[BugFix] fix tensorclass set

[vmoens]

No description provided.

[github-actions]

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

Total Benchmarks: 144. Improved: $\large\color{#35bf28}13$. Worsened: $\large\color{#d91a1a}8$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	38.9720μs	17.0447μs	58.6692 KOps/s	58.1698 KOps/s	$\color{#35bf28}+0.86\%$
test_plain_set_stack_nested	41.1170μs	17.4423μs	57.3320 KOps/s	57.3406 KOps/s	$\color{#d91a1a}-0.01\%$
test_plain_set_nested_inplace	54.5520μs	19.4819μs	51.3296 KOps/s	47.4723 KOps/s	$\textbf{\color{#35bf28}+8.13\%}$
test_plain_set_stack_nested_inplace	51.2560μs	19.6777μs	50.8191 KOps/s	50.9982 KOps/s	$\color{#d91a1a}-0.35\%$
test_items	25.4180μs	2.5610μs	390.4676 KOps/s	383.4313 KOps/s	$\color{#35bf28}+1.84\%$
test_items_nested	0.7706ms	0.2909ms	3.4380 KOps/s	3.6096 KOps/s	$\color{#d91a1a}-4.75\%$
test_items_nested_locked	0.7973ms	0.2898ms	3.4505 KOps/s	3.6189 KOps/s	$\color{#d91a1a}-4.65\%$
test_items_nested_leaf	0.1401ms	79.9657μs	12.5054 KOps/s	12.3612 KOps/s	$\color{#35bf28}+1.17\%$
test_items_stack_nested	0.4340ms	0.2906ms	3.4414 KOps/s	3.5347 KOps/s	$\color{#d91a1a}-2.64\%$
test_items_stack_nested_leaf	0.1278ms	79.7727μs	12.5356 KOps/s	12.4673 KOps/s	$\color{#35bf28}+0.55\%$
test_items_stack_nested_locked	0.9620ms	0.2862ms	3.4938 KOps/s	3.6324 KOps/s	$\color{#d91a1a}-3.82\%$
test_keys	39.0630μs	3.8193μs	261.8296 KOps/s	263.5583 KOps/s	$\color{#d91a1a}-0.66\%$
test_keys_nested	0.2419ms	0.1397ms	7.1557 KOps/s	7.1759 KOps/s	$\color{#d91a1a}-0.28\%$
test_keys_nested_locked	0.7762ms	0.1442ms	6.9363 KOps/s	6.9062 KOps/s	$\color{#35bf28}+0.44\%$
test_keys_nested_leaf	0.2004ms	0.1186ms	8.4286 KOps/s	8.4676 KOps/s	$\color{#d91a1a}-0.46\%$
test_keys_stack_nested	0.6427ms	0.1437ms	6.9601 KOps/s	7.1835 KOps/s	$\color{#d91a1a}-3.11\%$
test_keys_stack_nested_leaf	0.2069ms	0.1160ms	8.6224 KOps/s	8.4660 KOps/s	$\color{#35bf28}+1.85\%$
test_keys_stack_nested_locked	0.2582ms	0.1415ms	7.0677 KOps/s	7.0006 KOps/s	$\color{#35bf28}+0.96\%$
test_values	6.9570μs	1.1635μs	859.4545 KOps/s	860.7141 KOps/s	$\color{#d91a1a}-0.15\%$
test_values_nested	0.1013ms	53.2745μs	18.7707 KOps/s	19.7069 KOps/s	$\color{#d91a1a}-4.75\%$
test_values_nested_locked	0.3009ms	52.1465μs	19.1767 KOps/s	18.9451 KOps/s	$\color{#35bf28}+1.22\%$
test_values_nested_leaf	87.3430μs	47.7826μs	20.9281 KOps/s	21.8136 KOps/s	$\color{#d91a1a}-4.06\%$
test_values_stack_nested	0.1966ms	53.1679μs	18.8083 KOps/s	19.4933 KOps/s	$\color{#d91a1a}-3.51\%$
test_values_stack_nested_leaf	91.8910μs	47.6639μs	20.9802 KOps/s	21.8074 KOps/s	$\color{#d91a1a}-3.79\%$
test_values_stack_nested_locked	0.1368ms	53.6921μs	18.6247 KOps/s	19.2872 KOps/s	$\color{#d91a1a}-3.43\%$
test_membership	14.2270μs	1.3736μs	727.9892 KOps/s	730.1718 KOps/s	$\color{#d91a1a}-0.30\%$
test_membership_nested	38.1010μs	3.4091μs	293.3325 KOps/s	282.0785 KOps/s	$\color{#35bf28}+3.99\%$
test_membership_nested_leaf	52.9680μs	3.4455μs	290.2361 KOps/s	284.0741 KOps/s	$\color{#35bf28}+2.17\%$
test_membership_stacked_nested	19.2760μs	3.4068μs	293.5293 KOps/s	268.8203 KOps/s	$\textbf{\color{#35bf28}+9.19\%}$
test_membership_stacked_nested_leaf	20.3380μs	3.4332μs	291.2693 KOps/s	285.6686 KOps/s	$\color{#35bf28}+1.96\%$
test_membership_nested_last	23.6640μs	4.1864μs	238.8690 KOps/s	238.9223 KOps/s	$\color{#d91a1a}-0.02\%$
test_membership_nested_leaf_last	33.1920μs	4.2033μs	237.9065 KOps/s	238.5266 KOps/s	$\color{#d91a1a}-0.26\%$
test_membership_stacked_nested_last	26.8500μs	5.2906μs	189.0153 KOps/s	237.5619 KOps/s	$\textbf{\color{#d91a1a}-20.44\%}$
test_membership_stacked_nested_leaf_last	30.0970μs	5.3702μs	186.2130 KOps/s	233.3752 KOps/s	$\textbf{\color{#d91a1a}-20.21\%}$
