1854 KOps/s	$\color{#35bf28}+3.05\%$
test_permute	0.3300ms	0.2035ms	4.9133 KOps/s	4.9863 KOps/s	$\color{#d91a1a}-1.46\%$
test_stack	28.6176ms	23.4384ms	42.6650 Ops/s	39.5085 Ops/s	$\textbf{\color{#35bf28}+7.99\%}$
test_cat	25.9119ms	23.0661ms	43.3537 Ops/s	40.9527 Ops/s	$\textbf{\color{#35bf28}+5.86\%}$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}16$. Worsened: $\large\color{#d91a1a}20$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	33.8300μs	11.2274μs	89.0679 KOps/s	97.5241 KOps/s	$\textbf{\color{#d91a1a}-8.67\%}$
test_plain_set_stack_nested	38.0700μs	11.2849μs	88.6136 KOps/s	97.3940 KOps/s	$\textbf{\color{#d91a1a}-9.02\%}$
test_plain_set_nested_inplace	48.8800μs	11.9319μs	83.8087 KOps/s	91.2193 KOps/s	$\textbf{\color{#d91a1a}-8.12\%}$
test_plain_set_stack_nested_inplace	39.0200μs	11.9508μs	83.6762 KOps/s	90.4664 KOps/s	$\textbf{\color{#d91a1a}-7.51\%}$
test_items	22.4610μs	2.8642μs	349.1318 KOps/s	346.4585 KOps/s	$\color{#35bf28}+0.77\%$
test_items_nested	0.4013ms	0.3626ms	2.7582 KOps/s	2.7326 KOps/s	$\color{#35bf28}+0.94\%$
test_items_nested_locked	0.4397ms	0.3607ms	2.7723 KOps/s	2.6827 KOps/s	$\color{#35bf28}+3.34\%$
test_items_nested_leaf	84.4410μs	57.9927μs	17.2435 KOps/s	17.1195 KOps/s	$\color{#35bf28}+0.72\%$
test_items_stack_nested	0.4004ms	0.3634ms	2.7520 KOps/s	2.7233 KOps/s	$\color{#35bf28}+1.05\%$
test_items_stack_nested_leaf	89.6610μs	59.4658μs	16.8164 KOps/s	17.0020 KOps/s	$\color{#d91a1a}-1.09\%$
test_items_stack_nested_locked	0.4122ms	0.3637ms	2.7492 KOps/s	2.6971 KOps/s	$\color{#35bf28}+1.93\%$
test_keys	0.1893ms	3.4610μs	288.9356 KOps/s	269.5632 KOps/s	$\textbf{\color{#35bf28}+7.19\%}$
test_keys_nested	0.2532ms	70.0158μs	14.2825 KOps/s	14.2986 KOps/s	$\color{#d91a1a}-0.11\%$
test_keys_nested_locked	0.7908ms	75.8346μs	13.1866 KOps/s	13.2203 KOps/s	$\color{#d91a1a}-0.25\%$
test_keys_nested_leaf	3.0033ms	61.8239μs	16.1750 KOps/s	16.3196 KOps/s	$\color{#d91a1a}-0.89\%$
test_keys_stack_nested	0.1076ms	69.9874μs	14.2883 KOps/s	14.3265 KOps/s	$\color{#d91a1a}-0.27\%$
test_keys_stack_nested_leaf	0.1295ms	61.3684μs	16.2950 KOps/s	16.4564 KOps/s	$\color{#d91a1a}-0.98\%$
test_keys_stack_nested_locked	0.1602ms	75.2213μs	13.2941 KOps/s	13.2783 KOps/s	$\color{#35bf28}+0.12\%$
test_values	7.3200μs	0.8458μs	1.1823 MOps/s	1.1890 MOps/s	$\color{#d91a1a}-0.57\%$
test_values_nested	61.4900μs	31.1237μs	32.1299 KOps/s	32.3267 KOps/s	$\color{#d91a1a}-0.61\%$
test_values_nested_locked	60.5510μs	32.6317μs	30.6451 KOps/s	30.9100 KOps/s	$\color{#d91a1a}-0.86\%$
test_values_nested_leaf	0.1132ms	33.5016μs	29.8493 KOps/s	29.9344 KOps/s	$\color{#d91a1a}-0.28\%$
test_values_stack_nested	84.9110μs	31.2705μs	31.9790 KOps/s	31.8413 KOps/s	$\color{#35bf28}+0.43\%$
test_values_stack_nested_leaf	0.2137ms	34.0886μs	29.3353 KOps/s	29.6967 KOps/s	$\color{#d91a1a}-1.22\%$
test_values_stack_nested_locked	0.1226ms	32.9648μs	30.3354 KOps/s	30.7635 KOps/s	$\color{#d91a1a}-1.39\%$
test_membership	1.5885μs	0.5065μs	1.9743 MOps/s	1.9370 MOps/s	$\color{#35bf28}+1.92\%$
