[Feature] Change default interaction types to DETERMINISTIC

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

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

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	30.3970μs	17.0511μs	58.6473 KOps/s	57.5688 KOps/s	$\color{#35bf28}+1.87\%$
test_plain_set_stack_nested	63.1570μs	17.3149μs	57.7538 KOps/s	56.3666 KOps/s	$\color{#35bf28}+2.46\%$
test_plain_set_nested_inplace	61.1940μs	19.1002μs	52.3555 KOps/s	50.7869 KOps/s	$\color{#35bf28}+3.09\%$
test_plain_set_stack_nested_inplace	67.5860μs	19.1649μs	52.1786 KOps/s	50.8353 KOps/s	$\color{#35bf28}+2.64\%$
test_items	13.2650μs	2.8346μs	352.7841 KOps/s	376.8298 KOps/s	$\textbf{\color{#d91a1a}-6.38\%}$
test_items_nested	0.4471ms	0.2662ms	3.7571 KOps/s	3.7372 KOps/s	$\color{#35bf28}+0.53\%$
test_items_nested_locked	2.2593ms	0.2717ms	3.6810 KOps/s	3.7796 KOps/s	$\color{#d91a1a}-2.61\%$
test_items_nested_leaf	0.1324ms	75.6307μs	13.2221 KOps/s	12.6381 KOps/s	$\color{#35bf28}+4.62\%$
test_items_stack_nested	0.5698ms	0.2691ms	3.7166 KOps/s	3.7600 KOps/s	$\color{#d91a1a}-1.16\%$
test_items_stack_nested_leaf	0.1541ms	75.9287μs	13.1703 KOps/s	13.0427 KOps/s	$\color{#35bf28}+0.98\%$
test_items_stack_nested_locked	0.9212ms	0.2687ms	3.7209 KOps/s	3.7852 KOps/s	$\color{#d91a1a}-1.70\%$
test_keys	22.0710μs	3.8601μs	259.0575 KOps/s	240.7324 KOps/s	$\textbf{\color{#35bf28}+7.61\%}$
test_keys_nested	0.2721ms	0.1360ms	7.3518 KOps/s	7.2977 KOps/s	$\color{#35bf28}+0.74\%$
test_keys_nested_locked	0.6960ms	0.1412ms	7.0832 KOps/s	7.0365 KOps/s	$\color{#35bf28}+0.66\%$
test_keys_nested_leaf	0.2356ms	0.1171ms	8.5376 KOps/s	8.5102 KOps/s	$\color{#35bf28}+0.32\%$
test_keys_stack_nested	0.2762ms	0.1359ms	7.3560 KOps/s	7.2714 KOps/s	$\color{#35bf28}+1.16\%$
test_keys_stack_nested_leaf	0.2000ms	0.1158ms	8.6345 KOps/s	8.5430 KOps/s	$\color{#35bf28}+1.07\%$
test_keys_stack_nested_locked	0.2824ms	0.1403ms	7.1285 KOps/s	7.0644 KOps/s	$\color{#35bf28}+0.91\%$
test_values	8.1172μs	1.1461μs	872.5176 KOps/s	830.8407 KOps/s	$\textbf{\color{#35bf28}+5.02\%}$
test_values_nested	0.1029ms	50.7505μs	19.7042 KOps/s	19.6187 KOps/s	$\color{#35bf28}+0.44\%$
test_values_nested_locked	91.2900μs	50.2955μs	19.8825 KOps/s	19.7855 KOps/s	$\color{#35bf28}+0.49\%$
test_values_nested_leaf	92.3920μs	45.9784μs	21.7493 KOps/s	21.6910 KOps/s	$\color{#35bf28}+0.27\%$
test_values_stack_nested	0.1308ms	51.2057μs	19.5291 KOps/s	19.4763 KOps/s	$\color{#35bf28}+0.27\%$
test_values_stack_nested_leaf	91.9910μs	45.0029μs	22.2208 KOps/s	21.5930 KOps/s	$\color{#35bf28}+2.91\%$
test_values_stack_nested_locked	0.1578ms	51.4493μs	19.4366 KOps/s	19.5708 KOps/s	$\color{#d91a1a}-0.69\%$
test_membership	93.2140μs	1.3328μs	750.2900 KOps/s	752.4965 KOps/s	$\color{#d91a1a}-0.29\%$
test_membership_nested	41.2170μs	3.5227μs	283.8758 KOps/s	287.3479 KOps/s	$\color{#d91a1a}-1.21\%$
test_membership_nested_leaf	25.2670μs	3.5213μs	283.9851 KOps/s	290.6875 KOps/s	$\color{#d91a1a}-2.31\%$
test_membership_stacked_nested	44.3730μs	3.4786μs	287.4743 KOps/s	295.1823 KOps/s	$\color{#d91a1a}-2.61\%$
test_membership_stacked_nested_leaf	22.0010μs	3.4621μs	288.8441 KOps/s	288.2037 KOps/s	$\color{#35bf28}+0.22\%$
test_membership_nested_last	38.0410μs	4.3250μs	231.2143 KOps/s	242.2479 KOps/s	$\color{#d91a1a}-4.55\%$
test_membership_nested_leaf_last	31.3480μs	4.3341μs	230.7275 KOps/s	239.5328 KOps/s	$\color{#d91a1a}-3.68\%$
test_membership_stacked_nested_last	45.4150μs	4.3294μs	230.9813 KOps/s	238.1456 KOps/s	$\color{#d91a1a}-3.01\%$
test_membership_stacked_nested_leaf_last	25.2880μs	4.3185μs	231.5596 KOps/s	238.1788 KOps/s	$\color{#d91a1a}-2.78\%$
