[BugFIx] Fix exclude indent

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

Total Benchmarks: 124. Improved: $\large\color{#35bf28}8$. Worsened: $\large\color{#d91a1a}21$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	66.2330μs	17.0327μs	58.7105 KOps/s	60.7106 KOps/s	$\color{#d91a1a}-3.29\%$
test_plain_set_stack_nested	0.2674ms	0.1475ms	6.7800 KOps/s	6.7192 KOps/s	$\color{#35bf28}+0.90\%$
test_plain_set_nested_inplace	74.3990μs	19.7979μs	50.5105 KOps/s	53.5738 KOps/s	$\textbf{\color{#d91a1a}-5.72\%}$
test_plain_set_stack_nested_inplace	0.4593ms	0.1818ms	5.5002 KOps/s	5.5182 KOps/s	$\color{#d91a1a}-0.33\%$
test_items	31.6390μs	2.3751μs	421.0436 KOps/s	412.4770 KOps/s	$\color{#35bf28}+2.08\%$
test_items_nested	1.0810ms	0.2744ms	3.6443 KOps/s	3.6350 KOps/s	$\color{#35bf28}+0.26\%$
test_items_nested_locked	0.4833ms	0.2735ms	3.6562 KOps/s	3.6173 KOps/s	$\color{#35bf28}+1.08\%$
test_items_nested_leaf	0.5701ms	0.1686ms	5.9300 KOps/s	5.8604 KOps/s	$\color{#35bf28}+1.19\%$
test_items_stack_nested	2.0390ms	1.3225ms	756.1188 Ops/s	750.2031 Ops/s	$\color{#35bf28}+0.79\%$
test_items_stack_nested_leaf	1.4362ms	1.1845ms	844.2467 Ops/s	830.2712 Ops/s	$\color{#35bf28}+1.68\%$
test_items_stack_nested_locked	1.5304ms	0.8775ms	1.1396 KOps/s	1.1354 KOps/s	$\color{#35bf28}+0.37\%$
test_keys	41.4970μs	3.8408μs	260.3606 KOps/s	254.6277 KOps/s	$\color{#35bf28}+2.25\%$
test_keys_nested	60.2529ms	0.1576ms	6.3454 KOps/s	6.5599 KOps/s	$\color{#d91a1a}-3.27\%$
test_keys_nested_locked	0.2835ms	0.1511ms	6.6203 KOps/s	6.3897 KOps/s	$\color{#35bf28}+3.61\%$
test_keys_nested_leaf	0.2405ms	0.1306ms	7.6598 KOps/s	7.4454 KOps/s	$\color{#35bf28}+2.88\%$
test_keys_stack_nested	1.9737ms	1.2568ms	795.6936 Ops/s	784.4975 Ops/s	$\color{#35bf28}+1.43\%$
test_keys_stack_nested_leaf	1.4073ms	1.2575ms	795.2166 Ops/s	789.4143 Ops/s	$\color{#35bf28}+0.74\%$
test_keys_stack_nested_locked	1.3805ms	0.7928ms	1.2614 KOps/s	1.2461 KOps/s	$\color{#35bf28}+1.23\%$
test_values	9.2798μs	1.1776μs	849.1922 KOps/s	777.9312 KOps/s	$\textbf{\color{#35bf28}+9.16\%}$
test_values_nested	98.4030μs	51.9217μs	19.2598 KOps/s	19.0549 KOps/s	$\color{#35bf28}+1.08\%$
test_values_nested_locked	0.1003ms	52.2131μs	19.1523 KOps/s	19.0032 KOps/s	$\color{#35bf28}+0.78\%$
test_values_nested_leaf	94.2450μs	46.4295μs	21.5380 KOps/s	21.3768 KOps/s	$\color{#35bf28}+0.75\%$
test_values_stack_nested	1.2284ms	1.0158ms	984.4339 Ops/s	948.5073 Ops/s	$\color{#35bf28}+3.79\%$
test_values_stack_nested_leaf	1.7138ms	1.0135ms	986.6332 Ops/s	967.3316 Ops/s	$\color{#35bf28}+2.00\%$
test_values_stack_nested_locked	0.7780ms	0.5967ms	1.6758 KOps/s	1.6637 KOps/s	$\color{#35bf28}+0.73\%$
test_membership	21.2790μs	1.3534μs	738.8987 KOps/s	733.8427 KOps/s	$\color{#35bf28}+0.69\%$
test_membership_nested	24.5260μs	3.4781μs	287.5173 KOps/s	282.3077 KOps/s	$\color{#35bf28}+1.85\%$
test_membership_nested_leaf	23.9550μs	3.4721μs	288.0069 KOps/s	287.1162 KOps/s	$\color{#35bf28}+0.31\%$
test_membership_stacked_nested	30.3470μs	11.6797μs	85.6190 KOps/s	85.0135 KOps/s	$\color{#35bf28}+0.71\%$
test_membership_stacked_nested_leaf	45.3750μs	11.7613μs	85.0249 KOps/s	84.3147 KOps/s	$\color{#35bf28}+0.84\%$