test_nested_getleaf	34.5450μs	10.9552μs	91.2813 KOps/s	94.1394 KOps/s	$\color{#d91a1a}-3.04\%$
test_nested_get	36.6590μs	10.4468μs	95.7234 KOps/s	98.5885 KOps/s	$\color{#d91a1a}-2.91\%$
test_stacked_getleaf	29.9650μs	10.8043μs	92.5556 KOps/s	93.3781 KOps/s	$\color{#d91a1a}-0.88\%$
test_stacked_get	41.5580μs	10.2327μs	97.7255 KOps/s	98.6858 KOps/s	$\color{#d91a1a}-0.97\%$
test_nested_getitemleaf	33.3530μs	11.5929μs	86.2594 KOps/s	88.5812 KOps/s	$\color{#d91a1a}-2.62\%$
test_nested_getitem	44.2530μs	10.9157μs	91.6112 KOps/s	95.7400 KOps/s	$\color{#d91a1a}-4.31\%$
test_stacked_getitemleaf	34.5650μs	11.5044μs	86.9235 KOps/s	88.7281 KOps/s	$\color{#d91a1a}-2.03\%$
test_stacked_getitem	31.5390μs	10.5677μs	94.6281 KOps/s	95.8396 KOps/s	$\color{#d91a1a}-1.26\%$
test_lock_nested	52.0958ms	0.3868ms	2.5853 KOps/s	3.0003 KOps/s	$\textbf{\color{#d91a1a}-13.83\%}$
test_lock_stack_nested	0.5746ms	0.2991ms	3.3436 KOps/s	3.3191 KOps/s	$\color{#35bf28}+0.74\%$
test_unlock_nested	0.7785ms	0.3336ms	2.9972 KOps/s	2.9421 KOps/s	$\color{#35bf28}+1.87\%$
test_unlock_stack_nested	0.4795ms	0.3054ms	3.2741 KOps/s	3.2022 KOps/s	$\color{#35bf28}+2.25\%$
test_flatten_speed	0.2211ms	0.1004ms	9.9588 KOps/s	9.9914 KOps/s	$\color{#d91a1a}-0.33\%$
test_unflatten_speed	0.7384ms	0.4194ms	2.3842 KOps/s	2.4100 KOps/s	$\color{#d91a1a}-1.07\%$
test_common_ops	1.3975ms	0.7216ms	1.3859 KOps/s	1.3313 KOps/s	$\color{#35bf28}+4.10\%$
test_creation	19.4770μs	1.9099μs	523.5746 KOps/s	514.9879 KOps/s	$\color{#35bf28}+1.67\%$
test_creation_empty	35.1660μs	10.8906μs	91.8225 KOps/s	83.3974 KOps/s	$\textbf{\color{#35bf28}+10.10\%}$
test_creation_nested_1	40.5760μs	13.5898μs	73.5845 KOps/s	67.1775 KOps/s	$\textbf{\color{#35bf28}+9.54\%}$
test_creation_nested_2	71.0330μs	17.2119μs	58.0992 KOps/s	54.8957 KOps/s	$\textbf{\color{#35bf28}+5.84\%}$
test_clone	71.4330μs	13.2412μs	75.5217 KOps/s	76.0746 KOps/s	$\color{#d91a1a}-0.73\%$
test_getitem[int]	35.1260μs	11.0271μs	90.6854 KOps/s	89.9607 KOps/s	$\color{#35bf28}+0.81\%$
test_getitem[slice_int]	70.1810μs	22.0579μs	45.3353 KOps/s	44.7504 KOps/s	$\color{#35bf28}+1.31\%$
test_getitem[range]	74.3690μs	58.5854μs	17.0691 KOps/s	16.7243 KOps/s	$\color{#35bf28}+2.06\%$
test_getitem[tuple]	54.8620μs	18.2615μs	54.7599 KOps/s	54.9844 KOps/s	$\color{#d91a1a}-0.41\%$
test_getitem[list]	0.1024ms	39.3588μs	25.4073 KOps/s	25.6704 KOps/s	$\color{#d91a1a}-1.02\%$
test_setitem_dim[int]	62.3560μs	32.8905μs	30.4039 KOps/s	29.4046 KOps/s	$\color{#35bf28}+3.40\%$
test_setitem_dim[slice_int]	99.7960μs	59.0009μs	16.9489 KOps/s	16.8951 KOps/s	$\color{#35bf28}+0.32\%$
test_setitem_dim[range]	0.1707ms	82.1899μs	12.1669 KOps/s	11.8298 KOps/s	$\color{#35bf28}+2.85\%$
test_setitem_dim[tuple]	0.1000ms	48.5660μs	20.5905 KOps/s	20.1249 KOps/s	$\color{#35bf28}+2.31\%$
test_setitem	57.5170μs	19.8832μs	50.2937 KOps/s	48.1999 KOps/s	$\color{#35bf28}+4.34\%$
test_set	71.8240μs	19.7216μs	50.7059 KOps/s	49.5931 KOps/s	$\color{#35bf28}+2.24\%$
test_set_shared	3.4628ms	0.1429ms	6.9966 KOps/s	6.7196 KOps/s	$\color{#35bf28}+4.12\%$
test_update	0.1400ms	22.4098μs	44.6233 KOps/s	42.4553 KOps/s	$\textbf{\color{#35bf28}+5.11\%}$
test_update_nested	0.1338ms	30.7450μs	32.5256 KOps/s	31.2497 KOps/s	$\color{#35bf28}+4.08\%$
test_update__nested	0.2606ms	26.4711μs	37.7770 KOps/s	40.1777 KOps/s	$\textbf{\color{#d91a1a}-5.98\%}$
test_set_nested	69.2490μs	21.2201μs	47.1251 KOps/s	44.7199 KOps/s	$\textbf{\color{#35bf28}+5.38\%}$
test_set_nested_new	62.1560μs	25.5187μs	39.1869 KOps/s	37.3989 KOps/s	$\color{#35bf28}+4.78\%$
test_select	0.1062ms	40.3864μs	24.7608 KOps/s	23.6177 KOps/s	$\color{#35bf28}+4.84\%$
