[Feature] view(dtype)

[vmoens]

No description provided.

[github-actions]

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

Total Benchmarks: 144. Improved: $\large\color{#35bf28}5$. Worsened: $\large\color{#d91a1a}33$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	30.8370μs	17.2000μs	58.1396 KOps/s	61.8577 KOps/s	$\textbf{\color{#d91a1a}-6.01\%}$
test_plain_set_stack_nested	47.8990μs	17.6831μs	56.5512 KOps/s	60.0011 KOps/s	$\textbf{\color{#d91a1a}-5.75\%}$
test_plain_set_nested_inplace	66.5940μs	19.5898μs	51.0469 KOps/s	53.3034 KOps/s	$\color{#d91a1a}-4.23\%$
test_plain_set_stack_nested_inplace	48.4500μs	19.5891μs	51.0487 KOps/s	54.0194 KOps/s	$\textbf{\color{#d91a1a}-5.50\%}$
test_items	18.2630μs	2.5456μs	392.8292 KOps/s	388.0221 KOps/s	$\color{#35bf28}+1.24\%$
test_items_nested	1.0348ms	0.2730ms	3.6631 KOps/s	3.7532 KOps/s	$\color{#d91a1a}-2.40\%$
test_items_nested_locked	0.4045ms	0.2734ms	3.6575 KOps/s	3.7472 KOps/s	$\color{#d91a1a}-2.39\%$
test_items_nested_leaf	1.9883ms	76.6720μs	13.0426 KOps/s	13.0329 KOps/s	$\color{#35bf28}+0.07\%$
test_items_stack_nested	0.5743ms	0.2766ms	3.6158 KOps/s	3.6546 KOps/s	$\color{#d91a1a}-1.06\%$
test_items_stack_nested_leaf	0.1418ms	78.5309μs	12.7338 KOps/s	12.9993 KOps/s	$\color{#d91a1a}-2.04\%$
test_items_stack_nested_locked	0.5237ms	0.2769ms	3.6111 KOps/s	3.7311 KOps/s	$\color{#d91a1a}-3.22\%$
test_keys	22.6420μs	4.6015μs	217.3226 KOps/s	260.5963 KOps/s	$\textbf{\color{#d91a1a}-16.61\%}$
test_keys_nested	0.2967ms	0.1386ms	7.2158 KOps/s	7.2199 KOps/s	$\color{#d91a1a}-0.06\%$
test_keys_nested_locked	0.7379ms	0.1433ms	6.9765 KOps/s	6.9882 KOps/s	$\color{#d91a1a}-0.17\%$
test_keys_nested_leaf	0.2251ms	0.1170ms	8.5475 KOps/s	8.6020 KOps/s	$\color{#d91a1a}-0.63\%$
test_keys_stack_nested	0.2989ms	0.1370ms	7.2996 KOps/s	7.2755 KOps/s	$\color{#35bf28}+0.33\%$
test_keys_stack_nested_leaf	0.2382ms	0.1166ms	8.5733 KOps/s	8.6220 KOps/s	$\color{#d91a1a}-0.56\%$
test_keys_stack_nested_locked	0.2322ms	0.1404ms	7.1219 KOps/s	6.9789 KOps/s	$\color{#35bf28}+2.05\%$
test_values	4.9814μs	1.1436μs	874.4446 KOps/s	857.6852 KOps/s	$\color{#35bf28}+1.95\%$
test_values_nested	91.5620μs	51.0456μs	19.5903 KOps/s	19.7216 KOps/s	$\color{#d91a1a}-0.67\%$
test_values_nested_locked	0.1038ms	51.8268μs	19.2950 KOps/s	19.7154 KOps/s	$\color{#d91a1a}-2.13\%$
test_values_nested_leaf	0.1311ms	46.5438μs	21.4852 KOps/s	21.7424 KOps/s	$\color{#d91a1a}-1.18\%$
test_values_stack_nested	0.1037ms	52.8163μs	18.9335 KOps/s	19.8197 KOps/s	$\color{#d91a1a}-4.47\%$
test_values_stack_nested_leaf	96.8510μs	46.1584μs	21.6645 KOps/s	21.6887 KOps/s	$\color{#d91a1a}-0.11\%$
