[BugFix] @property setter in tensorclass

[vmoens]

cc @dtsaras

[github-actions]

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

Total Benchmarks: 144. Improved: $\large\color{#35bf28}7$. Worsened: $\large\color{#d91a1a}27$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	35.6460μs	17.5355μs	57.0272 KOps/s	61.2162 KOps/s	$\textbf{\color{#d91a1a}-6.84\%}$
test_plain_set_stack_nested	36.8290μs	17.8581μs	55.9971 KOps/s	59.9990 KOps/s	$\textbf{\color{#d91a1a}-6.67\%}$
test_plain_set_nested_inplace	66.2140μs	19.9337μs	50.1663 KOps/s	53.9009 KOps/s	$\textbf{\color{#d91a1a}-6.93\%}$
test_plain_set_stack_nested_inplace	42.2580μs	19.7901μs	50.5304 KOps/s	53.4158 KOps/s	$\textbf{\color{#d91a1a}-5.40\%}$
test_items	17.7630μs	2.6292μs	380.3462 KOps/s	397.9028 KOps/s	$\color{#d91a1a}-4.41\%$
test_items_nested	0.4025ms	0.2662ms	3.7562 KOps/s	3.7526 KOps/s	$\color{#35bf28}+0.10\%$
test_items_nested_locked	0.9595ms	0.2676ms	3.7367 KOps/s	3.7259 KOps/s	$\color{#35bf28}+0.29\%$
test_items_nested_leaf	0.1195ms	75.3614μs	13.2694 KOps/s	12.3267 KOps/s	$\textbf{\color{#35bf28}+7.65\%}$
test_items_stack_nested	0.3405ms	0.2668ms	3.7481 KOps/s	3.7301 KOps/s	$\color{#35bf28}+0.48\%$
test_items_stack_nested_leaf	0.1284ms	75.1893μs	13.2998 KOps/s	12.7415 KOps/s	$\color{#35bf28}+4.38\%$
test_items_stack_nested_locked	0.4072ms	0.2679ms	3.7334 KOps/s	3.7600 KOps/s	$\color{#d91a1a}-0.71\%$
test_keys	37.1690μs	3.9962μs	250.2401 KOps/s	240.7873 KOps/s	$\color{#35bf28}+3.93\%$
test_keys_nested	0.1926ms	0.1370ms	7.2984 KOps/s	7.3010 KOps/s	$\color{#d91a1a}-0.04\%$
test_keys_nested_locked	0.7814ms	0.1424ms	7.0218 KOps/s	6.9611 KOps/s	$\color{#35bf28}+0.87\%$
test_keys_nested_leaf	0.2059ms	0.1171ms	8.5408 KOps/s	8.4887 KOps/s	$\color{#35bf28}+0.61\%$
test_keys_stack_nested	0.2604ms	0.1371ms	7.2944 KOps/s	7.2353 KOps/s	$\color{#35bf28}+0.82\%$
test_keys_stack_nested_leaf	0.4589ms	0.1210ms	8.2648 KOps/s	8.5301 KOps/s	$\color{#d91a1a}-3.11\%$
test_keys_stack_nested_locked	0.2381ms	0.1414ms	7.0709 KOps/s	6.9964 KOps/s	$\color{#35bf28}+1.07\%$
test_values	7.9468μs	1.1550μs	865.7672 KOps/s	861.6288 KOps/s	$\color{#35bf28}+0.48\%$
test_values_nested	99.0450μs	50.6855μs	19.7295 KOps/s	19.4507 KOps/s	$\color{#35bf28}+1.43\%$
test_values_nested_locked	92.5330μs	50.5720μs	19.7738 KOps/s	19.2674 KOps/s	$\color{#35bf28}+2.63\%$
test_values_nested_leaf	0.3909ms	46.1480μs	21.6694 KOps/s	21.5698 KOps/s	$\color{#35bf28}+0.46\%$
test_values_stack_nested	0.1555ms	52.7316μs	18.9639 KOps/s	19.4221 KOps/s	$\color{#d91a1a}-2.36\%$
test_values_stack_nested_leaf	90.2190μs	45.7217μs	21.8715 KOps/s	21.7130 KOps/s	$\color{#35bf28}+0.73\%$
test_values_stack_nested_locked	98.4040μs	52.0267μs	19.2209 KOps/s	19.5573 KOps/s	$\color{#d91a1a}-1.72\%$
test_membership	34.2940μs	1.3493μs	741.1392 KOps/s	738.1368 KOps/s	$\color{#35bf28}+0.41\%$
test_membership_nested	26.7600μs	3.3730μs	296.4723 KOps/s	291.2049 KOps/s	$\color{#35bf28}+1.81\%$
test_membership_nested_leaf	41.5470μs	3.3937μs	294.6614 KOps/s	257.0239 KOps/s	$\textbf{\color{#35bf28}+14.64\%}$
test_membership_stacked_nested	20.7480μs	3.4026μs	293.8972 KOps/s	294.3862 KOps/s	$\color{#d91a1a}-0.17\%$
test_membership_stacked_nested_leaf	16.1310μs	3.4213μs	292.2891 KOps/s	294.4712 KOps/s	$\color{#d91a1a}-0.74\%$
test_membership_nested_last	40.2550μs	4.2191μs	237.0161 KOps/s	235.7555 KOps/s	$\color{#35bf28}+0.53\%$
test_membership_nested_leaf_last	23.5240μs	4.1923μs	238.5338 KOps/s	234.9982 KOps/s	$\color{#35bf28}+1.50\%$
test_membership_stacked_nested_last	48.6010μs	4.1484μs	241.0585 KOps/s	237.5071 KOps/s	$\color{#35bf28}+1.50\%$
test_membership_stacked_nested_leaf_last	30.7780μs	4.1894μs	238.7002 KOps/s	238.2865 KOps/s	$\color{#35bf28}+0.17\%$
