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

Total Benchmarks: 120. Improved: $\large\color{#35bf28}4$. Worsened: $\large\color{#d91a1a}11$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	31.9290μs	16.2967μs	61.3621 KOps/s	63.5656 KOps/s	$\color{#d91a1a}-3.47\%$
test_plain_set_stack_nested	0.1930ms	0.1398ms	7.1545 KOps/s	7.0651 KOps/s	$\color{#35bf28}+1.27\%$
test_plain_set_nested_inplace	42.7900μs	18.3514μs	54.4917 KOps/s	54.3035 KOps/s	$\color{#35bf28}+0.35\%$
test_plain_set_stack_nested_inplace	0.2424ms	0.1754ms	5.7028 KOps/s	5.6564 KOps/s	$\color{#35bf28}+0.82\%$
test_items	38.3120μs	2.3866μs	419.0083 KOps/s	426.2874 KOps/s	$\color{#d91a1a}-1.71\%$
test_items_nested	0.4780ms	0.2764ms	3.6176 KOps/s	3.6723 KOps/s	$\color{#d91a1a}-1.49\%$
test_items_nested_locked	0.7153ms	0.2733ms	3.6591 KOps/s	3.5868 KOps/s	$\color{#35bf28}+2.02\%$
test_items_nested_leaf	0.4078ms	0.1722ms	5.8084 KOps/s	5.8167 KOps/s	$\color{#d91a1a}-0.14\%$
test_items_stack_nested	1.8390ms	1.3130ms	761.6310 Ops/s	733.7796 Ops/s	$\color{#35bf28}+3.80\%$
test_items_stack_nested_leaf	1.3063ms	1.1791ms	848.1372 Ops/s	845.6460 Ops/s	$\color{#35bf28}+0.29\%$
test_items_stack_nested_locked	1.3647ms	0.7733ms	1.2931 KOps/s	1.2429 KOps/s	$\color{#35bf28}+4.04\%$
test_keys	22.3920μs	3.7937μs	263.5949 KOps/s	253.1590 KOps/s	$\color{#35bf28}+4.12\%$
test_keys_nested	53.1745ms	0.1547ms	6.4645 KOps/s	6.5892 KOps/s	$\color{#d91a1a}-1.89\%$
test_keys_nested_locked	0.1990ms	0.1433ms	6.9781 KOps/s	6.7412 KOps/s	$\color{#35bf28}+3.51\%$
test_keys_nested_leaf	0.2997ms	0.1271ms	7.8705 KOps/s	7.7048 KOps/s	$\color{#35bf28}+2.15\%$
test_keys_stack_nested	1.9892ms	1.2755ms	784.0164 Ops/s	770.4502 Ops/s	$\color{#35bf28}+1.76\%$
test_keys_stack_nested_leaf	1.3682ms	1.2670ms	789.2608 Ops/s	784.5296 Ops/s	$\color{#35bf28}+0.60\%$
test_keys_stack_nested_locked	0.8092ms	0.6963ms	1.4362 KOps/s	1.4142 KOps/s	$\color{#35bf28}+1.56\%$
test_values	16.6710μs	1.2921μs	773.9279 KOps/s	893.1039 KOps/s	$\textbf{\color{#d91a1a}-13.34\%}$
test_values_nested	0.1707ms	51.5368μs	19.4036 KOps/s	19.5098 KOps/s	$\color{#d91a1a}-0.54\%$
test_values_nested_locked	97.0300μs	52.3219μs	19.1125 KOps/s	19.3996 KOps/s	$\color{#d91a1a}-1.48\%$
test_values_nested_leaf	91.4800μs	45.9019μs	21.7856 KOps/s	21.8375 KOps/s	$\color{#d91a1a}-0.24\%$
test_values_stack_nested	1.3829ms	1.0292ms	971.6753 Ops/s	968.2122 Ops/s	$\color{#35bf28}+0.36\%$
test_values_stack_nested_leaf	1.2453ms	1.0276ms	973.1666 Ops/s	976.8860 Ops/s	$\color{#d91a1a}-0.38\%$
test_values_stack_nested_locked	0.6969ms	0.5091ms	1.9644 KOps/s	1.9244 KOps/s	$\color{#35bf28}+2.08\%$
test_membership	33.4530μs	1.3250μs	754.7389 KOps/s	744.2150 KOps/s	$\color{#35bf28}+1.41\%$
test_membership_nested	21.1590μs	2.9259μs	341.7769 KOps/s	350.9760 KOps/s	$\color{#d91a1a}-2.62\%$
test_membership_nested_leaf	38.6320μs	2.9431μs	339.7835 KOps/s	348.0343 KOps/s	$\color{#d91a1a}-2.37\%$
test_membership_stacked_nested	32.0000μs	11.7353μs	85.2130 KOps/s	86.4575 KOps/s	$\color{#d91a1a}-1.44\%$
test_membership_stacked_nested_leaf	55.6940μs	11.6720μs	85.6750 KOps/s	84.0667 KOps/s	$\color{#35bf28}+1.91\%$