test_nested_getleaf	97.5920μs	10.7907μs	92.6724 KOps/s	95.1184 KOps/s	$\color{#d91a1a}-2.57\%$
test_nested_get	0.1427ms	10.1655μs	98.3723 KOps/s	100.1211 KOps/s	$\color{#d91a1a}-1.75\%$
test_stacked_getleaf	36.1680μs	10.5292μs	94.9738 KOps/s	94.9928 KOps/s	$\color{#d91a1a}-0.02\%$
test_stacked_get	46.9280μs	9.8649μs	101.3690 KOps/s	100.1780 KOps/s	$\color{#35bf28}+1.19\%$
test_nested_getitemleaf	52.1670μs	11.2614μs	88.7991 KOps/s	88.8608 KOps/s	$\color{#d91a1a}-0.07\%$
test_nested_getitem	76.4420μs	10.2625μs	97.4421 KOps/s	95.7733 KOps/s	$\color{#35bf28}+1.74\%$
test_stacked_getitemleaf	42.7400μs	11.1620μs	89.5897 KOps/s	88.7796 KOps/s	$\color{#35bf28}+0.91\%$
test_stacked_getitem	51.8770μs	10.1855μs	98.1787 KOps/s	96.0697 KOps/s	$\color{#35bf28}+2.20\%$
test_lock_nested	50.9963ms	0.3887ms	2.5729 KOps/s	2.9981 KOps/s	$\textbf{\color{#d91a1a}-14.18\%}$
test_lock_stack_nested	0.4275ms	0.3002ms	3.3308 KOps/s	3.2377 KOps/s	$\color{#35bf28}+2.87\%$
test_unlock_nested	0.6783ms	0.3443ms	2.9041 KOps/s	2.9179 KOps/s	$\color{#d91a1a}-0.47\%$
test_unlock_stack_nested	0.6558ms	0.3107ms	3.2187 KOps/s	3.1366 KOps/s	$\color{#35bf28}+2.62\%$
test_flatten_speed	0.1792ms	96.6575μs	10.3458 KOps/s	10.5485 KOps/s	$\color{#d91a1a}-1.92\%$
test_unflatten_speed	0.6996ms	0.4189ms	2.3869 KOps/s	2.4465 KOps/s	$\color{#d91a1a}-2.43\%$
test_common_ops	1.5518ms	0.7375ms	1.3559 KOps/s	1.3756 KOps/s	$\color{#d91a1a}-1.43\%$
test_creation	21.5000μs	1.9142μs	522.4181 KOps/s	519.9199 KOps/s	$\color{#35bf28}+0.48\%$
test_creation_empty	35.5260μs	10.8835μs	91.8822 KOps/s	89.6908 KOps/s	$\color{#35bf28}+2.44\%$
test_creation_nested_1	33.7230μs	13.5958μs	73.5521 KOps/s	71.9484 KOps/s	$\color{#35bf28}+2.23\%$
test_creation_nested_2	55.0330μs	17.1381μs	58.3494 KOps/s	57.6918 KOps/s	$\color{#35bf28}+1.14\%$
test_clone	0.1391ms	13.3397μs	74.9644 KOps/s	75.2847 KOps/s	$\color{#d91a1a}-0.43\%$
test_getitem[int]	38.3110μs	11.7188μs	85.3326 KOps/s	89.2648 KOps/s	$\color{#d91a1a}-4.41\%$
test_getitem[slice_int]	73.9480μs	23.0426μs	43.3979 KOps/s	45.8516 KOps/s	$\textbf{\color{#d91a1a}-5.35\%}$
test_getitem[range]	77.0640μs	57.0244μs	17.5364 KOps/s	14.7867 KOps/s	$\textbf{\color{#35bf28}+18.60\%}$
test_getitem[tuple]	43.6810μs	19.4944μs	51.2969 KOps/s	54.5857 KOps/s	$\textbf{\color{#d91a1a}-6.03\%}$
test_getitem[list]	0.1579ms	40.6120μs	24.6233 KOps/s	24.7993 KOps/s	$\color{#d91a1a}-0.71\%$
test_setitem_dim[int]	59.4410μs	35.4649μs	28.1969 KOps/s	29.1502 KOps/s	$\color{#d91a1a}-3.27\%$
test_setitem_dim[slice_int]	0.1397ms	61.8696μs	16.1630 KOps/s	16.1065 KOps/s	$\color{#35bf28}+0.35\%$
test_setitem_dim[range]	0.1603ms	83.4173μs	11.9879 KOps/s	11.8076 KOps/s	$\color{#35bf28}+1.53\%$
test_setitem_dim[tuple]	89.3370μs	49.6863μs	20.1263 KOps/s	19.9622 KOps/s	$\color{#35bf28}+0.82\%$
test_setitem	53.4890μs	20.1133μs	49.7182 KOps/s	48.4864 KOps/s	$\color{#35bf28}+2.54\%$
test_set	69.6900μs	19.8829μs	50.2944 KOps/s	49.2510 KOps/s	$\color{#35bf28}+2.12\%$
test_set_shared	3.6468ms	0.1417ms	7.0556 KOps/s	7.1756 KOps/s	$\color{#d91a1a}-1.67\%$
test_update	95.9980μs	22.8100μs	43.8404 KOps/s	43.4505 KOps/s	$\color{#35bf28}+0.90\%$
test_update_nested	85.3490μs	31.6305μs	31.6150 KOps/s	31.8858 KOps/s	$\color{#d91a1a}-0.85\%$
test_update__nested	93.9050μs	25.2320μs	39.6322 KOps/s	39.7980 KOps/s	$\color{#d91a1a}-0.42\%$
test_set_nested	59.4210μs	21.5739μs	46.3522 KOps/s	45.8638 KOps/s	$\color{#35bf28}+1.06\%$
test_set_nested_new	70.3910μs	25.9400μs	38.5505 KOps/s	38.3291 KOps/s	$\color{#35bf28}+0.58\%$
test_select	0.1161ms	41.0725μs	24.3472 KOps/s	24.4869 KOps/s	$\color{#d91a1a}-0.57\%$
test_select_nested	0.1627ms	60.4248μs	16.5495 KOps/s	16.3500 KOps/s	$\color{#35bf28}+1.22\%$