test_values_stack_nested_locked	0.1085ms	52.7112μs	18.9713 KOps/s	19.9989 KOps/s	$\textbf{\color{#d91a1a}-5.14\%}$
test_membership	13.4950μs	1.3373μs	747.7971 KOps/s	726.4169 KOps/s	$\color{#35bf28}+2.94\%$
test_membership_nested	24.7060μs	3.4189μs	292.4942 KOps/s	289.4450 KOps/s	$\color{#35bf28}+1.05\%$
test_membership_nested_leaf	19.2160μs	3.4116μs	293.1149 KOps/s	283.9254 KOps/s	$\color{#35bf28}+3.24\%$
test_membership_stacked_nested	25.0470μs	3.3814μs	295.7352 KOps/s	286.1064 KOps/s	$\color{#35bf28}+3.37\%$
test_membership_stacked_nested_leaf	24.1750μs	3.4027μs	293.8853 KOps/s	287.7104 KOps/s	$\color{#35bf28}+2.15\%$
test_membership_nested_last	21.2790μs	4.2035μs	237.8993 KOps/s	240.7400 KOps/s	$\color{#d91a1a}-1.18\%$
test_membership_nested_leaf_last	42.5500μs	4.2461μs	235.5109 KOps/s	238.0938 KOps/s	$\color{#d91a1a}-1.08\%$
test_membership_stacked_nested_last	27.3410μs	6.7234μs	148.7352 KOps/s	240.4369 KOps/s	$\textbf{\color{#d91a1a}-38.14\%}$
test_membership_stacked_nested_leaf_last	29.0740μs	6.7066μs	149.1062 KOps/s	240.4580 KOps/s	$\textbf{\color{#d91a1a}-37.99\%}$
test_nested_getleaf	46.4090μs	10.6260μs	94.1087 KOps/s	91.4936 KOps/s	$\color{#35bf28}+2.86\%$
test_nested_get	28.1730μs	10.0831μs	99.1759 KOps/s	96.3528 KOps/s	$\color{#35bf28}+2.93\%$
test_stacked_getleaf	38.6520μs	10.5990μs	94.3485 KOps/s	92.1213 KOps/s	$\color{#35bf28}+2.42\%$
test_stacked_get	37.4100μs	9.9135μs	100.8723 KOps/s	96.1027 KOps/s	$\color{#35bf28}+4.96\%$
test_nested_getitemleaf	43.3310μs	11.1386μs	89.7776 KOps/s	87.0180 KOps/s	$\color{#35bf28}+3.17\%$
test_nested_getitem	31.5090μs	10.2797μs	97.2796 KOps/s	93.3470 KOps/s	$\color{#35bf28}+4.21\%$
test_stacked_getitemleaf	53.0190μs	11.2739μs	88.7003 KOps/s	86.8822 KOps/s	$\color{#35bf28}+2.09\%$
test_stacked_getitem	42.7500μs	10.1930μs	98.1068 KOps/s	95.1222 KOps/s	$\color{#35bf28}+3.14\%$
test_lock_nested	50.7510ms	0.3902ms	2.5625 KOps/s	2.9238 KOps/s	$\textbf{\color{#d91a1a}-12.36\%}$
test_lock_stack_nested	0.5669ms	0.3088ms	3.2379 KOps/s	3.2392 KOps/s	$\color{#d91a1a}-0.04\%$
test_unlock_nested	0.8811ms	0.3497ms	2.8595 KOps/s	2.8947 KOps/s	$\color{#d91a1a}-1.22\%$
test_unlock_stack_nested	0.4937ms	0.3186ms	3.1389 KOps/s	3.1493 KOps/s	$\color{#d91a1a}-0.33\%$
test_flatten_speed	0.2466ms	96.0878μs	10.4071 KOps/s	10.5464 KOps/s	$\color{#d91a1a}-1.32\%$
test_unflatten_speed	0.5408ms	0.4050ms	2.4691 KOps/s	2.4158 KOps/s	$\color{#35bf28}+2.21\%$
test_common_ops	4.2341ms	0.7526ms	1.3287 KOps/s	1.4271 KOps/s	$\textbf{\color{#d91a1a}-6.90\%}$
test_creation	43.3810μs	1.9406μs	515.3164 KOps/s	524.8867 KOps/s	$\color{#d91a1a}-1.82\%$
test_creation_empty	33.1510μs	11.4983μs	86.9692 KOps/s	106.1142 KOps/s	$\textbf{\color{#d91a1a}-18.04\%}$