test_membership_nested_last	39.2430μs	6.5910μs	151.7216 KOps/s	149.6388 KOps/s	$\color{#35bf28}+1.39\%$
test_membership_nested_leaf_last	24.8760μs	6.6363μs	150.6863 KOps/s	149.3016 KOps/s	$\color{#35bf28}+0.93\%$
test_membership_stacked_nested_last	0.3182ms	0.1760ms	5.6805 KOps/s	5.6727 KOps/s	$\color{#35bf28}+0.14\%$
test_membership_stacked_nested_leaf_last	62.8370μs	13.7742μs	72.5994 KOps/s	70.9201 KOps/s	$\color{#35bf28}+2.37\%$
test_nested_getleaf	31.5490μs	10.6869μs	93.5722 KOps/s	93.9599 KOps/s	$\color{#d91a1a}-0.41\%$
test_nested_get	31.6580μs	10.0242μs	99.7586 KOps/s	95.2701 KOps/s	$\color{#35bf28}+4.71\%$
test_stacked_getleaf	0.5866ms	0.3921ms	2.5504 KOps/s	2.4636 KOps/s	$\color{#35bf28}+3.52\%$
test_stacked_get	0.6415ms	0.3656ms	2.7352 KOps/s	2.6852 KOps/s	$\color{#35bf28}+1.86\%$
test_nested_getitemleaf	39.1530μs	12.2168μs	81.8547 KOps/s	80.4656 KOps/s	$\color{#35bf28}+1.73\%$
test_nested_getitem	32.3110μs	11.7616μs	85.0221 KOps/s	84.5890 KOps/s	$\color{#35bf28}+0.51\%$
test_stacked_getitemleaf	0.8834ms	0.4007ms	2.4955 KOps/s	2.4456 KOps/s	$\color{#35bf28}+2.04\%$
test_stacked_getitem	0.6827ms	0.3719ms	2.6889 KOps/s	2.6417 KOps/s	$\color{#35bf28}+1.79\%$
test_lock_nested	0.8082ms	0.3306ms	3.0244 KOps/s	2.9746 KOps/s	$\color{#35bf28}+1.68\%$
test_lock_stack_nested	88.1212ms	5.6412ms	177.2684 Ops/s	183.8740 Ops/s	$\color{#d91a1a}-3.59\%$
test_unlock_nested	0.7173ms	0.3334ms	2.9998 KOps/s	2.5125 KOps/s	$\textbf{\color{#35bf28}+19.40\%}$
test_unlock_stack_nested	78.2486ms	5.5874ms	178.9757 Ops/s	171.1977 Ops/s	$\color{#35bf28}+4.54\%$
test_flatten_speed	0.7760ms	0.3681ms	2.7170 KOps/s	2.4878 KOps/s	$\textbf{\color{#35bf28}+9.21\%}$
test_unflatten_speed	0.6613ms	0.4656ms	2.1478 KOps/s	2.1169 KOps/s	$\color{#35bf28}+1.46\%$
test_common_ops	1.2028ms	0.6938ms	1.4413 KOps/s	1.5967 KOps/s	$\textbf{\color{#d91a1a}-9.73\%}$
test_creation	15.6490μs	1.8901μs	529.0688 KOps/s	525.9095 KOps/s	$\color{#35bf28}+0.60\%$
test_creation_empty	31.4590μs	10.5911μs	94.4189 KOps/s	129.2714 KOps/s	$\textbf{\color{#d91a1a}-26.96\%}$
test_creation_nested_1	39.4940μs	13.1034μs	76.3162 KOps/s	96.4327 KOps/s	$\textbf{\color{#d91a1a}-20.86\%}$
test_creation_nested_2	55.8330μs	16.4614μs	60.7482 KOps/s	73.8576 KOps/s	$\textbf{\color{#d91a1a}-17.75\%}$
test_clone	0.2148ms	12.9093μs	77.4638 KOps/s	76.5649 KOps/s	$\color{#35bf28}+1.17\%$
test_getitem[int]	32.6300μs	10.9138μs	91.6271 KOps/s	91.1084 KOps/s	$\color{#35bf28}+0.57\%$
test_getitem[slice_int]	63.8180μs	22.5400μs	44.3656 KOps/s	43.5379 KOps/s	$\color{#35bf28}+1.90\%$
test_getitem[range]	0.1139ms	40.1704μs	24.8940 KOps/s	24.2587 KOps/s	$\color{#35bf28}+2.62\%$
test_getitem[tuple]	73.9780μs	18.2681μs	54.7404 KOps/s	51.7544 KOps/s	$\textbf{\color{#35bf28}+5.77\%}$
test_getitem[list]	0.4280ms	35.3628μs	28.2783 KOps/s	26.7434 KOps/s	$\textbf{\color{#35bf28}+5.74\%}$
test_setitem_dim[int]	62.3560μs	29.9529μs	33.3858 KOps/s	34.9248 KOps/s	$\color{#d91a1a}-4.41\%$
test_setitem_dim[slice_int]	98.4940μs	55.4894μs	18.0215 KOps/s	18.1186 KOps/s	$\color{#d91a1a}-0.54\%$
test_setitem_dim[range]	0.1711ms	73.0138μs	13.6960 KOps/s	14.0624 KOps/s	$\color{#d91a1a}-2.60\%$
test_setitem_dim[tuple]	79.1070μs	45.0425μs	22.2013 KOps/s	23.4005 KOps/s	$\textbf{\color{#d91a1a}-5.12\%}$