test_exclude_nested	0.2199ms	0.1191ms	8.3954 KOps/s	8.3542 KOps/s	$\color{#35bf28}+0.49\%$
test_empty[True]	0.7033ms	0.3901ms	2.5631 KOps/s	2.5349 KOps/s	$\color{#35bf28}+1.11\%$
test_empty[False]	11.0455μs	1.1667μs	857.1142 KOps/s	866.5278 KOps/s	$\color{#d91a1a}-1.09\%$
test_unbind_speed	0.3187ms	0.2542ms	3.9340 KOps/s	3.9255 KOps/s	$\color{#35bf28}+0.22\%$
test_unbind_speed_stack0	0.3299ms	0.2435ms	4.1064 KOps/s	3.9308 KOps/s	$\color{#35bf28}+4.47\%$
test_unbind_speed_stack1	1.1950ms	0.6246ms	1.6010 KOps/s	1.3168 KOps/s	$\textbf{\color{#35bf28}+21.58\%}$
test_split	67.1306ms	1.5945ms	627.1655 Ops/s	625.2104 Ops/s	$\color{#35bf28}+0.31\%$
test_chunk	65.7969ms	1.5996ms	625.1369 Ops/s	626.3175 Ops/s	$\color{#d91a1a}-0.19\%$
test_creation[device0]	4.6398ms	84.5706μs	11.8244 KOps/s	12.0568 KOps/s	$\color{#d91a1a}-1.93\%$
test_creation_from_tensor	0.1912ms	83.5236μs	11.9727 KOps/s	11.7420 KOps/s	$\color{#35bf28}+1.96\%$
test_add_one[memmap_tensor0]	53.2090μs	5.3879μs	185.5994 KOps/s	190.3449 KOps/s	$\color{#d91a1a}-2.49\%$
test_contiguous[memmap_tensor0]	29.4210μs	0.6322μs	1.5818 MOps/s	1.5596 MOps/s	$\color{#35bf28}+1.42\%$
test_stack[memmap_tensor0]	37.1090μs	3.7074μs	269.7291 KOps/s	284.1295 KOps/s	$\textbf{\color{#d91a1a}-5.07\%}$
test_memmaptd_index	0.9078ms	0.2573ms	3.8873 KOps/s	3.9758 KOps/s	$\color{#d91a1a}-2.23\%$
test_memmaptd_index_astensor	0.7188ms	0.3292ms	3.0378 KOps/s	3.0763 KOps/s	$\color{#d91a1a}-1.25\%$
test_memmaptd_index_op	0.9753ms	0.6134ms	1.6302 KOps/s	1.6387 KOps/s	$\color{#d91a1a}-0.52\%$
test_serialize_model	0.1119s	0.1040s	9.6157 Ops/s	8.8787 Ops/s	$\textbf{\color{#35bf28}+8.30\%}$
test_serialize_model_pickle	0.4484s	0.3754s	2.6641 Ops/s	2.6414 Ops/s	$\color{#35bf28}+0.86\%$
test_serialize_weights	0.1678s	0.1138s	8.7864 Ops/s	8.9122 Ops/s	$\color{#d91a1a}-1.41\%$
test_serialize_weights_returnearly	0.1880s	0.1311s	7.6289 Ops/s	8.0803 Ops/s	$\textbf{\color{#d91a1a}-5.59\%}$
test_serialize_weights_pickle	0.7521s	0.5095s	1.9626 Ops/s	2.3430 Ops/s	$\textbf{\color{#d91a1a}-16.24\%}$
test_serialize_weights_filesystem	97.6410ms	92.5245ms	10.8079 Ops/s	10.4176 Ops/s	$\color{#35bf28}+3.75\%$
test_serialize_model_filesystem	98.6178ms	92.6198ms	10.7968 Ops/s	10.6114 Ops/s	$\color{#35bf28}+1.75\%$
test_reshape_pytree	62.1050μs	25.6393μs	39.0026 KOps/s	39.0973 KOps/s	$\color{#d91a1a}-0.24\%$
test_reshape_td	78.7870μs	35.0956μs	28.4936 KOps/s	29.3923 KOps/s	$\color{#d91a1a}-3.06\%$
test_view_pytree	62.3760μs	25.2405μs	39.6189 KOps/s	38.7714 KOps/s	$\color{#35bf28}+2.19\%$
test_view_td	90.1980μs	38.7601μs	25.7997 KOps/s	25.6774 KOps/s	$\color{#35bf28}+0.48\%$
test_unbind_pytree	78.9070μs	29.5966μs	33.7877 KOps/s	34.0313 KOps/s	$\color{#d91a1a}-0.72\%$
test_unbind_td	0.3709ms	37.8822μs	26.3976 KOps/s	26.1741 KOps/s	$\color{#35bf28}+0.85\%$
test_split_pytree	70.3810μs	29.3721μs	34.0460 KOps/s	33.8826 KOps/s	$\color{#35bf28}+0.48\%$
test_split_td	0.1190ms	41.0382μs	24.3676 KOps/s	24.5853 KOps/s	$\color{#d91a1a}-0.89\%$
test_add_pytree	96.0390μs	34.6705μs	28.8430 KOps/s	28.7699 KOps/s	$\color{#35bf28}+0.25\%$
test_add_td	0.1104ms	54.1784μs	18.4575 KOps/s	17.9175 KOps/s	$\color{#35bf28}+3.01\%$
test_distributed	0.1994ms	99.9925μs	10.0007 KOps/s	9.7699 KOps/s	$\color{#35bf28}+2.36\%$
test_tdmodule	59.9810μs	18.4235μs	54.2786 KOps/s	53.2766 KOps/s	$\color{#35bf28}+1.88\%$
test_tdmodule_dispatch	63.9290μs	34.9672μs	28.5982 KOps/s	28.2037 KOps/s	$\color{#35bf28}+1.40\%$
test_tdseq	43.3900μs	20.6496μs	48.4271 KOps/s	49.7092 KOps/s	$\color{#d91a1a}-2.58\%$
test_tdseq_dispatch	79.1180μs	40.5120μs	24.6841 KOps/s	24.9794 KOps/s	$\color{#d91a1a}-1.18\%$