test_nested_getleaf	55.3240μs	10.7332μs	93.1689 KOps/s	91.3737 KOps/s	$\color{#35bf28}+1.96\%$
test_nested_get	45.5050μs	10.2532μs	97.5308 KOps/s	96.6927 KOps/s	$\color{#35bf28}+0.87\%$
test_stacked_getleaf	46.8770μs	10.7519μs	93.0067 KOps/s	92.7143 KOps/s	$\color{#35bf28}+0.32\%$
test_stacked_get	37.0390μs	10.1187μs	98.8272 KOps/s	98.7055 KOps/s	$\color{#35bf28}+0.12\%$
test_nested_getitemleaf	55.7840μs	11.3006μs	88.4908 KOps/s	88.2332 KOps/s	$\color{#35bf28}+0.29\%$
test_nested_getitem	54.8320μs	10.5250μs	95.0121 KOps/s	95.7667 KOps/s	$\color{#d91a1a}-0.79\%$
test_stacked_getitemleaf	46.8580μs	11.2937μs	88.5453 KOps/s	88.7546 KOps/s	$\color{#d91a1a}-0.24\%$
test_stacked_getitem	31.3590μs	10.3826μs	96.3145 KOps/s	96.4994 KOps/s	$\color{#d91a1a}-0.19\%$
test_lock_nested	52.7478ms	0.3907ms	2.5594 KOps/s	2.9450 KOps/s	$\textbf{\color{#d91a1a}-13.09\%}$
test_lock_stack_nested	0.4546ms	0.2998ms	3.3351 KOps/s	3.2020 KOps/s	$\color{#35bf28}+4.16\%$
test_unlock_nested	0.8578ms	0.3384ms	2.9548 KOps/s	2.8960 KOps/s	$\color{#35bf28}+2.03\%$
test_unlock_stack_nested	0.4763ms	0.3055ms	3.2730 KOps/s	3.1358 KOps/s	$\color{#35bf28}+4.38\%$
test_flatten_speed	0.1969ms	94.5448μs	10.5770 KOps/s	10.4612 KOps/s	$\color{#35bf28}+1.11\%$
test_unflatten_speed	0.5925ms	0.4080ms	2.4511 KOps/s	2.4002 KOps/s	$\color{#35bf28}+2.12\%$
test_common_ops	1.4499ms	0.7255ms	1.3783 KOps/s	1.4565 KOps/s	$\textbf{\color{#d91a1a}-5.37\%}$
test_creation	18.9460μs	1.9499μs	512.8460 KOps/s	510.7475 KOps/s	$\color{#35bf28}+0.41\%$
test_creation_empty	29.2650μs	12.1697μs	82.1716 KOps/s	109.2293 KOps/s	$\textbf{\color{#d91a1a}-24.77\%}$
test_creation_nested_1	45.0640μs	14.8677μs	67.2600 KOps/s	82.6097 KOps/s	$\textbf{\color{#d91a1a}-18.58\%}$
test_creation_nested_2	78.3270μs	18.0304μs	55.4618 KOps/s	66.2095 KOps/s	$\textbf{\color{#d91a1a}-16.23\%}$
test_clone	0.1427ms	13.3620μs	74.8390 KOps/s	74.5165 KOps/s	$\color{#35bf28}+0.43\%$
test_getitem[int]	29.3850μs	11.7635μs	85.0087 KOps/s	84.1031 KOps/s	$\color{#35bf28}+1.08\%$
test_getitem[slice_int]	67.1950μs	22.3654μs	44.7120 KOps/s	42.3289 KOps/s	$\textbf{\color{#35bf28}+5.63\%}$
test_getitem[range]	80.7810μs	59.8258μs	16.7152 KOps/s	16.4980 KOps/s	$\color{#35bf28}+1.32\%$
test_getitem[tuple]	46.6970μs	18.8781μs	52.9715 KOps/s	50.9475 KOps/s	$\color{#35bf28}+3.97\%$
test_getitem[list]	0.1018ms	41.4109μs	24.1482 KOps/s	23.7840 KOps/s	$\color{#35bf28}+1.53\%$
test_setitem_dim[int]	77.2240μs	36.8731μs	27.1200 KOps/s	28.4903 KOps/s	$\color{#d91a1a}-4.81\%$
test_setitem_dim[slice_int]	0.1164ms	63.4569μs	15.7587 KOps/s	16.3108 KOps/s	$\color{#d91a1a}-3.38\%$
test_setitem_dim[range]	0.2965ms	90.1699μs	11.0902 KOps/s	11.6973 KOps/s	$\textbf{\color{#d91a1a}-5.19\%}$
test_setitem_dim[tuple]	0.2285ms	56.1945μs	17.7953 KOps/s	20.0175 KOps/s	$\textbf{\color{#d91a1a}-11.10\%}$
test_setitem	87.8840μs	20.7486μs	48.1960 KOps/s	51.7455 KOps/s	$\textbf{\color{#d91a1a}-6.86\%}$
test_set	83.3360μs	20.2959μs	49.2710 KOps/s	52.7364 KOps/s	$\textbf{\color{#d91a1a}-6.57\%}$
test_set_shared	1.6079ms	0.1393ms	7.1783 KOps/s	6.8140 KOps/s	$\textbf{\color{#35bf28}+5.35\%}$
test_update	94.5070μs	23.1156μs	43.2607 KOps/s	49.1959 KOps/s	$\textbf{\color{#d91a1a}-12.06\%}$
test_update_nested	71.4230μs	31.4325μs	31.8142 KOps/s	35.4260 KOps/s	$\textbf{\color{#d91a1a}-10.20\%}$
test_update__nested	88.0650μs	24.8297μs	40.2744 KOps/s	39.4537 KOps/s	$\color{#35bf28}+2.08\%$
test_set_nested	54.7520μs	22.2065μs	45.0319 KOps/s	47.6024 KOps/s	$\textbf{\color{#d91a1a}-5.40\%}$
test_set_nested_new	89.9780μs	26.2796μs	38.0524 KOps/s	39.5800 KOps/s	$\color{#d91a1a}-3.86\%$
test_select	0.9677ms	41.7937μs	23.9271 KOps/s	24.5614 KOps/s	$\color{#d91a1a}-2.58\%$