test_setitem	0.2079ms	19.8028μs	50.4980 KOps/s	56.0338 KOps/s	$\textbf{\color{#d91a1a}-9.88\%}$
test_set	0.1670ms	19.3936μs	51.5635 KOps/s	57.9990 KOps/s	$\textbf{\color{#d91a1a}-11.10\%}$
test_set_shared	3.5371ms	0.1439ms	6.9498 KOps/s	7.1090 KOps/s	$\color{#d91a1a}-2.24\%$
test_update	0.1859ms	22.2384μs	44.9673 KOps/s	53.1638 KOps/s	$\textbf{\color{#d91a1a}-15.42\%}$
test_update_nested	0.1356ms	30.0877μs	33.2362 KOps/s	38.0004 KOps/s	$\textbf{\color{#d91a1a}-12.54\%}$
test_set_nested	0.1048ms	21.0577μs	47.4885 KOps/s	52.9961 KOps/s	$\textbf{\color{#d91a1a}-10.39\%}$
test_set_nested_new	76.9530μs	24.7251μs	40.4447 KOps/s	43.2583 KOps/s	$\textbf{\color{#d91a1a}-6.50\%}$
test_select	0.1324ms	37.4437μs	26.7068 KOps/s	27.7445 KOps/s	$\color{#d91a1a}-3.74\%$
test_select_nested	0.1297ms	58.7064μs	17.0339 KOps/s	16.7942 KOps/s	$\color{#35bf28}+1.43\%$
test_exclude_nested	0.2940ms	0.1185ms	8.4412 KOps/s	9.1272 KOps/s	$\textbf{\color{#d91a1a}-7.52\%}$
test_empty[True]	0.6216ms	0.4111ms	2.4328 KOps/s	3.0476 KOps/s	$\textbf{\color{#d91a1a}-20.17\%}$
test_empty[False]	7.6602μs	1.0548μs	948.0357 KOps/s	954.9398 KOps/s	$\color{#d91a1a}-0.72\%$
test_unbind_speed	0.4277ms	0.2404ms	4.1592 KOps/s	4.0353 KOps/s	$\color{#35bf28}+3.07\%$
test_unbind_speed_stack0	70.6294ms	3.4056ms	293.6365 Ops/s	302.6281 Ops/s	$\color{#d91a1a}-2.97\%$
test_unbind_speed_stack1	20.5880μs	1.9768μs	505.8784 KOps/s	500.5920 KOps/s	$\color{#35bf28}+1.06\%$
test_split	1.6976ms	1.4778ms	676.6701 Ops/s	669.7787 Ops/s	$\color{#35bf28}+1.03\%$
test_chunk	68.7073ms	1.5778ms	633.8024 Ops/s	623.1601 Ops/s	$\color{#35bf28}+1.71\%$
test_creation[device0]	0.2052ms	0.1003ms	9.9737 KOps/s	9.9282 KOps/s	$\color{#35bf28}+0.46\%$
test_creation_from_tensor	5.6791ms	83.5267μs	11.9722 KOps/s	12.5312 KOps/s	$\color{#d91a1a}-4.46\%$
test_add_one[memmap_tensor0]	0.3408ms	5.2077μs	192.0234 KOps/s	186.7354 KOps/s	$\color{#35bf28}+2.83\%$
test_contiguous[memmap_tensor0]	11.0200μs	0.6483μs	1.5426 MOps/s	1.5408 MOps/s	$\color{#35bf28}+0.12\%$
test_stack[memmap_tensor0]	75.5500μs	3.4541μs	289.5104 KOps/s	279.2053 KOps/s	$\color{#35bf28}+3.69\%$
test_memmaptd_index	0.9091ms	0.2215ms	4.5145 KOps/s	4.5244 KOps/s	$\color{#d91a1a}-0.22\%$
test_memmaptd_index_astensor	0.6417ms	0.2824ms	3.5410 KOps/s	3.5484 KOps/s	$\color{#d91a1a}-0.21\%$
test_memmaptd_index_op	0.8913ms	0.5682ms	1.7600 KOps/s	1.9041 KOps/s	$\textbf{\color{#d91a1a}-7.57\%}$
test_serialize_model	0.1126s	0.1047s	9.5538 Ops/s	9.7598 Ops/s	$\color{#d91a1a}-2.11\%$
test_serialize_model_pickle	0.4477s	0.3772s	2.6510 Ops/s	2.6246 Ops/s	$\color{#35bf28}+1.01\%$
test_serialize_weights	0.1734s	0.1050s	9.5211 Ops/s	9.2764 Ops/s	$\color{#35bf28}+2.64\%$
test_serialize_weights_returnearly	0.1939s	0.1363s	7.3372 Ops/s	6.2511 Ops/s	$\textbf{\color{#35bf28}+17.37\%}$
test_serialize_weights_pickle	1.0901s	0.6041s	1.6553 Ops/s	2.4487 Ops/s	$\textbf{\color{#d91a1a}-32.40\%}$
test_serialize_weights_filesystem	0.1549s	97.1528ms	10.2931 Ops/s	10.7061 Ops/s	$\color{#d91a1a}-3.86\%$
test_serialize_model_filesystem	0.1515s	97.4996ms	10.2565 Ops/s	10.7599 Ops/s	$\color{#d91a1a}-4.68\%$
test_reshape_pytree	55.0520μs	22.7699μs	43.9176 KOps/s	43.9458 KOps/s	$\color{#d91a1a}-0.06\%$
