[Feature] isfinite, isnan, isreal

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

Total Benchmarks: 144. Improved: $\large\color{#35bf28}23$. Worsened: $\large\color{#d91a1a}4$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	48.6610μs	17.0311μs	58.7161 KOps/s	58.7779 KOps/s	$\color{#d91a1a}-0.11\%$
test_plain_set_stack_nested	63.8890μs	16.8716μs	59.2711 KOps/s	58.4651 KOps/s	$\color{#35bf28}+1.38\%$
test_plain_set_nested_inplace	52.3380μs	19.2349μs	51.9887 KOps/s	51.3505 KOps/s	$\color{#35bf28}+1.24\%$
test_plain_set_stack_nested_inplace	51.7380μs	19.3119μs	51.7816 KOps/s	52.2317 KOps/s	$\color{#d91a1a}-0.86\%$
test_items	27.2110μs	2.6813μs	372.9483 KOps/s	381.1554 KOps/s	$\color{#d91a1a}-2.15\%$
test_items_nested	0.6451ms	0.2613ms	3.8268 KOps/s	3.8112 KOps/s	$\color{#35bf28}+0.41\%$
test_items_nested_locked	1.3287ms	0.2673ms	3.7408 KOps/s	3.7990 KOps/s	$\color{#d91a1a}-1.53\%$
test_items_nested_leaf	0.1545ms	75.9850μs	13.1605 KOps/s	12.9573 KOps/s	$\color{#35bf28}+1.57\%$
test_items_stack_nested	1.3084ms	0.2637ms	3.7920 KOps/s	3.7243 KOps/s	$\color{#35bf28}+1.82\%$
test_items_stack_nested_leaf	0.1765ms	77.6108μs	12.8848 KOps/s	12.8330 KOps/s	$\color{#35bf28}+0.40\%$
test_items_stack_nested_locked	0.6481ms	0.2669ms	3.7471 KOps/s	3.7696 KOps/s	$\color{#d91a1a}-0.60\%$
test_keys	39.7040μs	3.9978μs	250.1398 KOps/s	261.9994 KOps/s	$\color{#d91a1a}-4.53\%$
test_keys_nested	0.2325ms	0.1420ms	7.0439 KOps/s	7.2538 KOps/s	$\color{#d91a1a}-2.89\%$
test_keys_nested_locked	0.7745ms	0.1426ms	7.0150 KOps/s	6.9955 KOps/s	$\color{#35bf28}+0.28\%$
test_keys_nested_leaf	0.2379ms	0.1166ms	8.5756 KOps/s	8.4556 KOps/s	$\color{#35bf28}+1.42\%$
test_keys_stack_nested	0.2804ms	0.1380ms	7.2480 KOps/s	7.2539 KOps/s	$\color{#d91a1a}-0.08\%$
test_keys_stack_nested_leaf	0.1963ms	0.1164ms	8.5945 KOps/s	8.5402 KOps/s	$\color{#35bf28}+0.64\%$
test_keys_stack_nested_locked	0.2837ms	0.1423ms	7.0257 KOps/s	7.0299 KOps/s	$\color{#d91a1a}-0.06\%$
test_values	8.8648μs	1.0969μs	911.6447 KOps/s	853.7171 KOps/s	$\textbf{\color{#35bf28}+6.79\%}$
test_values_nested	0.1027ms	50.0029μs	19.9988 KOps/s	19.4923 KOps/s	$\color{#35bf28}+2.60\%$
test_values_nested_locked	95.3590μs	49.8475μs	20.0612 KOps/s	19.6988 KOps/s	$\color{#35bf28}+1.84\%$
test_values_nested_leaf	0.1051ms	45.4938μs	21.9810 KOps/s	21.5592 KOps/s	$\color{#35bf28}+1.96\%$
test_values_stack_nested	0.1220ms	50.2963μs	19.8822 KOps/s	19.3372 KOps/s	$\color{#35bf28}+2.82\%$
test_values_stack_nested_leaf	0.1021ms	45.0160μs	22.2143 KOps/s	21.5754 KOps/s	$\color{#35bf28}+2.96\%$
test_values_stack_nested_locked	0.1043ms	50.7901μs	19.6889 KOps/s	19.3681 KOps/s	$\color{#35bf28}+1.66\%$
test_membership	16.6010μs	1.3002μs	769.1295 KOps/s	747.2082 KOps/s	$\color{#35bf28}+2.93\%$
test_membership_nested	49.0820μs	3.3385μs	299.5347 KOps/s	296.0044 KOps/s	$\color{#35bf28}+1.19\%$
test_membership_nested_leaf	24.9270μs	3.3608μs	297.5517 KOps/s	296.3995 KOps/s	$\color{#35bf28}+0.39\%$
test_membership_stacked_nested	18.0740μs	3.3580μs	297.7945 KOps/s	289.5132 KOps/s	$\color{#35bf28}+2.86\%$
test_membership_stacked_nested_leaf	22.6130μs	3.3667μs	297.0241 KOps/s	274.1521 KOps/s	$\textbf{\color{#35bf28}+8.34\%}$
test_membership_nested_last	42.6100μs	4.1385μs	241.6336 KOps/s	241.6755 KOps/s	$\color{#d91a1a}-0.02\%$
test_membership_nested_leaf_last	21.2900μs	4.1274μs	242.2851 KOps/s	239.6705 KOps/s	$\color{#35bf28}+1.09\%$
test_membership_stacked_nested_last	28.1740μs	4.0882μs	244.6076 KOps/s	211.2584 KOps/s	$\textbf{\color{#35bf28}+15.79\%}$
test_membership_stacked_nested_leaf_last	52.3590μs	4.1976μs	238.2286 KOps/s	211.3614 KOps/s	$\textbf{\color{#35bf28}+12.71\%}$