test_membership_nested	24.8005μs	1.9884μs	502.9044 KOps/s	478.0304 KOps/s	$\textbf{\color{#35bf28}+5.20\%}$
test_membership_nested_leaf	16.7255μs	1.9870μs	503.2756 KOps/s	487.7148 KOps/s	$\color{#35bf28}+3.19\%$
test_membership_stacked_nested	29.8310μs	2.0824μs	480.2152 KOps/s	472.0930 KOps/s	$\color{#35bf28}+1.72\%$
test_membership_stacked_nested_leaf	35.6710μs	2.0840μs	479.8405 KOps/s	468.9147 KOps/s	$\color{#35bf28}+2.33\%$
test_membership_nested_last	0.1788ms	2.9078μs	343.8981 KOps/s	337.5746 KOps/s	$\color{#35bf28}+1.87\%$
test_membership_nested_leaf_last	0.1733ms	2.9203μs	342.4268 KOps/s	334.3441 KOps/s	$\color{#35bf28}+2.42\%$
test_membership_stacked_nested_last	44.6400μs	3.8588μs	259.1455 KOps/s	125.5689 KOps/s	$\textbf{\color{#35bf28}+106.38\%}$
test_membership_stacked_nested_leaf_last	0.1896ms	3.8191μs	261.8387 KOps/s	126.2107 KOps/s	$\textbf{\color{#35bf28}+107.46\%}$
test_nested_getleaf	35.7400μs	6.1408μs	162.8455 KOps/s	162.4509 KOps/s	$\color{#35bf28}+0.24\%$
test_nested_get	26.9800μs	5.8633μs	170.5520 KOps/s	170.0335 KOps/s	$\color{#35bf28}+0.30\%$
test_stacked_getleaf	45.6300μs	6.1051μs	163.7980 KOps/s	162.7402 KOps/s	$\color{#35bf28}+0.65\%$
test_stacked_get	34.8000μs	5.8339μs	171.4112 KOps/s	170.6465 KOps/s	$\color{#35bf28}+0.45\%$
test_nested_getitemleaf	34.8900μs	6.1953μs	161.4116 KOps/s	158.7665 KOps/s	$\color{#35bf28}+1.67\%$
test_nested_getitem	27.5700μs	5.8860μs	169.8954 KOps/s	167.0299 KOps/s	$\color{#35bf28}+1.72\%$
test_stacked_getitemleaf	32.6200μs	6.2057μs	161.1420 KOps/s	158.5977 KOps/s	$\color{#35bf28}+1.60\%$
test_stacked_getitem	31.5800μs	5.8879μs	169.8409 KOps/s	166.8264 KOps/s	$\color{#35bf28}+1.81\%$
test_lock_nested	2.5842ms	0.3691ms	2.7095 KOps/s	2.6579 KOps/s	$\color{#35bf28}+1.94\%$
test_lock_stack_nested	0.4401ms	0.3348ms	2.9868 KOps/s	3.0403 KOps/s	$\color{#d91a1a}-1.76\%$
test_unlock_nested	0.6444ms	0.3078ms	3.2486 KOps/s	3.2653 KOps/s	$\color{#d91a1a}-0.51\%$
test_unlock_stack_nested	0.3831ms	0.2742ms	3.6471 KOps/s	3.7314 KOps/s	$\color{#d91a1a}-2.26\%$
test_flatten_speed	0.1962ms	74.4532μs	13.4313 KOps/s	13.4218 KOps/s	$\color{#35bf28}+0.07\%$
test_unflatten_speed	0.3448ms	0.3040ms	3.2893 KOps/s	3.2456 KOps/s	$\color{#35bf28}+1.35\%$
test_common_ops	1.5986ms	0.6163ms	1.6225 KOps/s	1.6858 KOps/s	$\color{#d91a1a}-3.76\%$
test_creation	0.1070ms	1.4811μs	675.1585 KOps/s	680.2831 KOps/s	$\color{#d91a1a}-0.75\%$
test_creation_empty	29.8400μs	8.4854μs	117.8500 KOps/s	152.7940 KOps/s	$\textbf{\color{#d91a1a}-22.87\%}$
test_creation_nested_1	47.2010μs	10.0802μs	99.2048 KOps/s	124.3574 KOps/s	$\textbf{\color{#d91a1a}-20.23\%}$
test_creation_nested_2	40.8310μs	12.5938μs	79.4040 KOps/s	94.3487 KOps/s	$\textbf{\color{#d91a1a}-15.84\%}$
test_clone	0.1535ms	11.0253μs	90.7002 KOps/s	85.8167 KOps/s	$\textbf{\color{#35bf28}+5.69\%}$
test_getitem[int]	2.0948ms	11.0735μs	90.3056 KOps/s	90.4040 KOps/s	$\color{#d91a1a}-0.11\%$
test_getitem[slice_int]	0.1350ms	21.5938μs	46.3096 KOps/s	45.3283 KOps/s	$\color{#35bf28}+2.16\%$