test_select_nested	0.1886ms	61.1715μs	16.3475 KOps/s	16.2987 KOps/s	$\color{#35bf28}+0.30\%$
test_exclude_nested	0.1962ms	0.1200ms	8.3308 KOps/s	8.3618 KOps/s	$\color{#d91a1a}-0.37\%$
test_empty[True]	0.7258ms	0.3948ms	2.5327 KOps/s	2.5428 KOps/s	$\color{#d91a1a}-0.39\%$
test_empty[False]	11.2610μs	1.1812μs	846.5684 KOps/s	868.2509 KOps/s	$\color{#d91a1a}-2.50\%$
test_unbind_speed	1.5306ms	0.2541ms	3.9353 KOps/s	3.9177 KOps/s	$\color{#35bf28}+0.45\%$
test_unbind_speed_stack0	0.5542ms	0.2450ms	4.0822 KOps/s	3.9542 KOps/s	$\color{#35bf28}+3.24\%$
test_unbind_speed_stack1	73.4477ms	0.7161ms	1.3965 KOps/s	1.3407 KOps/s	$\color{#35bf28}+4.17\%$
test_split	70.2363ms	1.6174ms	618.2747 Ops/s	617.3576 Ops/s	$\color{#35bf28}+0.15\%$
test_chunk	70.8624ms	1.6242ms	615.6790 Ops/s	618.9093 Ops/s	$\color{#d91a1a}-0.52\%$
test_creation[device0]	4.7935ms	87.7981μs	11.3898 KOps/s	11.7118 KOps/s	$\color{#d91a1a}-2.75\%$
test_creation_from_tensor	0.2573ms	86.4565μs	11.5665 KOps/s	11.5129 KOps/s	$\color{#35bf28}+0.47\%$
test_add_one[memmap_tensor0]	0.1039ms	5.3302μs	187.6096 KOps/s	177.3137 KOps/s	$\textbf{\color{#35bf28}+5.81\%}$
test_contiguous[memmap_tensor0]	12.2630μs	0.6318μs	1.5829 MOps/s	1.6020 MOps/s	$\color{#d91a1a}-1.20\%$
test_stack[memmap_tensor0]	23.6040μs	3.5523μs	281.5113 KOps/s	268.5116 KOps/s	$\color{#35bf28}+4.84\%$
test_memmaptd_index	1.0248ms	0.2589ms	3.8625 KOps/s	3.8651 KOps/s	$\color{#d91a1a}-0.07\%$
test_memmaptd_index_astensor	0.7409ms	0.3328ms	3.0046 KOps/s	2.9842 KOps/s	$\color{#35bf28}+0.68\%$
test_memmaptd_index_op	0.9975ms	0.6324ms	1.5813 KOps/s	1.6982 KOps/s	$\textbf{\color{#d91a1a}-6.88\%}$
test_serialize_model	0.1773s	0.1162s	8.6091 Ops/s	8.6258 Ops/s	$\color{#d91a1a}-0.19\%$
test_serialize_model_pickle	0.4484s	0.3809s	2.6253 Ops/s	2.6110 Ops/s	$\color{#35bf28}+0.55\%$
test_serialize_weights	0.1870s	0.1115s	8.9701 Ops/s	9.7455 Ops/s	$\textbf{\color{#d91a1a}-7.96\%}$
test_serialize_weights_returnearly	0.1917s	0.1347s	7.4251 Ops/s	7.1939 Ops/s	$\color{#35bf28}+3.21\%$
test_serialize_weights_pickle	0.9460s	0.5838s	1.7128 Ops/s	2.4313 Ops/s	$\textbf{\color{#d91a1a}-29.55\%}$
test_serialize_weights_filesystem	0.1657s	0.1001s	9.9942 Ops/s	10.6653 Ops/s	$\textbf{\color{#d91a1a}-6.29\%}$
test_serialize_model_filesystem	0.1037s	94.8298ms	10.5452 Ops/s	9.7556 Ops/s	$\textbf{\color{#35bf28}+8.09\%}$
test_reshape_pytree	63.8290μs	25.7731μs	38.8002 KOps/s	39.1548 KOps/s	$\color{#d91a1a}-0.91\%$
test_reshape_td	99.4060μs	33.8598μs	29.5335 KOps/s	28.7390 KOps/s	$\color{#35bf28}+2.76\%$
test_view_pytree	71.0230μs	25.3229μs	39.4900 KOps/s	39.0898 KOps/s	$\color{#35bf28}+1.02\%$
test_view_td	77.9860μs	37.9416μs	26.3563 KOps/s	25.9990 KOps/s	$\color{#35bf28}+1.37\%$
test_unbind_pytree	58.8800μs	29.3189μs	34.1077 KOps/s	33.9232 KOps/s	$\color{#35bf28}+0.54\%$
test_unbind_td	0.4049ms	37.2526μs	26.8437 KOps/s	26.4073 KOps/s	$\color{#35bf28}+1.65\%$
test_split_pytree	0.1220ms	29.6711μs	33.7028 KOps/s	33.3189 KOps/s	$\color{#35bf28}+1.15\%$
test_split_td	0.1198ms	40.5762μs	24.6450 KOps/s	23.8995 KOps/s	$\color{#35bf28}+3.12\%$
test_add_pytree	80.5500μs	35.0435μs	28.5360 KOps/s	28.1894 KOps/s	$\color{#35bf28}+1.23\%$
test_add_td	0.1166ms	55.1104μs	18.1454 KOps/s	17.9244 KOps/s	$\color{#35bf28}+1.23\%$
test_distributed	0.2130ms	0.1050ms	9.5218 KOps/s	9.6153 KOps/s	$\color{#d91a1a}-0.97\%$
test_tdmodule	39.1130μs	18.2634μs	54.7542 KOps/s	60.1773 KOps/s	$\textbf{\color{#d91a1a}-9.01\%}$
test_tdmodule_dispatch	61.4650μs	36.2649μs	27.5749 KOps/s	30.1031 KOps/s	$\textbf{\color{#d91a1a}-8.40\%}$
test_tdseq	40.0850μs	21.0499μs	47.5061 KOps/s	49.6215 KOps/s	$\color{#d91a1a}-4.26\%$