test_nested_getleaf	51.6870μs	10.3820μs	96.3202 KOps/s	94.5560 KOps/s	$\color{#35bf28}+1.87\%$
test_nested_get	50.9660μs	9.8595μs	101.4246 KOps/s	99.2941 KOps/s	$\color{#35bf28}+2.15\%$
test_stacked_getleaf	41.0670μs	10.2482μs	97.5780 KOps/s	93.9447 KOps/s	$\color{#35bf28}+3.87\%$
test_stacked_get	53.8220μs	9.7955μs	102.0875 KOps/s	99.8142 KOps/s	$\color{#35bf28}+2.28\%$
test_nested_getitemleaf	54.0520μs	10.9444μs	91.3713 KOps/s	87.7545 KOps/s	$\color{#35bf28}+4.12\%$
test_nested_getitem	31.6190μs	10.0401μs	99.6010 KOps/s	97.4620 KOps/s	$\color{#35bf28}+2.19\%$
test_stacked_getitemleaf	54.9840μs	10.8104μs	92.5034 KOps/s	89.4098 KOps/s	$\color{#35bf28}+3.46\%$
test_stacked_getitem	46.9680μs	9.9556μs	100.4460 KOps/s	97.7666 KOps/s	$\color{#35bf28}+2.74\%$
test_lock_nested	53.5371ms	0.3862ms	2.5892 KOps/s	2.9508 KOps/s	$\textbf{\color{#d91a1a}-12.25\%}$
test_lock_stack_nested	0.5314ms	0.3042ms	3.2876 KOps/s	3.2108 KOps/s	$\color{#35bf28}+2.39\%$
test_unlock_nested	0.7507ms	0.3398ms	2.9427 KOps/s	2.8693 KOps/s	$\color{#35bf28}+2.56\%$
test_unlock_stack_nested	0.5579ms	0.3119ms	3.2059 KOps/s	3.1179 KOps/s	$\color{#35bf28}+2.82\%$
test_flatten_speed	0.2150ms	93.9011μs	10.6495 KOps/s	10.4415 KOps/s	$\color{#35bf28}+1.99\%$
test_unflatten_speed	0.7543ms	0.4090ms	2.4447 KOps/s	2.4529 KOps/s	$\color{#d91a1a}-0.33\%$
test_common_ops	3.3730ms	0.7037ms	1.4211 KOps/s	1.3549 KOps/s	$\color{#35bf28}+4.89\%$
test_creation	75.5420μs	1.8684μs	535.2221 KOps/s	526.1483 KOps/s	$\color{#35bf28}+1.72\%$
test_creation_empty	35.9980μs	10.3560μs	96.5627 KOps/s	91.6479 KOps/s	$\textbf{\color{#35bf28}+5.36\%}$
test_creation_nested_1	58.4800μs	13.1540μs	76.0224 KOps/s	74.0811 KOps/s	$\color{#35bf28}+2.62\%$
test_creation_nested_2	69.8110μs	16.2326μs	61.6043 KOps/s	60.1861 KOps/s	$\color{#35bf28}+2.36\%$
test_clone	62.3680μs	12.7898μs	78.1872 KOps/s	72.9238 KOps/s	$\textbf{\color{#35bf28}+7.22\%}$
test_getitem[int]	46.2070μs	11.1799μs	89.4463 KOps/s	86.5366 KOps/s	$\color{#35bf28}+3.36\%$
test_getitem[slice_int]	0.1253ms	23.1054μs	43.2800 KOps/s	42.9992 KOps/s	$\color{#35bf28}+0.65\%$
test_getitem[range]	79.6300μs	59.4320μs	16.8260 KOps/s	14.6193 KOps/s	$\textbf{\color{#35bf28}+15.09\%}$
test_getitem[tuple]	74.3900μs	18.6165μs	53.7158 KOps/s	51.9231 KOps/s	$\color{#35bf28}+3.45\%$
test_getitem[list]	0.1754ms	43.4475μs	23.0163 KOps/s	23.8338 KOps/s	$\color{#d91a1a}-3.43\%$
test_setitem_dim[int]	72.7770μs	35.6559μs	28.0459 KOps/s	26.9667 KOps/s	$\color{#35bf28}+4.00\%$
test_setitem_dim[slice_int]	0.1210ms	61.8902μs	16.1576 KOps/s	15.2962 KOps/s	$\textbf{\color{#35bf28}+5.63\%}$
test_setitem_dim[range]	0.1439ms	86.5126μs	11.5590 KOps/s	11.6808 KOps/s	$\color{#d91a1a}-1.04\%$
test_setitem_dim[tuple]	81.7540μs	50.1620μs	19.9354 KOps/s	18.7416 KOps/s	$\textbf{\color{#35bf28}+6.37\%}$
test_setitem	50.9250μs	19.5021μs	51.2765 KOps/s	48.7086 KOps/s	$\textbf{\color{#35bf28}+5.27\%}$
test_set	85.1600μs	19.0165μs	52.5858 KOps/s	49.8422 KOps/s	$\textbf{\color{#35bf28}+5.50\%}$
test_set_shared	4.2664ms	0.1423ms	7.0266 KOps/s	6.8636 KOps/s	$\color{#35bf28}+2.37\%$
test_update	0.1046ms	21.6956μs	46.0923 KOps/s	43.5196 KOps/s	$\textbf{\color{#35bf28}+5.91\%}$
test_update_nested	71.6140μs	31.0756μs	32.1796 KOps/s	31.6844 KOps/s	$\color{#35bf28}+1.56\%$
test_update__nested	73.8190μs	24.6510μs	40.5663 KOps/s	39.6903 KOps/s	$\color{#35bf28}+2.21\%$
test_set_nested	0.1006ms	20.8010μs	48.0746 KOps/s	45.7102 KOps/s	$\textbf{\color{#35bf28}+5.17\%}$
test_set_nested_new	0.1144ms	25.3581μs	39.4351 KOps/s	37.9260 KOps/s	$\color{#35bf28}+3.98\%$
test_select	0.1103ms	39.2029μs	25.5083 KOps/s	24.1212 KOps/s	$\textbf{\color{#35bf28}+5.75\%}$
test_select_nested	0.1344ms	59.5135μs	16.8029 KOps/s	16.6949 KOps/s	$\color{#35bf28}+0.65\%$