test_creation_nested_1	39.3040μs	14.2192μs	70.3276 KOps/s	82.2703 KOps/s	$\textbf{\color{#d91a1a}-14.52\%}$
test_creation_nested_2	39.6440μs	17.4745μs	57.2262 KOps/s	64.5139 KOps/s	$\textbf{\color{#d91a1a}-11.30\%}$
test_clone	0.1243ms	13.6129μs	73.4596 KOps/s	73.7443 KOps/s	$\color{#d91a1a}-0.39\%$
test_getitem[int]	42.6000μs	11.7714μs	84.9520 KOps/s	86.7432 KOps/s	$\color{#d91a1a}-2.06\%$
test_getitem[slice_int]	68.6180μs	22.9375μs	43.5967 KOps/s	44.3397 KOps/s	$\color{#d91a1a}-1.68\%$
test_getitem[range]	78.0260μs	57.9342μs	17.2610 KOps/s	16.3666 KOps/s	$\textbf{\color{#35bf28}+5.46\%}$
test_getitem[tuple]	46.3770μs	18.9866μs	52.6687 KOps/s	51.5776 KOps/s	$\color{#35bf28}+2.12\%$
test_getitem[list]	0.1109ms	42.0199μs	23.7982 KOps/s	25.2627 KOps/s	$\textbf{\color{#d91a1a}-5.80\%}$
test_setitem_dim[int]	51.4760μs	36.3562μs	27.5056 KOps/s	29.3070 KOps/s	$\textbf{\color{#d91a1a}-6.15\%}$
test_setitem_dim[slice_int]	0.1164ms	62.3780μs	16.0313 KOps/s	16.8948 KOps/s	$\textbf{\color{#d91a1a}-5.11\%}$
test_setitem_dim[range]	0.1509ms	85.2498μs	11.7302 KOps/s	12.1452 KOps/s	$\color{#d91a1a}-3.42\%$
test_setitem_dim[tuple]	80.6710μs	50.8456μs	19.6674 KOps/s	20.1047 KOps/s	$\color{#d91a1a}-2.18\%$
test_setitem	53.4500μs	21.2033μs	47.1624 KOps/s	50.0608 KOps/s	$\textbf{\color{#d91a1a}-5.79\%}$
test_set	56.0750μs	20.8238μs	48.0220 KOps/s	51.7874 KOps/s	$\textbf{\color{#d91a1a}-7.27\%}$
test_set_shared	2.3721ms	0.1454ms	6.8795 KOps/s	6.8898 KOps/s	$\color{#d91a1a}-0.15\%$
test_update	0.1054ms	24.0316μs	41.6119 KOps/s	47.2493 KOps/s	$\textbf{\color{#d91a1a}-11.93\%}$
test_update_nested	0.1328ms	33.4555μs	29.8904 KOps/s	33.0809 KOps/s	$\textbf{\color{#d91a1a}-9.64\%}$
test_update__nested	0.1211ms	26.6533μs	37.5188 KOps/s	39.0963 KOps/s	$\color{#d91a1a}-4.03\%$
test_set_nested	65.3220μs	22.5115μs	44.4218 KOps/s	47.5708 KOps/s	$\textbf{\color{#d91a1a}-6.62\%}$
test_set_nested_new	92.3020μs	27.0718μs	36.9388 KOps/s	39.5639 KOps/s	$\textbf{\color{#d91a1a}-6.64\%}$
test_select	92.1320μs	42.5630μs	23.4946 KOps/s	24.2988 KOps/s	$\color{#d91a1a}-3.31\%$
test_select_nested	0.1206ms	60.3365μs	16.5737 KOps/s	16.2567 KOps/s	$\color{#35bf28}+1.95\%$
test_exclude_nested	0.2395ms	0.1209ms	8.2738 KOps/s	8.2159 KOps/s	$\color{#35bf28}+0.70\%$
test_empty[True]	0.5875ms	0.3983ms	2.5107 KOps/s	2.4920 KOps/s	$\color{#35bf28}+0.75\%$
test_empty[False]	11.3013μs	1.2034μs	830.9472 KOps/s	826.0822 KOps/s	$\color{#35bf28}+0.59\%$
test_unbind_speed	0.3161ms	0.2541ms	3.9359 KOps/s	3.9155 KOps/s	$\color{#35bf28}+0.52\%$
test_unbind_speed_stack0	0.4973ms	0.2502ms	3.9963 KOps/s	3.9221 KOps/s	$\color{#35bf28}+1.89\%$