test_tdseq_dispatch	69.4790μs	41.4751μs	24.1109 KOps/s	26.5225 KOps/s	$\textbf{\color{#d91a1a}-9.09\%}$
test_instantiation_functorch	1.5499ms	1.3033ms	767.2889 Ops/s	743.6150 Ops/s	$\color{#35bf28}+3.18\%$
test_instantiation_td	70.9631ms	1.0876ms	919.4745 Ops/s	974.1939 Ops/s	$\textbf{\color{#d91a1a}-5.62\%}$
test_exec_functorch	0.3389ms	0.1605ms	6.2300 KOps/s	6.1278 KOps/s	$\color{#35bf28}+1.67\%$
test_exec_functional_call	0.2817ms	0.1535ms	6.5164 KOps/s	6.5275 KOps/s	$\color{#d91a1a}-0.17\%$
test_exec_td	0.3797ms	0.1513ms	6.6115 KOps/s	6.6130 KOps/s	$\color{#d91a1a}-0.02\%$
test_exec_td_decorator	0.7676ms	0.2226ms	4.4919 KOps/s	4.4792 KOps/s	$\color{#35bf28}+0.28\%$
test_vmap_mlp_speed[True-True]	0.6884ms	0.4862ms	2.0567 KOps/s	2.0740 KOps/s	$\color{#d91a1a}-0.84\%$
test_vmap_mlp_speed[True-False]	0.7685ms	0.4844ms	2.0646 KOps/s	2.0997 KOps/s	$\color{#d91a1a}-1.68\%$
test_vmap_mlp_speed[False-True]	0.6131ms	0.3936ms	2.5407 KOps/s	2.5218 KOps/s	$\color{#35bf28}+0.75\%$
test_vmap_mlp_speed[False-False]	0.6571ms	0.3938ms	2.5394 KOps/s	2.5264 KOps/s	$\color{#35bf28}+0.51\%$
test_vmap_mlp_speed_decorator[True-True]	0.9948ms	0.5541ms	1.8046 KOps/s	1.8124 KOps/s	$\color{#d91a1a}-0.43\%$
test_vmap_mlp_speed_decorator[True-False]	0.7874ms	0.5549ms	1.8021 KOps/s	1.8238 KOps/s	$\color{#d91a1a}-1.19\%$
test_vmap_mlp_speed_decorator[False-True]	0.7402ms	0.4545ms	2.2000 KOps/s	2.2038 KOps/s	$\color{#d91a1a}-0.17\%$
test_vmap_mlp_speed_decorator[False-False]	0.6500ms	0.4499ms	2.2226 KOps/s	2.1813 KOps/s	$\color{#35bf28}+1.89\%$
test_to_module_speed[True]	2.5893ms	1.6716ms	598.2243 Ops/s	588.2495 Ops/s	$\color{#35bf28}+1.70\%$
test_to_module_speed[False]	2.2582ms	1.6372ms	610.8073 Ops/s	602.2808 Ops/s	$\color{#35bf28}+1.42\%$
test_tc_init	92.5420μs	32.2572μs	31.0008 KOps/s	39.4998 KOps/s	$\textbf{\color{#d91a1a}-21.52\%}$
test_tc_init_nested	0.1512ms	65.2912μs	15.3160 KOps/s	20.2271 KOps/s	$\textbf{\color{#d91a1a}-24.28\%}$
test_tc_first_layer_tensor	6.1229μs	0.6891μs	1.4513 MOps/s	1.4285 MOps/s	$\color{#35bf28}+1.59\%$
test_tc_first_layer_nontensor	6.0386μs	0.6809μs	1.4686 MOps/s	1.4789 MOps/s	$\color{#d91a1a}-0.70\%$
test_tc_second_layer_tensor	28.6340μs	1.8700μs	534.7507 KOps/s	524.2952 KOps/s	$\color{#35bf28}+1.99\%$
test_tc_second_layer_nontensor	12.2157μs	1.5219μs	657.0630 KOps/s	640.8967 KOps/s	$\color{#35bf28}+2.52\%$
test_unbind	84.9658ms	6.6166ms	151.1346 Ops/s	122.5568 Ops/s	$\textbf{\color{#35bf28}+23.32\%}$
test_full_like	15.7438ms	11.4401ms	87.4114 Ops/s	95.8302 Ops/s	$\textbf{\color{#d91a1a}-8.79\%}$
test_zeros_like	14.5494ms	5.9280ms	168.6910 Ops/s	167.6097 Ops/s	$\color{#35bf28}+0.65\%$
test_ones_like	12.3174ms	6.2657ms	159.5996 Ops/s	154.4038 Ops/s	$\color{#35bf28}+3.37\%$
test_clone	13.2233ms	7.8943ms	126.6729 Ops/s	125.0596 Ops/s	$\color{#35bf28}+1.29\%$
test_squeeze	82.7950μs	14.6155μs	68.4205 KOps/s	69.1530 KOps/s	$\color{#d91a1a}-1.06\%$
test_unsqueeze	0.1616ms	61.2264μs	16.3328 KOps/s	16.4523 KOps/s	$\color{#d91a1a}-0.73\%$
test_split	0.2060ms	0.1126ms	8.8809 KOps/s	8.8368 KOps/s	$\color{#35bf28}+0.50\%$
test_permute	0.2243ms	0.1268ms	7.8856 KOps/s	7.8489 KOps/s	$\color{#35bf28}+0.47\%$
test_stack	26.6700ms	23.3081ms	42.9036 Ops/s	44.7198 Ops/s	$\color{#d91a1a}-4.06\%$
test_cat	27.0911ms	23.1908ms	43.1205 Ops/s	44.4961 Ops/s	$\color{#d91a1a}-3.09\%$

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

Total Benchmarks: 152. Improved: $\large\color{#35bf28}3$. Worsened: $\large\color{#d91a1a}30$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1698ms	13.8675μs	72.1110 KOps/s	76.7370 KOps/s	$\textbf{\color{#d91a1a}-6.03\%}$
test_plain_set_stack_nested	30.0800μs	13.9057μs	71.9129 KOps/s	75.5158 KOps/s	$\color{#d91a1a}-4.77\%$