test_exclude_nested	0.1722ms	0.1178ms	8.4893 KOps/s	8.3227 KOps/s	$\color{#35bf28}+2.00\%$
test_empty[True]	0.5280ms	0.3943ms	2.5363 KOps/s	2.5604 KOps/s	$\color{#d91a1a}-0.94\%$
test_empty[False]	9.3296μs	1.1377μs	878.9846 KOps/s	866.4650 KOps/s	$\color{#35bf28}+1.44\%$
test_unbind_speed	1.4896ms	0.2514ms	3.9783 KOps/s	3.9319 KOps/s	$\color{#35bf28}+1.18\%$
test_unbind_speed_stack0	0.5250ms	0.2467ms	4.0533 KOps/s	3.9284 KOps/s	$\color{#35bf28}+3.18\%$
test_unbind_speed_stack1	65.9413ms	0.7173ms	1.3941 KOps/s	1.3690 KOps/s	$\color{#35bf28}+1.83\%$
test_split	67.3989ms	1.5683ms	637.6387 Ops/s	628.1218 Ops/s	$\color{#35bf28}+1.52\%$
test_chunk	67.7845ms	1.5684ms	637.5819 Ops/s	628.7403 Ops/s	$\color{#35bf28}+1.41\%$
test_creation[device0]	0.1639ms	83.4716μs	11.9801 KOps/s	12.0420 KOps/s	$\color{#d91a1a}-0.51\%$
test_creation_from_tensor	0.1702ms	83.8968μs	11.9194 KOps/s	11.5215 KOps/s	$\color{#35bf28}+3.45\%$
test_add_one[memmap_tensor0]	68.3090μs	5.4457μs	183.6319 KOps/s	170.6813 KOps/s	$\textbf{\color{#35bf28}+7.59\%}$
test_contiguous[memmap_tensor0]	8.8570μs	0.6589μs	1.5176 MOps/s	1.5891 MOps/s	$\color{#d91a1a}-4.50\%$
test_stack[memmap_tensor0]	22.1720μs	3.5729μs	279.8821 KOps/s	270.9593 KOps/s	$\color{#35bf28}+3.29\%$
test_memmaptd_index	0.8978ms	0.2489ms	4.0176 KOps/s	3.9094 KOps/s	$\color{#35bf28}+2.77\%$
test_memmaptd_index_astensor	0.7133ms	0.3221ms	3.1049 KOps/s	3.0138 KOps/s	$\color{#35bf28}+3.02\%$
test_memmaptd_index_op	1.2366ms	0.6010ms	1.6639 KOps/s	1.5996 KOps/s	$\color{#35bf28}+4.02\%$
test_serialize_model	0.1787s	0.1163s	8.6020 Ops/s	8.3653 Ops/s	$\color{#35bf28}+2.83\%$
test_serialize_model_pickle	0.4591s	0.3756s	2.6623 Ops/s	2.6299 Ops/s	$\color{#35bf28}+1.23\%$
test_serialize_weights	0.1805s	0.1136s	8.8060 Ops/s	9.2686 Ops/s	$\color{#d91a1a}-4.99\%$
test_serialize_weights_returnearly	0.1890s	0.1366s	7.3196 Ops/s	7.1652 Ops/s	$\color{#35bf28}+2.16\%$
test_serialize_weights_pickle	0.7540s	0.5083s	1.9674 Ops/s	2.5043 Ops/s	$\textbf{\color{#d91a1a}-21.44\%}$
test_serialize_weights_filesystem	0.1661s	0.1037s	9.6450 Ops/s	10.3347 Ops/s	$\textbf{\color{#d91a1a}-6.67\%}$
test_serialize_model_filesystem	0.1015s	95.4289ms	10.4790 Ops/s	9.3008 Ops/s	$\textbf{\color{#35bf28}+12.67\%}$
test_reshape_pytree	64.7220μs	25.6917μs	38.9230 KOps/s	39.1068 KOps/s	$\color{#d91a1a}-0.47\%$
test_reshape_td	74.7310μs	33.9057μs	29.4936 KOps/s	29.1652 KOps/s	$\color{#35bf28}+1.13\%$
test_view_pytree	66.5460μs	26.0595μs	38.3737 KOps/s	38.9884 KOps/s	$\color{#d91a1a}-1.58\%$
test_view_td	81.1320μs	38.7062μs	25.8357 KOps/s	26.1625 KOps/s	$\color{#d91a1a}-1.25\%$
test_unbind_pytree	62.7180μs	29.0960μs	34.3689 KOps/s	33.6092 KOps/s	$\color{#35bf28}+2.26\%$
test_unbind_td	0.3728ms	36.9646μs	27.0529 KOps/s	26.5094 KOps/s	$\color{#35bf28}+2.05\%$
test_split_pytree	72.0660μs	29.5704μs	33.8176 KOps/s	34.1338 KOps/s	$\color{#d91a1a}-0.93\%$
test_split_td	0.4814ms	40.4453μs	24.7248 KOps/s	24.8920 KOps/s	$\color{#d91a1a}-0.67\%$
test_add_pytree	96.5610μs	34.9679μs	28.5977 KOps/s	27.9370 KOps/s	$\color{#35bf28}+2.37\%$
test_add_td	0.1036ms	56.1724μs	17.8023 KOps/s	15.3725 KOps/s	$\textbf{\color{#35bf28}+15.81\%}$
test_distributed	0.1880ms	99.4981μs	10.0504 KOps/s	9.6278 KOps/s	$\color{#35bf28}+4.39\%$
test_tdmodule	64.1110μs	17.9250μs	55.7879 KOps/s	56.1525 KOps/s	$\color{#d91a1a}-0.65\%$
test_tdmodule_dispatch	63.1990μs	34.6276μs	28.8787 KOps/s	28.0085 KOps/s	$\color{#35bf28}+3.11\%$
test_tdseq	37.4810μs	20.5198μs	48.7333 KOps/s	47.1379 KOps/s	$\color{#35bf28}+3.38\%$
test_tdseq_dispatch	62.8080μs	40.0863μs	24.9462 KOps/s	24.4114 KOps/s	$\color{#35bf28}+2.19\%$
test_instantiation_functorch	1.9846ms	1.2939ms	772.8511 Ops/s	751.9698 Ops/s	$\color{#35bf28}+2.78\%$