test_getitem[range]	0.1404ms	38.4207μs	26.0276 KOps/s	25.1725 KOps/s	$\color{#35bf28}+3.40\%$
test_getitem[tuple]	0.1160ms	18.6225μs	53.6985 KOps/s	52.7840 KOps/s	$\color{#35bf28}+1.73\%$
test_getitem[list]	0.3112ms	34.2196μs	29.2230 KOps/s	28.8363 KOps/s	$\color{#35bf28}+1.34\%$
test_setitem_dim[int]	0.1355ms	19.8589μs	50.3552 KOps/s	49.3857 KOps/s	$\color{#35bf28}+1.96\%$
test_setitem_dim[slice_int]	67.7510μs	38.7665μs	25.7954 KOps/s	24.9769 KOps/s	$\color{#35bf28}+3.28\%$
test_setitem_dim[range]	77.7210μs	53.7133μs	18.6174 KOps/s	18.4228 KOps/s	$\color{#35bf28}+1.06\%$
test_setitem_dim[tuple]	55.4010μs	32.5890μs	30.6852 KOps/s	29.9826 KOps/s	$\color{#35bf28}+2.34\%$
test_setitem	0.1550ms	16.0993μs	62.1145 KOps/s	65.2317 KOps/s	$\color{#d91a1a}-4.78\%$
test_set	47.1800μs	15.5161μs	64.4491 KOps/s	65.8824 KOps/s	$\color{#d91a1a}-2.18\%$
test_set_shared	1.6131ms	0.1479ms	6.7634 KOps/s	6.6641 KOps/s	$\color{#35bf28}+1.49\%$
test_update	0.5647ms	18.7469μs	53.3423 KOps/s	58.6842 KOps/s	$\textbf{\color{#d91a1a}-9.10\%}$
test_update_nested	1.3621ms	24.5879μs	40.6705 KOps/s	44.2882 KOps/s	$\textbf{\color{#d91a1a}-8.17\%}$
test_update__nested	53.8900μs	24.8802μs	40.1926 KOps/s	39.4366 KOps/s	$\color{#35bf28}+1.92\%$
test_set_nested	0.1286ms	16.6081μs	60.2116 KOps/s	60.9865 KOps/s	$\color{#d91a1a}-1.27\%$
test_set_nested_new	0.1244ms	19.3718μs	51.6214 KOps/s	54.5783 KOps/s	$\textbf{\color{#d91a1a}-5.42\%}$
test_select	0.1424ms	30.7956μs	32.4722 KOps/s	32.2470 KOps/s	$\color{#35bf28}+0.70\%$
test_select_nested	70.5310μs	41.6823μs	23.9910 KOps/s	24.0988 KOps/s	$\color{#d91a1a}-0.45\%$
test_exclude_nested	87.6600μs	62.0264μs	16.1222 KOps/s	16.5421 KOps/s	$\color{#d91a1a}-2.54\%$
test_empty[True]	0.3141ms	0.2802ms	3.5690 KOps/s	3.5553 KOps/s	$\color{#35bf28}+0.39\%$
test_empty[False]	2.8780μs	0.7457μs	1.3410 MOps/s	1.3508 MOps/s	$\color{#d91a1a}-0.72\%$
test_to	89.4310μs	57.5264μs	17.3833 KOps/s	17.7925 KOps/s	$\color{#d91a1a}-2.30\%$
test_to_nonblocking	0.1966ms	45.9295μs	21.7725 KOps/s	21.7264 KOps/s	$\color{#35bf28}+0.21\%$
test_unbind_speed	0.2766ms	0.2340ms	4.2737 KOps/s	4.2298 KOps/s	$\color{#35bf28}+1.04\%$
test_unbind_speed_stack0	0.2801ms	0.2329ms	4.2940 KOps/s	4.3754 KOps/s	$\color{#d91a1a}-1.86\%$
test_unbind_speed_stack1	0.1095s	0.6611ms	1.5127 KOps/s	1.5692 KOps/s	$\color{#d91a1a}-3.60\%$
test_split	0.1081s	1.6440ms	608.2894 Ops/s	558.4870 Ops/s	$\textbf{\color{#35bf28}+8.92\%}$
test_chunk	0.1148s	1.6592ms	602.6844 Ops/s	670.4188 Ops/s	$\textbf{\color{#d91a1a}-10.10\%}$
test_consolidate[False-None]	0.1175s	2.9162ms	342.9149 Ops/s	345.5091 Ops/s	$\color{#d91a1a}-0.75\%$
test_consolidate[default-None]	1.8314ms	1.7128ms	583.8341 Ops/s	551.9655 Ops/s	$\textbf{\color{#35bf28}+5.77\%}$
test_consolidate[reduce-overhead-None]	1.8426ms	1.7336ms	576.8296 Ops/s	542.5153 Ops/s	$\textbf{\color{#35bf28}+6.33\%}$
test_consolidate_njt[False-None]	6.9746ms	6.5213ms	153.3446 Ops/s	151.1992 Ops/s	$\color{#35bf28}+1.42\%$
test_to[False-False-None]	1.8727ms	1.7136ms	583.5642 Ops/s	591.2369 Ops/s	$\color{#d91a1a}-1.30\%$