test_plain_set_nested_inplace	0.1778ms	15.2799μs	65.4454 KOps/s	68.7787 KOps/s	$\color{#d91a1a}-4.85\%$
test_plain_set_stack_nested_inplace	0.1875ms	15.2067μs	65.7607 KOps/s	68.6523 KOps/s	$\color{#d91a1a}-4.21\%$
test_items	0.2046ms	4.7576μs	210.1904 KOps/s	206.8834 KOps/s	$\color{#35bf28}+1.60\%$
test_items_nested	0.5216ms	0.3373ms	2.9650 KOps/s	2.8991 KOps/s	$\color{#35bf28}+2.27\%$
test_items_nested_locked	0.5154ms	0.3399ms	2.9423 KOps/s	2.8641 KOps/s	$\color{#35bf28}+2.73\%$
test_items_nested_leaf	0.2689ms	82.6176μs	12.1040 KOps/s	11.8737 KOps/s	$\color{#35bf28}+1.94\%$
test_items_stack_nested	0.4204ms	0.3390ms	2.9496 KOps/s	2.8893 KOps/s	$\color{#35bf28}+2.09\%$
test_items_stack_nested_leaf	0.1036ms	81.7220μs	12.2366 KOps/s	12.0561 KOps/s	$\color{#35bf28}+1.50\%$
test_items_stack_nested_locked	0.3647ms	0.3399ms	2.9416 KOps/s	2.8704 KOps/s	$\color{#35bf28}+2.48\%$
test_keys	21.4400μs	4.3545μs	229.6470 KOps/s	224.1869 KOps/s	$\color{#35bf28}+2.44\%$
test_keys_nested	96.5810μs	66.3700μs	15.0671 KOps/s	14.8788 KOps/s	$\color{#35bf28}+1.27\%$
test_keys_nested_locked	0.7921ms	71.6381μs	13.9591 KOps/s	13.8743 KOps/s	$\color{#35bf28}+0.61\%$
test_keys_nested_leaf	0.1142ms	56.8870μs	17.5787 KOps/s	17.3647 KOps/s	$\color{#35bf28}+1.23\%$
test_keys_stack_nested	89.6920μs	65.8223μs	15.1924 KOps/s	14.8831 KOps/s	$\color{#35bf28}+2.08\%$
test_keys_stack_nested_leaf	76.2210μs	56.3775μs	17.7376 KOps/s	17.3747 KOps/s	$\color{#35bf28}+2.09\%$
test_keys_stack_nested_locked	0.1012ms	70.2269μs	14.2395 KOps/s	13.9307 KOps/s	$\color{#35bf28}+2.22\%$
test_values	8.1967μs	1.7979μs	556.2086 KOps/s	548.3943 KOps/s	$\color{#35bf28}+1.42\%$
test_values_nested	0.1326ms	35.0613μs	28.5214 KOps/s	28.1353 KOps/s	$\color{#35bf28}+1.37\%$
test_values_nested_locked	57.6010μs	36.6745μs	27.2669 KOps/s	26.6405 KOps/s	$\color{#35bf28}+2.35\%$
test_values_nested_leaf	48.3210μs	31.2842μs	31.9650 KOps/s	31.6217 KOps/s	$\color{#35bf28}+1.09\%$
test_values_stack_nested	62.7900μs	35.5143μs	28.1577 KOps/s	27.4600 KOps/s	$\color{#35bf28}+2.54\%$
test_values_stack_nested_leaf	57.1410μs	31.7343μs	31.5116 KOps/s	31.0082 KOps/s	$\color{#35bf28}+1.62\%$
test_values_stack_nested_locked	67.8100μs	37.3570μs	26.7688 KOps/s	25.8749 KOps/s	$\color{#35bf28}+3.45\%$
test_membership	1.8660μs	0.7214μs	1.3862 MOps/s	1.3492 MOps/s	$\color{#35bf28}+2.74\%$
test_membership_nested	16.8210μs	2.5717μs	388.8406 KOps/s	383.9165 KOps/s	$\color{#35bf28}+1.28\%$
test_membership_nested_leaf	30.6900μs	2.5922μs	385.7726 KOps/s	381.0589 KOps/s	$\color{#35bf28}+1.24\%$
test_membership_stacked_nested	23.8700μs	2.5464μs	392.7097 KOps/s	380.6398 KOps/s	$\color{#35bf28}+3.17\%$
test_membership_stacked_nested_leaf	33.8200μs	2.5641μs	389.9936 KOps/s	376.8973 KOps/s	$\color{#35bf28}+3.47\%$
test_membership_nested_last	23.1200μs	3.1088μs	321.6684 KOps/s	315.7023 KOps/s	$\color{#35bf28}+1.89\%$
test_membership_nested_leaf_last	33.6800μs	3.1068μs	321.8718 KOps/s	314.1654 KOps/s	$\color{#35bf28}+2.45\%$
test_membership_stacked_nested_last	32.8100μs	9.7495μs	102.5689 KOps/s	105.3571 KOps/s	$\color{#d91a1a}-2.65\%$
test_membership_stacked_nested_leaf_last	85.6710μs	9.7857μs	102.1899 KOps/s	105.7386 KOps/s	$\color{#d91a1a}-3.36\%$
test_nested_getleaf	36.0800μs	8.3711μs	119.4583 KOps/s	118.4948 KOps/s	$\color{#35bf28}+0.81\%$
test_nested_get	22.7510μs	7.8905μs	126.7342 KOps/s	125.2608 KOps/s	$\color{#35bf28}+1.18\%$
test_stacked_getleaf	26.6600μs	8.3834μs	119.2838 KOps/s	117.5023 KOps/s	$\color{#35bf28}+1.52\%$
test_stacked_get	29.8000μs	7.8973μs	126.6263 KOps/s	124.9478 KOps/s	$\color{#35bf28}+1.34\%$
test_nested_getitemleaf	40.4900μs	8.5760μs	116.6048 KOps/s	115.6717 KOps/s	$\color{#35bf28}+0.81\%$