test_membership_nested_last	42.9700μs	6.0962μs	164.0376 KOps/s	167.6850 KOps/s	$\color{#d91a1a}-2.18\%$
test_membership_nested_leaf_last	27.0510μs	6.0936μs	164.1068 KOps/s	166.2546 KOps/s	$\color{#d91a1a}-1.29\%$
test_membership_stacked_nested_last	0.3806ms	0.1678ms	5.9591 KOps/s	5.9689 KOps/s	$\color{#d91a1a}-0.16\%$
test_membership_stacked_nested_leaf_last	37.5590μs	13.6684μs	73.1613 KOps/s	74.0093 KOps/s	$\color{#d91a1a}-1.15\%$
test_nested_getleaf	55.5430μs	10.6391μs	93.9933 KOps/s	94.0401 KOps/s	$\color{#d91a1a}-0.05\%$
test_nested_get	46.4460μs	10.0163μs	99.8377 KOps/s	98.0131 KOps/s	$\color{#35bf28}+1.86\%$
test_stacked_getleaf	1.0467ms	0.4686ms	2.1341 KOps/s	2.1688 KOps/s	$\color{#d91a1a}-1.60\%$
test_stacked_get	0.5126ms	0.4299ms	2.3263 KOps/s	2.3288 KOps/s	$\color{#d91a1a}-0.10\%$
test_nested_getitemleaf	93.4540μs	10.5523μs	94.7662 KOps/s	94.5564 KOps/s	$\color{#35bf28}+0.22\%$
test_nested_getitem	0.1188ms	10.2133μs	97.9116 KOps/s	99.7426 KOps/s	$\color{#d91a1a}-1.84\%$
test_stacked_getitemleaf	0.5945ms	0.4665ms	2.1436 KOps/s	2.1522 KOps/s	$\color{#d91a1a}-0.40\%$
test_stacked_getitem	0.5213ms	0.4353ms	2.2973 KOps/s	2.3099 KOps/s	$\color{#d91a1a}-0.55\%$
test_lock_nested	1.2865ms	0.4100ms	2.4390 KOps/s	2.4216 KOps/s	$\color{#35bf28}+0.72\%$
test_lock_stack_nested	77.4025ms	6.5787ms	152.0057 Ops/s	151.4823 Ops/s	$\color{#35bf28}+0.35\%$
test_unlock_nested	62.9388ms	0.4771ms	2.0960 KOps/s	2.3958 KOps/s	$\textbf{\color{#d91a1a}-12.51\%}$
test_unlock_stack_nested	80.8193ms	6.2050ms	161.1604 Ops/s	161.7092 Ops/s	$\color{#d91a1a}-0.34\%$
test_flatten_speed	0.7532ms	0.3598ms	2.7797 KOps/s	2.7426 KOps/s	$\color{#35bf28}+1.35\%$
test_unflatten_speed	0.5262ms	0.4499ms	2.2226 KOps/s	2.2084 KOps/s	$\color{#35bf28}+0.64\%$
test_common_ops	1.1722ms	0.6764ms	1.4785 KOps/s	1.5136 KOps/s	$\color{#d91a1a}-2.32\%$
test_creation	29.8160μs	1.9406μs	515.3116 KOps/s	506.9737 KOps/s	$\color{#35bf28}+1.64\%$
test_creation_empty	29.2650μs	9.2237μs	108.4169 KOps/s	124.5057 KOps/s	$\textbf{\color{#d91a1a}-12.92\%}$
test_creation_nested_1	42.6990μs	12.1999μs	81.9678 KOps/s	91.4557 KOps/s	$\textbf{\color{#d91a1a}-10.37\%}$
test_creation_nested_2	48.2600μs	17.2325μs	58.0298 KOps/s	61.8415 KOps/s	$\textbf{\color{#d91a1a}-6.16\%}$
test_clone	0.1013ms	12.4547μs	80.2911 KOps/s	82.4987 KOps/s	$\color{#d91a1a}-2.68\%$
test_getitem[int]	45.8850μs	12.2673μs	81.5173 KOps/s	85.0562 KOps/s	$\color{#d91a1a}-4.16\%$
test_getitem[slice_int]	59.2800μs	23.1194μs	43.2538 KOps/s	42.8848 KOps/s	$\color{#35bf28}+0.86\%$
test_getitem[range]	0.1258ms	41.3201μs	24.2013 KOps/s	23.2534 KOps/s	$\color{#35bf28}+4.08\%$
test_getitem[tuple]	51.6860μs	19.0898μs	52.3840 KOps/s	53.8845 KOps/s	$\color{#d91a1a}-2.78\%$
test_getitem[list]	0.2980ms	36.3563μs	27.5056 KOps/s	26.1909 KOps/s	$\textbf{\color{#35bf28}+5.02\%}$
test_setitem_dim[int]	0.1022ms	29.1407μs	34.3163 KOps/s	34.5376 KOps/s	$\color{#d91a1a}-0.64\%$
test_setitem_dim[slice_int]	0.1411ms	55.6436μs	17.9715 KOps/s	18.0338 KOps/s	$\color{#d91a1a}-0.35\%$