test_reshape_td	0.1024ms	29.0645μs	34.4062 KOps/s	32.9462 KOps/s	$\color{#35bf28}+4.43\%$
test_view_pytree	55.5030μs	22.5468μs	44.3522 KOps/s	43.3460 KOps/s	$\color{#35bf28}+2.32\%$
test_view_td	15.5790μs	4.8412μs	206.5608 KOps/s	199.6029 KOps/s	$\color{#35bf28}+3.49\%$
test_unbind_pytree	71.5230μs	26.2991μs	38.0241 KOps/s	37.8251 KOps/s	$\color{#35bf28}+0.53\%$
test_unbind_td	0.4380ms	34.9908μs	28.5789 KOps/s	27.4393 KOps/s	$\color{#35bf28}+4.15\%$
test_split_pytree	71.3730μs	25.7073μs	38.8994 KOps/s	37.3976 KOps/s	$\color{#35bf28}+4.02\%$
test_split_td	0.1117ms	40.0140μs	24.9912 KOps/s	24.6867 KOps/s	$\color{#35bf28}+1.23\%$
test_add_pytree	71.6330μs	32.0787μs	31.1733 KOps/s	31.4775 KOps/s	$\color{#d91a1a}-0.97\%$
test_add_td	0.1215ms	49.7665μs	20.0938 KOps/s	21.1919 KOps/s	$\textbf{\color{#d91a1a}-5.18\%}$
test_distributed	0.1684ms	97.6167μs	10.2441 KOps/s	9.9577 KOps/s	$\color{#35bf28}+2.88\%$
test_tdmodule	0.8195ms	23.4452μs	42.6527 KOps/s	47.5480 KOps/s	$\textbf{\color{#d91a1a}-10.30\%}$
test_tdmodule_dispatch	0.2121ms	44.9910μs	22.2267 KOps/s	24.4411 KOps/s	$\textbf{\color{#d91a1a}-9.06\%}$
test_tdseq	51.2860μs	26.3646μs	37.9297 KOps/s	41.2134 KOps/s	$\textbf{\color{#d91a1a}-7.97\%}$
test_tdseq_dispatch	0.1562ms	48.9170μs	20.4428 KOps/s	21.8046 KOps/s	$\textbf{\color{#d91a1a}-6.25\%}$
test_instantiation_functorch	1.5122ms	1.2659ms	789.9352 Ops/s	748.4523 Ops/s	$\textbf{\color{#35bf28}+5.54\%}$
test_instantiation_td	1.4355ms	0.9880ms	1.0121 KOps/s	975.9120 Ops/s	$\color{#35bf28}+3.71\%$
test_exec_functorch	0.6814ms	0.1577ms	6.3431 KOps/s	6.3426 KOps/s	$+0.01\%$
test_exec_functional_call	0.8579ms	0.1432ms	6.9829 KOps/s	6.8916 KOps/s	$\color{#35bf28}+1.32\%$
test_exec_td	0.2843ms	0.1399ms	7.1456 KOps/s	6.9317 KOps/s	$\color{#35bf28}+3.09\%$
test_exec_td_decorator	0.8044ms	0.1741ms	5.7450 KOps/s	5.6197 KOps/s	$\color{#35bf28}+2.23\%$
test_vmap_mlp_speed[True-True]	0.9644ms	0.8528ms	1.1727 KOps/s	1.1102 KOps/s	$\textbf{\color{#35bf28}+5.63\%}$
test_vmap_mlp_speed[True-False]	0.7081ms	0.4629ms	2.1603 KOps/s	2.1303 KOps/s	$\color{#35bf28}+1.41\%$
test_vmap_mlp_speed[False-True]	1.0713ms	0.7470ms	1.3386 KOps/s	1.2900 KOps/s	$\color{#35bf28}+3.76\%$
test_vmap_mlp_speed[False-False]	0.6667ms	0.3758ms	2.6610 KOps/s	2.5866 KOps/s	$\color{#35bf28}+2.88\%$
test_vmap_mlp_speed_decorator[True-True]	2.9961ms	2.2824ms	438.1315 Ops/s	442.8900 Ops/s	$\color{#d91a1a}-1.07\%$
test_vmap_mlp_speed_decorator[True-False]	0.8620ms	0.5101ms	1.9604 KOps/s	1.9185 KOps/s	$\color{#35bf28}+2.18\%$
test_vmap_mlp_speed_decorator[False-True]	2.8751ms	1.9321ms	517.5668 Ops/s	539.9235 Ops/s	$\color{#d91a1a}-4.14\%$
test_vmap_mlp_speed_decorator[False-False]	0.9165ms	0.3928ms	2.5459 KOps/s	2.5235 KOps/s	$\color{#35bf28}+0.89\%$

[github-actions]

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

Total Benchmarks: 132. Improved: $\large\color{#35bf28}7$. Worsened: $\large\color{#d91a1a}29$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	56.3820μs	14.4712μs	69.1026 KOps/s	77.9193 KOps/s	$\textbf{\color{#d91a1a}-11.32\%}$
test_plain_set_stack_nested	0.1622ms	0.1202ms	8.3212 KOps/s	8.5082 KOps/s	$\color{#d91a1a}-2.20\%$
test_plain_set_nested_inplace	32.4710μs	15.7756μs	63.3891 KOps/s	70.6643 KOps/s	$\textbf{\color{#d91a1a}-10.30\%}$