test_unbind_speed_stack1	63.8466ms	0.7161ms	1.3965 KOps/s	1.3655 KOps/s	$\color{#35bf28}+2.28\%$
test_split	63.4853ms	1.6275ms	614.4544 Ops/s	607.7157 Ops/s	$\color{#35bf28}+1.11\%$
test_chunk	65.5549ms	1.6173ms	618.3019 Ops/s	621.1548 Ops/s	$\color{#d91a1a}-0.46\%$
test_creation[device0]	0.1538ms	84.0054μs	11.9040 KOps/s	11.5725 KOps/s	$\color{#35bf28}+2.86\%$
test_creation_from_tensor	3.7484ms	85.9963μs	11.6284 KOps/s	11.5479 KOps/s	$\color{#35bf28}+0.70\%$
test_add_one[memmap_tensor0]	52.8390μs	5.5185μs	181.2075 KOps/s	176.6416 KOps/s	$\color{#35bf28}+2.58\%$
test_contiguous[memmap_tensor0]	19.4760μs	0.6328μs	1.5803 MOps/s	1.5556 MOps/s	$\color{#35bf28}+1.59\%$
test_stack[memmap_tensor0]	26.5200μs	3.6184μs	276.3618 KOps/s	275.0451 KOps/s	$\color{#35bf28}+0.48\%$
test_memmaptd_index	0.9638ms	0.2547ms	3.9258 KOps/s	3.8830 KOps/s	$\color{#35bf28}+1.10\%$
test_memmaptd_index_astensor	0.7665ms	0.3282ms	3.0471 KOps/s	3.0203 KOps/s	$\color{#35bf28}+0.89\%$
test_memmaptd_index_op	1.2523ms	0.6240ms	1.6025 KOps/s	1.6752 KOps/s	$\color{#d91a1a}-4.34\%$
test_serialize_model	0.1733s	0.1127s	8.8742 Ops/s	8.7208 Ops/s	$\color{#35bf28}+1.76\%$
test_serialize_model_pickle	0.4476s	0.3779s	2.6462 Ops/s	2.6161 Ops/s	$\color{#35bf28}+1.15\%$
test_serialize_weights	0.1766s	0.1112s	8.9944 Ops/s	8.9868 Ops/s	$\color{#35bf28}+0.09\%$
test_serialize_weights_returnearly	0.1887s	0.1343s	7.4471 Ops/s	7.1480 Ops/s	$\color{#35bf28}+4.18\%$
test_serialize_weights_pickle	0.7464s	0.5076s	1.9702 Ops/s	2.4644 Ops/s	$\textbf{\color{#d91a1a}-20.06\%}$
test_serialize_weights_filesystem	0.1033s	93.7245ms	10.6696 Ops/s	9.9029 Ops/s	$\textbf{\color{#35bf28}+7.74\%}$
test_serialize_model_filesystem	0.1652s	0.1023s	9.7745 Ops/s	10.5774 Ops/s	$\textbf{\color{#d91a1a}-7.59\%}$
test_reshape_pytree	73.0670μs	25.7221μs	38.8771 KOps/s	38.9472 KOps/s	$\color{#d91a1a}-0.18\%$
test_reshape_td	66.0530μs	33.9219μs	29.4795 KOps/s	29.5113 KOps/s	$\color{#d91a1a}-0.11\%$
test_view_pytree	55.9240μs	25.4531μs	39.2879 KOps/s	39.2270 KOps/s	$\color{#35bf28}+0.16\%$
test_view_td	0.1066ms	38.5257μs	25.9567 KOps/s	26.5377 KOps/s	$\color{#d91a1a}-2.19\%$
test_unbind_pytree	71.8050μs	29.6666μs	33.7080 KOps/s	34.0630 KOps/s	$\color{#d91a1a}-1.04\%$
test_unbind_td	0.4208ms	38.2349μs	26.1541 KOps/s	26.1046 KOps/s	$\color{#35bf28}+0.19\%$
test_split_pytree	71.6140μs	29.6036μs	33.7796 KOps/s	34.2559 KOps/s	$\color{#d91a1a}-1.39\%$
test_split_td	0.1243ms	41.6355μs	24.0179 KOps/s	24.5791 KOps/s	$\color{#d91a1a}-2.28\%$
test_add_pytree	86.9020μs	35.0823μs	28.5044 KOps/s	28.7041 KOps/s	$\color{#d91a1a}-0.70\%$
test_add_td	0.1302ms	59.6749μs	16.7575 KOps/s	19.2686 KOps/s	$\textbf{\color{#d91a1a}-13.03\%}$