test_setitem_dim[range]	0.1160ms	73.1337μs	13.6736 KOps/s	13.7036 KOps/s	$\color{#d91a1a}-0.22\%$
test_setitem_dim[tuple]	81.5220μs	44.0515μs	22.7007 KOps/s	23.4152 KOps/s	$\color{#d91a1a}-3.05\%$
test_setitem	0.2301ms	18.0899μs	55.2796 KOps/s	57.3817 KOps/s	$\color{#d91a1a}-3.66\%$
test_set	0.2087ms	17.3535μs	57.6253 KOps/s	59.0520 KOps/s	$\color{#d91a1a}-2.42\%$
test_set_shared	2.2473ms	0.1389ms	7.1976 KOps/s	7.2575 KOps/s	$\color{#d91a1a}-0.82\%$
test_update	0.2323ms	20.2929μs	49.2782 KOps/s	52.4178 KOps/s	$\textbf{\color{#d91a1a}-5.99\%}$
test_update_nested	0.2076ms	27.2302μs	36.7239 KOps/s	38.3256 KOps/s	$\color{#d91a1a}-4.18\%$
test_set_nested	0.1099ms	19.1995μs	52.0846 KOps/s	54.5778 KOps/s	$\color{#d91a1a}-4.57\%$
test_set_nested_new	0.2066ms	23.7460μs	42.1124 KOps/s	42.5945 KOps/s	$\color{#d91a1a}-1.13\%$
test_select	0.2038ms	46.9572μs	21.2960 KOps/s	21.8006 KOps/s	$\color{#d91a1a}-2.31\%$
test_unbind_speed	0.4085ms	0.3388ms	2.9519 KOps/s	2.9526 KOps/s	$\color{#d91a1a}-0.02\%$
test_unbind_speed_stack0	74.7537ms	4.1668ms	239.9930 Ops/s	229.1001 Ops/s	$\color{#35bf28}+4.75\%$
test_unbind_speed_stack1	1.8044μs	0.6287μs	1.5905 MOps/s	1.5949 MOps/s	$\color{#d91a1a}-0.27\%$
test_split	64.0930ms	1.6803ms	595.1484 Ops/s	600.8809 Ops/s	$\color{#d91a1a}-0.95\%$
test_chunk	62.2187ms	1.6502ms	605.9705 Ops/s	649.3049 Ops/s	$\textbf{\color{#d91a1a}-6.67\%}$
test_creation[device0]	0.4413ms	0.2929ms	3.4140 KOps/s	3.3482 KOps/s	$\color{#35bf28}+1.96\%$
test_creation_from_tensor	1.8859ms	0.3272ms	3.0558 KOps/s	3.0006 KOps/s	$\color{#35bf28}+1.84\%$
test_add_one[memmap_tensor0]	71.0120μs	25.3160μs	39.5007 KOps/s	38.6528 KOps/s	$\color{#35bf28}+2.19\%$
test_contiguous[memmap_tensor0]	30.0560μs	5.7583μs	173.6625 KOps/s	174.7171 KOps/s	$\color{#d91a1a}-0.60\%$
test_stack[memmap_tensor0]	54.7920μs	18.7006μs	53.4743 KOps/s	50.2496 KOps/s	$\textbf{\color{#35bf28}+6.42\%}$
test_memmaptd_index	0.2653ms	0.1998ms	5.0054 KOps/s	5.0592 KOps/s	$\color{#d91a1a}-1.06\%$
test_memmaptd_index_astensor	0.3545ms	0.2583ms	3.8711 KOps/s	3.8988 KOps/s	$\color{#d91a1a}-0.71\%$
test_memmaptd_index_op	1.0461ms	0.5271ms	1.8973 KOps/s	1.8469 KOps/s	$\color{#35bf28}+2.73\%$
test_serialize_model	0.1667s	0.1056s	9.4672 Ops/s	8.9997 Ops/s	$\textbf{\color{#35bf28}+5.19\%}$
test_serialize_model_filesystem	0.1532s	97.3967ms	10.2673 Ops/s	10.6964 Ops/s	$\color{#d91a1a}-4.01\%$
test_serialize_model_pickle	0.4471s	0.3737s	2.6763 Ops/s	2.5828 Ops/s	$\color{#35bf28}+3.62\%$
test_serialize_weights	0.1661s	0.1049s	9.5325 Ops/s	10.2747 Ops/s	$\textbf{\color{#d91a1a}-7.22\%}$
test_serialize_weights_filesystem	94.4273ms	89.6608ms	11.1531 Ops/s	10.7585 Ops/s	$\color{#35bf28}+3.67\%$
test_serialize_weights_returnearly	0.1908s	0.1291s	7.7440 Ops/s	8.3140 Ops/s	$\textbf{\color{#d91a1a}-6.86\%}$
test_serialize_weights_pickle	0.8915s	0.5698s	1.7550 Ops/s	1.4081 Ops/s	$\textbf{\color{#35bf28}+24.63\%}$
test_reshape_pytree	66.3640μs	22.8407μs	43.7814 KOps/s	42.8764 KOps/s	$\color{#35bf28}+2.11\%$
test_reshape_td	66.1030μs	29.5938μs	33.7908 KOps/s	33.3340 KOps/s	$\color{#35bf28}+1.37\%$