test_plain_set_stack_nested_inplace	0.2068ms	0.1482ms	6.7487 KOps/s	6.8177 KOps/s	$\color{#d91a1a}-1.01\%$
test_items	28.3200μs	4.7048μs	212.5507 KOps/s	214.1249 KOps/s	$\color{#d91a1a}-0.74\%$
test_items_nested	0.4369ms	0.3390ms	2.9497 KOps/s	2.9272 KOps/s	$\color{#35bf28}+0.77\%$
test_items_nested_locked	0.4081ms	0.3454ms	2.8955 KOps/s	2.8979 KOps/s	$\color{#d91a1a}-0.08\%$
test_items_nested_leaf	0.2664ms	0.2002ms	4.9948 KOps/s	4.9436 KOps/s	$\color{#35bf28}+1.04\%$
test_items_stack_nested	1.3969ms	1.2866ms	777.2713 Ops/s	758.6564 Ops/s	$\color{#35bf28}+2.45\%$
test_items_stack_nested_leaf	1.2391ms	1.1296ms	885.3022 Ops/s	872.1788 Ops/s	$\color{#35bf28}+1.50\%$
test_items_stack_nested_locked	1.9022ms	0.8810ms	1.1351 KOps/s	1.1168 KOps/s	$\color{#35bf28}+1.63\%$
test_keys	28.1810μs	4.5665μs	218.9854 KOps/s	219.6340 KOps/s	$\color{#d91a1a}-0.30\%$
test_keys_nested	0.4686ms	95.0277μs	10.5233 KOps/s	10.5041 KOps/s	$\color{#35bf28}+0.18\%$
test_keys_nested_locked	0.1345ms	98.8565μs	10.1157 KOps/s	10.2523 KOps/s	$\color{#d91a1a}-1.33\%$
test_keys_nested_leaf	0.1808ms	78.9355μs	12.6686 KOps/s	12.6537 KOps/s	$\color{#35bf28}+0.12\%$
test_keys_stack_nested	1.2382ms	1.1342ms	881.6968 Ops/s	857.6888 Ops/s	$\color{#35bf28}+2.80\%$
test_keys_stack_nested_leaf	1.2552ms	1.1272ms	887.1164 Ops/s	882.2501 Ops/s	$\color{#35bf28}+0.55\%$
test_keys_stack_nested_locked	0.7635ms	0.7049ms	1.4187 KOps/s	1.3874 KOps/s	$\color{#35bf28}+2.25\%$
test_values	8.8370μs	1.8762μs	532.9913 KOps/s	526.6943 KOps/s	$\color{#35bf28}+1.20\%$
test_values_nested	76.3710μs	44.7843μs	22.3293 KOps/s	22.1817 KOps/s	$\color{#35bf28}+0.67\%$
test_values_nested_locked	83.4020μs	47.3408μs	21.1234 KOps/s	21.1273 KOps/s	$\color{#d91a1a}-0.02\%$
test_values_nested_leaf	64.3110μs	39.1498μs	25.5429 KOps/s	25.3725 KOps/s	$\color{#35bf28}+0.67\%$
test_values_stack_nested	1.0807ms	0.9417ms	1.0619 KOps/s	1.0630 KOps/s	$\color{#d91a1a}-0.10\%$
test_values_stack_nested_leaf	1.0375ms	0.9391ms	1.0649 KOps/s	1.0636 KOps/s	$\color{#35bf28}+0.12\%$
test_values_stack_nested_locked	0.6711ms	0.5642ms	1.7724 KOps/s	1.7896 KOps/s	$\color{#d91a1a}-0.96\%$
test_membership	28.5110μs	1.0380μs	963.4035 KOps/s	1.0661 MOps/s	$\textbf{\color{#d91a1a}-9.63\%}$
test_membership_nested	27.5700μs	2.8409μs	351.9960 KOps/s	353.7340 KOps/s	$\color{#d91a1a}-0.49\%$
test_membership_nested_leaf	31.9300μs	2.8545μs	350.3299 KOps/s	352.7069 KOps/s	$\color{#d91a1a}-0.67\%$
test_membership_stacked_nested	31.3210μs	11.3431μs	88.1597 KOps/s	88.4341 KOps/s	$\color{#d91a1a}-0.31\%$
test_membership_stacked_nested_leaf	45.2020μs	11.3054μs	88.4532 KOps/s	88.4575 KOps/s	$-0.00\%$
test_membership_nested_last	21.6000μs	5.2659μs	189.9014 KOps/s	191.4907 KOps/s	$\color{#d91a1a}-0.83\%$
test_membership_nested_leaf_last	32.9110μs	5.2639μs	189.9747 KOps/s	193.0565 KOps/s	$\color{#d91a1a}-1.60\%$
test_membership_stacked_nested_last	0.1856ms	0.1549ms	6.4538 KOps/s	6.4413 KOps/s	$\color{#35bf28}+0.19\%$
test_membership_stacked_nested_leaf_last	29.5700μs	13.1480μs	76.0573 KOps/s	76.4198 KOps/s	$\color{#d91a1a}-0.47\%$
test_nested_getleaf	31.4710μs	8.3817μs	119.3081 KOps/s	118.4641 KOps/s	$\color{#35bf28}+0.71\%$