test_instantiation_td	1.8913ms	1.0095ms	990.5604 Ops/s	981.2611 Ops/s	$\color{#35bf28}+0.95\%$
test_exec_functorch	0.2317ms	0.1603ms	6.2369 KOps/s	6.1197 KOps/s	$\color{#35bf28}+1.91\%$
test_exec_functional_call	0.3007ms	0.1529ms	6.5409 KOps/s	6.5507 KOps/s	$\color{#d91a1a}-0.15\%$
test_exec_td	0.2514ms	0.1457ms	6.8616 KOps/s	6.7673 KOps/s	$\color{#35bf28}+1.39\%$
test_exec_td_decorator	0.5280ms	0.2236ms	4.4724 KOps/s	4.2357 KOps/s	$\textbf{\color{#35bf28}+5.59\%}$
test_vmap_mlp_speed[True-True]	0.6566ms	0.4814ms	2.0772 KOps/s	1.9817 KOps/s	$\color{#35bf28}+4.82\%$
test_vmap_mlp_speed[True-False]	0.7553ms	0.4804ms	2.0817 KOps/s	2.0096 KOps/s	$\color{#35bf28}+3.59\%$
test_vmap_mlp_speed[False-True]	0.7066ms	0.3912ms	2.5560 KOps/s	2.4667 KOps/s	$\color{#35bf28}+3.62\%$
test_vmap_mlp_speed[False-False]	0.7150ms	0.3913ms	2.5559 KOps/s	2.4649 KOps/s	$\color{#35bf28}+3.69\%$
test_vmap_mlp_speed_decorator[True-True]	1.1784ms	0.5518ms	1.8124 KOps/s	1.7543 KOps/s	$\color{#35bf28}+3.31\%$
test_vmap_mlp_speed_decorator[True-False]	0.7559ms	0.5499ms	1.8184 KOps/s	1.7552 KOps/s	$\color{#35bf28}+3.60\%$
test_vmap_mlp_speed_decorator[False-True]	0.9327ms	0.4681ms	2.1364 KOps/s	2.1415 KOps/s	$\color{#d91a1a}-0.24\%$
test_vmap_mlp_speed_decorator[False-False]	0.7219ms	0.4519ms	2.2128 KOps/s	2.1420 KOps/s	$\color{#35bf28}+3.30\%$
test_to_module_speed[True]	1.7845ms	1.6837ms	593.9285 Ops/s	591.5736 Ops/s	$\color{#35bf28}+0.40\%$
test_to_module_speed[False]	73.4108ms	1.8065ms	553.5414 Ops/s	598.2313 Ops/s	$\textbf{\color{#d91a1a}-7.47\%}$
test_tc_init	56.3260μs	28.9522μs	34.5396 KOps/s	33.3328 KOps/s	$\color{#35bf28}+3.62\%$
test_tc_init_nested	0.2950ms	61.9870μs	16.1324 KOps/s	16.3872 KOps/s	$\color{#d91a1a}-1.55\%$
test_tc_first_layer_tensor	4.4238μs	0.6547μs	1.5274 MOps/s	1.3886 MOps/s	$\textbf{\color{#35bf28}+9.99\%}$
test_tc_first_layer_nontensor	1.8425μs	0.6571μs	1.5219 MOps/s	1.4058 MOps/s	$\textbf{\color{#35bf28}+8.26\%}$
test_tc_second_layer_tensor	15.9190μs	1.7999μs	555.5817 KOps/s	536.2918 KOps/s	$\color{#35bf28}+3.60\%$
test_tc_second_layer_nontensor	9.5390μs	1.4950μs	668.8794 KOps/s	591.0397 KOps/s	$\textbf{\color{#35bf28}+13.17\%}$
test_unbind	81.9796ms	6.4618ms	154.7559 Ops/s	119.1458 Ops/s	$\textbf{\color{#35bf28}+29.89\%}$
test_full_like	16.7082ms	11.1019ms	90.0750 Ops/s	81.3076 Ops/s	$\textbf{\color{#35bf28}+10.78\%}$
test_zeros_like	11.8589ms	6.1032ms	163.8482 Ops/s	169.4897 Ops/s	$\color{#d91a1a}-3.33\%$
test_ones_like	14.7536ms	6.3519ms	157.4344 Ops/s	153.9457 Ops/s	$\color{#35bf28}+2.27\%$
test_clone	14.9932ms	8.1656ms	122.4644 Ops/s	119.1169 Ops/s	$\color{#35bf28}+2.81\%$
test_squeeze	62.4580μs	13.7181μs	72.8963 KOps/s	72.0764 KOps/s	$\color{#35bf28}+1.14\%$
test_unsqueeze	0.1056ms	58.5993μs	17.0650 KOps/s	16.7967 KOps/s	$\color{#35bf28}+1.60\%$
test_split	0.1818ms	0.1112ms	8.9905 KOps/s	8.7989 KOps/s	$\color{#35bf28}+2.18\%$
test_permute	0.2673ms	0.1251ms	7.9921 KOps/s	7.8419 KOps/s	$\color{#35bf28}+1.92\%$
test_stack	31.6435ms	24.9571ms	40.0688 Ops/s	41.4781 Ops/s	$\color{#d91a1a}-3.40\%$
test_cat	32.5874ms	23.9787ms	41.7037 Ops/s	41.9609 Ops/s	$\color{#d91a1a}-0.61\%$

[github-actions]

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

Total Benchmarks: 152. Improved: $\large\color{#35bf28}11$. Worsened: $\large\color{#d91a1a}26$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	89.1560μs	13.6089μs	73.4814 KOps/s	81.0840 KOps/s	$\textbf{\color{#d91a1a}-9.38\%}$
test_plain_set_stack_nested	29.6820μs	13.7858μs	72.5382 KOps/s	79.5744 KOps/s	$\textbf{\color{#d91a1a}-8.84\%}$
test_plain_set_nested_inplace	38.0320μs	14.9142μs	67.0501 KOps/s	72.8772 KOps/s	$\textbf{\color{#d91a1a}-8.00\%}$