test_view_pytree	62.4860μs	22.6209μs	44.2070 KOps/s	43.3940 KOps/s	$\color{#35bf28}+1.87\%$
test_view_td	22.3510μs	4.7984μs	208.4008 KOps/s	207.4589 KOps/s	$\color{#35bf28}+0.45\%$
test_unbind_pytree	66.3940μs	26.0232μs	38.4272 KOps/s	37.7238 KOps/s	$\color{#35bf28}+1.86\%$
test_unbind_td	0.1309ms	54.9001μs	18.2149 KOps/s	18.4732 KOps/s	$\color{#d91a1a}-1.40\%$
test_split_pytree	57.7870μs	25.9245μs	38.5735 KOps/s	38.2554 KOps/s	$\color{#35bf28}+0.83\%$
test_split_td	0.5148ms	43.9386μs	22.7590 KOps/s	23.4793 KOps/s	$\color{#d91a1a}-3.07\%$
test_add_pytree	0.1175ms	31.9653μs	31.2839 KOps/s	31.2707 KOps/s	$\color{#35bf28}+0.04\%$
test_add_td	93.2540μs	45.6873μs	21.8879 KOps/s	22.7304 KOps/s	$\color{#d91a1a}-3.71\%$
test_distributed	24.7060μs	6.0567μs	165.1058 KOps/s	165.9869 KOps/s	$\color{#d91a1a}-0.53\%$
test_tdmodule	0.1763ms	22.5847μs	44.2778 KOps/s	47.8455 KOps/s	$\textbf{\color{#d91a1a}-7.46\%}$
test_tdmodule_dispatch	0.2131ms	41.3198μs	24.2015 KOps/s	25.3125 KOps/s	$\color{#d91a1a}-4.39\%$
test_tdseq	52.6180μs	25.0068μs	39.9892 KOps/s	41.9414 KOps/s	$\color{#d91a1a}-4.65\%$
test_tdseq_dispatch	0.1373ms	44.4674μs	22.4884 KOps/s	23.2555 KOps/s	$\color{#d91a1a}-3.30\%$
test_instantiation_functorch	1.4231ms	1.2915ms	774.3173 Ops/s	770.0596 Ops/s	$\color{#35bf28}+0.55\%$
test_instantiation_td	1.5753ms	0.9881ms	1.0121 KOps/s	1.0053 KOps/s	$\color{#35bf28}+0.68\%$
test_exec_functorch	0.2657ms	0.1577ms	6.3421 KOps/s	6.4143 KOps/s	$\color{#d91a1a}-1.13\%$
test_exec_functional_call	0.2582ms	0.1435ms	6.9702 KOps/s	6.7527 KOps/s	$\color{#35bf28}+3.22\%$
test_exec_td	0.2176ms	0.1427ms	7.0069 KOps/s	7.0445 KOps/s	$\color{#d91a1a}-0.53\%$
test_exec_td_decorator	0.7795ms	0.1749ms	5.7187 KOps/s	5.8643 KOps/s	$\color{#d91a1a}-2.48\%$
test_vmap_mlp_speed[True-True]	1.4178ms	0.8972ms	1.1146 KOps/s	1.1392 KOps/s	$\color{#d91a1a}-2.16\%$
test_vmap_mlp_speed[True-False]	0.6539ms	0.4707ms	2.1243 KOps/s	2.1703 KOps/s	$\color{#d91a1a}-2.12\%$
test_vmap_mlp_speed[False-True]	1.1029ms	0.7714ms	1.2964 KOps/s	1.3126 KOps/s	$\color{#d91a1a}-1.23\%$
test_vmap_mlp_speed[False-False]	0.6463ms	0.3831ms	2.6100 KOps/s	2.6288 KOps/s	$\color{#d91a1a}-0.71\%$
test_vmap_mlp_speed_decorator[True-True]	75.6249ms	1.8976ms	526.9709 Ops/s	564.7349 Ops/s	$\textbf{\color{#d91a1a}-6.69\%}$
test_vmap_mlp_speed_decorator[True-False]	1.1380ms	0.5164ms	1.9366 KOps/s	1.9737 KOps/s	$\color{#d91a1a}-1.88\%$
test_vmap_mlp_speed_decorator[False-True]	2.3522ms	1.5055ms	664.2141 Ops/s	683.8032 Ops/s	$\color{#d91a1a}-2.86\%$
test_vmap_mlp_speed_decorator[False-False]	0.7782ms	0.4027ms	2.4835 KOps/s	2.5360 KOps/s	$\color{#d91a1a}-2.07\%$

[github-actions]

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

Total Benchmarks: 127. Improved: $\large\color{#35bf28}20$. Worsened: $\large\color{#d91a1a}4$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.5848ms	12.5891μs	79.4339 KOps/s	80.6879 KOps/s	$\color{#d91a1a}-1.55\%$
test_plain_set_stack_nested	0.1406ms	0.1162ms	8.6037 KOps/s	8.3315 KOps/s	$\color{#35bf28}+3.27\%$
test_plain_set_nested_inplace	36.4610μs	13.9118μs	71.8813 KOps/s	72.5795 KOps/s	$\color{#d91a1a}-0.96\%$