test_instantiation_functorch	1.7359ms	1.3082ms	764.4043 Ops/s	764.1546 Ops/s	$\color{#35bf28}+0.03\%$
test_instantiation_td	1.9452ms	1.0337ms	967.3934 Ops/s	998.1335 Ops/s	$\color{#d91a1a}-3.08\%$
test_exec_functorch	0.3655ms	0.1617ms	6.1829 KOps/s	6.2692 KOps/s	$\color{#d91a1a}-1.38\%$
test_exec_functional_call	0.2968ms	0.1505ms	6.6425 KOps/s	6.8748 KOps/s	$\color{#d91a1a}-3.38\%$
test_exec_td	0.2429ms	0.1446ms	6.9178 KOps/s	7.0017 KOps/s	$\color{#d91a1a}-1.20\%$
test_exec_td_decorator	1.0128ms	0.2211ms	4.5223 KOps/s	4.5659 KOps/s	$\color{#d91a1a}-0.96\%$
test_vmap_mlp_speed[True-True]	0.7957ms	0.4890ms	2.0449 KOps/s	2.1119 KOps/s	$\color{#d91a1a}-3.17\%$
test_vmap_mlp_speed[True-False]	0.6109ms	0.4805ms	2.0812 KOps/s	2.1154 KOps/s	$\color{#d91a1a}-1.62\%$
test_vmap_mlp_speed[False-True]	0.6544ms	0.3942ms	2.5368 KOps/s	2.6055 KOps/s	$\color{#d91a1a}-2.64\%$
test_vmap_mlp_speed[False-False]	0.7364ms	0.3946ms	2.5342 KOps/s	2.6063 KOps/s	$\color{#d91a1a}-2.77\%$
test_vmap_mlp_speed_decorator[True-True]	1.0571ms	0.5505ms	1.8166 KOps/s	1.8292 KOps/s	$\color{#d91a1a}-0.69\%$
test_vmap_mlp_speed_decorator[True-False]	0.8667ms	0.5498ms	1.8190 KOps/s	1.8324 KOps/s	$\color{#d91a1a}-0.74\%$
test_vmap_mlp_speed_decorator[False-True]	0.8395ms	0.4543ms	2.2010 KOps/s	2.2129 KOps/s	$\color{#d91a1a}-0.54\%$
test_vmap_mlp_speed_decorator[False-False]	0.5468ms	0.4491ms	2.2265 KOps/s	2.0842 KOps/s	$\textbf{\color{#35bf28}+6.83\%}$
test_to_module_speed[True]	1.8147ms	1.6544ms	604.4615 Ops/s	589.1111 Ops/s	$\color{#35bf28}+2.61\%$
test_to_module_speed[False]	2.6352ms	1.6509ms	605.7475 Ops/s	602.7772 Ops/s	$\color{#35bf28}+0.49\%$
test_tc_init	79.0270μs	29.2569μs	34.1800 KOps/s	33.0124 KOps/s	$\color{#35bf28}+3.54\%$
test_tc_init_nested	0.1358ms	61.7045μs	16.2063 KOps/s	15.9075 KOps/s	$\color{#35bf28}+1.88\%$
test_tc_first_layer_tensor	5.3013μs	0.7288μs	1.3722 MOps/s	1.4152 MOps/s	$\color{#d91a1a}-3.04\%$
test_tc_first_layer_nontensor	2.8048μs	0.7041μs	1.4202 MOps/s	1.4585 MOps/s	$\color{#d91a1a}-2.63\%$
test_tc_second_layer_tensor	41.1560μs	1.9156μs	522.0262 KOps/s	548.2794 KOps/s	$\color{#d91a1a}-4.79\%$
test_tc_second_layer_nontensor	14.3467μs	1.5780μs	633.7135 KOps/s	652.3074 KOps/s	$\color{#d91a1a}-2.85\%$
test_unbind	77.9047ms	6.9218ms	144.4721 Ops/s	155.0452 Ops/s	$\textbf{\color{#d91a1a}-6.82\%}$
test_full_like	17.1857ms	10.5727ms	94.5832 Ops/s	89.2780 Ops/s	$\textbf{\color{#35bf28}+5.94\%}$
test_zeros_like	12.8766ms	5.8397ms	171.2429 Ops/s	155.2988 Ops/s	$\textbf{\color{#35bf28}+10.27\%}$
test_ones_like	13.6867ms	5.9834ms	167.1287 Ops/s	164.3212 Ops/s	$\color{#35bf28}+1.71\%$
test_clone	14.2848ms	7.8669ms	127.1150 Ops/s	129.8949 Ops/s	$\color{#d91a1a}-2.14\%$
test_squeeze	80.5460μs	14.0284μs	71.2839 KOps/s	69.4391 KOps/s	$\color{#35bf28}+2.66\%$
test_unsqueeze	0.1268ms	59.4007μs	16.8348 KOps/s	16.4072 KOps/s	$\color{#35bf28}+2.61\%$
test_split	0.2024ms	0.1110ms	9.0130 KOps/s	8.9330 KOps/s	$\color{#35bf28}+0.90\%$
test_permute	0.2467ms	0.1291ms	7.7465 KOps/s	7.8261 KOps/s	$\color{#d91a1a}-1.02\%$
test_stack	26.5159ms	21.9803ms	45.4954 Ops/s	45.3817 Ops/s	$\color{#35bf28}+0.25\%$
test_cat	29.3083ms	21.9382ms	45.5826 Ops/s	45.7830 Ops/s	$\color{#d91a1a}-0.44\%$

[github-actions]

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

Total Benchmarks: 152. Improved: $\large\color{#35bf28}9$. Worsened: $\large\color{#d91a1a}11$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	29.4810μs	12.5405μs	79.7416 KOps/s	81.5303 KOps/s	$\color{#d91a1a}-2.19\%$
test_plain_set_stack_nested	29.3620μs	12.6424μs	79.0987 KOps/s	80.4862 KOps/s	$\color{#d91a1a}-1.72\%$
test_plain_set_nested_inplace	37.3620μs	13.9723μs	71.5700 KOps/s	73.1413 KOps/s	$\color{#d91a1a}-2.15\%$