test_distributed	0.2103ms	0.1013ms	9.8743 KOps/s	9.7032 KOps/s	$\color{#35bf28}+1.76\%$
test_tdmodule	80.4400μs	18.4087μs	54.3221 KOps/s	60.5728 KOps/s	$\textbf{\color{#d91a1a}-10.32\%}$
test_tdmodule_dispatch	63.6390μs	36.4647μs	27.4238 KOps/s	30.6157 KOps/s	$\textbf{\color{#d91a1a}-10.43\%}$
test_tdseq	39.4130μs	21.2665μs	47.0224 KOps/s	51.7901 KOps/s	$\textbf{\color{#d91a1a}-9.21\%}$
test_tdseq_dispatch	98.3440μs	42.4085μs	23.5802 KOps/s	26.6557 KOps/s	$\textbf{\color{#d91a1a}-11.54\%}$
test_instantiation_functorch	1.5848ms	1.3290ms	752.4697 Ops/s	764.9785 Ops/s	$\color{#d91a1a}-1.64\%$
test_instantiation_td	1.6066ms	1.0227ms	977.7698 Ops/s	998.4444 Ops/s	$\color{#d91a1a}-2.07\%$
test_exec_functorch	0.3128ms	0.1685ms	5.9358 KOps/s	6.4130 KOps/s	$\textbf{\color{#d91a1a}-7.44\%}$
test_exec_functional_call	0.2849ms	0.1519ms	6.5828 KOps/s	6.8811 KOps/s	$\color{#d91a1a}-4.33\%$
test_exec_td	0.2339ms	0.1471ms	6.7970 KOps/s	6.9554 KOps/s	$\color{#d91a1a}-2.28\%$
test_exec_td_decorator	0.9100ms	0.2227ms	4.4902 KOps/s	4.5827 KOps/s	$\color{#d91a1a}-2.02\%$
test_vmap_mlp_speed[True-True]	0.6790ms	0.4863ms	2.0562 KOps/s	2.0552 KOps/s	$\color{#35bf28}+0.04\%$
test_vmap_mlp_speed[True-False]	2.2469ms	0.4957ms	2.0174 KOps/s	2.0870 KOps/s	$\color{#d91a1a}-3.33\%$
test_vmap_mlp_speed[False-True]	0.6426ms	0.3979ms	2.5132 KOps/s	2.5180 KOps/s	$\color{#d91a1a}-0.19\%$
test_vmap_mlp_speed[False-False]	0.5732ms	0.3967ms	2.5211 KOps/s	2.5611 KOps/s	$\color{#d91a1a}-1.56\%$
test_vmap_mlp_speed_decorator[True-True]	1.1353ms	0.5569ms	1.7956 KOps/s	1.8260 KOps/s	$\color{#d91a1a}-1.67\%$
test_vmap_mlp_speed_decorator[True-False]	0.7776ms	0.5533ms	1.8073 KOps/s	1.8319 KOps/s	$\color{#d91a1a}-1.34\%$
test_vmap_mlp_speed_decorator[False-True]	0.6676ms	0.4556ms	2.1950 KOps/s	2.2104 KOps/s	$\color{#d91a1a}-0.69\%$
test_vmap_mlp_speed_decorator[False-False]	0.6817ms	0.4571ms	2.1878 KOps/s	2.2126 KOps/s	$\color{#d91a1a}-1.12\%$
test_to_module_speed[True]	1.8382ms	1.6778ms	596.0360 Ops/s	552.9388 Ops/s	$\textbf{\color{#35bf28}+7.79\%}$
test_to_module_speed[False]	74.3202ms	1.7778ms	562.4885 Ops/s	603.3116 Ops/s	$\textbf{\color{#d91a1a}-6.77\%}$
test_tc_init	63.2580μs	30.1168μs	33.2041 KOps/s	38.0118 KOps/s	$\textbf{\color{#d91a1a}-12.65\%}$
test_tc_init_nested	0.1245ms	63.8659μs	15.6578 KOps/s	18.1328 KOps/s	$\textbf{\color{#d91a1a}-13.65\%}$
test_tc_first_layer_tensor	4.3667μs	0.6973μs	1.4341 MOps/s	1.4576 MOps/s	$\color{#d91a1a}-1.62\%$
test_tc_first_layer_nontensor	2.2477μs	0.6801μs	1.4703 MOps/s	1.1615 MOps/s	$\textbf{\color{#35bf28}+26.59\%}$
test_tc_second_layer_tensor	15.1080μs	1.8565μs	538.6439 KOps/s	517.6232 KOps/s	$\color{#35bf28}+4.06\%$