test_plain_set_stack_nested_inplace	34.5320μs	15.1664μs	65.9353 KOps/s	72.2722 KOps/s	$\textbf{\color{#d91a1a}-8.77\%}$
test_items	20.1010μs	4.6904μs	213.2031 KOps/s	209.1590 KOps/s	$\color{#35bf28}+1.93\%$
test_items_nested	0.3849ms	0.3321ms	3.0110 KOps/s	2.9956 KOps/s	$\color{#35bf28}+0.51\%$
test_items_nested_locked	0.3684ms	0.3324ms	3.0082 KOps/s	2.9747 KOps/s	$\color{#35bf28}+1.13\%$
test_items_nested_leaf	0.1044ms	82.6199μs	12.1036 KOps/s	12.1354 KOps/s	$\color{#d91a1a}-0.26\%$
test_items_stack_nested	0.3704ms	0.3348ms	2.9867 KOps/s	2.9540 KOps/s	$\color{#35bf28}+1.11\%$
test_items_stack_nested_leaf	0.1014ms	84.6548μs	11.8127 KOps/s	12.1003 KOps/s	$\color{#d91a1a}-2.38\%$
test_items_stack_nested_locked	0.3796ms	0.3346ms	2.9888 KOps/s	2.9894 KOps/s	$\color{#d91a1a}-0.02\%$
test_keys	18.9510μs	4.3819μs	228.2132 KOps/s	229.8667 KOps/s	$\color{#d91a1a}-0.72\%$
test_keys_nested	90.0160μs	66.4307μs	15.0533 KOps/s	14.9295 KOps/s	$\color{#35bf28}+0.83\%$
test_keys_nested_locked	2.2581ms	71.5098μs	13.9841 KOps/s	13.9121 KOps/s	$\color{#35bf28}+0.52\%$
test_keys_nested_leaf	76.9540μs	57.1897μs	17.4857 KOps/s	17.4348 KOps/s	$\color{#35bf28}+0.29\%$
test_keys_stack_nested	93.9650μs	66.4606μs	15.0465 KOps/s	15.0196 KOps/s	$\color{#35bf28}+0.18\%$
test_keys_stack_nested_leaf	85.4750μs	57.1231μs	17.5060 KOps/s	17.5052 KOps/s	$+0.01\%$
test_keys_stack_nested_locked	95.8870μs	71.6914μs	13.9487 KOps/s	14.1072 KOps/s	$\color{#d91a1a}-1.12\%$
test_values	7.0373μs	1.8121μs	551.8539 KOps/s	551.4764 KOps/s	$\color{#35bf28}+0.07\%$
test_values_nested	52.0340μs	35.6302μs	28.0661 KOps/s	28.5009 KOps/s	$\color{#d91a1a}-1.53\%$
test_values_nested_locked	52.5030μs	37.1594μs	26.9111 KOps/s	26.7105 KOps/s	$\color{#35bf28}+0.75\%$
test_values_nested_leaf	54.5730μs	31.6593μs	31.5863 KOps/s	31.9009 KOps/s	$\color{#d91a1a}-0.99\%$
test_values_stack_nested	54.2530μs	36.1997μs	27.6246 KOps/s	27.8226 KOps/s	$\color{#d91a1a}-0.71\%$
test_values_stack_nested_leaf	49.8530μs	32.0999μs	31.1527 KOps/s	31.2806 KOps/s	$\color{#d91a1a}-0.41\%$
test_values_stack_nested_locked	59.4240μs	37.8934μs	26.3898 KOps/s	26.3491 KOps/s	$\color{#35bf28}+0.15\%$
test_membership	3.7701μs	0.7328μs	1.3646 MOps/s	1.3908 MOps/s	$\color{#d91a1a}-1.88\%$
test_membership_nested	18.8910μs	2.5597μs	390.6775 KOps/s	393.6767 KOps/s	$\color{#d91a1a}-0.76\%$
test_membership_nested_leaf	18.6110μs	2.5913μs	385.9018 KOps/s	390.3211 KOps/s	$\color{#d91a1a}-1.13\%$
test_membership_stacked_nested	19.3320μs	2.5527μs	391.7384 KOps/s	392.4667 KOps/s	$\color{#d91a1a}-0.19\%$
test_membership_stacked_nested_leaf	19.7320μs	2.5741μs	388.4871 KOps/s	392.9096 KOps/s	$\color{#d91a1a}-1.13\%$
test_membership_nested_last	16.9610μs	3.1136μs	321.1684 KOps/s	323.2986 KOps/s	$\color{#d91a1a}-0.66\%$
test_membership_nested_leaf_last	20.4510μs	3.0991μs	322.6746 KOps/s	326.5475 KOps/s	$\color{#d91a1a}-1.19\%$
test_membership_stacked_nested_last	21.7110μs	3.1203μs	320.4825 KOps/s	161.8014 KOps/s	$\textbf{\color{#35bf28}+98.07\%}$
test_membership_stacked_nested_leaf_last	22.8510μs	3.0862μs	324.0240 KOps/s	161.9297 KOps/s	$\textbf{\color{#35bf28}+100.10\%}$
test_nested_getleaf	32.1020μs	8.3645μs	119.5526 KOps/s	118.4097 KOps/s	$\color{#35bf28}+0.97\%$
test_nested_get	28.0910μs	7.8670μs	127.1134 KOps/s	127.3764 KOps/s	$\color{#d91a1a}-0.21\%$
test_stacked_getleaf	24.0820μs	8.4245μs	118.7019 KOps/s	118.6877 KOps/s	$\color{#35bf28}+0.01\%$
test_stacked_get	27.8520μs	7.8792μs	126.9168 KOps/s	126.7126 KOps/s	$\color{#35bf28}+0.16\%$
test_nested_getitemleaf	24.2920μs	8.5219μs	117.3442 KOps/s	116.0052 KOps/s	$\color{#35bf28}+1.15\%$