test_plain_set_stack_nested_inplace	38.0520μs	13.9998μs	71.4298 KOps/s	73.4070 KOps/s	$\color{#d91a1a}-2.69\%$
test_items	21.3810μs	4.7844μs	209.0138 KOps/s	212.2155 KOps/s	$\color{#d91a1a}-1.51\%$
test_items_nested	0.3774ms	0.3408ms	2.9344 KOps/s	2.9350 KOps/s	$\color{#d91a1a}-0.02\%$
test_items_nested_locked	0.3711ms	0.3412ms	2.9312 KOps/s	2.9362 KOps/s	$\color{#d91a1a}-0.17\%$
test_items_nested_leaf	0.1019ms	83.8194μs	11.9304 KOps/s	12.0114 KOps/s	$\color{#d91a1a}-0.67\%$
test_items_stack_nested	0.3720ms	0.3427ms	2.9181 KOps/s	2.8981 KOps/s	$\color{#35bf28}+0.69\%$
test_items_stack_nested_leaf	0.1068ms	83.0138μs	12.0462 KOps/s	11.8414 KOps/s	$\color{#35bf28}+1.73\%$
test_items_stack_nested_locked	0.3682ms	0.3421ms	2.9229 KOps/s	2.9215 KOps/s	$\color{#35bf28}+0.05\%$
test_keys	21.5310μs	4.3619μs	229.2593 KOps/s	230.4610 KOps/s	$\color{#d91a1a}-0.52\%$
test_keys_nested	94.8050μs	66.7887μs	14.9726 KOps/s	14.8257 KOps/s	$\color{#35bf28}+0.99\%$
test_keys_nested_locked	2.2985ms	71.3952μs	14.0065 KOps/s	13.6095 KOps/s	$\color{#35bf28}+2.92\%$
test_keys_nested_leaf	78.2240μs	57.0279μs	17.5353 KOps/s	17.2201 KOps/s	$\color{#35bf28}+1.83\%$
test_keys_stack_nested	82.7650μs	65.7934μs	15.1991 KOps/s	14.7346 KOps/s	$\color{#35bf28}+3.15\%$
test_keys_stack_nested_leaf	80.0050μs	56.6508μs	17.6520 KOps/s	17.1560 KOps/s	$\color{#35bf28}+2.89\%$
test_keys_stack_nested_locked	95.0760μs	71.0325μs	14.0781 KOps/s	13.8516 KOps/s	$\color{#35bf28}+1.64\%$
test_values	8.5970μs	1.8185μs	549.8889 KOps/s	550.0303 KOps/s	$\color{#d91a1a}-0.03\%$
test_values_nested	77.8750μs	35.5330μs	28.1429 KOps/s	28.0228 KOps/s	$\color{#35bf28}+0.43\%$
test_values_nested_locked	58.0730μs	37.3110μs	26.8018 KOps/s	26.4840 KOps/s	$\color{#35bf28}+1.20\%$
test_values_nested_leaf	54.2730μs	31.9597μs	31.2894 KOps/s	31.6171 KOps/s	$\color{#d91a1a}-1.04\%$
test_values_stack_nested	57.9630μs	36.4451μs	27.4385 KOps/s	27.5727 KOps/s	$\color{#d91a1a}-0.49\%$
test_values_stack_nested_leaf	66.1940μs	31.9893μs	31.2605 KOps/s	30.9496 KOps/s	$\color{#35bf28}+1.00\%$
test_values_stack_nested_locked	58.2640μs	38.1734μs	26.1962 KOps/s	26.2072 KOps/s	$\color{#d91a1a}-0.04\%$
test_membership	3.9016μs	0.7326μs	1.3650 MOps/s	1.3679 MOps/s	$\color{#d91a1a}-0.21\%$
test_membership_nested	27.0720μs	2.6459μs	377.9499 KOps/s	389.1557 KOps/s	$\color{#d91a1a}-2.88\%$
test_membership_nested_leaf	16.8210μs	2.6277μs	380.5618 KOps/s	389.3595 KOps/s	$\color{#d91a1a}-2.26\%$
test_membership_stacked_nested	24.5220μs	2.6822μs	372.8317 KOps/s	388.8428 KOps/s	$\color{#d91a1a}-4.12\%$
test_membership_stacked_nested_leaf	36.9830μs	2.6544μs	376.7392 KOps/s	393.5230 KOps/s	$\color{#d91a1a}-4.27\%$
test_membership_nested_last	18.2010μs	3.1882μs	313.6520 KOps/s	319.9859 KOps/s	$\color{#d91a1a}-1.98\%$
test_membership_nested_leaf_last	21.8220μs	3.1811μs	314.3596 KOps/s	318.5318 KOps/s	$\color{#d91a1a}-1.31\%$
test_membership_stacked_nested_last	29.4020μs	9.7989μs	102.0519 KOps/s	321.5399 KOps/s	$\textbf{\color{#d91a1a}-68.26\%}$
test_membership_stacked_nested_leaf_last	42.2720μs	9.7535μs	102.5271 KOps/s	319.4905 KOps/s	$\textbf{\color{#d91a1a}-67.91\%}$
test_nested_getleaf	34.2920μs	8.4404μs	118.4779 KOps/s	118.0063 KOps/s	$\color{#35bf28}+0.40\%$
test_nested_get	24.2620μs	7.9014μs	126.5592 KOps/s	125.8548 KOps/s	$\color{#35bf28}+0.56\%$
test_stacked_getleaf	36.1720μs	8.3801μs	119.3304 KOps/s	117.0414 KOps/s	$\color{#35bf28}+1.96\%$
test_stacked_get	71.8150μs	7.8778μs	126.9386 KOps/s	125.0924 KOps/s	$\color{#35bf28}+1.48\%$
test_nested_getitemleaf	23.8220μs	8.5698μs	116.6888 KOps/s	115.4484 KOps/s	$\color{#35bf28}+1.07\%$