test_nested_get	31.2910μs	7.8945μs	126.6708 KOps/s	126.3130 KOps/s	$\color{#35bf28}+0.28\%$
test_stacked_getleaf	0.4273ms	0.3227ms	3.0985 KOps/s	3.0469 KOps/s	$\color{#35bf28}+1.69\%$
test_stacked_get	0.3864ms	0.2920ms	3.4246 KOps/s	3.3629 KOps/s	$\color{#35bf28}+1.84\%$
test_nested_getitemleaf	25.4300μs	9.7182μs	102.8999 KOps/s	101.1343 KOps/s	$\color{#35bf28}+1.75\%$
test_nested_getitem	30.6620μs	9.2538μs	108.0636 KOps/s	106.1685 KOps/s	$\color{#35bf28}+1.78\%$
test_stacked_getitemleaf	0.4240ms	0.3266ms	3.0619 KOps/s	3.0266 KOps/s	$\color{#35bf28}+1.16\%$
test_stacked_getitem	0.3594ms	0.2925ms	3.4184 KOps/s	3.3444 KOps/s	$\color{#35bf28}+2.21\%$
test_lock_nested	0.8228ms	0.3524ms	2.8378 KOps/s	2.8196 KOps/s	$\color{#35bf28}+0.64\%$
test_lock_stack_nested	83.2428ms	6.2682ms	159.5356 Ops/s	160.7880 Ops/s	$\color{#d91a1a}-0.78\%$
test_unlock_nested	0.8255ms	0.3464ms	2.8871 KOps/s	2.3487 KOps/s	$\textbf{\color{#35bf28}+22.92\%}$
test_unlock_stack_nested	82.6547ms	6.2493ms	160.0177 Ops/s	159.1435 Ops/s	$\color{#35bf28}+0.55\%$
test_flatten_speed	0.5187ms	0.2619ms	3.8189 KOps/s	3.7961 KOps/s	$\color{#35bf28}+0.60\%$
test_unflatten_speed	0.4521ms	0.3677ms	2.7194 KOps/s	2.7601 KOps/s	$\color{#d91a1a}-1.48\%$
test_common_ops	1.1432ms	0.6255ms	1.5987 KOps/s	1.7354 KOps/s	$\textbf{\color{#d91a1a}-7.88\%}$
test_creation	16.7500μs	1.5262μs	655.2340 KOps/s	647.9944 KOps/s	$\color{#35bf28}+1.12\%$
test_creation_empty	26.2800μs	9.8990μs	101.0205 KOps/s	150.4851 KOps/s	$\textbf{\color{#d91a1a}-32.87\%}$
test_creation_nested_1	49.4110μs	11.6548μs	85.8016 KOps/s	119.0628 KOps/s	$\textbf{\color{#d91a1a}-27.94\%}$
test_creation_nested_2	39.5310μs	14.1824μs	70.5098 KOps/s	93.3654 KOps/s	$\textbf{\color{#d91a1a}-24.48\%}$
test_clone	87.4010μs	13.9377μs	71.7477 KOps/s	73.3736 KOps/s	$\color{#d91a1a}-2.22\%$
test_getitem[int]	26.5220μs	10.9740μs	91.1245 KOps/s	92.0416 KOps/s	$\color{#d91a1a}-1.00\%$
test_getitem[slice_int]	49.5120μs	20.7639μs	48.1604 KOps/s	48.4575 KOps/s	$\color{#d91a1a}-0.61\%$
test_getitem[range]	65.6510μs	35.7888μs	27.9417 KOps/s	28.1759 KOps/s	$\color{#d91a1a}-0.83\%$
test_getitem[tuple]	43.2600μs	18.4870μs	54.0919 KOps/s	54.4031 KOps/s	$\color{#d91a1a}-0.57\%$
test_getitem[list]	0.2859ms	31.9351μs	31.3135 KOps/s	31.0217 KOps/s	$\color{#35bf28}+0.94\%$
test_setitem_dim[int]	50.0410μs	27.2662μs	36.6754 KOps/s	42.0601 KOps/s	$\textbf{\color{#d91a1a}-12.80\%}$
test_setitem_dim[slice_int]	72.9420μs	48.5341μs	20.6041 KOps/s	22.5931 KOps/s	$\textbf{\color{#d91a1a}-8.80\%}$
test_setitem_dim[range]	87.7920μs	62.1795μs	16.0825 KOps/s	17.3890 KOps/s	$\textbf{\color{#d91a1a}-7.51\%}$
test_setitem_dim[tuple]	62.8310μs	41.6712μs	23.9974 KOps/s	26.0080 KOps/s	$\textbf{\color{#d91a1a}-7.73\%}$
test_setitem	89.2830μs	19.0266μs	52.5580 KOps/s	57.1764 KOps/s	$\textbf{\color{#d91a1a}-8.08\%}$
test_set	98.5920μs	18.4502μs	54.2000 KOps/s	58.3585 KOps/s	$\textbf{\color{#d91a1a}-7.13\%}$
test_set_shared	1.5717ms	0.1015ms	9.8570 KOps/s	9.7617 KOps/s	$\color{#35bf28}+0.98\%$
test_update	90.9230μs	21.8978μs	45.6667 KOps/s	53.6306 KOps/s	$\textbf{\color{#d91a1a}-14.85\%}$
test_update_nested	0.1034ms	28.3470μs	35.2772 KOps/s	40.4665 KOps/s	$\textbf{\color{#d91a1a}-12.82\%}$