test_plain_set_stack_nested_inplace	0.1715ms	0.1428ms	7.0005 KOps/s	6.9974 KOps/s	$\color{#35bf28}+0.04\%$
test_items	18.4000μs	4.6794μs	213.7045 KOps/s	210.3671 KOps/s	$\color{#35bf28}+1.59\%$
test_items_nested	0.3787ms	0.3362ms	2.9744 KOps/s	2.9600 KOps/s	$\color{#35bf28}+0.49\%$
test_items_nested_locked	0.4425ms	0.3378ms	2.9607 KOps/s	2.9388 KOps/s	$\color{#35bf28}+0.75\%$
test_items_nested_leaf	0.2440ms	0.1968ms	5.0802 KOps/s	4.9979 KOps/s	$\color{#35bf28}+1.65\%$
test_items_stack_nested	1.5471ms	1.4536ms	687.9424 Ops/s	677.8348 Ops/s	$\color{#35bf28}+1.49\%$
test_items_stack_nested_leaf	1.3544ms	1.2850ms	778.2150 Ops/s	774.6327 Ops/s	$\color{#35bf28}+0.46\%$
test_items_stack_nested_locked	2.0828ms	0.8037ms	1.2443 KOps/s	1.2170 KOps/s	$\color{#35bf28}+2.24\%$
test_keys	24.8700μs	4.6184μs	216.5238 KOps/s	218.9973 KOps/s	$\color{#d91a1a}-1.13\%$
test_keys_nested	0.4700ms	90.9887μs	10.9904 KOps/s	11.0912 KOps/s	$\color{#d91a1a}-0.91\%$
test_keys_nested_locked	0.1211ms	90.3312μs	11.0704 KOps/s	11.1787 KOps/s	$\color{#d91a1a}-0.97\%$
test_keys_nested_leaf	44.3310ms	87.4568μs	11.4342 KOps/s	12.2851 KOps/s	$\textbf{\color{#d91a1a}-6.93\%}$
test_keys_stack_nested	1.3380ms	1.2786ms	782.1080 Ops/s	771.0840 Ops/s	$\color{#35bf28}+1.43\%$
test_keys_stack_nested_leaf	1.3461ms	1.2666ms	789.5311 Ops/s	794.2577 Ops/s	$\color{#d91a1a}-0.60\%$
test_keys_stack_nested_locked	0.6785ms	0.6126ms	1.6323 KOps/s	1.6090 KOps/s	$\color{#35bf28}+1.45\%$
test_values	6.3833μs	1.8812μs	531.5721 KOps/s	526.2295 KOps/s	$\color{#35bf28}+1.02\%$
test_values_nested	61.1710μs	43.3859μs	23.0490 KOps/s	23.3302 KOps/s	$\color{#d91a1a}-1.21\%$
test_values_nested_locked	66.4010μs	45.7183μs	21.8731 KOps/s	22.2047 KOps/s	$\color{#d91a1a}-1.49\%$
test_values_nested_leaf	97.3210μs	37.8019μs	26.4537 KOps/s	26.6681 KOps/s	$\color{#d91a1a}-0.80\%$
test_values_stack_nested	1.2415ms	1.1236ms	890.0286 Ops/s	891.9404 Ops/s	$\color{#d91a1a}-0.21\%$
test_values_stack_nested_leaf	1.1585ms	1.1083ms	902.2467 Ops/s	881.3297 Ops/s	$\color{#35bf28}+2.37\%$
test_values_stack_nested_locked	0.5283ms	0.4851ms	2.0615 KOps/s	2.0188 KOps/s	$\color{#35bf28}+2.11\%$
test_membership	15.1900μs	1.0449μs	957.0344 KOps/s	1.0659 MOps/s	$\textbf{\color{#d91a1a}-10.22\%}$
test_membership_nested	32.3205μs	2.1291μs	469.6779 KOps/s	441.3892 KOps/s	$\textbf{\color{#35bf28}+6.41\%}$
test_membership_nested_leaf	10.6700μs	2.1495μs	465.2210 KOps/s	467.0182 KOps/s	$\color{#d91a1a}-0.38\%$
test_membership_stacked_nested	33.6900μs	11.0756μs	90.2884 KOps/s	91.5205 KOps/s	$\color{#d91a1a}-1.35\%$
test_membership_stacked_nested_leaf	31.4710μs	11.0704μs	90.3306 KOps/s	90.9343 KOps/s	$\color{#d91a1a}-0.66\%$
test_membership_nested_last	26.5910μs	4.6591μs	214.6325 KOps/s	216.5347 KOps/s	$\color{#d91a1a}-0.88\%$
test_membership_nested_leaf_last	20.2000μs	4.6624μs	214.4841 KOps/s	218.2070 KOps/s	$\color{#d91a1a}-1.71\%$
test_membership_stacked_nested_last	0.1993ms	0.1344ms	7.4412 KOps/s	7.4851 KOps/s	$\color{#d91a1a}-0.59\%$
test_membership_stacked_nested_leaf_last	26.6910μs	12.9235μs	77.3782 KOps/s	78.2652 KOps/s	$\color{#d91a1a}-1.13\%$