test_nested_getitem	40.5530μs	8.0730μs	123.8704 KOps/s	123.4344 KOps/s	$\color{#35bf28}+0.35\%$
test_stacked_getitemleaf	31.0420μs	8.6122μs	116.1141 KOps/s	115.0032 KOps/s	$\color{#35bf28}+0.97\%$
test_stacked_getitem	37.4120μs	8.0614μs	124.0481 KOps/s	122.5898 KOps/s	$\color{#35bf28}+1.19\%$
test_lock_nested	57.9551ms	0.4266ms	2.3443 KOps/s	2.3691 KOps/s	$\color{#d91a1a}-1.04\%$
test_lock_stack_nested	0.3554ms	0.3140ms	3.1848 KOps/s	3.0965 KOps/s	$\color{#35bf28}+2.85\%$
test_unlock_nested	59.9135ms	0.4308ms	2.3212 KOps/s	2.3324 KOps/s	$\color{#d91a1a}-0.48\%$
test_unlock_stack_nested	0.3670ms	0.3221ms	3.1046 KOps/s	3.0290 KOps/s	$\color{#35bf28}+2.49\%$
test_flatten_speed	0.3589ms	0.1011ms	9.8874 KOps/s	9.7385 KOps/s	$\color{#35bf28}+1.53\%$
test_unflatten_speed	0.3136ms	0.2921ms	3.4230 KOps/s	3.3520 KOps/s	$\color{#35bf28}+2.12\%$
test_common_ops	1.0430ms	0.6083ms	1.6440 KOps/s	1.6598 KOps/s	$\color{#d91a1a}-0.95\%$
test_creation	36.6420μs	1.6277μs	614.3704 KOps/s	604.3117 KOps/s	$\color{#35bf28}+1.66\%$
test_creation_empty	22.5510μs	8.0118μs	124.8163 KOps/s	131.6774 KOps/s	$\textbf{\color{#d91a1a}-5.21\%}$
test_creation_nested_1	30.9410μs	9.8230μs	101.8020 KOps/s	105.9375 KOps/s	$\color{#d91a1a}-3.90\%$
test_creation_nested_2	40.7830μs	12.0776μs	82.7981 KOps/s	85.1690 KOps/s	$\color{#d91a1a}-2.78\%$
test_clone	72.6250μs	12.8119μs	78.0522 KOps/s	77.0793 KOps/s	$\color{#35bf28}+1.26\%$
test_getitem[int]	31.5710μs	11.7741μs	84.9319 KOps/s	86.0894 KOps/s	$\color{#d91a1a}-1.34\%$
test_getitem[slice_int]	39.9320μs	22.8013μs	43.8571 KOps/s	44.7274 KOps/s	$\color{#d91a1a}-1.95\%$
test_getitem[range]	68.7840μs	50.2010μs	19.9199 KOps/s	19.9916 KOps/s	$\color{#d91a1a}-0.36\%$
test_getitem[tuple]	40.7930μs	20.3629μs	49.1088 KOps/s	49.5470 KOps/s	$\color{#d91a1a}-0.88\%$
test_getitem[list]	0.1195ms	37.4132μs	26.7285 KOps/s	27.0098 KOps/s	$\color{#d91a1a}-1.04\%$
test_setitem_dim[int]	47.0130μs	29.8616μs	33.4878 KOps/s	32.6655 KOps/s	$\color{#35bf28}+2.52\%$
test_setitem_dim[slice_int]	70.6140μs	51.8846μs	19.2735 KOps/s	19.4139 KOps/s	$\color{#d91a1a}-0.72\%$
test_setitem_dim[range]	90.9350μs	70.2942μs	14.2259 KOps/s	14.0593 KOps/s	$\color{#35bf28}+1.19\%$
test_setitem_dim[tuple]	62.8540μs	45.3573μs	22.0472 KOps/s	22.1154 KOps/s	$\color{#d91a1a}-0.31\%$
test_setitem	53.4530μs	17.6337μs	56.7096 KOps/s	57.9319 KOps/s	$\color{#d91a1a}-2.11\%$
test_set	53.6430μs	17.1996μs	58.1410 KOps/s	59.5321 KOps/s	$\color{#d91a1a}-2.34\%$
test_set_shared	1.4848ms	0.1055ms	9.4747 KOps/s	9.6918 KOps/s	$\color{#d91a1a}-2.24\%$
test_update	73.4240μs	19.2919μs	51.8351 KOps/s	53.9651 KOps/s	$\color{#d91a1a}-3.95\%$
test_update_nested	58.5340μs	24.9572μs	40.0686 KOps/s	40.7465 KOps/s	$\color{#d91a1a}-1.66\%$
test_update__nested	58.2130μs	24.0739μs	41.5387 KOps/s	41.3524 KOps/s	$\color{#35bf28}+0.45\%$
test_set_nested	66.3240μs	18.3418μs	54.5203 KOps/s	56.7872 KOps/s	$\color{#d91a1a}-3.99\%$
test_set_nested_new	66.9840μs	21.3797μs	46.7734 KOps/s	48.1040 KOps/s	$\color{#d91a1a}-2.77\%$
test_select	65.1840μs	34.5870μs	28.9126 KOps/s	29.5249 KOps/s	$\color{#d91a1a}-2.07\%$
test_select_nested	0.9658ms	54.4585μs	18.3626 KOps/s	18.1945 KOps/s	$\color{#35bf28}+0.92\%$
test_exclude_nested	0.1405ms	0.1117ms	8.9536 KOps/s	9.0218 KOps/s	$\color{#d91a1a}-0.76\%$
test_empty[True]	0.4069ms	0.3492ms	2.8641 KOps/s	2.8451 KOps/s	$\color{#35bf28}+0.67\%$
test_empty[False]	2.7232μs	0.9283μs	1.0772 MOps/s	1.0726 MOps/s	$\color{#35bf28}+0.43\%$
test_to	0.1039ms	80.3559μs	12.4446 KOps/s	12.8205 KOps/s	$\color{#d91a1a}-2.93\%$
test_to_nonblocking	0.1010ms	64.6449μs	15.4691 KOps/s	15.4837 KOps/s	$\color{#d91a1a}-0.09\%$
test_unbind_speed	0.3190ms	0.2865ms	3.4909 KOps/s	3.5250 KOps/s	$\color{#d91a1a}-0.97\%$