test_set_nested	99.8220μs	19.7152μs	50.7223 KOps/s	55.0980 KOps/s	$\textbf{\color{#d91a1a}-7.94\%}$
test_set_nested_new	88.3620μs	22.3994μs	44.6440 KOps/s	48.0473 KOps/s	$\textbf{\color{#d91a1a}-7.08\%}$
test_select	0.1092ms	35.4872μs	28.1792 KOps/s	29.3413 KOps/s	$\color{#d91a1a}-3.96\%$
test_select_nested	84.4220μs	53.2924μs	18.7644 KOps/s	18.6789 KOps/s	$\color{#35bf28}+0.46\%$
test_exclude_nested	0.1961ms	0.1178ms	8.4907 KOps/s	9.2434 KOps/s	$\textbf{\color{#d91a1a}-8.14\%}$
test_empty[True]	0.4870ms	0.3883ms	2.5751 KOps/s	3.0915 KOps/s	$\textbf{\color{#d91a1a}-16.70\%}$
test_empty[False]	3.2441μs	0.8688μs	1.1510 MOps/s	1.1285 MOps/s	$\color{#35bf28}+1.99\%$
test_to	72.1110μs	52.2490μs	19.1391 KOps/s	18.6411 KOps/s	$\color{#35bf28}+2.67\%$
test_to_nonblocking	67.5920μs	34.1530μs	29.2800 KOps/s	30.1137 KOps/s	$\color{#d91a1a}-2.77\%$
test_unbind_speed	0.9043ms	0.2658ms	3.7618 KOps/s	3.7620 KOps/s	$-0.00\%$
test_unbind_speed_stack0	82.5771ms	3.7027ms	270.0728 Ops/s	245.6485 Ops/s	$\textbf{\color{#35bf28}+9.94\%}$
test_unbind_speed_stack1	8.3733μs	1.7119μs	584.1474 KOps/s	580.5969 KOps/s	$\color{#35bf28}+0.61\%$
test_split	1.6452ms	1.5443ms	647.5514 Ops/s	653.3938 Ops/s	$\color{#d91a1a}-0.89\%$
test_chunk	75.8640ms	1.6491ms	606.3775 Ops/s	606.6088 Ops/s	$\color{#d91a1a}-0.04\%$
test_creation[device0]	0.1390ms	73.0057μs	13.6976 KOps/s	14.3164 KOps/s	$\color{#d91a1a}-4.32\%$
test_creation_from_tensor	0.1364ms	55.0784μs	18.1559 KOps/s	19.2381 KOps/s	$\textbf{\color{#d91a1a}-5.62\%}$
test_add_one[memmap_tensor0]	0.1581ms	6.5839μs	151.8845 KOps/s	142.3510 KOps/s	$\textbf{\color{#35bf28}+6.70\%}$
test_contiguous[memmap_tensor0]	9.2000μs	0.5984μs	1.6712 MOps/s	1.6643 MOps/s	$\color{#35bf28}+0.41\%$
test_stack[memmap_tensor0]	54.3610μs	4.2170μs	237.1356 KOps/s	235.9099 KOps/s	$\color{#35bf28}+0.52\%$
test_memmaptd_index	1.0266ms	0.2530ms	3.9522 KOps/s	3.8887 KOps/s	$\color{#35bf28}+1.63\%$
test_memmaptd_index_astensor	0.6356ms	0.3101ms	3.2251 KOps/s	3.1707 KOps/s	$\color{#35bf28}+1.72\%$
test_memmaptd_index_op	0.9539ms	0.6295ms	1.5886 KOps/s	1.7003 KOps/s	$\textbf{\color{#d91a1a}-6.57\%}$
test_serialize_model	0.1668s	96.6672ms	10.3448 Ops/s	9.7746 Ops/s	$\textbf{\color{#35bf28}+5.83\%}$
test_serialize_model_pickle	1.3498s	1.2357s	0.8093 Ops/s	0.8081 Ops/s	$\color{#35bf28}+0.14\%$
test_serialize_weights	0.1666s	94.8227ms	10.5460 Ops/s	9.9591 Ops/s	$\textbf{\color{#35bf28}+5.89\%}$
test_serialize_weights_returnearly	0.2718s	77.6764ms	12.8739 Ops/s	12.5037 Ops/s	$\color{#35bf28}+2.96\%$
test_serialize_weights_pickle	1.3486s	1.2357s	0.8093 Ops/s	0.8091 Ops/s	$\color{#35bf28}+0.02\%$
test_reshape_pytree	0.1398ms	24.4651μs	40.8745 KOps/s	41.0987 KOps/s	$\color{#d91a1a}-0.55\%$
test_reshape_td	0.1927ms	30.8551μs	32.4095 KOps/s	34.6809 KOps/s	$\textbf{\color{#d91a1a}-6.55\%}$
test_view_pytree	0.2411ms	24.4815μs	40.8471 KOps/s	41.9570 KOps/s	$\color{#d91a1a}-2.65\%$
test_view_td	21.2010μs	4.1945μs	238.4080 KOps/s	235.7766 KOps/s	$\color{#35bf28}+1.12\%$
test_unbind_pytree	54.1810μs	30.0298μs	33.3003 KOps/s	32.9286 KOps/s	$\color{#35bf28}+1.13\%$
test_unbind_td	0.5315ms	40.3586μs	24.7779 KOps/s	25.1597 KOps/s	$\color{#d91a1a}-1.52\%$
test_split_pytree	62.1610μs	29.1465μs	34.3094 KOps/s	34.6611 KOps/s	$\color{#d91a1a}-1.01\%$