test_select_nested	0.1129ms	57.7906μs	17.3038 KOps/s	16.8453 KOps/s	$\color{#35bf28}+2.72\%$
test_exclude_nested	0.2177ms	0.1196ms	8.3594 KOps/s	8.3873 KOps/s	$\color{#d91a1a}-0.33\%$
test_empty[True]	0.6056ms	0.3960ms	2.5255 KOps/s	2.4829 KOps/s	$\color{#35bf28}+1.72\%$
test_empty[False]	26.8220μs	1.0414μs	960.2482 KOps/s	896.2196 KOps/s	$\textbf{\color{#35bf28}+7.14\%}$
test_unbind_speed	0.4550ms	0.2437ms	4.1029 KOps/s	4.0438 KOps/s	$\color{#35bf28}+1.46\%$
test_unbind_speed_stack0	0.4989ms	0.2416ms	4.1387 KOps/s	4.0098 KOps/s	$\color{#35bf28}+3.22\%$
test_unbind_speed_stack1	68.9810ms	0.6990ms	1.4306 KOps/s	1.4069 KOps/s	$\color{#35bf28}+1.69\%$
test_split	69.7036ms	1.5842ms	631.2516 Ops/s	613.3085 Ops/s	$\color{#35bf28}+2.93\%$
test_chunk	74.8310ms	1.5958ms	626.6275 Ops/s	633.7496 Ops/s	$\color{#d91a1a}-1.12\%$
test_creation[device0]	0.2106ms	84.3371μs	11.8572 KOps/s	11.6566 KOps/s	$\color{#35bf28}+1.72\%$
test_creation_from_tensor	4.3601ms	84.8855μs	11.7806 KOps/s	11.5103 KOps/s	$\color{#35bf28}+2.35\%$
test_add_one[memmap_tensor0]	90.1590μs	5.3330μs	187.5119 KOps/s	184.1848 KOps/s	$\color{#35bf28}+1.81\%$
test_contiguous[memmap_tensor0]	10.5500μs	0.6257μs	1.5982 MOps/s	1.5314 MOps/s	$\color{#35bf28}+4.36\%$
test_stack[memmap_tensor0]	23.4440μs	3.5978μs	277.9483 KOps/s	276.7384 KOps/s	$\color{#35bf28}+0.44\%$
test_memmaptd_index	1.0193ms	0.2595ms	3.8530 KOps/s	3.9011 KOps/s	$\color{#d91a1a}-1.23\%$
test_memmaptd_index_astensor	0.7272ms	0.3323ms	3.0095 KOps/s	3.0511 KOps/s	$\color{#d91a1a}-1.36\%$
test_memmaptd_index_op	1.9891ms	0.6541ms	1.5289 KOps/s	1.5705 KOps/s	$\color{#d91a1a}-2.65\%$
test_serialize_model	0.1638s	0.1055s	9.4784 Ops/s	9.2376 Ops/s	$\color{#35bf28}+2.61\%$
test_serialize_model_pickle	0.4631s	0.3799s	2.6322 Ops/s	2.6253 Ops/s	$\color{#35bf28}+0.26\%$
test_serialize_weights	0.1689s	0.1030s	9.7117 Ops/s	9.5478 Ops/s	$\color{#35bf28}+1.72\%$
test_serialize_weights_returnearly	0.1286s	0.1194s	8.3770 Ops/s	8.0524 Ops/s	$\color{#35bf28}+4.03\%$
test_serialize_weights_pickle	0.9912s	0.5807s	1.7221 Ops/s	2.4465 Ops/s	$\textbf{\color{#d91a1a}-29.61\%}$
test_serialize_weights_filesystem	0.1601s	96.4777ms	10.3651 Ops/s	9.7656 Ops/s	$\textbf{\color{#35bf28}+6.14\%}$
test_serialize_model_filesystem	0.1022s	93.2461ms	10.7243 Ops/s	10.2944 Ops/s	$\color{#35bf28}+4.18\%$
test_reshape_pytree	66.3040μs	25.5080μs	39.2033 KOps/s	39.1330 KOps/s	$\color{#35bf28}+0.18\%$
test_reshape_td	91.1710μs	34.6162μs	28.8882 KOps/s	28.2958 KOps/s	$\color{#35bf28}+2.09\%$
test_view_pytree	83.1350μs	25.8728μs	38.6506 KOps/s	39.5206 KOps/s	$\color{#d91a1a}-2.20\%$
test_view_td	76.1120μs	39.5236μs	25.3014 KOps/s	24.9301 KOps/s	$\color{#35bf28}+1.49\%$
test_unbind_pytree	61.3950μs	29.5998μs	33.7840 KOps/s	34.1545 KOps/s	$\color{#d91a1a}-1.08\%$
test_unbind_td	0.3614ms	37.1584μs	26.9118 KOps/s	26.9653 KOps/s	$\color{#d91a1a}-0.20\%$
test_split_pytree	63.4590μs	30.0277μs	33.3026 KOps/s	34.2618 KOps/s	$\color{#d91a1a}-2.80\%$
test_split_td	0.1215ms	39.8362μs	25.1028 KOps/s	24.7639 KOps/s	$\color{#35bf28}+1.37\%$
test_add_pytree	98.6140μs	35.1076μs	28.4839 KOps/s	28.4820 KOps/s	$+0.01\%$
test_add_td	0.1843ms	53.8412μs	18.5732 KOps/s	17.1532 KOps/s	$\textbf{\color{#35bf28}+8.28\%}$
test_distributed	0.2537ms	0.1002ms	9.9756 KOps/s	9.5142 KOps/s	$\color{#35bf28}+4.85\%$
test_tdmodule	71.4430μs	18.3485μs	54.5004 KOps/s	53.5865 KOps/s	$\color{#35bf28}+1.71\%$
test_tdmodule_dispatch	58.1780μs	36.1451μs	27.6663 KOps/s	26.6742 KOps/s	$\color{#35bf28}+3.72\%$
test_tdseq	44.2530μs	21.2688μs	47.0171 KOps/s	45.1011 KOps/s	$\color{#35bf28}+4.25\%$
test_tdseq_dispatch	77.7850μs	41.1176μs	24.3205 KOps/s	23.6373 KOps/s	$\color{#35bf28}+2.89\%$