test_nested_getitem	29.8710μs	8.0448μs	124.3035 KOps/s	122.8050 KOps/s	$\color{#35bf28}+1.22\%$
test_stacked_getitemleaf	0.1412ms	8.5910μs	116.4010 KOps/s	115.0800 KOps/s	$\color{#35bf28}+1.15\%$
test_stacked_getitem	36.0700μs	8.0603μs	124.0643 KOps/s	122.2307 KOps/s	$\color{#35bf28}+1.50\%$
test_lock_nested	56.6207ms	0.4053ms	2.4675 KOps/s	2.4537 KOps/s	$\color{#35bf28}+0.56\%$
test_lock_stack_nested	0.4132ms	0.3029ms	3.3011 KOps/s	3.3392 KOps/s	$\color{#d91a1a}-1.14\%$
test_unlock_nested	58.7667ms	0.4134ms	2.4187 KOps/s	2.4367 KOps/s	$\color{#d91a1a}-0.74\%$
test_unlock_stack_nested	0.4711ms	0.3101ms	3.2252 KOps/s	3.2555 KOps/s	$\color{#d91a1a}-0.93\%$
test_flatten_speed	0.1838ms	0.1006ms	9.9406 KOps/s	9.7619 KOps/s	$\color{#35bf28}+1.83\%$
test_unflatten_speed	0.3270ms	0.2916ms	3.4298 KOps/s	3.3638 KOps/s	$\color{#35bf28}+1.96\%$
test_common_ops	1.1427ms	0.6318ms	1.5828 KOps/s	1.6757 KOps/s	$\textbf{\color{#d91a1a}-5.54\%}$
test_creation	15.4600μs	1.6685μs	599.3390 KOps/s	596.3054 KOps/s	$\color{#35bf28}+0.51\%$
test_creation_empty	0.2026ms	10.7442μs	93.0737 KOps/s	107.6435 KOps/s	$\textbf{\color{#d91a1a}-13.54\%}$
test_creation_nested_1	0.2085ms	12.6566μs	79.0104 KOps/s	89.7793 KOps/s	$\textbf{\color{#d91a1a}-11.99\%}$
test_creation_nested_2	32.3610μs	14.8426μs	67.3738 KOps/s	75.2492 KOps/s	$\textbf{\color{#d91a1a}-10.47\%}$
test_clone	0.1186ms	12.3687μs	80.8495 KOps/s	85.1984 KOps/s	$\textbf{\color{#d91a1a}-5.10\%}$
test_getitem[int]	36.9400μs	11.3856μs	87.8303 KOps/s	91.6019 KOps/s	$\color{#d91a1a}-4.12\%$
test_getitem[slice_int]	79.7900μs	20.8757μs	47.9025 KOps/s	47.2231 KOps/s	$\color{#35bf28}+1.44\%$
test_getitem[range]	66.4510μs	49.6624μs	20.1360 KOps/s	21.5523 KOps/s	$\textbf{\color{#d91a1a}-6.57\%}$
test_getitem[tuple]	0.1204ms	19.4138μs	51.5096 KOps/s	53.2318 KOps/s	$\color{#d91a1a}-3.24\%$
test_getitem[list]	0.1770ms	35.8072μs	27.9273 KOps/s	29.4134 KOps/s	$\textbf{\color{#d91a1a}-5.05\%}$
test_setitem_dim[int]	0.1353ms	33.3729μs	29.9644 KOps/s	34.1099 KOps/s	$\textbf{\color{#d91a1a}-12.15\%}$
test_setitem_dim[slice_int]	76.4110μs	54.2292μs	18.4402 KOps/s	19.8333 KOps/s	$\textbf{\color{#d91a1a}-7.02\%}$
test_setitem_dim[range]	94.7900μs	73.1893μs	13.6632 KOps/s	14.8845 KOps/s	$\textbf{\color{#d91a1a}-8.21\%}$
test_setitem_dim[tuple]	0.1778ms	48.5675μs	20.5899 KOps/s	23.0803 KOps/s	$\textbf{\color{#d91a1a}-10.79\%}$
test_setitem	0.1239ms	18.6680μs	53.5676 KOps/s	59.3582 KOps/s	$\textbf{\color{#d91a1a}-9.76\%}$
test_set	69.5200μs	18.1680μs	55.0418 KOps/s	61.7313 KOps/s	$\textbf{\color{#d91a1a}-10.84\%}$
test_set_shared	1.6274ms	0.1004ms	9.9627 KOps/s	10.3306 KOps/s	$\color{#d91a1a}-3.56\%$
test_update	0.1361ms	21.0340μs	47.5421 KOps/s	53.5715 KOps/s	$\textbf{\color{#d91a1a}-11.25\%}$
test_update_nested	56.5700μs	26.3545μs	37.9442 KOps/s	41.6203 KOps/s	$\textbf{\color{#d91a1a}-8.83\%}$
test_update__nested	61.5400μs	23.5987μs	42.3751 KOps/s	44.2028 KOps/s	$\color{#d91a1a}-4.13\%$
test_set_nested	0.1624ms	19.2190μs	52.0319 KOps/s	57.6374 KOps/s	$\textbf{\color{#d91a1a}-9.73\%}$
test_set_nested_new	63.4610μs	22.1259μs	45.1959 KOps/s	49.8137 KOps/s	$\textbf{\color{#d91a1a}-9.27\%}$
test_select	0.1562ms	35.3164μs	28.3154 KOps/s	29.2408 KOps/s	$\color{#d91a1a}-3.16\%$
test_select_nested	0.7035ms	55.2867μs	18.0875 KOps/s	18.2608 KOps/s	$\color{#d91a1a}-0.95\%$
test_exclude_nested	0.1564ms	0.1122ms	8.9119 KOps/s	8.9608 KOps/s	$\color{#d91a1a}-0.55\%$
test_empty[True]	0.4157ms	0.3515ms	2.8449 KOps/s	2.8866 KOps/s	$\color{#d91a1a}-1.44\%$
test_empty[False]	17.0642μs	0.9426μs	1.0609 MOps/s	1.0909 MOps/s	$\color{#d91a1a}-2.76\%$
test_to	0.1033ms	77.8496μs	12.8453 KOps/s	13.1792 KOps/s	$\color{#d91a1a}-2.53\%$