test_nested_getitem	23.8710μs	7.9943μs	125.0893 KOps/s	124.3628 KOps/s	$\color{#35bf28}+0.58\%$
test_stacked_getitemleaf	31.1520μs	8.6015μs	116.2589 KOps/s	116.1665 KOps/s	$\color{#35bf28}+0.08\%$
test_stacked_getitem	23.4320μs	8.0558μs	124.1346 KOps/s	123.9143 KOps/s	$\color{#35bf28}+0.18\%$
test_lock_nested	59.9783ms	0.3996ms	2.5026 KOps/s	2.5001 KOps/s	$\color{#35bf28}+0.10\%$
test_lock_stack_nested	0.3265ms	0.2949ms	3.3911 KOps/s	3.3805 KOps/s	$\color{#35bf28}+0.31\%$
test_unlock_nested	61.4732ms	0.4026ms	2.4837 KOps/s	2.4792 KOps/s	$\color{#35bf28}+0.18\%$
test_unlock_stack_nested	0.3369ms	0.3043ms	3.2860 KOps/s	3.2919 KOps/s	$\color{#d91a1a}-0.18\%$
test_flatten_speed	0.3246ms	0.1029ms	9.7196 KOps/s	9.8817 KOps/s	$\color{#d91a1a}-1.64\%$
test_unflatten_speed	0.3241ms	0.2903ms	3.4442 KOps/s	3.4933 KOps/s	$\color{#d91a1a}-1.41\%$
test_common_ops	1.0580ms	0.6071ms	1.6471 KOps/s	1.7331 KOps/s	$\color{#d91a1a}-4.96\%$
test_creation	20.8210μs	1.6091μs	621.4464 KOps/s	609.6306 KOps/s	$\color{#35bf28}+1.94\%$
test_creation_empty	25.0520μs	10.4234μs	95.9377 KOps/s	128.6695 KOps/s	$\textbf{\color{#d91a1a}-25.44\%}$
test_creation_nested_1	32.2920μs	12.2170μs	81.8531 KOps/s	104.6673 KOps/s	$\textbf{\color{#d91a1a}-21.80\%}$
test_creation_nested_2	34.5320μs	14.4259μs	69.3196 KOps/s	84.8905 KOps/s	$\textbf{\color{#d91a1a}-18.34\%}$
test_clone	88.5760μs	11.5785μs	86.3667 KOps/s	83.7819 KOps/s	$\color{#35bf28}+3.09\%$
test_getitem[int]	26.6010μs	10.6253μs	94.1149 KOps/s	93.1921 KOps/s	$\color{#35bf28}+0.99\%$
test_getitem[slice_int]	46.1020μs	20.3247μs	49.2011 KOps/s	47.7140 KOps/s	$\color{#35bf28}+3.12\%$
test_getitem[range]	62.6740μs	46.6110μs	21.4542 KOps/s	21.6870 KOps/s	$\color{#d91a1a}-1.07\%$
test_getitem[tuple]	42.2030μs	18.2221μs	54.8784 KOps/s	53.3428 KOps/s	$\color{#35bf28}+2.88\%$
test_getitem[list]	0.1479ms	32.8200μs	30.4693 KOps/s	29.6940 KOps/s	$\color{#35bf28}+2.61\%$
test_setitem_dim[int]	47.9930μs	30.9972μs	32.2610 KOps/s	36.0811 KOps/s	$\textbf{\color{#d91a1a}-10.59\%}$
test_setitem_dim[slice_int]	70.6140μs	51.6686μs	19.3541 KOps/s	20.5066 KOps/s	$\textbf{\color{#d91a1a}-5.62\%}$
test_setitem_dim[range]	86.8850μs	68.0071μs	14.7044 KOps/s	15.1854 KOps/s	$\color{#d91a1a}-3.17\%$
test_setitem_dim[tuple]	76.3250μs	45.3148μs	22.0678 KOps/s	23.5600 KOps/s	$\textbf{\color{#d91a1a}-6.33\%}$
test_setitem	52.1430μs	17.4536μs	57.2949 KOps/s	60.9935 KOps/s	$\textbf{\color{#d91a1a}-6.06\%}$
test_set	45.8030μs	16.7872μs	59.5694 KOps/s	63.7317 KOps/s	$\textbf{\color{#d91a1a}-6.53\%}$
test_set_shared	1.5239ms	97.9368μs	10.2107 KOps/s	9.3159 KOps/s	$\textbf{\color{#35bf28}+9.60\%}$
test_update	67.7040μs	20.5409μs	48.6834 KOps/s	56.3205 KOps/s	$\textbf{\color{#d91a1a}-13.56\%}$
test_update_nested	72.5340μs	25.9737μs	38.5005 KOps/s	43.5279 KOps/s	$\textbf{\color{#d91a1a}-11.55\%}$
test_update__nested	52.6530μs	21.9698μs	45.5170 KOps/s	44.9216 KOps/s	$\color{#35bf28}+1.33\%$
test_set_nested	62.6150μs	17.8759μs	55.9414 KOps/s	59.0603 KOps/s	$\textbf{\color{#d91a1a}-5.28\%}$
test_set_nested_new	59.2940μs	20.9385μs	47.7590 KOps/s	51.1451 KOps/s	$\textbf{\color{#d91a1a}-6.62\%}$
test_select	63.5240μs	34.3755μs	29.0905 KOps/s	31.3760 KOps/s	$\textbf{\color{#d91a1a}-7.28\%}$
test_select_nested	84.9350μs	55.2493μs	18.0998 KOps/s	18.1062 KOps/s	$\color{#d91a1a}-0.04\%$
test_exclude_nested	0.1525ms	0.1104ms	9.0611 KOps/s	9.1904 KOps/s	$\color{#d91a1a}-1.41\%$
test_empty[True]	0.3654ms	0.3431ms	2.9147 KOps/s	2.9279 KOps/s	$\color{#d91a1a}-0.45\%$
test_empty[False]	2.4432μs	0.9183μs	1.0890 MOps/s	1.0691 MOps/s	$\color{#35bf28}+1.87\%$
test_to	0.1013ms	77.5726μs	12.8912 KOps/s	13.2435 KOps/s	$\color{#d91a1a}-2.66\%$
test_to_nonblocking	89.0350μs	61.0740μs	16.3736 KOps/s	15.6664 KOps/s	$\color{#35bf28}+4.51\%$