test_instantiation_functorch	2.3377ms	1.3526ms	739.2942 Ops/s	738.5745 Ops/s	$\color{#35bf28}+0.10\%$
test_instantiation_td	66.9990ms	1.1000ms	909.0920 Ops/s	960.2242 Ops/s	$\textbf{\color{#d91a1a}-5.33\%}$
test_exec_functorch	0.2344ms	0.1633ms	6.1255 KOps/s	6.0552 KOps/s	$\color{#35bf28}+1.16\%$
test_exec_functional_call	0.2207ms	0.1496ms	6.6833 KOps/s	6.6826 KOps/s	$\color{#35bf28}+0.01\%$
test_exec_td	0.2249ms	0.1482ms	6.7487 KOps/s	6.9591 KOps/s	$\color{#d91a1a}-3.02\%$
test_exec_td_decorator	0.9084ms	0.2227ms	4.4896 KOps/s	4.4988 KOps/s	$\color{#d91a1a}-0.20\%$
test_vmap_mlp_speed[True-True]	0.6921ms	0.4901ms	2.0405 KOps/s	2.0459 KOps/s	$\color{#d91a1a}-0.26\%$
test_vmap_mlp_speed[True-False]	0.8897ms	0.4891ms	2.0447 KOps/s	2.0507 KOps/s	$\color{#d91a1a}-0.29\%$
test_vmap_mlp_speed[False-True]	0.6170ms	0.3972ms	2.5175 KOps/s	2.5332 KOps/s	$\color{#d91a1a}-0.62\%$
test_vmap_mlp_speed[False-False]	0.6951ms	0.3980ms	2.5125 KOps/s	2.5271 KOps/s	$\color{#d91a1a}-0.58\%$
test_vmap_mlp_speed_decorator[True-True]	1.0930ms	0.5624ms	1.7781 KOps/s	1.7736 KOps/s	$\color{#35bf28}+0.26\%$
test_vmap_mlp_speed_decorator[True-False]	0.7645ms	0.5576ms	1.7935 KOps/s	1.7806 KOps/s	$\color{#35bf28}+0.72\%$
test_vmap_mlp_speed_decorator[False-True]	0.7533ms	0.4619ms	2.1651 KOps/s	2.1744 KOps/s	$\color{#d91a1a}-0.43\%$
test_vmap_mlp_speed_decorator[False-False]	0.8670ms	0.4626ms	2.1617 KOps/s	2.1655 KOps/s	$\color{#d91a1a}-0.18\%$
test_to_module_speed[True]	2.5822ms	1.7208ms	581.1112 Ops/s	587.1179 Ops/s	$\color{#d91a1a}-1.02\%$
test_to_module_speed[False]	2.6279ms	1.7060ms	586.1726 Ops/s	600.3701 Ops/s	$\color{#d91a1a}-2.36\%$
test_tc_init	0.1287ms	60.0342μs	16.6572 KOps/s	16.6397 KOps/s	$\color{#35bf28}+0.11\%$
test_tc_init_nested	0.2336ms	0.1199ms	8.3380 KOps/s	8.8342 KOps/s	$\textbf{\color{#d91a1a}-5.62\%}$
test_tc_first_layer_tensor	24.7260μs	8.4054μs	118.9715 KOps/s	120.5181 KOps/s	$\color{#d91a1a}-1.28\%$
test_tc_first_layer_nontensor	31.0980μs	8.4087μs	118.9249 KOps/s	121.1239 KOps/s	$\color{#d91a1a}-1.82\%$
test_tc_second_layer_tensor	23.0930μs	2.5496μs	392.2120 KOps/s	395.3542 KOps/s	$\color{#d91a1a}-0.79\%$
test_tc_second_layer_nontensor	30.0060μs	9.3936μs	106.4549 KOps/s	108.0046 KOps/s	$\color{#d91a1a}-1.43\%$
test_unbind	81.3385ms	13.7881ms	72.5266 Ops/s	67.6035 Ops/s	$\textbf{\color{#35bf28}+7.28\%}$
test_full_like	8.3844ms	7.1992ms	138.9050 Ops/s	93.1946 Ops/s	$\textbf{\color{#35bf28}+49.05\%}$
test_zeros_like	13.8219ms	5.9243ms	168.7954 Ops/s	164.1255 Ops/s	$\color{#35bf28}+2.85\%$
test_ones_like	16.0694ms	6.4281ms	155.5674 Ops/s	157.9737 Ops/s	$\color{#d91a1a}-1.52\%$
test_clone	14.2716ms	8.0666ms	123.9686 Ops/s	122.5354 Ops/s	$\color{#35bf28}+1.17\%$
test_squeeze	0.2761ms	13.8450μs	72.2280 KOps/s	77.9391 KOps/s	$\textbf{\color{#d91a1a}-7.33\%}$
test_unsqueeze	0.2504ms	95.5094μs	10.4702 KOps/s	10.1880 KOps/s	$\color{#35bf28}+2.77\%$
test_split	0.5166ms	0.2734ms	3.6571 KOps/s	3.6217 KOps/s	$\color{#35bf28}+0.98\%$
test_permute	0.3702ms	0.2242ms	4.4603 KOps/s	4.4240 KOps/s	$\color{#35bf28}+0.82\%$
test_stack	26.3968ms	22.5324ms	44.3805 Ops/s	41.5287 Ops/s	$\textbf{\color{#35bf28}+6.87\%}$
test_cat	29.2164ms	22.3303ms	44.7821 Ops/s	42.9115 Ops/s	$\color{#35bf28}+4.36\%$

[github-actions]

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

Total Benchmarks: 152. Improved: $\large\color{#35bf28}22$. Worsened: $\large\color{#d91a1a}7$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	63.9910μs	12.5910μs	79.4221 KOps/s	82.4656 KOps/s	$\color{#d91a1a}-3.69\%$
test_plain_set_stack_nested	26.1810μs	12.6750μs	78.8952 KOps/s	81.6596 KOps/s	$\color{#d91a1a}-3.39\%$
test_plain_set_nested_inplace	37.7300μs	14.0143μs	71.3556 KOps/s	74.1271 KOps/s	$\color{#d91a1a}-3.74\%$