test_unbind_speed_stack0	0.3435ms	0.2812ms	3.5568 KOps/s	3.4566 KOps/s	$\color{#35bf28}+2.90\%$
test_unbind_speed_stack1	76.1029ms	0.8571ms	1.1667 KOps/s	1.1561 KOps/s	$\color{#35bf28}+0.92\%$
test_split	1.7880ms	1.7451ms	573.0326 Ops/s	543.6315 Ops/s	$\textbf{\color{#35bf28}+5.41\%}$
test_chunk	76.9690ms	1.8760ms	533.0376 Ops/s	584.4175 Ops/s	$\textbf{\color{#d91a1a}-8.79\%}$
test_creation[device0]	0.1404ms	60.4998μs	16.5290 KOps/s	16.5984 KOps/s	$\color{#d91a1a}-0.42\%$
test_creation_from_tensor	0.1320ms	55.1561μs	18.1304 KOps/s	18.1454 KOps/s	$\color{#d91a1a}-0.08\%$
test_add_one[memmap_tensor0]	91.3260μs	7.8259μs	127.7812 KOps/s	133.3366 KOps/s	$\color{#d91a1a}-4.17\%$
test_contiguous[memmap_tensor0]	13.8710μs	0.6930μs	1.4430 MOps/s	1.4918 MOps/s	$\color{#d91a1a}-3.27\%$
test_stack[memmap_tensor0]	30.9020μs	5.4244μs	184.3538 KOps/s	196.1426 KOps/s	$\textbf{\color{#d91a1a}-6.01\%}$
test_memmaptd_index	1.0785ms	0.3130ms	3.1945 KOps/s	3.2570 KOps/s	$\color{#d91a1a}-1.92\%$
test_memmaptd_index_astensor	0.7372ms	0.3854ms	2.5949 KOps/s	2.6404 KOps/s	$\color{#d91a1a}-1.72\%$
test_memmaptd_index_op	1.1217ms	0.7082ms	1.4120 KOps/s	1.4658 KOps/s	$\color{#d91a1a}-3.67\%$
test_serialize_model	0.1848s	0.1112s	8.9946 Ops/s	8.6716 Ops/s	$\color{#35bf28}+3.72\%$
test_serialize_model_pickle	1.3494s	1.2354s	0.8094 Ops/s	0.8082 Ops/s	$\color{#35bf28}+0.15\%$
test_serialize_weights	0.1847s	0.1090s	9.1744 Ops/s	9.5547 Ops/s	$\color{#d91a1a}-3.98\%$
test_serialize_weights_returnearly	0.1855s	94.9300ms	10.5341 Ops/s	10.7621 Ops/s	$\color{#d91a1a}-2.12\%$
test_serialize_weights_pickle	1.3995s	1.2544s	0.7972 Ops/s	0.7969 Ops/s	$\color{#35bf28}+0.03\%$
test_reshape_pytree	57.0430μs	27.1652μs	36.8118 KOps/s	36.9734 KOps/s	$\color{#d91a1a}-0.44\%$
test_reshape_td	69.7650μs	32.3004μs	30.9594 KOps/s	29.1277 KOps/s	$\textbf{\color{#35bf28}+6.29\%}$
test_view_pytree	55.2630μs	26.5316μs	37.6909 KOps/s	36.4579 KOps/s	$\color{#35bf28}+3.38\%$
test_view_td	66.0140μs	36.2118μs	27.6153 KOps/s	26.6664 KOps/s	$\color{#35bf28}+3.56\%$
test_unbind_pytree	64.8140μs	35.1546μs	28.4458 KOps/s	28.8164 KOps/s	$\color{#d91a1a}-1.29\%$
test_unbind_td	0.4250ms	43.9189μs	22.7692 KOps/s	23.0873 KOps/s	$\color{#d91a1a}-1.38\%$
test_split_pytree	70.2440μs	39.1040μs	25.5729 KOps/s	27.3688 KOps/s	$\textbf{\color{#d91a1a}-6.56\%}$
test_split_td	0.4397ms	45.6961μs	21.8837 KOps/s	23.7628 KOps/s	$\textbf{\color{#d91a1a}-7.91\%}$
test_add_pytree	86.5450μs	41.5006μs	24.0961 KOps/s	24.7435 KOps/s	$\color{#d91a1a}-2.62\%$
test_add_td	93.7460μs	52.2719μs	19.1307 KOps/s	18.4182 KOps/s	$\color{#35bf28}+3.87\%$
test_distributed	0.1836ms	70.0558μs	14.2743 KOps/s	14.5078 KOps/s	$\color{#d91a1a}-1.61\%$
test_tdmodule	24.0920μs	14.5755μs	68.6085 KOps/s	69.4796 KOps/s	$\color{#d91a1a}-1.25\%$
test_tdmodule_dispatch	50.8130μs	29.1118μs	34.3503 KOps/s	33.9787 KOps/s	$\color{#35bf28}+1.09\%$
test_tdseq	34.5320μs	16.6195μs	60.1704 KOps/s	57.9037 KOps/s	$\color{#35bf28}+3.91\%$
test_tdseq_dispatch	49.0830μs	31.8315μs	31.4154 KOps/s	30.0600 KOps/s	$\color{#35bf28}+4.51\%$
test_instantiation_functorch	78.4400ms	1.7418ms	574.1219 Ops/s	628.5091 Ops/s	$\textbf{\color{#d91a1a}-8.65\%}$
test_instantiation_td	1.6348ms	1.0715ms	933.2720 Ops/s	848.4641 Ops/s	$\textbf{\color{#35bf28}+10.00\%}$
test_exec_functorch	0.1906ms	0.1620ms	6.1719 KOps/s	6.1755 KOps/s	$\color{#d91a1a}-0.06\%$
test_exec_functional_call	0.2047ms	0.1485ms	6.7363 KOps/s	6.6017 KOps/s	$\color{#35bf28}+2.04\%$
test_exec_td	0.2007ms	0.1469ms	6.8079 KOps/s	6.3840 KOps/s	$\textbf{\color{#35bf28}+6.64\%}$
test_exec_td_decorator	0.5745ms	0.2225ms	4.4945 KOps/s	4.5038 KOps/s	$\color{#d91a1a}-0.21\%$