test_tc_second_layer_nontensor	10.1257μs	1.5395μs	649.5467 KOps/s	647.0628 KOps/s	$\color{#35bf28}+0.38\%$
test_unbind	83.6673ms	6.5907ms	151.7299 Ops/s	141.9395 Ops/s	$\textbf{\color{#35bf28}+6.90\%}$
test_full_like	17.2103ms	10.5670ms	94.6347 Ops/s	98.0223 Ops/s	$\color{#d91a1a}-3.46\%$
test_zeros_like	11.8558ms	6.0609ms	164.9916 Ops/s	179.2206 Ops/s	$\textbf{\color{#d91a1a}-7.94\%}$
test_ones_like	10.7855ms	6.1850ms	161.6814 Ops/s	162.7434 Ops/s	$\color{#d91a1a}-0.65\%$
test_clone	15.0023ms	8.0934ms	123.5576 Ops/s	129.5960 Ops/s	$\color{#d91a1a}-4.66\%$
test_squeeze	58.2790μs	14.0366μs	71.2424 KOps/s	72.5134 KOps/s	$\color{#d91a1a}-1.75\%$
test_unsqueeze	0.2313ms	58.9466μs	16.9645 KOps/s	17.0166 KOps/s	$\color{#d91a1a}-0.31\%$
test_split	0.1913ms	0.1102ms	9.0744 KOps/s	9.1371 KOps/s	$\color{#d91a1a}-0.69\%$
test_permute	0.2263ms	0.1294ms	7.7291 KOps/s	7.9753 KOps/s	$\color{#d91a1a}-3.09\%$
test_stack	25.2916ms	22.6581ms	44.1343 Ops/s	45.8440 Ops/s	$\color{#d91a1a}-3.73\%$
test_cat	27.4339ms	22.6190ms	44.2105 Ops/s	46.3531 Ops/s	$\color{#d91a1a}-4.62\%$

[github-actions]

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

Total Benchmarks: 152. Improved: $\large\color{#35bf28}6$. Worsened: $\large\color{#d91a1a}11$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	36.5420μs	12.6428μs	79.0963 KOps/s	81.7570 KOps/s	$\color{#d91a1a}-3.25\%$
test_plain_set_stack_nested	31.3920μs	12.7170μs	78.6349 KOps/s	80.3360 KOps/s	$\color{#d91a1a}-2.12\%$
test_plain_set_nested_inplace	30.7920μs	13.9093μs	71.8941 KOps/s	73.5946 KOps/s	$\color{#d91a1a}-2.31\%$
test_plain_set_stack_nested_inplace	61.0630μs	14.0947μs	70.9488 KOps/s	72.6902 KOps/s	$\color{#d91a1a}-2.40\%$
test_items	20.8110μs	4.6975μs	212.8788 KOps/s	216.1500 KOps/s	$\color{#d91a1a}-1.51\%$
test_items_nested	0.3849ms	0.3418ms	2.9259 KOps/s	2.9680 KOps/s	$\color{#d91a1a}-1.42\%$
test_items_nested_locked	0.3864ms	0.3399ms	2.9423 KOps/s	2.9086 KOps/s	$\color{#35bf28}+1.16\%$
test_items_nested_leaf	99.3660μs	82.7638μs	12.0826 KOps/s	12.2022 KOps/s	$\color{#d91a1a}-0.98\%$
test_items_stack_nested	0.5403ms	0.3427ms	2.9184 KOps/s	2.8912 KOps/s	$\color{#35bf28}+0.94\%$
test_items_stack_nested_leaf	0.1089ms	83.0768μs	12.0371 KOps/s	12.1134 KOps/s	$\color{#d91a1a}-0.63\%$
test_items_stack_nested_locked	0.3718ms	0.3452ms	2.8969 KOps/s	2.9291 KOps/s	$\color{#d91a1a}-1.10\%$
test_keys	30.5420μs	4.3888μs	227.8511 KOps/s	231.1357 KOps/s	$\color{#d91a1a}-1.42\%$
test_keys_nested	1.5886ms	67.1235μs	14.8979 KOps/s	14.9338 KOps/s	$\color{#d91a1a}-0.24\%$
test_keys_nested_locked	2.2390ms	72.6423μs	13.7661 KOps/s	13.9418 KOps/s	$\color{#d91a1a}-1.26\%$
test_keys_nested_leaf	80.0560μs	57.6524μs	17.3453 KOps/s	17.3319 KOps/s	$\color{#35bf28}+0.08\%$