test_split_td	0.2302ms	39.5251μs	25.3004 KOps/s	26.4611 KOps/s	$\color{#d91a1a}-4.39\%$
test_add_pytree	57.8110μs	35.4490μs	28.2096 KOps/s	27.4191 KOps/s	$\color{#35bf28}+2.88\%$
test_add_td	0.2830ms	49.6785μs	20.1294 KOps/s	22.2418 KOps/s	$\textbf{\color{#d91a1a}-9.50\%}$
test_distributed	2.2417ms	79.1778μs	12.6298 KOps/s	13.0417 KOps/s	$\color{#d91a1a}-3.16\%$
test_tdmodule	0.1111ms	18.3121μs	54.6087 KOps/s	59.4035 KOps/s	$\textbf{\color{#d91a1a}-8.07\%}$
test_tdmodule_dispatch	0.2190ms	38.3405μs	26.0821 KOps/s	27.9452 KOps/s	$\textbf{\color{#d91a1a}-6.67\%}$
test_tdseq	37.4500μs	21.5347μs	46.4366 KOps/s	51.7146 KOps/s	$\textbf{\color{#d91a1a}-10.21\%}$
test_tdseq_dispatch	57.9810μs	41.0581μs	24.3557 KOps/s	27.0014 KOps/s	$\textbf{\color{#d91a1a}-9.80\%}$
test_instantiation_functorch	2.0773ms	1.6675ms	599.7152 Ops/s	600.9495 Ops/s	$\color{#d91a1a}-0.21\%$
test_instantiation_td	1.7682ms	1.1609ms	861.4230 Ops/s	860.0954 Ops/s	$\color{#35bf28}+0.15\%$
test_exec_functorch	0.1875ms	0.1586ms	6.3061 KOps/s	6.1911 KOps/s	$\color{#35bf28}+1.86\%$
test_exec_functional_call	0.2033ms	0.1582ms	6.3201 KOps/s	6.1247 KOps/s	$\color{#35bf28}+3.19\%$
test_exec_td	0.1835ms	0.1484ms	6.7393 KOps/s	6.3757 KOps/s	$\textbf{\color{#35bf28}+5.70\%}$
test_exec_td_decorator	0.6662ms	0.1883ms	5.3103 KOps/s	5.1753 KOps/s	$\color{#35bf28}+2.61\%$
test_vmap_mlp_speed[True-True]	1.0989ms	1.0342ms	966.9379 Ops/s	930.4919 Ops/s	$\color{#35bf28}+3.92\%$
test_vmap_mlp_speed[True-False]	0.6990ms	0.6204ms	1.6119 KOps/s	1.6499 KOps/s	$\color{#d91a1a}-2.30\%$
test_vmap_mlp_speed[False-True]	1.0773ms	0.9969ms	1.0031 KOps/s	1.0395 KOps/s	$\color{#d91a1a}-3.50\%$
test_vmap_mlp_speed[False-False]	0.6845ms	0.5667ms	1.7647 KOps/s	1.8595 KOps/s	$\textbf{\color{#d91a1a}-5.10\%}$
test_vmap_mlp_speed_decorator[True-True]	3.0578ms	2.3264ms	429.8401 Ops/s	440.2884 Ops/s	$\color{#d91a1a}-2.37\%$
test_vmap_mlp_speed_decorator[True-False]	1.0692ms	0.6744ms	1.4828 KOps/s	1.5446 KOps/s	$\color{#d91a1a}-4.00\%$
test_vmap_mlp_speed_decorator[False-True]	2.4509ms	1.9996ms	500.0896 Ops/s	525.4030 Ops/s	$\color{#d91a1a}-4.82\%$
test_vmap_mlp_speed_decorator[False-False]	1.0052ms	0.5487ms	1.8227 KOps/s	1.8010 KOps/s	$\color{#35bf28}+1.20\%$
test_vmap_transformer_speed[True-True]	12.1441ms	11.9823ms	83.4564 Ops/s	80.1954 Ops/s	$\color{#35bf28}+4.07\%$
test_vmap_transformer_speed[True-False]	8.0442ms	7.9737ms	125.4116 Ops/s	123.6434 Ops/s	$\color{#35bf28}+1.43\%$
test_vmap_transformer_speed[False-True]	12.1003ms	11.8587ms	84.3264 Ops/s	82.5907 Ops/s	$\color{#35bf28}+2.10\%$
test_vmap_transformer_speed[False-False]	7.9801ms	7.8721ms	127.0305 Ops/s	124.9602 Ops/s	$\color{#35bf28}+1.66\%$
test_vmap_transformer_speed_decorator[True-True]	0.1625s	78.5331ms	12.7335 Ops/s	13.9216 Ops/s	$\textbf{\color{#d91a1a}-8.53\%}$
test_vmap_transformer_speed_decorator[True-False]	21.0376ms	19.2577ms	51.9273 Ops/s	46.4354 Ops/s	$\textbf{\color{#35bf28}+11.83\%}$
test_vmap_transformer_speed_decorator[False-True]	65.9660ms	64.6518ms	15.4675 Ops/s	15.3501 Ops/s	$\color{#35bf28}+0.76\%$
test_vmap_transformer_speed_decorator[False-False]	20.6270ms	18.8222ms	53.1286 Ops/s	52.5101 Ops/s	$\color{#35bf28}+1.18\%$