test_vmap_mlp_speed[True-True]	0.8164ms	0.6328ms	1.5802 KOps/s	1.6409 KOps/s	$\color{#d91a1a}-3.70\%$
test_vmap_mlp_speed[True-False]	0.6723ms	0.6059ms	1.6505 KOps/s	1.6286 KOps/s	$\color{#35bf28}+1.35\%$
test_vmap_mlp_speed[False-True]	0.6088ms	0.5414ms	1.8469 KOps/s	1.7655 KOps/s	$\color{#35bf28}+4.61\%$
test_vmap_mlp_speed[False-False]	0.5698ms	0.5409ms	1.8489 KOps/s	1.7644 KOps/s	$\color{#35bf28}+4.79\%$
test_vmap_mlp_speed_decorator[True-True]	0.8000ms	0.6702ms	1.4921 KOps/s	1.4206 KOps/s	$\textbf{\color{#35bf28}+5.03\%}$
test_vmap_mlp_speed_decorator[True-False]	0.9495ms	0.6694ms	1.4939 KOps/s	1.4169 KOps/s	$\textbf{\color{#35bf28}+5.44\%}$
test_vmap_mlp_speed_decorator[False-True]	0.7044ms	0.5974ms	1.6739 KOps/s	1.5949 KOps/s	$\color{#35bf28}+4.96\%$
test_vmap_mlp_speed_decorator[False-False]	0.7112ms	0.5952ms	1.6800 KOps/s	1.5922 KOps/s	$\textbf{\color{#35bf28}+5.51\%}$
test_vmap_transformer_speed[True-True]	8.2336ms	8.1266ms	123.0519 Ops/s	120.9128 Ops/s	$\color{#35bf28}+1.77\%$
test_vmap_transformer_speed[True-False]	8.1602ms	8.1093ms	123.3159 Ops/s	121.8925 Ops/s	$\color{#35bf28}+1.17\%$
test_vmap_transformer_speed[False-True]	8.2777ms	8.0605ms	124.0618 Ops/s	123.1013 Ops/s	$\color{#35bf28}+0.78\%$
test_vmap_transformer_speed[False-False]	8.4172ms	8.0495ms	124.2308 Ops/s	121.0656 Ops/s	$\color{#35bf28}+2.61\%$
test_vmap_transformer_speed_decorator[True-True]	20.2141ms	19.6738ms	50.8291 Ops/s	50.6731 Ops/s	$\color{#35bf28}+0.31\%$
test_vmap_transformer_speed_decorator[True-False]	20.7938ms	19.6856ms	50.7986 Ops/s	50.5329 Ops/s	$\color{#35bf28}+0.53\%$
test_vmap_transformer_speed_decorator[False-True]	19.6082ms	19.5051ms	51.2686 Ops/s	50.3202 Ops/s	$\color{#35bf28}+1.88\%$
test_vmap_transformer_speed_decorator[False-False]	19.6342ms	19.5514ms	51.1474 Ops/s	50.9094 Ops/s	$\color{#35bf28}+0.47\%$
test_to_module_speed[True]	2.8853ms	1.5443ms	647.5364 Ops/s	641.5611 Ops/s	$\color{#35bf28}+0.93\%$
test_to_module_speed[False]	1.9507ms	1.5238ms	656.2361 Ops/s	645.8572 Ops/s	$\color{#35bf28}+1.61\%$
test_tc_init	50.1930μs	23.4708μs	42.6062 KOps/s	44.4418 KOps/s	$\color{#d91a1a}-4.13\%$
test_tc_init_nested	74.3940μs	47.2722μs	21.1541 KOps/s	22.8199 KOps/s	$\textbf{\color{#d91a1a}-7.30\%}$
test_tc_first_layer_tensor	3.0839μs	0.3623μs	2.7602 MOps/s	2.7639 MOps/s	$\color{#d91a1a}-0.14\%$
test_tc_first_layer_nontensor	1.6324μs	0.3921μs	2.5506 MOps/s	2.5902 MOps/s	$\color{#d91a1a}-1.53\%$
test_tc_second_layer_tensor	5.8544μs	0.9597μs	1.0420 MOps/s	933.6102 KOps/s	$\textbf{\color{#35bf28}+11.60\%}$
test_tc_second_layer_nontensor	2.2861μs	0.8132μs	1.2297 MOps/s	1.1932 MOps/s	$\color{#35bf28}+3.06\%$
test_unbind	0.1099s	7.0844ms	141.1546 Ops/s	114.6822 Ops/s	$\textbf{\color{#35bf28}+23.08\%}$
test_full_like	13.3693ms	12.9864ms	77.0038 Ops/s	86.3611 Ops/s	$\textbf{\color{#d91a1a}-10.84\%}$
test_zeros_like	8.0148ms	7.8580ms	127.2589 Ops/s	127.7247 Ops/s	$\color{#d91a1a}-0.36\%$
test_ones_like	8.1169ms	7.8687ms	127.0853 Ops/s	128.3857 Ops/s	$\color{#d91a1a}-1.01\%$
test_clone	9.9889ms	9.4542ms	105.7730 Ops/s	107.4047 Ops/s	$\color{#d91a1a}-1.52\%$
test_squeeze	81.0250μs	11.0632μs	90.3900 KOps/s	89.2887 KOps/s	$\color{#35bf28}+1.23\%$
test_unsqueeze	97.1060μs	55.1935μs	18.1181 KOps/s	18.7852 KOps/s	$\color{#d91a1a}-3.55\%$
test_split	0.1992ms	0.1046ms	9.5582 KOps/s	9.4710 KOps/s	$\color{#35bf28}+0.92\%$
test_permute	0.1669ms	0.1201ms	8.3269 KOps/s	8.8124 KOps/s	$\textbf{\color{#d91a1a}-5.51\%}$
test_stack	27.6109ms	27.0724ms	36.9380 Ops/s	37.1302 Ops/s	$\color{#d91a1a}-0.52\%$
test_cat	27.4863ms	27.0015ms	37.0350 Ops/s	37.1421 Ops/s	$\color{#d91a1a}-0.29\%$