test_to_nonblocking	0.2231ms	62.8712μs	15.9055 KOps/s	16.0866 KOps/s	$\color{#d91a1a}-1.13\%$
test_unbind_speed	0.4647ms	0.2694ms	3.7121 KOps/s	3.7904 KOps/s	$\color{#d91a1a}-2.07\%$
test_unbind_speed_stack0	0.4527ms	0.2681ms	3.7297 KOps/s	3.8166 KOps/s	$\color{#d91a1a}-2.28\%$
test_unbind_speed_stack1	73.6172ms	0.8146ms	1.2277 KOps/s	1.1853 KOps/s	$\color{#35bf28}+3.57\%$
test_split	73.6148ms	1.6762ms	596.5736 Ops/s	591.3996 Ops/s	$\color{#35bf28}+0.87\%$
test_chunk	1.7397ms	1.5655ms	638.7697 Ops/s	641.6254 Ops/s	$\color{#d91a1a}-0.45\%$
test_creation[device0]	0.2429ms	59.4591μs	16.8183 KOps/s	17.4109 KOps/s	$\color{#d91a1a}-3.40\%$
test_creation_from_tensor	0.2026ms	56.1607μs	17.8060 KOps/s	18.2691 KOps/s	$\color{#d91a1a}-2.53\%$
test_add_one[memmap_tensor0]	77.8210μs	7.5744μs	132.0238 KOps/s	143.1962 KOps/s	$\textbf{\color{#d91a1a}-7.80\%}$
test_contiguous[memmap_tensor0]	14.2500μs	0.7116μs	1.4053 MOps/s	1.4015 MOps/s	$\color{#35bf28}+0.27\%$
test_stack[memmap_tensor0]	21.6510μs	4.7774μs	209.3184 KOps/s	213.9448 KOps/s	$\color{#d91a1a}-2.16\%$
test_memmaptd_index	1.1493ms	0.2966ms	3.3716 KOps/s	3.4510 KOps/s	$\color{#d91a1a}-2.30\%$
test_memmaptd_index_astensor	0.6819ms	0.3698ms	2.7041 KOps/s	2.7605 KOps/s	$\color{#d91a1a}-2.04\%$
test_memmaptd_index_op	1.2503ms	0.7215ms	1.3859 KOps/s	1.4884 KOps/s	$\textbf{\color{#d91a1a}-6.89\%}$
test_serialize_model	0.1076s	0.1035s	9.6639 Ops/s	9.1477 Ops/s	$\textbf{\color{#35bf28}+5.64\%}$
test_serialize_model_pickle	1.3465s	1.2358s	0.8092 Ops/s	0.8086 Ops/s	$\color{#35bf28}+0.07\%$
test_serialize_weights	0.1834s	0.1097s	9.1181 Ops/s	8.7351 Ops/s	$\color{#35bf28}+4.38\%$
test_serialize_weights_returnearly	0.1234s	95.3343ms	10.4894 Ops/s	10.0111 Ops/s	$\color{#35bf28}+4.78\%$
test_serialize_weights_pickle	1.3524s	1.2363s	0.8089 Ops/s	0.8007 Ops/s	$\color{#35bf28}+1.02\%$
test_reshape_pytree	0.2178ms	26.7525μs	37.3797 KOps/s	38.4011 KOps/s	$\color{#d91a1a}-2.66\%$
test_reshape_td	0.1050ms	31.5913μs	31.6543 KOps/s	32.3482 KOps/s	$\color{#d91a1a}-2.15\%$
test_view_pytree	60.7010μs	26.6331μs	37.5473 KOps/s	38.5697 KOps/s	$\color{#d91a1a}-2.65\%$
test_view_td	0.1746ms	35.9727μs	27.7989 KOps/s	28.8600 KOps/s	$\color{#d91a1a}-3.68\%$
test_unbind_pytree	0.2051ms	32.6742μs	30.6052 KOps/s	30.7064 KOps/s	$\color{#d91a1a}-0.33\%$
test_unbind_td	0.4581ms	42.7137μs	23.4117 KOps/s	24.3156 KOps/s	$\color{#d91a1a}-3.72\%$
test_split_pytree	0.2206ms	38.1407μs	26.2187 KOps/s	27.4268 KOps/s	$\color{#d91a1a}-4.41\%$
test_split_td	0.1306ms	41.0962μs	24.3331 KOps/s	24.4668 KOps/s	$\color{#d91a1a}-0.55\%$
test_add_pytree	0.2438ms	41.1924μs	24.2763 KOps/s	25.7618 KOps/s	$\textbf{\color{#d91a1a}-5.77\%}$
test_add_td	0.2152ms	56.8696μs	17.5841 KOps/s	19.9899 KOps/s	$\textbf{\color{#d91a1a}-12.04\%}$
test_distributed	0.2438ms	70.2530μs	14.2343 KOps/s	14.6726 KOps/s	$\color{#d91a1a}-2.99\%$
test_tdmodule	94.6510μs	16.7536μs	59.6888 KOps/s	67.0134 KOps/s	$\textbf{\color{#d91a1a}-10.93\%}$
test_tdmodule_dispatch	0.1815ms	32.6448μs	30.6328 KOps/s	33.5505 KOps/s	$\textbf{\color{#d91a1a}-8.70\%}$
test_tdseq	0.1200ms	17.9779μs	55.6240 KOps/s	58.1684 KOps/s	$\color{#d91a1a}-4.37\%$
test_tdseq_dispatch	0.1350ms	35.1878μs	28.4189 KOps/s	29.9440 KOps/s	$\textbf{\color{#d91a1a}-5.09\%}$
test_instantiation_functorch	1.6848ms	1.5497ms	645.2904 Ops/s	662.5014 Ops/s	$\color{#d91a1a}-2.60\%$
test_instantiation_td	1.5225ms	1.0588ms	944.4362 Ops/s	885.8142 Ops/s	$\textbf{\color{#35bf28}+6.62\%}$
test_exec_functorch	0.2546ms	0.1571ms	6.3648 KOps/s	6.5583 KOps/s	$\color{#d91a1a}-2.95\%$
test_exec_functional_call	0.2817ms	0.1451ms	6.8934 KOps/s	7.0850 KOps/s	$\color{#d91a1a}-2.70\%$
test_exec_td	0.2199ms	0.1440ms	6.9436 KOps/s	7.2399 KOps/s	$\color{#d91a1a}-4.09\%$