test_unbind_speed	1.7655ms	0.2601ms	3.8444 KOps/s	3.8280 KOps/s	$\color{#35bf28}+0.43\%$
test_unbind_speed_stack0	0.3114ms	0.2613ms	3.8277 KOps/s	3.8204 KOps/s	$\color{#35bf28}+0.19\%$
test_unbind_speed_stack1	76.7897ms	0.8032ms	1.2451 KOps/s	1.1690 KOps/s	$\textbf{\color{#35bf28}+6.51\%}$
test_split	77.2836ms	1.6633ms	601.2022 Ops/s	632.4772 Ops/s	$\color{#d91a1a}-4.94\%$
test_chunk	77.7161ms	1.6568ms	603.5892 Ops/s	588.4782 Ops/s	$\color{#35bf28}+2.57\%$
test_creation[device0]	0.1298ms	57.5175μs	17.3860 KOps/s	17.2701 KOps/s	$\color{#35bf28}+0.67\%$
test_creation_from_tensor	0.1309ms	54.1210μs	18.4771 KOps/s	18.3370 KOps/s	$\color{#35bf28}+0.76\%$
test_add_one[memmap_tensor0]	57.5930μs	6.9860μs	143.1439 KOps/s	146.4005 KOps/s	$\color{#d91a1a}-2.22\%$
test_contiguous[memmap_tensor0]	13.4700μs	0.6628μs	1.5087 MOps/s	1.4984 MOps/s	$\color{#35bf28}+0.69\%$
test_stack[memmap_tensor0]	43.8930μs	4.7298μs	211.4260 KOps/s	210.8152 KOps/s	$\color{#35bf28}+0.29\%$
test_memmaptd_index	1.1302ms	0.2868ms	3.4868 KOps/s	3.5046 KOps/s	$\color{#d91a1a}-0.51\%$
test_memmaptd_index_astensor	0.6582ms	0.3555ms	2.8126 KOps/s	2.8368 KOps/s	$\color{#d91a1a}-0.85\%$
test_memmaptd_index_op	1.2737ms	0.6850ms	1.4600 KOps/s	1.5561 KOps/s	$\textbf{\color{#d91a1a}-6.18\%}$
test_serialize_model	0.1867s	0.1110s	9.0092 Ops/s	8.5587 Ops/s	$\textbf{\color{#35bf28}+5.26\%}$
test_serialize_model_pickle	1.3547s	1.2368s	0.8085 Ops/s	0.8082 Ops/s	$\color{#35bf28}+0.03\%$
test_serialize_weights	0.1834s	0.1087s	9.1987 Ops/s	8.7617 Ops/s	$\color{#35bf28}+4.99\%$
test_serialize_weights_returnearly	0.3143s	0.1063s	9.4097 Ops/s	10.6608 Ops/s	$\textbf{\color{#d91a1a}-11.74\%}$
test_serialize_weights_pickle	1.3512s	1.2483s	0.8011 Ops/s	0.8010 Ops/s	$+0.01\%$
test_reshape_pytree	58.3630μs	26.3559μs	37.9422 KOps/s	39.1253 KOps/s	$\color{#d91a1a}-3.02\%$
test_reshape_td	0.2468ms	31.5457μs	31.7001 KOps/s	32.6892 KOps/s	$\color{#d91a1a}-3.03\%$
test_view_pytree	50.1530μs	25.7653μs	38.8119 KOps/s	39.5696 KOps/s	$\color{#d91a1a}-1.91\%$
test_view_td	0.2477ms	35.7918μs	27.9394 KOps/s	28.7575 KOps/s	$\color{#d91a1a}-2.84\%$
test_unbind_pytree	60.9940μs	31.7452μs	31.5008 KOps/s	31.3762 KOps/s	$\color{#35bf28}+0.40\%$
test_unbind_td	0.4734ms	41.0735μs	24.3466 KOps/s	25.0926 KOps/s	$\color{#d91a1a}-2.97\%$
test_split_pytree	0.1750ms	35.4407μs	28.2161 KOps/s	30.0618 KOps/s	$\textbf{\color{#d91a1a}-6.14\%}$
test_split_td	0.2533ms	40.3395μs	24.7896 KOps/s	25.4928 KOps/s	$\color{#d91a1a}-2.76\%$
test_add_pytree	66.3140μs	37.5061μs	26.6623 KOps/s	27.0342 KOps/s	$\color{#d91a1a}-1.38\%$
test_add_td	0.2690ms	52.9074μs	18.9010 KOps/s	21.5958 KOps/s	$\textbf{\color{#d91a1a}-12.48\%}$
test_distributed	2.7256ms	77.4117μs	12.9179 KOps/s	11.1184 KOps/s	$\textbf{\color{#35bf28}+16.19\%}$
test_tdmodule	30.5430μs	15.4661μs	64.6575 KOps/s	67.2938 KOps/s	$\color{#d91a1a}-3.92\%$
test_tdmodule_dispatch	61.9640μs	30.6974μs	32.5761 KOps/s	34.4364 KOps/s	$\textbf{\color{#d91a1a}-5.40\%}$
test_tdseq	34.1820μs	17.6292μs	56.7242 KOps/s	61.7728 KOps/s	$\textbf{\color{#d91a1a}-8.17\%}$
test_tdseq_dispatch	54.1430μs	34.4202μs	29.0527 KOps/s	32.1112 KOps/s	$\textbf{\color{#d91a1a}-9.52\%}$
test_instantiation_functorch	1.6070ms	1.5192ms	658.2244 Ops/s	655.4882 Ops/s	$\color{#35bf28}+0.42\%$
test_instantiation_td	1.5687ms	1.0457ms	956.3243 Ops/s	883.1898 Ops/s	$\textbf{\color{#35bf28}+8.28\%}$
test_exec_functorch	0.1833ms	0.1503ms	6.6525 KOps/s	6.4655 KOps/s	$\color{#35bf28}+2.89\%$
test_exec_functional_call	0.1841ms	0.1416ms	7.0602 KOps/s	6.9080 KOps/s	$\color{#35bf28}+2.20\%$
test_exec_td	0.1718ms	0.1403ms	7.1256 KOps/s	6.9707 KOps/s	$\color{#35bf28}+2.22\%$