test_to[True-False-None]	1.5969ms	1.3412ms	745.6276 Ops/s	748.7579 Ops/s	$\color{#d91a1a}-0.42\%$
test_to[within-False-None]	4.3798ms	4.1165ms	242.9255 Ops/s	246.6199 Ops/s	$\color{#d91a1a}-1.50\%$
test_to[True-default-None]	5.4653ms	5.2306ms	191.1828 Ops/s	193.0480 Ops/s	$\color{#d91a1a}-0.97\%$
test_to_njt[False-False-None]	7.4208ms	6.9670ms	143.5343 Ops/s	140.3792 Ops/s	$\color{#35bf28}+2.25\%$
test_to_njt[True-False-None]	5.8246ms	5.4935ms	182.0341 Ops/s	181.0300 Ops/s	$\color{#35bf28}+0.55\%$
test_to_njt[within-False-None]	12.4054ms	12.0356ms	83.0871 Ops/s	81.5159 Ops/s	$\color{#35bf28}+1.93\%$
test_creation[device0]	0.4550ms	79.4487μs	12.5867 KOps/s	12.2868 KOps/s	$\color{#35bf28}+2.44\%$
test_creation_from_tensor	0.5344ms	82.7864μs	12.0793 KOps/s	11.8730 KOps/s	$\color{#35bf28}+1.74\%$
test_add_one[memmap_tensor0]	0.4718ms	7.3856μs	135.3981 KOps/s	133.7711 KOps/s	$\color{#35bf28}+1.22\%$
test_contiguous[memmap_tensor0]	1.8240μs	0.4117μs	2.4287 MOps/s	2.3572 MOps/s	$\color{#35bf28}+3.03\%$
test_stack[memmap_tensor0]	36.1400μs	4.7252μs	211.6313 KOps/s	197.6503 KOps/s	$\textbf{\color{#35bf28}+7.07\%}$
test_memmaptd_index	1.7650ms	0.2611ms	3.8305 KOps/s	3.6815 KOps/s	$\color{#35bf28}+4.05\%$
test_memmaptd_index_astensor	0.8050ms	0.3162ms	3.1621 KOps/s	3.0289 KOps/s	$\color{#35bf28}+4.40\%$
test_memmaptd_index_op	1.0664ms	0.6210ms	1.6103 KOps/s	1.6523 KOps/s	$\color{#d91a1a}-2.54\%$
test_serialize_model	0.1317s	0.1309s	7.6368 Ops/s	7.6255 Ops/s	$\color{#35bf28}+0.15\%$
test_serialize_model_pickle	1.3486s	1.2149s	0.8231 Ops/s	0.8194 Ops/s	$\color{#35bf28}+0.46\%$
test_serialize_weights	0.1331s	0.1306s	7.6595 Ops/s	7.6195 Ops/s	$\color{#35bf28}+0.53\%$
test_serialize_weights_returnearly	50.7625ms	42.9437ms	23.2863 Ops/s	13.9262 Ops/s	$\textbf{\color{#35bf28}+67.21\%}$
test_serialize_weights_pickle	1.3537s	1.2126s	0.8247 Ops/s	0.8202 Ops/s	$\color{#35bf28}+0.55\%$
test_reshape_pytree	0.1632ms	21.9927μs	45.4696 KOps/s	43.7694 KOps/s	$\color{#35bf28}+3.88\%$
test_reshape_td	63.8910μs	27.0365μs	36.9870 KOps/s	36.4963 KOps/s	$\color{#35bf28}+1.34\%$
test_view_pytree	0.1675ms	22.0562μs	45.3387 KOps/s	45.0365 KOps/s	$\color{#35bf28}+0.67\%$
test_view_td	0.1504ms	28.6776μs	34.8705 KOps/s	32.8029 KOps/s	$\textbf{\color{#35bf28}+6.30\%}$
test_unbind_pytree	0.1278ms	28.3565μs	35.2653 KOps/s	35.4084 KOps/s	$\color{#d91a1a}-0.40\%$
test_unbind_td	0.8024ms	36.4330μs	27.4476 KOps/s	27.3036 KOps/s	$\color{#35bf28}+0.53\%$
test_split_pytree	0.1585ms	30.0045μs	33.3283 KOps/s	32.7103 KOps/s	$\color{#35bf28}+1.89\%$
test_split_td	0.1750ms	39.1917μs	25.5156 KOps/s	25.0789 KOps/s	$\color{#35bf28}+1.74\%$
test_add_pytree	95.1110μs	35.6447μs	28.0546 KOps/s	27.5569 KOps/s	$\color{#35bf28}+1.81\%$
test_add_td	0.1628ms	50.7146μs	19.7182 KOps/s	20.8387 KOps/s	$\textbf{\color{#d91a1a}-5.38\%}$
test_compile_add_one_nested[tensordict-compile]	0.1851ms	0.1212ms	8.2497 KOps/s	7.9286 KOps/s	$\color{#35bf28}+4.05\%$