test_exec_td_decorator	0.7238ms	0.2171ms	4.6067 KOps/s	4.6512 KOps/s	$\color{#d91a1a}-0.96\%$
test_vmap_mlp_speed[True-True]	0.8006ms	0.6026ms	1.6595 KOps/s	1.6626 KOps/s	$\color{#d91a1a}-0.18\%$
test_vmap_mlp_speed[True-False]	0.8070ms	0.6087ms	1.6428 KOps/s	1.6451 KOps/s	$\color{#d91a1a}-0.14\%$
test_vmap_mlp_speed[False-True]	0.7740ms	0.5495ms	1.8198 KOps/s	1.9018 KOps/s	$\color{#d91a1a}-4.31\%$
test_vmap_mlp_speed[False-False]	0.7232ms	0.5205ms	1.9212 KOps/s	1.9234 KOps/s	$\color{#d91a1a}-0.12\%$
test_vmap_mlp_speed_decorator[True-True]	0.9451ms	0.6689ms	1.4950 KOps/s	1.4827 KOps/s	$\color{#35bf28}+0.84\%$
test_vmap_mlp_speed_decorator[True-False]	0.9756ms	0.6890ms	1.4513 KOps/s	1.5358 KOps/s	$\textbf{\color{#d91a1a}-5.50\%}$
test_vmap_mlp_speed_decorator[False-True]	0.7709ms	0.5787ms	1.7280 KOps/s	1.7130 KOps/s	$\color{#35bf28}+0.88\%$
test_vmap_mlp_speed_decorator[False-False]	0.7483ms	0.5771ms	1.7327 KOps/s	1.7396 KOps/s	$\color{#d91a1a}-0.39\%$
test_vmap_transformer_speed[True-True]	8.0430ms	7.7559ms	128.9344 Ops/s	128.0790 Ops/s	$\color{#35bf28}+0.67\%$
test_vmap_transformer_speed[True-False]	8.5811ms	8.1321ms	122.9691 Ops/s	130.6296 Ops/s	$\textbf{\color{#d91a1a}-5.86\%}$
test_vmap_transformer_speed[False-True]	8.3917ms	7.8788ms	126.9227 Ops/s	126.4992 Ops/s	$\color{#35bf28}+0.33\%$
test_vmap_transformer_speed[False-False]	8.2227ms	7.7121ms	129.6664 Ops/s	131.2775 Ops/s	$\color{#d91a1a}-1.23\%$
test_vmap_transformer_speed_decorator[True-True]	19.6445ms	18.8301ms	53.1066 Ops/s	53.4929 Ops/s	$\color{#d91a1a}-0.72\%$
test_vmap_transformer_speed_decorator[True-False]	19.2338ms	18.8290ms	53.1095 Ops/s	53.3947 Ops/s	$\color{#d91a1a}-0.53\%$
test_vmap_transformer_speed_decorator[False-True]	19.6614ms	18.7809ms	53.2455 Ops/s	53.6020 Ops/s	$\color{#d91a1a}-0.67\%$
test_vmap_transformer_speed_decorator[False-False]	19.5796ms	18.6872ms	53.5126 Ops/s	53.8041 Ops/s	$\color{#d91a1a}-0.54\%$
test_to_module_speed[True]	1.6551ms	1.5390ms	649.7826 Ops/s	646.4956 Ops/s	$\color{#35bf28}+0.51\%$
test_to_module_speed[False]	1.6524ms	1.5032ms	665.2677 Ops/s	662.4894 Ops/s	$\color{#35bf28}+0.42\%$
test_tc_init	49.2510μs	30.4568μs	32.8334 KOps/s	39.2308 KOps/s	$\textbf{\color{#d91a1a}-16.31\%}$
test_tc_init_nested	96.1810μs	66.4970μs	15.0383 KOps/s	18.2263 KOps/s	$\textbf{\color{#d91a1a}-17.49\%}$
test_tc_first_layer_tensor	2.1418μs	0.3581μs	2.7927 MOps/s	2.7925 MOps/s	$+0.00\%$
test_tc_first_layer_nontensor	1.5869μs	0.3929μs	2.5449 MOps/s	2.5813 MOps/s	$\color{#d91a1a}-1.41\%$
test_tc_second_layer_tensor	17.7200μs	1.0707μs	933.9422 KOps/s	1.0226 MOps/s	$\textbf{\color{#d91a1a}-8.67\%}$
test_tc_second_layer_nontensor	7.8168μs	0.8249μs	1.2123 MOps/s	1.1943 MOps/s	$\color{#35bf28}+1.50\%$
test_unbind	5.2927ms	5.1349ms	194.7453 Ops/s	156.6066 Ops/s	$\textbf{\color{#35bf28}+24.35\%}$
test_full_like	12.5767ms	11.4093ms	87.6480 Ops/s	88.5167 Ops/s	$\color{#d91a1a}-0.98\%$
test_zeros_like	8.4110ms	7.9256ms	126.1736 Ops/s	126.6221 Ops/s	$\color{#d91a1a}-0.35\%$
test_ones_like	8.4902ms	7.9593ms	125.6395 Ops/s	125.6662 Ops/s	$\color{#d91a1a}-0.02\%$
test_clone	9.7995ms	9.4006ms	106.3765 Ops/s	106.5459 Ops/s	$\color{#d91a1a}-0.16\%$
test_squeeze	0.1716ms	11.4340μs	87.4587 KOps/s	89.1270 KOps/s	$\color{#d91a1a}-1.87\%$
test_unsqueeze	0.1817ms	52.6674μs	18.9871 KOps/s	19.4484 KOps/s	$\color{#d91a1a}-2.37\%$
test_split	0.2166ms	98.0221μs	10.2018 KOps/s	10.3415 KOps/s	$\color{#d91a1a}-1.35\%$
test_permute	0.2517ms	0.1120ms	8.9285 KOps/s	8.8959 KOps/s	$\color{#35bf28}+0.37\%$
test_stack	27.4819ms	27.0700ms	36.9413 Ops/s	36.8974 Ops/s	$\color{#35bf28}+0.12\%$
test_cat	27.7493ms	27.0509ms	36.9674 Ops/s	37.0377 Ops/s	$\color{#d91a1a}-0.19\%$