test_exec_td_decorator	0.6882ms	0.2110ms	4.7404 KOps/s	4.6859 KOps/s	$\color{#35bf28}+1.16\%$
test_vmap_mlp_speed[True-True]	0.8113ms	0.5837ms	1.7132 KOps/s	1.5230 KOps/s	$\textbf{\color{#35bf28}+12.49\%}$
test_vmap_mlp_speed[True-False]	0.6229ms	0.5806ms	1.7224 KOps/s	1.6681 KOps/s	$\color{#35bf28}+3.26\%$
test_vmap_mlp_speed[False-True]	0.5575ms	0.5090ms	1.9646 KOps/s	1.8965 KOps/s	$\color{#35bf28}+3.59\%$
test_vmap_mlp_speed[False-False]	0.5567ms	0.5083ms	1.9672 KOps/s	1.9315 KOps/s	$\color{#35bf28}+1.85\%$
test_vmap_mlp_speed_decorator[True-True]	0.7642ms	0.6518ms	1.5342 KOps/s	1.5327 KOps/s	$\color{#35bf28}+0.10\%$
test_vmap_mlp_speed_decorator[True-False]	0.8095ms	0.6512ms	1.5356 KOps/s	1.5361 KOps/s	$\color{#d91a1a}-0.03\%$
test_vmap_mlp_speed_decorator[False-True]	0.6980ms	0.5727ms	1.7462 KOps/s	1.7303 KOps/s	$\color{#35bf28}+0.91\%$
test_vmap_mlp_speed_decorator[False-False]	0.6973ms	0.5723ms	1.7474 KOps/s	1.7021 KOps/s	$\color{#35bf28}+2.66\%$
test_vmap_transformer_speed[True-True]	7.8435ms	7.6326ms	131.0178 Ops/s	128.1716 Ops/s	$\color{#35bf28}+2.22\%$
test_vmap_transformer_speed[True-False]	8.1346ms	7.6191ms	131.2489 Ops/s	128.6306 Ops/s	$\color{#35bf28}+2.04\%$
test_vmap_transformer_speed[False-True]	7.7792ms	7.5633ms	132.2181 Ops/s	129.2206 Ops/s	$\color{#35bf28}+2.32\%$
test_vmap_transformer_speed[False-False]	7.7024ms	7.5321ms	132.7645 Ops/s	130.3366 Ops/s	$\color{#35bf28}+1.86\%$
test_vmap_transformer_speed_decorator[True-True]	19.4242ms	18.5984ms	53.7680 Ops/s	53.0899 Ops/s	$\color{#35bf28}+1.28\%$
test_vmap_transformer_speed_decorator[True-False]	18.8239ms	18.5368ms	53.9468 Ops/s	53.1150 Ops/s	$\color{#35bf28}+1.57\%$
test_vmap_transformer_speed_decorator[False-True]	18.7148ms	18.4298ms	54.2600 Ops/s	53.4323 Ops/s	$\color{#35bf28}+1.55\%$
test_vmap_transformer_speed_decorator[False-False]	18.7723ms	18.4264ms	54.2701 Ops/s	53.3780 Ops/s	$\color{#35bf28}+1.67\%$
test_to_module_speed[True]	2.9169ms	1.5416ms	648.6960 Ops/s	651.3503 Ops/s	$\color{#d91a1a}-0.41\%$
test_to_module_speed[False]	1.9867ms	1.5060ms	664.0155 Ops/s	656.0729 Ops/s	$\color{#35bf28}+1.21\%$
test_tc_init	53.7530μs	29.2225μs	34.2203 KOps/s	43.7067 KOps/s	$\textbf{\color{#d91a1a}-21.70\%}$
test_tc_init_nested	90.9250μs	63.5446μs	15.7370 KOps/s	21.4004 KOps/s	$\textbf{\color{#d91a1a}-26.46\%}$
test_tc_first_layer_tensor	0.8690μs	0.3561μs	2.8083 MOps/s	2.7526 MOps/s	$\color{#35bf28}+2.03\%$
test_tc_first_layer_nontensor	1.8502μs	0.3857μs	2.5928 MOps/s	2.5157 MOps/s	$\color{#35bf28}+3.07\%$
test_tc_second_layer_tensor	4.5204μs	0.9635μs	1.0379 MOps/s	1.0198 MOps/s	$\color{#35bf28}+1.78\%$
test_tc_second_layer_nontensor	1.6031μs	0.7931μs	1.2609 MOps/s	1.1951 MOps/s	$\textbf{\color{#35bf28}+5.50\%}$
test_unbind	0.1122s	6.7419ms	148.3266 Ops/s	121.4644 Ops/s	$\textbf{\color{#35bf28}+22.12\%}$
test_full_like	12.1184ms	11.5033ms	86.9317 Ops/s	74.7096 Ops/s	$\textbf{\color{#35bf28}+16.36\%}$
test_zeros_like	8.1063ms	7.8404ms	127.5441 Ops/s	128.7999 Ops/s	$\color{#d91a1a}-0.97\%$
test_ones_like	8.1181ms	7.8720ms	127.0330 Ops/s	128.0808 Ops/s	$\color{#d91a1a}-0.82\%$
test_clone	9.9149ms	9.6315ms	103.8263 Ops/s	103.7775 Ops/s	$\color{#35bf28}+0.05\%$
test_squeeze	60.9440μs	10.9487μs	91.3351 KOps/s	88.8049 KOps/s	$\color{#35bf28}+2.85\%$
test_unsqueeze	94.2970μs	51.2008μs	19.5309 KOps/s	19.7687 KOps/s	$\color{#d91a1a}-1.20\%$
test_split	0.1540ms	95.9064μs	10.4268 KOps/s	10.2227 KOps/s	$\color{#35bf28}+2.00\%$
test_permute	0.1817ms	0.1100ms	9.0888 KOps/s	9.2606 KOps/s	$\color{#d91a1a}-1.85\%$
test_stack	28.7988ms	28.0356ms	35.6690 Ops/s	35.7285 Ops/s	$\color{#d91a1a}-0.17\%$
test_cat	28.9295ms	27.9367ms	35.7953 Ops/s	35.9579 Ops/s	$\color{#d91a1a}-0.45\%$