test_compile_add_one_nested[tensordict-eager]	0.2587ms	0.1255ms	7.9684 KOps/s	8.0787 KOps/s	$\color{#d91a1a}-1.37\%$
test_compile_add_one_nested[pytree-compile]	0.2337ms	96.1806μs	10.3971 KOps/s	10.2172 KOps/s	$\color{#35bf28}+1.76\%$
test_compile_add_one_nested[pytree-eager]	1.7515ms	0.1520ms	6.5793 KOps/s	6.6340 KOps/s	$\color{#d91a1a}-0.82\%$
test_compile_copy_nested[tensordict-compile]	0.1076ms	21.9203μs	45.6198 KOps/s	45.2888 KOps/s	$\color{#35bf28}+0.73\%$
test_compile_copy_nested[tensordict-eager]	0.1444ms	26.7616μs	37.3670 KOps/s	36.7996 KOps/s	$\color{#35bf28}+1.54\%$
test_compile_copy_nested[pytree-compile]	0.4659ms	64.7143μs	15.4525 KOps/s	15.1891 KOps/s	$\color{#35bf28}+1.73\%$
test_compile_copy_nested[pytree-eager]	0.1969ms	49.0141μs	20.4023 KOps/s	19.8826 KOps/s	$\color{#35bf28}+2.61\%$
test_compile_add_one_flat[tensordict-compile]	0.2801ms	0.1446ms	6.9169 KOps/s	6.9453 KOps/s	$\color{#d91a1a}-0.41\%$
test_compile_add_one_flat[tensordict-eager]	0.3544ms	0.2069ms	4.8323 KOps/s	4.9040 KOps/s	$\color{#d91a1a}-1.46\%$
test_compile_add_one_flat[tensorclass-compile]	0.2519ms	98.9603μs	10.1051 KOps/s	9.7524 KOps/s	$\color{#35bf28}+3.62\%$
test_compile_add_one_flat[tensorclass-eager]	0.2098ms	51.8961μs	19.2693 KOps/s	19.5962 KOps/s	$\color{#d91a1a}-1.67\%$
test_compile_add_one_flat[pytree-compile]	0.2901ms	0.1365ms	7.3245 KOps/s	7.1149 KOps/s	$\color{#35bf28}+2.95\%$
test_compile_add_one_flat[pytree-eager]	0.6489ms	0.4922ms	2.0315 KOps/s	2.0514 KOps/s	$\color{#d91a1a}-0.97\%$
test_compile_add_self_flat[tensordict-eager]	0.3922ms	0.2478ms	4.0351 KOps/s	4.0715 KOps/s	$\color{#d91a1a}-0.89\%$
test_compile_add_self_flat[tensordict-compile]	0.2919ms	0.1445ms	6.9209 KOps/s	6.7377 KOps/s	$\color{#35bf28}+2.72\%$
test_compile_add_self_flat[tensorclass-eager]	0.2315ms	61.9239μs	16.1489 KOps/s	16.1623 KOps/s	$\color{#d91a1a}-0.08\%$
test_compile_add_self_flat[tensorclass-compile]	0.2490ms	99.6184μs	10.0383 KOps/s	9.6209 KOps/s	$\color{#35bf28}+4.34\%$
test_compile_add_self_flat[pytree-eager]	0.5779ms	0.4182ms	2.3914 KOps/s	2.4924 KOps/s	$\color{#d91a1a}-4.05\%$
test_compile_add_self_flat[pytree-compile]	0.3002ms	0.1376ms	7.2696 KOps/s	7.4188 KOps/s	$\color{#d91a1a}-2.01\%$
test_compile_copy_flat[tensordict-compile]	0.1340ms	17.9738μs	55.6365 KOps/s	52.6101 KOps/s	$\textbf{\color{#35bf28}+5.75\%}$
test_compile_copy_flat[tensordict-eager]	79.8810μs	26.9575μs	37.0954 KOps/s	37.8855 KOps/s	$\color{#d91a1a}-2.09\%$
test_compile_copy_flat[pytree-compile]	0.1227ms	69.9691μs	14.2920 KOps/s	14.1942 KOps/s	$\color{#35bf28}+0.69\%$
test_compile_copy_flat[pytree-eager]	0.2121ms	51.4904μs	19.4211 KOps/s	19.2922 KOps/s	$\color{#35bf28}+0.67\%$
test_compile_assign_and_add[tensordict-compile]	1.6771ms	0.4556ms	2.1950 KOps/s	2.2050 KOps/s	$\color{#d91a1a}-0.45\%$
test_compile_assign_and_add[tensordict-eager]	2.8877ms	2.6417ms	378.5423 Ops/s	375.7824 Ops/s	$\color{#35bf28}+0.73\%$
test_compile_assign_and_add[pytree-compile]	1.6330ms	0.4474ms	2.2351 KOps/s	2.2131 KOps/s	$\color{#35bf28}+0.99\%$