test_keys_stack_nested	84.9750μs	66.0180μs	15.1474 KOps/s	14.9777 KOps/s	$\color{#35bf28}+1.13\%$
test_keys_stack_nested_leaf	81.1040μs	57.0957μs	17.5144 KOps/s	17.3810 KOps/s	$\color{#35bf28}+0.77\%$
test_keys_stack_nested_locked	84.6950μs	70.3915μs	14.2063 KOps/s	14.0184 KOps/s	$\color{#35bf28}+1.34\%$
test_values	0.3146ms	1.8287μs	546.8428 KOps/s	554.5043 KOps/s	$\color{#d91a1a}-1.38\%$
test_values_nested	51.3230μs	35.3252μs	28.3084 KOps/s	28.6794 KOps/s	$\color{#d91a1a}-1.29\%$
test_values_nested_locked	63.2630μs	36.7948μs	27.1778 KOps/s	26.9138 KOps/s	$\color{#35bf28}+0.98\%$
test_values_nested_leaf	47.2530μs	31.4005μs	31.8466 KOps/s	32.0348 KOps/s	$\color{#d91a1a}-0.59\%$
test_values_stack_nested	55.8530μs	35.9284μs	27.8331 KOps/s	28.0507 KOps/s	$\color{#d91a1a}-0.78\%$
test_values_stack_nested_leaf	59.7330μs	31.6903μs	31.5554 KOps/s	31.2968 KOps/s	$\color{#35bf28}+0.83\%$
test_values_stack_nested_locked	64.8040μs	37.4490μs	26.7030 KOps/s	26.6258 KOps/s	$\color{#35bf28}+0.29\%$
test_membership	3.6101μs	0.7295μs	1.3708 MOps/s	1.2027 MOps/s	$\textbf{\color{#35bf28}+13.98\%}$
test_membership_nested	18.5110μs	2.5397μs	393.7540 KOps/s	392.2686 KOps/s	$\color{#35bf28}+0.38\%$
test_membership_nested_leaf	19.3510μs	2.5823μs	387.2513 KOps/s	396.4587 KOps/s	$\color{#d91a1a}-2.32\%$
test_membership_stacked_nested	20.3510μs	2.5766μs	388.1030 KOps/s	388.1644 KOps/s	$\color{#d91a1a}-0.02\%$
test_membership_stacked_nested_leaf	16.0510μs	2.5706μs	389.0137 KOps/s	394.3589 KOps/s	$\color{#d91a1a}-1.36\%$
test_membership_nested_last	23.5210μs	3.1187μs	320.6469 KOps/s	326.0578 KOps/s	$\color{#d91a1a}-1.66\%$
test_membership_nested_leaf_last	22.3920μs	3.1259μs	319.9093 KOps/s	325.8186 KOps/s	$\color{#d91a1a}-1.81\%$
test_membership_stacked_nested_last	29.2720μs	9.7739μs	102.3137 KOps/s	327.2373 KOps/s	$\textbf{\color{#d91a1a}-68.73\%}$
test_membership_stacked_nested_leaf_last	44.9020μs	9.8139μs	101.8958 KOps/s	330.0980 KOps/s	$\textbf{\color{#d91a1a}-69.13\%}$
test_nested_getleaf	24.0910μs	8.3604μs	119.6120 KOps/s	119.7369 KOps/s	$\color{#d91a1a}-0.10\%$
test_nested_get	21.3310μs	7.9031μs	126.5319 KOps/s	125.9092 KOps/s	$\color{#35bf28}+0.49\%$
test_stacked_getleaf	24.9520μs	8.4925μs	117.7512 KOps/s	118.7637 KOps/s	$\color{#d91a1a}-0.85\%$
test_stacked_get	26.3510μs	7.9346μs	126.0298 KOps/s	126.8245 KOps/s	$\color{#d91a1a}-0.63\%$
test_nested_getitemleaf	24.0210μs	8.5495μs	116.9654 KOps/s	116.9312 KOps/s	$\color{#35bf28}+0.03\%$
test_nested_getitem	25.1420μs	8.0941μs	123.5461 KOps/s	123.8014 KOps/s	$\color{#d91a1a}-0.21\%$
test_stacked_getitemleaf	25.6310μs	8.6332μs	115.8315 KOps/s	116.2514 KOps/s	$\color{#d91a1a}-0.36\%$