test_plain_set_stack_nested_inplace	47.1910μs	13.9185μs	71.8468 KOps/s	74.1853 KOps/s	$\color{#d91a1a}-3.15\%$
test_items	19.5400μs	4.6530μs	214.9154 KOps/s	215.9325 KOps/s	$\color{#d91a1a}-0.47\%$
test_items_nested	0.3940ms	0.3451ms	2.8978 KOps/s	2.9450 KOps/s	$\color{#d91a1a}-1.60\%$
test_items_nested_locked	0.4092ms	0.3525ms	2.8368 KOps/s	2.9449 KOps/s	$\color{#d91a1a}-3.67\%$
test_items_nested_leaf	0.1025ms	82.7080μs	12.0907 KOps/s	12.1252 KOps/s	$\color{#d91a1a}-0.28\%$
test_items_stack_nested	0.4099ms	0.3449ms	2.8995 KOps/s	2.9241 KOps/s	$\color{#d91a1a}-0.84\%$
test_items_stack_nested_leaf	0.1048ms	83.8444μs	11.9269 KOps/s	12.0234 KOps/s	$\color{#d91a1a}-0.80\%$
test_items_stack_nested_locked	0.3917ms	0.3489ms	2.8664 KOps/s	2.8895 KOps/s	$\color{#d91a1a}-0.80\%$
test_keys	30.2010μs	4.3455μs	230.1227 KOps/s	230.7210 KOps/s	$\color{#d91a1a}-0.26\%$
test_keys_nested	0.1015ms	68.7072μs	14.5545 KOps/s	14.9311 KOps/s	$\color{#d91a1a}-2.52\%$
test_keys_nested_locked	2.3367ms	75.0424μs	13.3258 KOps/s	13.2566 KOps/s	$\color{#35bf28}+0.52\%$
test_keys_nested_leaf	81.8620μs	57.5921μs	17.3635 KOps/s	17.2624 KOps/s	$\color{#35bf28}+0.59\%$
test_keys_stack_nested	93.5820μs	66.6426μs	15.0054 KOps/s	14.5094 KOps/s	$\color{#35bf28}+3.42\%$
test_keys_stack_nested_leaf	86.1520μs	59.1943μs	16.8935 KOps/s	17.3240 KOps/s	$\color{#d91a1a}-2.49\%$
test_keys_stack_nested_locked	0.1047ms	73.9630μs	13.5203 KOps/s	13.3741 KOps/s	$\color{#35bf28}+1.09\%$
test_values	7.9567μs	1.7974μs	556.3583 KOps/s	550.8175 KOps/s	$\color{#35bf28}+1.01\%$
test_values_nested	59.6910μs	35.1817μs	28.4239 KOps/s	28.5698 KOps/s	$\color{#d91a1a}-0.51\%$
test_values_nested_locked	65.6520μs	37.2050μs	26.8781 KOps/s	27.3173 KOps/s	$\color{#d91a1a}-1.61\%$
test_values_nested_leaf	50.6810μs	31.0936μs	32.1610 KOps/s	32.1442 KOps/s	$\color{#35bf28}+0.05\%$
test_values_stack_nested	52.8810μs	35.2901μs	28.3366 KOps/s	27.9001 KOps/s	$\color{#35bf28}+1.56\%$
test_values_stack_nested_leaf	58.8520μs	31.2213μs	32.0295 KOps/s	31.0942 KOps/s	$\color{#35bf28}+3.01\%$
test_values_stack_nested_locked	59.2210μs	36.8471μs	27.1392 KOps/s	26.9305 KOps/s	$\color{#35bf28}+0.78\%$
test_membership	1.6830μs	0.7077μs	1.4130 MOps/s	1.4404 MOps/s	$\color{#d91a1a}-1.90\%$
test_membership_nested	17.7700μs	2.5401μs	393.6844 KOps/s	396.0719 KOps/s	$\color{#d91a1a}-0.60\%$
test_membership_nested_leaf	28.6500μs	2.5313μs	395.0545 KOps/s	391.8683 KOps/s	$\color{#35bf28}+0.81\%$
test_membership_stacked_nested	25.8500μs	2.5447μs	392.9786 KOps/s	395.6302 KOps/s	$\color{#d91a1a}-0.67\%$
test_membership_stacked_nested_leaf	33.7110μs	2.5339μs	394.6463 KOps/s	396.4680 KOps/s	$\color{#d91a1a}-0.46\%$
test_membership_nested_last	18.3110μs	3.0396μs	328.9891 KOps/s	329.8977 KOps/s	$\color{#d91a1a}-0.28\%$
test_membership_nested_leaf_last	32.0110μs	3.0422μs	328.7124 KOps/s	327.8787 KOps/s	$\color{#35bf28}+0.25\%$
test_membership_stacked_nested_last	27.2510μs	3.0817μs	324.5015 KOps/s	264.3870 KOps/s	$\textbf{\color{#35bf28}+22.74\%}$
test_membership_stacked_nested_leaf_last	21.9710μs	3.0295μs	330.0843 KOps/s	264.1538 KOps/s	$\textbf{\color{#35bf28}+24.96\%}$
test_nested_getleaf	37.7610μs	8.3291μs	120.0607 KOps/s	119.9511 KOps/s	$\color{#35bf28}+0.09\%$
test_nested_get	31.6110μs	7.7984μs	128.2314 KOps/s	128.2762 KOps/s	$\color{#d91a1a}-0.03\%$
test_stacked_getleaf	25.8410μs	8.3154μs	120.2581 KOps/s	119.2676 KOps/s	$\color{#35bf28}+0.83\%$
test_stacked_get	40.4110μs	7.8007μs	128.1936 KOps/s	128.2982 KOps/s	$\color{#d91a1a}-0.08\%$
test_nested_getitemleaf	24.8910μs	8.4888μs	117.8020 KOps/s	117.8398 KOps/s	$\color{#d91a1a}-0.03\%$
test_nested_getitem	35.0010μs	7.9831μs	125.2640 KOps/s	122.8762 KOps/s	$\color{#35bf28}+1.94\%$