test_compile_assign_and_add[pytree-eager]	2.8476ms	2.6975ms	370.7130 Ops/s	369.4097 Ops/s	$\color{#35bf28}+0.35\%$
test_compile_indexing[tensor-tensordict-compile]	0.6608ms	0.1132ms	8.8349 KOps/s	8.7405 KOps/s	$\color{#35bf28}+1.08\%$
test_compile_indexing[tensor-tensordict-eager]	0.5650ms	79.0472μs	12.6507 KOps/s	12.6622 KOps/s	$\color{#d91a1a}-0.09\%$
test_compile_indexing[tensor-tensorclass-compile]	0.5171ms	0.1063ms	9.4115 KOps/s	9.5184 KOps/s	$\color{#d91a1a}-1.12\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2194ms	67.5268μs	14.8089 KOps/s	14.4405 KOps/s	$\color{#35bf28}+2.55\%$
test_compile_indexing[tensor-pytree-compile]	0.2626ms	0.1064ms	9.3999 KOps/s	9.1098 KOps/s	$\color{#35bf28}+3.18\%$
test_compile_indexing[tensor-pytree-eager]	0.2208ms	67.2957μs	14.8598 KOps/s	14.4794 KOps/s	$\color{#35bf28}+2.63\%$
test_compile_indexing[slice-tensordict-compile]	0.2252ms	0.1019ms	9.8179 KOps/s	9.7470 KOps/s	$\color{#35bf28}+0.73\%$
test_compile_indexing[slice-tensordict-eager]	0.2006ms	21.1633μs	47.2516 KOps/s	53.9243 KOps/s	$\textbf{\color{#d91a1a}-12.37\%}$
test_compile_indexing[slice-tensorclass-compile]	0.2124ms	97.1171μs	10.2968 KOps/s	10.2453 KOps/s	$\color{#35bf28}+0.50\%$
test_compile_indexing[slice-tensorclass-eager]	0.1610ms	16.0310μs	62.3792 KOps/s	61.0685 KOps/s	$\color{#35bf28}+2.15\%$
test_compile_indexing[slice-pytree-compile]	0.2792ms	97.1823μs	10.2899 KOps/s	10.1957 KOps/s	$\color{#35bf28}+0.92\%$
test_compile_indexing[slice-pytree-eager]	0.1514ms	16.1368μs	61.9703 KOps/s	60.9305 KOps/s	$\color{#35bf28}+1.71\%$
test_compile_indexing[int-tensordict-compile]	0.2483ms	0.1025ms	9.7573 KOps/s	9.7720 KOps/s	$\color{#d91a1a}-0.15\%$
test_compile_indexing[int-tensordict-eager]	0.7268ms	18.1271μs	55.1660 KOps/s	54.7762 KOps/s	$\color{#35bf28}+0.71\%$
test_compile_indexing[int-tensorclass-compile]	0.2789ms	97.6248μs	10.2433 KOps/s	10.2030 KOps/s	$\color{#35bf28}+0.40\%$
test_compile_indexing[int-tensorclass-eager]	52.6310μs	16.1691μs	61.8464 KOps/s	61.2270 KOps/s	$\color{#35bf28}+1.01\%$
test_compile_indexing[int-pytree-compile]	0.2484ms	97.4935μs	10.2571 KOps/s	10.1206 KOps/s	$\color{#35bf28}+1.35\%$
test_compile_indexing[int-pytree-eager]	0.1445ms	16.1777μs	61.8134 KOps/s	60.8025 KOps/s	$\color{#35bf28}+1.66\%$
test_mod_add[eager]	0.1994ms	37.7821μs	26.4676 KOps/s	27.1051 KOps/s	$\color{#d91a1a}-2.35\%$
test_mod_add[compile]	0.4857ms	81.4218μs	12.2817 KOps/s	12.1685 KOps/s	$\color{#35bf28}+0.93\%$
test_mod_add[compile-overhead]	0.3381ms	0.1728ms	5.7885 KOps/s	5.5621 KOps/s	$\color{#35bf28}+4.07\%$
test_mod_wrap[eager]	0.4094ms	0.2533ms	3.9484 KOps/s	3.9717 KOps/s	$\color{#d91a1a}-0.59\%$
test_mod_wrap[compile]	0.4969ms	0.2859ms	3.4975 KOps/s	3.4684 KOps/s	$\color{#35bf28}+0.84\%$
test_mod_wrap[compile-overhead]	7.5014ms	3.8078ms	262.6155 Ops/s	263.4250 Ops/s	$\color{#d91a1a}-0.31\%$
test_mod_wrap_and_backward[eager]	1.6099ms	1.3845ms	722.2594 Ops/s	686.3277 Ops/s	$\textbf{\color{#35bf28}+5.24\%}$
test_mod_wrap_and_backward[compile]	1.4735ms	1.2837ms	778.9910 Ops/s	722.7631 Ops/s	$\textbf{\color{#35bf28}+7.78\%}$