test_nested_getleaf	23.4500μs	8.4180μs	118.7925 KOps/s	119.0574 KOps/s	$\color{#d91a1a}-0.22\%$
test_nested_get	30.9900μs	7.9844μs	125.2437 KOps/s	125.9427 KOps/s	$\color{#d91a1a}-0.56\%$
test_stacked_getleaf	0.6337ms	0.5647ms	1.7709 KOps/s	1.7622 KOps/s	$\color{#35bf28}+0.49\%$
test_stacked_get	0.6029ms	0.5316ms	1.8811 KOps/s	1.8745 KOps/s	$\color{#35bf28}+0.35\%$
test_nested_getitemleaf	24.6410μs	8.5163μs	117.4217 KOps/s	118.5845 KOps/s	$\color{#d91a1a}-0.98\%$
test_nested_getitem	20.9410μs	8.0416μs	124.3541 KOps/s	125.4593 KOps/s	$\color{#d91a1a}-0.88\%$
test_stacked_getitemleaf	0.6007ms	0.5637ms	1.7738 KOps/s	1.7710 KOps/s	$\color{#35bf28}+0.16\%$
test_stacked_getitem	0.6013ms	0.5320ms	1.8797 KOps/s	1.8805 KOps/s	$\color{#d91a1a}-0.05\%$
test_lock_nested	3.2130ms	0.5546ms	1.8033 KOps/s	1.7987 KOps/s	$\color{#35bf28}+0.25\%$
test_lock_stack_nested	85.4229ms	7.2639ms	137.6674 Ops/s	134.7914 Ops/s	$\color{#35bf28}+2.13\%$
test_unlock_nested	2.3385ms	0.4331ms	2.3092 KOps/s	2.3262 KOps/s	$\color{#d91a1a}-0.73\%$
test_unlock_stack_nested	72.5755ms	6.3496ms	157.4913 Ops/s	158.1401 Ops/s	$\color{#d91a1a}-0.41\%$
test_flatten_speed	0.2239ms	0.1871ms	5.3440 KOps/s	5.3588 KOps/s	$\color{#d91a1a}-0.28\%$
test_unflatten_speed	0.4051ms	0.3662ms	2.7305 KOps/s	2.7853 KOps/s	$\color{#d91a1a}-1.97\%$
test_common_ops	1.0962ms	0.5895ms	1.6965 KOps/s	1.6864 KOps/s	$\color{#35bf28}+0.60\%$
test_creation	38.4000μs	2.0623μs	484.8900 KOps/s	470.2777 KOps/s	$\color{#35bf28}+3.11\%$
test_creation_empty	33.9210μs	6.5992μs	151.5328 KOps/s	150.0116 KOps/s	$\color{#35bf28}+1.01\%$
test_creation_nested_1	38.4400μs	9.0220μs	110.8397 KOps/s	110.9634 KOps/s	$\color{#d91a1a}-0.11\%$
test_creation_nested_2	28.0290μs	11.7819μs	84.8758 KOps/s	85.7182 KOps/s	$\color{#d91a1a}-0.98\%$
test_clone	66.4110μs	14.1607μs	70.6180 KOps/s	72.3499 KOps/s	$\color{#d91a1a}-2.39\%$
test_getitem[int]	81.4810μs	12.1379μs	82.3869 KOps/s	80.3910 KOps/s	$\color{#35bf28}+2.48\%$
test_getitem[slice_int]	49.5110μs	23.2826μs	42.9504 KOps/s	42.7323 KOps/s	$\color{#35bf28}+0.51\%$
test_getitem[range]	76.9110μs	40.1985μs	24.8765 KOps/s	24.4418 KOps/s	$\color{#35bf28}+1.78\%$
test_getitem[tuple]	37.8210μs	19.8149μs	50.4670 KOps/s	50.5593 KOps/s	$\color{#d91a1a}-0.18\%$
test_getitem[list]	0.2629ms	35.8492μs	27.8946 KOps/s	27.3817 KOps/s	$\color{#35bf28}+1.87\%$
test_setitem_dim[int]	41.1210μs	25.3209μs	39.4930 KOps/s	38.3391 KOps/s	$\color{#35bf28}+3.01\%$
test_setitem_dim[slice_int]	68.0600μs	44.1620μs	22.6439 KOps/s	21.3172 KOps/s	$\textbf{\color{#35bf28}+6.22\%}$
test_setitem_dim[range]	94.6310μs	62.4463μs	16.0138 KOps/s	15.7704 KOps/s	$\color{#35bf28}+1.54\%$
test_setitem_dim[tuple]	54.0610μs	36.9023μs	27.0986 KOps/s	24.8165 KOps/s	$\textbf{\color{#35bf28}+9.20\%}$
test_setitem	71.5520μs	17.4716μs	57.2359 KOps/s	54.5775 KOps/s	$\color{#35bf28}+4.87\%$
test_set	85.1410μs	16.6717μs	59.9817 KOps/s	56.1572 KOps/s	$\textbf{\color{#35bf28}+6.81\%}$
test_set_shared	2.9665ms	0.1051ms	9.5108 KOps/s	8.5507 KOps/s	$\textbf{\color{#35bf28}+11.23\%}$