test_stacked_getitemleaf	35.1610μs	8.4482μs	118.3681 KOps/s	116.9447 KOps/s	$\color{#35bf28}+1.22\%$
test_stacked_getitem	88.2120μs	8.0451μs	124.2999 KOps/s	125.1604 KOps/s	$\color{#d91a1a}-0.69\%$
test_lock_nested	59.1127ms	0.3970ms	2.5187 KOps/s	2.4350 KOps/s	$\color{#35bf28}+3.44\%$
test_lock_stack_nested	0.3392ms	0.2918ms	3.4268 KOps/s	3.2645 KOps/s	$\color{#35bf28}+4.97\%$
test_unlock_nested	61.2117ms	0.3983ms	2.5108 KOps/s	2.4473 KOps/s	$\color{#35bf28}+2.59\%$
test_unlock_stack_nested	0.3541ms	0.3007ms	3.3257 KOps/s	3.1983 KOps/s	$\color{#35bf28}+3.98\%$
test_flatten_speed	0.4185ms	0.1011ms	9.8896 KOps/s	9.8063 KOps/s	$\color{#35bf28}+0.85\%$
test_unflatten_speed	0.3286ms	0.2884ms	3.4680 KOps/s	3.4614 KOps/s	$\color{#35bf28}+0.19\%$
test_common_ops	1.0769ms	0.5819ms	1.7184 KOps/s	1.7053 KOps/s	$\color{#35bf28}+0.77\%$
test_creation	37.8400μs	1.6033μs	623.7050 KOps/s	622.8989 KOps/s	$\color{#35bf28}+0.13\%$
test_creation_empty	26.6510μs	8.0037μs	124.9428 KOps/s	135.4387 KOps/s	$\textbf{\color{#d91a1a}-7.75\%}$
test_creation_nested_1	24.3510μs	9.6641μs	103.4755 KOps/s	110.0819 KOps/s	$\textbf{\color{#d91a1a}-6.00\%}$
test_creation_nested_2	36.7310μs	11.9565μs	83.6364 KOps/s	87.2567 KOps/s	$\color{#d91a1a}-4.15\%$
test_clone	85.8820μs	11.7454μs	85.1396 KOps/s	82.9679 KOps/s	$\color{#35bf28}+2.62\%$
test_getitem[int]	24.9500μs	10.4967μs	95.2680 KOps/s	90.7962 KOps/s	$\color{#35bf28}+4.93\%$
test_getitem[slice_int]	40.0910μs	20.2660μs	49.3436 KOps/s	46.0215 KOps/s	$\textbf{\color{#35bf28}+7.22\%}$
test_getitem[range]	65.9110μs	51.5730μs	19.3900 KOps/s	19.8820 KOps/s	$\color{#d91a1a}-2.47\%$
test_getitem[tuple]	42.1110μs	18.4509μs	54.1979 KOps/s	51.3237 KOps/s	$\textbf{\color{#35bf28}+5.60\%}$
test_getitem[list]	0.1408ms	33.6312μs	29.7343 KOps/s	27.9918 KOps/s	$\textbf{\color{#35bf28}+6.23\%}$
test_setitem_dim[int]	42.9310μs	25.0589μs	39.9059 KOps/s	36.7055 KOps/s	$\textbf{\color{#35bf28}+8.72\%}$
test_setitem_dim[slice_int]	83.0010μs	49.4597μs	20.2185 KOps/s	20.2906 KOps/s	$\color{#d91a1a}-0.36\%$
test_setitem_dim[range]	0.1085ms	67.2715μs	14.8651 KOps/s	14.8827 KOps/s	$\color{#d91a1a}-0.12\%$
test_setitem_dim[tuple]	68.8320μs	42.9492μs	23.2833 KOps/s	23.9208 KOps/s	$\color{#d91a1a}-2.66\%$
test_setitem	41.7010μs	16.1810μs	61.8009 KOps/s	60.9318 KOps/s	$\color{#35bf28}+1.43\%$
test_set	54.6310μs	15.3862μs	64.9933 KOps/s	63.9561 KOps/s	$\color{#35bf28}+1.62\%$
test_set_shared	1.6114ms	98.3614μs	10.1666 KOps/s	9.9638 KOps/s	$\color{#35bf28}+2.04\%$
test_update	88.0020μs	18.4172μs	54.2970 KOps/s	55.9382 KOps/s	$\color{#d91a1a}-2.93\%$
test_update_nested	73.7620μs	23.9920μs	41.6806 KOps/s	43.8305 KOps/s	$\color{#d91a1a}-4.91\%$
test_update__nested	48.7510μs	22.5376μs	44.3703 KOps/s	44.1766 KOps/s	$\color{#35bf28}+0.44\%$
test_set_nested	58.7420μs	16.6052μs	60.2221 KOps/s	59.7460 KOps/s	$\color{#35bf28}+0.80\%$
test_set_nested_new	55.0610μs	19.2031μs	52.0750 KOps/s	51.8730 KOps/s	$\color{#35bf28}+0.39\%$
test_select	75.7120μs	32.7677μs	30.5179 KOps/s	32.2559 KOps/s	$\textbf{\color{#d91a1a}-5.39\%}$
test_select_nested	94.3520μs	51.3518μs	19.4735 KOps/s	19.1715 KOps/s	$\color{#35bf28}+1.58\%$
test_exclude_nested	0.1400ms	0.1063ms	9.4047 KOps/s	9.4639 KOps/s	$\color{#d91a1a}-0.63\%$
test_empty[True]	0.4032ms	0.3414ms	2.9292 KOps/s	2.9336 KOps/s	$\color{#d91a1a}-0.15\%$
test_empty[False]	2.8071μs	0.8034μs	1.2447 MOps/s	1.2281 MOps/s	$\color{#35bf28}+1.36\%$
test_to	87.0220μs	59.5436μs	16.7944 KOps/s	15.6418 KOps/s	$\textbf{\color{#35bf28}+7.37\%}$
test_to_nonblocking	54.5310μs	35.9932μs	27.7830 KOps/s	26.8919 KOps/s	$\color{#35bf28}+3.31\%$