test_mod_wrap_and_backward[compile-overhead]	1.4377ms	0.9578ms	1.0440 KOps/s	947.8438 Ops/s	$\textbf{\color{#35bf28}+10.15\%}$
test_seq_add[eager]	0.2764ms	0.1157ms	8.6415 KOps/s	8.9073 KOps/s	$\color{#d91a1a}-2.98\%$
test_seq_add[compile]	0.2269ms	89.7736μs	11.1391 KOps/s	11.1310 KOps/s	$\color{#35bf28}+0.07\%$
test_seq_add[compile-overhead]	0.2683ms	0.1298ms	7.7065 KOps/s	7.6218 KOps/s	$\color{#35bf28}+1.11\%$
test_seq_wrap[eager]	0.6157ms	0.4175ms	2.3955 KOps/s	2.3752 KOps/s	$\color{#35bf28}+0.85\%$
test_seq_wrap[compile]	0.4414ms	0.3021ms	3.3104 KOps/s	3.2742 KOps/s	$\color{#35bf28}+1.11\%$
test_seq_wrap[compile-overhead]	0.3910ms	0.2283ms	4.3801 KOps/s	4.3575 KOps/s	$\color{#35bf28}+0.52\%$
test_func_call_runtime[False-eager]	0.9172ms	0.7510ms	1.3316 KOps/s	1.3327 KOps/s	$\color{#d91a1a}-0.08\%$
test_func_call_runtime[False-compile]	0.9734ms	0.7536ms	1.3270 KOps/s	1.3296 KOps/s	$\color{#d91a1a}-0.20\%$
test_func_call_runtime[False-compile-overhead]	0.5057ms	0.3663ms	2.7297 KOps/s	2.7400 KOps/s	$\color{#d91a1a}-0.37\%$
test_func_call_runtime[True-eager]	1.0684ms	0.9016ms	1.1091 KOps/s	1.1093 KOps/s	$\color{#d91a1a}-0.01\%$
test_func_call_runtime[True-compile]	1.1795ms	0.7751ms	1.2902 KOps/s	1.2954 KOps/s	$\color{#d91a1a}-0.40\%$
test_func_call_runtime[True-compile-overhead]	0.8201ms	0.3874ms	2.5812 KOps/s	2.5920 KOps/s	$\color{#d91a1a}-0.42\%$
test_func_call_cm_runtime[False-eager]	1.1370ms	0.7641ms	1.3088 KOps/s	1.3365 KOps/s	$\color{#d91a1a}-2.08\%$
test_func_call_cm_runtime[False-compile]	1.1659ms	0.7721ms	1.2951 KOps/s	1.3242 KOps/s	$\color{#d91a1a}-2.20\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5098ms	0.3681ms	2.7163 KOps/s	2.7118 KOps/s	$\color{#35bf28}+0.17\%$
test_func_call_cm_runtime[True-eager]	1.4443ms	1.0080ms	992.0225 Ops/s	985.3693 Ops/s	$\color{#35bf28}+0.68\%$
test_func_call_cm_runtime[True-compile]	0.9989ms	0.8083ms	1.2371 KOps/s	1.2462 KOps/s	$\color{#d91a1a}-0.73\%$
test_func_call_cm_runtime[True-compile-overhead]	0.5595ms	0.4115ms	2.4304 KOps/s	2.4173 KOps/s	$\color{#35bf28}+0.54\%$
test_vmap_func_call_cm_runtime[eager]	2.5926ms	2.0837ms	479.9163 Ops/s	478.0493 Ops/s	$\color{#35bf28}+0.39\%$
test_vmap_func_call_cm_runtime[compile]	0.9812ms	0.8108ms	1.2333 KOps/s	1.2203 KOps/s	$\color{#35bf28}+1.07\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5878ms	0.4190ms	2.3864 KOps/s	2.3851 KOps/s	$\color{#35bf28}+0.05\%$
test_distributed	10.1024ms	0.1895ms	5.2774 KOps/s	8.3380 KOps/s	$\textbf{\color{#d91a1a}-36.71\%}$
test_tdmodule	30.0600μs	19.2066μs	52.0653 KOps/s	53.0592 KOps/s	$\color{#d91a1a}-1.87\%$
test_tdmodule_dispatch	0.1535ms	35.4424μs	28.2148 KOps/s	30.3537 KOps/s	$\textbf{\color{#d91a1a}-7.05\%}$
test_tdseq	41.1900μs	19.4461μs	51.4241 KOps/s	55.5802 KOps/s	$\textbf{\color{#d91a1a}-7.48\%}$
test_tdseq_dispatch	0.1359ms	37.0717μs	26.9748 KOps/s	29.2454 KOps/s	$\textbf{\color{#d91a1a}-7.76\%}$
test_instantiation_functorch	1.8008ms	1.5510ms	644.7369 Ops/s	644.5727 Ops/s	$\color{#35bf28}+0.03\%$