test_update	75.8520μs	17.7773μs	56.2514 KOps/s	54.7994 KOps/s	$\color{#35bf28}+2.65\%$
test_update_nested	83.6920μs	24.6812μs	40.5166 KOps/s	38.5425 KOps/s	$\textbf{\color{#35bf28}+5.12\%}$
test_set_nested	65.6210μs	18.1613μs	55.0620 KOps/s	50.6113 KOps/s	$\textbf{\color{#35bf28}+8.79\%}$
test_set_nested_new	74.9420μs	22.8983μs	43.6713 KOps/s	42.6681 KOps/s	$\color{#35bf28}+2.35\%$
test_select	95.5820μs	46.3309μs	21.5839 KOps/s	21.1381 KOps/s	$\color{#35bf28}+2.11\%$
test_to	73.8920μs	52.1599μs	19.1718 KOps/s	18.8362 KOps/s	$\color{#35bf28}+1.78\%$
test_to_nonblocking	67.5710μs	33.8679μs	29.5265 KOps/s	26.3633 KOps/s	$\textbf{\color{#35bf28}+12.00\%}$
test_unbind_speed	0.3984ms	0.3637ms	2.7491 KOps/s	2.7660 KOps/s	$\color{#d91a1a}-0.61\%$
test_unbind_speed_stack0	65.2007ms	4.1785ms	239.3179 Ops/s	231.1776 Ops/s	$\color{#35bf28}+3.52\%$
test_unbind_speed_stack1	1.3606μs	0.5259μs	1.9014 MOps/s	1.9169 MOps/s	$\color{#d91a1a}-0.81\%$
test_split	57.6465ms	1.7647ms	566.6614 Ops/s	564.9153 Ops/s	$\color{#35bf28}+0.31\%$
test_chunk	56.9329ms	1.7543ms	570.0314 Ops/s	570.0938 Ops/s	$\color{#d91a1a}-0.01\%$
test_creation[device0]	0.3895ms	0.3092ms	3.2345 KOps/s	3.1659 KOps/s	$\color{#35bf28}+2.17\%$
test_creation[device1]	57.3072ms	0.3377ms	2.9611 KOps/s	3.1525 KOps/s	$\textbf{\color{#d91a1a}-6.07\%}$
test_creation_from_tensor	0.5718ms	0.3378ms	2.9602 KOps/s	2.9409 KOps/s	$\color{#35bf28}+0.66\%$
test_add_one[memmap_tensor0]	0.2441ms	24.2436μs	41.2481 KOps/s	37.6884 KOps/s	$\textbf{\color{#35bf28}+9.44\%}$
test_add_one[memmap_tensor1]	0.2181ms	72.2711μs	13.8368 KOps/s	12.7677 KOps/s	$\textbf{\color{#35bf28}+8.37\%}$
test_contiguous[memmap_tensor0]	26.2100μs	5.8123μs	172.0480 KOps/s	166.9405 KOps/s	$\color{#35bf28}+3.06\%$
test_contiguous[memmap_tensor1]	42.9300μs	21.2777μs	46.9975 KOps/s	44.5698 KOps/s	$\textbf{\color{#35bf28}+5.45\%}$
test_stack[memmap_tensor0]	52.9600μs	19.9257μs	50.1864 KOps/s	46.3744 KOps/s	$\textbf{\color{#35bf28}+8.22\%}$
test_stack[memmap_tensor1]	0.1041ms	71.7894μs	13.9296 KOps/s	13.7904 KOps/s	$\color{#35bf28}+1.01\%$
test_memmaptd_index	0.2695ms	0.2316ms	4.3187 KOps/s	4.1660 KOps/s	$\color{#35bf28}+3.66\%$
test_memmaptd_index_astensor	0.3568ms	0.2925ms	3.4182 KOps/s	3.3679 KOps/s	$\color{#35bf28}+1.50\%$
test_memmaptd_index_op	0.6190ms	0.5387ms	1.8564 KOps/s	1.7978 KOps/s	$\color{#35bf28}+3.26\%$
test_reshape_pytree	38.6200μs	21.2883μs	46.9741 KOps/s	47.2784 KOps/s	$\color{#d91a1a}-0.64\%$
test_reshape_td	54.6610μs	30.8492μs	32.4157 KOps/s	32.4758 KOps/s	$\color{#d91a1a}-0.18\%$
test_view_pytree	36.4410μs	20.8566μs	47.9464 KOps/s	48.0673 KOps/s	$\color{#d91a1a}-0.25\%$
test_view_td	18.5000μs	4.0502μs	246.9001 KOps/s	243.3121 KOps/s	$\color{#35bf28}+1.47\%$
test_unbind_pytree	49.1320μs	25.5128μs	39.1960 KOps/s	36.7648 KOps/s	$\textbf{\color{#35bf28}+6.61\%}$
test_unbind_td	84.4420μs	55.8635μs	17.9008 KOps/s	17.8090 KOps/s	$\color{#35bf28}+0.52\%$
test_split_pytree	49.6410μs	24.3466μs	41.0735 KOps/s	39.1521 KOps/s	$\color{#35bf28}+4.91\%$
test_split_td	64.6310μs	43.2929μs	23.0985 KOps/s	23.0298 KOps/s	$\color{#35bf28}+0.30\%$