test_unbind_speed	1.5628ms	0.2577ms	3.8803 KOps/s	3.7134 KOps/s	$\color{#35bf28}+4.50\%$
test_unbind_speed_stack0	0.3006ms	0.2572ms	3.8883 KOps/s	3.7401 KOps/s	$\color{#35bf28}+3.96\%$
test_unbind_speed_stack1	75.9604ms	0.7757ms	1.2892 KOps/s	1.2673 KOps/s	$\color{#35bf28}+1.73\%$
test_split	76.2275ms	1.6752ms	596.9602 Ops/s	557.5711 Ops/s	$\textbf{\color{#35bf28}+7.06\%}$
test_chunk	76.4499ms	1.6754ms	596.8772 Ops/s	560.8092 Ops/s	$\textbf{\color{#35bf28}+6.43\%}$
test_creation[device0]	0.1512ms	57.6869μs	17.3350 KOps/s	17.1260 KOps/s	$\color{#35bf28}+1.22\%$
test_creation_from_tensor	0.1402ms	54.3924μs	18.3849 KOps/s	18.4538 KOps/s	$\color{#d91a1a}-0.37\%$
test_add_one[memmap_tensor0]	88.0620μs	7.1799μs	139.2784 KOps/s	131.8245 KOps/s	$\textbf{\color{#35bf28}+5.65\%}$
test_contiguous[memmap_tensor0]	9.8000μs	0.6698μs	1.4929 MOps/s	1.4958 MOps/s	$\color{#d91a1a}-0.19\%$
test_stack[memmap_tensor0]	37.9210μs	4.8591μs	205.8006 KOps/s	186.7391 KOps/s	$\textbf{\color{#35bf28}+10.21\%}$
test_memmaptd_index	1.0702ms	0.2742ms	3.6470 KOps/s	3.4516 KOps/s	$\textbf{\color{#35bf28}+5.66\%}$
test_memmaptd_index_astensor	0.5895ms	0.3346ms	2.9885 KOps/s	2.8729 KOps/s	$\color{#35bf28}+4.02\%$
test_memmaptd_index_op	0.9415ms	0.6384ms	1.5665 KOps/s	1.5346 KOps/s	$\color{#35bf28}+2.08\%$
test_serialize_model	91.7647ms	89.6288ms	11.1571 Ops/s	10.3041 Ops/s	$\textbf{\color{#35bf28}+8.28\%}$
test_serialize_model_pickle	1.3482s	1.2352s	0.8096 Ops/s	0.8088 Ops/s	$\color{#35bf28}+0.10\%$
test_serialize_weights	92.8752ms	88.7525ms	11.2673 Ops/s	9.6683 Ops/s	$\textbf{\color{#35bf28}+16.54\%}$
test_serialize_weights_returnearly	0.2577s	77.5536ms	12.8943 Ops/s	13.5190 Ops/s	$\color{#d91a1a}-4.62\%$
test_serialize_weights_pickle	1.3492s	1.2362s	0.8089 Ops/s	0.8032 Ops/s	$\color{#35bf28}+0.71\%$
test_reshape_pytree	87.2320μs	25.8396μs	38.7003 KOps/s	38.1500 KOps/s	$\color{#35bf28}+1.44\%$
test_reshape_td	70.0420μs	31.6892μs	31.5564 KOps/s	31.8002 KOps/s	$\color{#d91a1a}-0.77\%$
test_view_pytree	48.5620μs	25.9540μs	38.5297 KOps/s	38.0707 KOps/s	$\color{#35bf28}+1.21\%$
test_view_td	0.1019ms	35.9725μs	27.7990 KOps/s	27.8874 KOps/s	$\color{#d91a1a}-0.32\%$
test_unbind_pytree	53.7210μs	32.0993μs	31.1533 KOps/s	29.1284 KOps/s	$\textbf{\color{#35bf28}+6.95\%}$
test_unbind_td	0.4150ms	39.0687μs	25.5960 KOps/s	23.5477 KOps/s	$\textbf{\color{#35bf28}+8.70\%}$
test_split_pytree	69.4120μs	35.7561μs	27.9672 KOps/s	27.5663 KOps/s	$\color{#35bf28}+1.45\%$
test_split_td	0.1072ms	39.2368μs	25.4862 KOps/s	24.2427 KOps/s	$\textbf{\color{#35bf28}+5.13\%}$
test_add_pytree	63.5820μs	37.8563μs	26.4157 KOps/s	25.1617 KOps/s	$\color{#35bf28}+4.98\%$
test_add_td	0.2103ms	50.0275μs	19.9890 KOps/s	19.8271 KOps/s	$\color{#35bf28}+0.82\%$
test_distributed	0.2363ms	72.4840μs	13.7962 KOps/s	14.4697 KOps/s	$\color{#d91a1a}-4.65\%$
test_tdmodule	0.1140ms	15.7156μs	63.6310 KOps/s	69.2747 KOps/s	$\textbf{\color{#d91a1a}-8.15\%}$
test_tdmodule_dispatch	0.1694ms	30.4384μs	32.8532 KOps/s	36.1721 KOps/s	$\textbf{\color{#d91a1a}-9.18\%}$
test_tdseq	37.5710μs	16.6290μs	60.1359 KOps/s	63.2547 KOps/s	$\color{#d91a1a}-4.93\%$
test_tdseq_dispatch	47.6010μs	31.5890μs	31.6566 KOps/s	32.4594 KOps/s	$\color{#d91a1a}-2.47\%$
test_instantiation_functorch	1.4993ms	1.4059ms	711.2989 Ops/s	692.9957 Ops/s	$\color{#35bf28}+2.64\%$
test_instantiation_td	1.4740ms	0.9779ms	1.0226 KOps/s	913.7464 Ops/s	$\textbf{\color{#35bf28}+11.91\%}$
test_exec_functorch	0.2112ms	0.1467ms	6.8184 KOps/s	6.5408 KOps/s	$\color{#35bf28}+4.24\%$
test_exec_functional_call	0.1913ms	0.1370ms	7.2983 KOps/s	6.8573 KOps/s	$\textbf{\color{#35bf28}+6.43\%}$
test_exec_td	0.1703ms	0.1363ms	7.3384 KOps/s	6.8525 KOps/s	$\textbf{\color{#35bf28}+7.09\%}$