test_exec_functorch	0.3259ms	0.1483ms	6.7423 KOps/s	6.7011 KOps/s	$\color{#35bf28}+0.62\%$
test_exec_functional_call	0.2655ms	0.1412ms	7.0803 KOps/s	6.8930 KOps/s	$\color{#35bf28}+2.72\%$
test_exec_td_decorator	0.3884ms	0.1875ms	5.3320 KOps/s	5.3003 KOps/s	$\color{#35bf28}+0.60\%$
test_vmap_mlp_speed_decorator[True-True]	0.8473ms	0.6829ms	1.4644 KOps/s	1.4485 KOps/s	$\color{#35bf28}+1.09\%$
test_vmap_mlp_speed_decorator[True-False]	0.8506ms	0.6933ms	1.4423 KOps/s	1.4731 KOps/s	$\color{#d91a1a}-2.09\%$
test_vmap_mlp_speed_decorator[False-True]	0.8375ms	0.6129ms	1.6317 KOps/s	1.6349 KOps/s	$\color{#d91a1a}-0.20\%$
test_vmap_mlp_speed_decorator[False-False]	0.7864ms	0.5985ms	1.6708 KOps/s	1.6823 KOps/s	$\color{#d91a1a}-0.69\%$
test_vmap_transformer_speed_decorator[True-True]	19.3721ms	19.1903ms	52.1097 Ops/s	52.1071 Ops/s	$+0.00\%$
test_vmap_transformer_speed_decorator[True-False]	19.9784ms	19.2575ms	51.9279 Ops/s	52.2138 Ops/s	$\color{#d91a1a}-0.55\%$
test_vmap_transformer_speed_decorator[False-True]	19.3690ms	19.1012ms	52.3527 Ops/s	52.7614 Ops/s	$\color{#d91a1a}-0.77\%$
test_vmap_transformer_speed_decorator[False-False]	19.2786ms	19.1068ms	52.3373 Ops/s	52.5830 Ops/s	$\color{#d91a1a}-0.47\%$
test_to_module_speed[True]	1.0433ms	0.9242ms	1.0820 KOps/s	1.0745 KOps/s	$\color{#35bf28}+0.70\%$
test_to_module_speed[False]	1.2642ms	0.8973ms	1.1144 KOps/s	1.0954 KOps/s	$\color{#35bf28}+1.73\%$
test_tc_init	60.7600μs	34.6365μs	28.8713 KOps/s	31.2086 KOps/s	$\textbf{\color{#d91a1a}-7.49\%}$
test_tc_init_nested	0.1699ms	70.7452μs	14.1352 KOps/s	15.1731 KOps/s	$\textbf{\color{#d91a1a}-6.84\%}$
test_tc_first_layer_tensor	3.8829μs	0.7031μs	1.4224 MOps/s	1.4665 MOps/s	$\color{#d91a1a}-3.01\%$
test_tc_first_layer_nontensor	24.5300μs	2.3421μs	426.9742 KOps/s	433.9179 KOps/s	$\color{#d91a1a}-1.60\%$
test_tc_second_layer_tensor	11.7803μs	1.4465μs	691.3214 KOps/s	710.6662 KOps/s	$\color{#d91a1a}-2.72\%$
test_tc_second_layer_nontensor	31.6400μs	3.0580μs	327.0125 KOps/s	325.2082 KOps/s	$\color{#35bf28}+0.55\%$
test_unbind	0.2376s	10.5737ms	94.5747 Ops/s	152.0598 Ops/s	$\textbf{\color{#d91a1a}-37.80\%}$
test_full_like	13.3555ms	10.6983ms	93.4731 Ops/s	96.4927 Ops/s	$\color{#d91a1a}-3.13\%$
test_zeros_like	5.9593ms	4.6778ms	213.7777 Ops/s	133.7812 Ops/s	$\textbf{\color{#35bf28}+59.80\%}$
test_ones_like	6.1252ms	4.6734ms	213.9785 Ops/s	212.6321 Ops/s	$\color{#35bf28}+0.63\%$
test_clone	9.1718ms	7.5823ms	131.8867 Ops/s	133.0232 Ops/s	$\color{#d91a1a}-0.85\%$
test_squeeze	0.1423ms	9.6053μs	104.1090 KOps/s	105.2535 KOps/s	$\color{#d91a1a}-1.09\%$
test_unsqueeze	0.2105ms	70.4188μs	14.2008 KOps/s	14.0742 KOps/s	$\color{#35bf28}+0.90\%$
test_split	0.3395ms	0.1651ms	6.0568 KOps/s	6.3211 KOps/s	$\color{#d91a1a}-4.18\%$
test_permute	0.2754ms	0.1781ms	5.6162 KOps/s	5.8023 KOps/s	$\color{#d91a1a}-3.21\%$
test_stack	54.1348ms	52.7653ms	18.9518 Ops/s	18.8126 Ops/s	$\color{#35bf28}+0.74\%$
test_cat	55.2989ms	52.4453ms	19.0675 Ops/s	18.7652 Ops/s	$\color{#35bf28}+1.61\%$