test_add_pytree	0.1090ms	31.3094μs	31.9393 KOps/s	31.6217 KOps/s	$\color{#35bf28}+1.00\%$
test_add_td	68.4710μs	43.0350μs	23.2369 KOps/s	21.5954 KOps/s	$\textbf{\color{#35bf28}+7.60\%}$
test_distributed	20.1810μs	5.5876μs	178.9669 KOps/s	177.4701 KOps/s	$\color{#35bf28}+0.84\%$
test_tdmodule	30.0310μs	16.2391μs	61.5798 KOps/s	58.0329 KOps/s	$\textbf{\color{#35bf28}+6.11\%}$
test_tdmodule_dispatch	0.1988ms	32.9363μs	30.3616 KOps/s	29.0328 KOps/s	$\color{#35bf28}+4.58\%$
test_tdseq	34.4510μs	19.7784μs	50.5601 KOps/s	50.4424 KOps/s	$\color{#35bf28}+0.23\%$
test_tdseq_dispatch	52.0320μs	35.8218μs	27.9159 KOps/s	26.7866 KOps/s	$\color{#35bf28}+4.22\%$
test_instantiation_functorch	1.8171ms	1.6716ms	598.2124 Ops/s	605.7069 Ops/s	$\color{#d91a1a}-1.24\%$
test_instantiation_td	1.7199ms	1.1785ms	848.5575 Ops/s	843.3632 Ops/s	$\color{#35bf28}+0.62\%$
test_exec_functorch	0.2328ms	0.1575ms	6.3492 KOps/s	6.2625 KOps/s	$\color{#35bf28}+1.38\%$
test_exec_functional_call	0.2179ms	0.1550ms	6.4526 KOps/s	6.3569 KOps/s	$\color{#35bf28}+1.50\%$
test_exec_td	0.1916ms	0.1450ms	6.8984 KOps/s	6.6850 KOps/s	$\color{#35bf28}+3.19\%$
test_exec_td_decorator	68.2404ms	0.2022ms	4.9459 KOps/s	5.4111 KOps/s	$\textbf{\color{#d91a1a}-8.60\%}$
test_vmap_mlp_speed[True-True]	1.1788ms	1.0717ms	933.0821 Ops/s	882.3212 Ops/s	$\textbf{\color{#35bf28}+5.75\%}$
test_vmap_mlp_speed[True-False]	1.1197ms	0.6134ms	1.6302 KOps/s	1.5764 KOps/s	$\color{#35bf28}+3.41\%$
test_vmap_mlp_speed[False-True]	1.0786ms	0.9845ms	1.0157 KOps/s	953.3319 Ops/s	$\textbf{\color{#35bf28}+6.54\%}$
test_vmap_mlp_speed[False-False]	0.6008ms	0.5407ms	1.8494 KOps/s	1.7621 KOps/s	$\color{#35bf28}+4.96\%$
test_vmap_mlp_speed_decorator[True-True]	2.7330ms	2.0437ms	489.3013 Ops/s	462.7909 Ops/s	$\textbf{\color{#35bf28}+5.73\%}$
test_vmap_mlp_speed_decorator[True-False]	1.1208ms	0.6589ms	1.5176 KOps/s	1.4891 KOps/s	$\color{#35bf28}+1.91\%$
test_vmap_mlp_speed_decorator[False-True]	2.2040ms	1.7687ms	565.3799 Ops/s	542.3147 Ops/s	$\color{#35bf28}+4.25\%$
test_vmap_mlp_speed_decorator[False-False]	0.9487ms	0.5568ms	1.7960 KOps/s	1.7515 KOps/s	$\color{#35bf28}+2.54\%$
test_vmap_transformer_speed[True-True]	13.0825ms	12.6222ms	79.2252 Ops/s	77.5452 Ops/s	$\color{#35bf28}+2.17\%$
test_vmap_transformer_speed[True-False]	8.4984ms	8.2422ms	121.3266 Ops/s	119.5933 Ops/s	$\color{#35bf28}+1.45\%$
test_vmap_transformer_speed[False-True]	12.8390ms	12.4912ms	80.0561 Ops/s	79.1620 Ops/s	$\color{#35bf28}+1.13\%$
test_vmap_transformer_speed[False-False]	8.2452ms	8.1472ms	122.7409 Ops/s	121.0662 Ops/s	$\color{#35bf28}+1.38\%$
test_vmap_transformer_speed_decorator[True-True]	65.6556ms	64.5458ms	15.4929 Ops/s	13.8374 Ops/s	$\textbf{\color{#35bf28}+11.96\%}$
test_vmap_transformer_speed_decorator[True-False]	22.1164ms	19.9104ms	50.2250 Ops/s	49.1953 Ops/s	$\color{#35bf28}+2.09\%$
test_vmap_transformer_speed_decorator[False-True]	60.0099ms	58.6467ms	17.0512 Ops/s	16.0377 Ops/s	$\textbf{\color{#35bf28}+6.32\%}$
test_vmap_transformer_speed_decorator[False-False]	21.6508ms	19.5307ms	51.2016 Ops/s	50.3242 Ops/s	$\color{#35bf28}+1.74\%$