test_exec_td_decorator	0.7009ms	0.2081ms	4.8055 KOps/s	4.7070 KOps/s	$\color{#35bf28}+2.09\%$
test_vmap_mlp_speed[True-True]	0.6471ms	0.5795ms	1.7258 KOps/s	1.7174 KOps/s	$\color{#35bf28}+0.49\%$
test_vmap_mlp_speed[True-False]	0.6618ms	0.5788ms	1.7276 KOps/s	1.6606 KOps/s	$\color{#35bf28}+4.03\%$
test_vmap_mlp_speed[False-True]	0.5809ms	0.5092ms	1.9637 KOps/s	1.9305 KOps/s	$\color{#35bf28}+1.72\%$
test_vmap_mlp_speed[False-False]	0.5717ms	0.5108ms	1.9579 KOps/s	1.9157 KOps/s	$\color{#35bf28}+2.20\%$
test_vmap_mlp_speed_decorator[True-True]	0.7964ms	0.6386ms	1.5659 KOps/s	1.5503 KOps/s	$\color{#35bf28}+1.00\%$
test_vmap_mlp_speed_decorator[True-False]	0.8239ms	0.6398ms	1.5631 KOps/s	1.5470 KOps/s	$\color{#35bf28}+1.04\%$
test_vmap_mlp_speed_decorator[False-True]	0.8093ms	0.5902ms	1.6944 KOps/s	1.7490 KOps/s	$\color{#d91a1a}-3.12\%$
test_vmap_mlp_speed_decorator[False-False]	0.8403ms	0.5810ms	1.7213 KOps/s	1.7562 KOps/s	$\color{#d91a1a}-1.99\%$
test_vmap_transformer_speed[True-True]	8.1964ms	7.8179ms	127.9113 Ops/s	127.6381 Ops/s	$\color{#35bf28}+0.21\%$
test_vmap_transformer_speed[True-False]	8.7152ms	7.7935ms	128.3117 Ops/s	126.8612 Ops/s	$\color{#35bf28}+1.14\%$
test_vmap_transformer_speed[False-True]	8.1202ms	7.7260ms	129.4327 Ops/s	128.7429 Ops/s	$\color{#35bf28}+0.54\%$
test_vmap_transformer_speed[False-False]	8.9928ms	7.7324ms	129.3268 Ops/s	128.9040 Ops/s	$\color{#35bf28}+0.33\%$
test_vmap_transformer_speed_decorator[True-True]	19.3120ms	18.9401ms	52.7980 Ops/s	53.1432 Ops/s	$\color{#d91a1a}-0.65\%$
test_vmap_transformer_speed_decorator[True-False]	19.4524ms	18.9806ms	52.6854 Ops/s	52.8034 Ops/s	$\color{#d91a1a}-0.22\%$
test_vmap_transformer_speed_decorator[False-True]	19.3481ms	18.8775ms	52.9732 Ops/s	53.2843 Ops/s	$\color{#d91a1a}-0.58\%$
test_vmap_transformer_speed_decorator[False-False]	19.2638ms	18.8418ms	53.0734 Ops/s	53.5599 Ops/s	$\color{#d91a1a}-0.91\%$
test_to_module_speed[True]	2.7702ms	1.5176ms	658.9489 Ops/s	673.4655 Ops/s	$\color{#d91a1a}-2.16\%$
test_to_module_speed[False]	2.0207ms	1.4998ms	666.7486 Ops/s	676.9939 Ops/s	$\color{#d91a1a}-1.51\%$
test_tc_init	0.1838ms	54.0653μs	18.4962 KOps/s	21.2928 KOps/s	$\textbf{\color{#d91a1a}-13.13\%}$
test_tc_init_nested	0.2637ms	0.1064ms	9.4004 KOps/s	10.2279 KOps/s	$\textbf{\color{#d91a1a}-8.09\%}$
test_tc_first_layer_tensor	0.1159ms	3.7535μs	266.4171 KOps/s	266.4222 KOps/s	$-0.00\%$
test_tc_first_layer_nontensor	0.1165ms	3.7644μs	265.6486 KOps/s	267.2334 KOps/s	$\color{#d91a1a}-0.59\%$
test_tc_second_layer_tensor	0.1172ms	1.2693μs	787.8125 KOps/s	791.8908 KOps/s	$\color{#d91a1a}-0.52\%$
test_tc_second_layer_nontensor	54.1510μs	4.2415μs	235.7665 KOps/s	234.6518 KOps/s	$\color{#35bf28}+0.48\%$
test_unbind	0.1141s	13.2507ms	75.4679 Ops/s	65.5827 Ops/s	$\textbf{\color{#35bf28}+15.07\%}$
test_full_like	9.7365ms	9.3034ms	107.4881 Ops/s	73.6714 Ops/s	$\textbf{\color{#35bf28}+45.90\%}$
test_zeros_like	8.5437ms	7.9824ms	125.2763 Ops/s	125.6859 Ops/s	$\color{#d91a1a}-0.33\%$
test_ones_like	8.4956ms	8.0468ms	124.2724 Ops/s	123.4873 Ops/s	$\color{#35bf28}+0.64\%$
test_clone	9.7952ms	9.4761ms	105.5287 Ops/s	105.6828 Ops/s	$\color{#d91a1a}-0.15\%$
test_squeeze	80.7910μs	10.7706μs	92.8456 KOps/s	94.9560 KOps/s	$\color{#d91a1a}-2.22\%$
test_unsqueeze	0.2220ms	87.9864μs	11.3654 KOps/s	11.2724 KOps/s	$\color{#35bf28}+0.83\%$
test_split	3.4376ms	3.1278ms	319.7161 Ops/s	320.3583 Ops/s	$\color{#d91a1a}-0.20\%$
test_permute	0.2960ms	0.2034ms	4.9155 KOps/s	4.8896 KOps/s	$\color{#35bf28}+0.53\%$
test_stack	27.8858ms	26.9838ms	37.0593 Ops/s	36.6527 Ops/s	$\color{#35bf28}+1.11\%$
test_cat	26.7883ms	26.6322ms	37.5485 Ops/s	37.1157 Ops/s	$\color{#35bf28}+1.17\%$