test_stacked_getitem	24.2610μs	8.0921μs	123.5780 KOps/s	123.9417 KOps/s	$\color{#d91a1a}-0.29\%$
test_lock_nested	59.0519ms	0.4101ms	2.4382 KOps/s	2.4275 KOps/s	$\color{#35bf28}+0.44\%$
test_lock_stack_nested	0.3768ms	0.2967ms	3.3709 KOps/s	3.2562 KOps/s	$\color{#35bf28}+3.52\%$
test_unlock_nested	60.6983ms	0.4132ms	2.4202 KOps/s	2.4074 KOps/s	$\color{#35bf28}+0.53\%$
test_unlock_stack_nested	0.3361ms	0.3040ms	3.2896 KOps/s	3.1748 KOps/s	$\color{#35bf28}+3.62\%$
test_flatten_speed	0.3246ms	0.1020ms	9.8066 KOps/s	10.0690 KOps/s	$\color{#d91a1a}-2.61\%$
test_unflatten_speed	0.3442ms	0.2923ms	3.4207 KOps/s	3.4365 KOps/s	$\color{#d91a1a}-0.46\%$
test_common_ops	1.0733ms	0.5763ms	1.7353 KOps/s	1.7398 KOps/s	$\color{#d91a1a}-0.26\%$
test_creation	32.4620μs	1.6540μs	604.5967 KOps/s	610.2958 KOps/s	$\color{#d91a1a}-0.93\%$
test_creation_empty	23.7710μs	8.2472μs	121.2528 KOps/s	133.3667 KOps/s	$\textbf{\color{#d91a1a}-9.08\%}$
test_creation_nested_1	29.3820μs	10.1089μs	98.9230 KOps/s	107.2884 KOps/s	$\textbf{\color{#d91a1a}-7.80\%}$
test_creation_nested_2	27.6310μs	12.3911μs	80.7028 KOps/s	87.1865 KOps/s	$\textbf{\color{#d91a1a}-7.44\%}$
test_clone	97.6850μs	11.9254μs	83.8545 KOps/s	83.7207 KOps/s	$\color{#35bf28}+0.16\%$
test_getitem[int]	26.1020μs	11.3221μs	88.3228 KOps/s	88.7201 KOps/s	$\color{#d91a1a}-0.45\%$
test_getitem[slice_int]	43.3430μs	21.8306μs	45.8073 KOps/s	46.7956 KOps/s	$\color{#d91a1a}-2.11\%$
test_getitem[range]	64.9230μs	47.4946μs	21.0550 KOps/s	20.5252 KOps/s	$\color{#35bf28}+2.58\%$
test_getitem[tuple]	38.5020μs	18.9911μs	52.6563 KOps/s	52.1069 KOps/s	$\color{#35bf28}+1.05\%$
test_getitem[list]	0.1106ms	34.7876μs	28.7458 KOps/s	28.6279 KOps/s	$\color{#35bf28}+0.41\%$
test_setitem_dim[int]	46.4730μs	28.7516μs	34.7807 KOps/s	35.4559 KOps/s	$\color{#d91a1a}-1.90\%$
test_setitem_dim[slice_int]	68.9330μs	50.1567μs	19.9375 KOps/s	20.3919 KOps/s	$\color{#d91a1a}-2.23\%$
test_setitem_dim[range]	85.8440μs	65.6749μs	15.2265 KOps/s	15.1633 KOps/s	$\color{#35bf28}+0.42\%$
test_setitem_dim[tuple]	71.1640μs	42.9874μs	23.2626 KOps/s	23.1358 KOps/s	$\color{#35bf28}+0.55\%$
test_setitem	40.3920μs	16.5900μs	60.2774 KOps/s	60.3574 KOps/s	$\color{#d91a1a}-0.13\%$
test_set	55.4430μs	16.0904μs	62.1487 KOps/s	62.1921 KOps/s	$\color{#d91a1a}-0.07\%$
test_set_shared	1.6160ms	99.5732μs	10.0429 KOps/s	9.9321 KOps/s	$\color{#35bf28}+1.12\%$
test_update	83.1050μs	18.5642μs	53.8671 KOps/s	54.9270 KOps/s	$\color{#d91a1a}-1.93\%$
test_update_nested	57.5730μs	23.5564μs	42.4512 KOps/s	42.3535 KOps/s	$\color{#35bf28}+0.23\%$
test_update__nested	60.4530μs	22.7593μs	43.9382 KOps/s	44.5109 KOps/s	$\color{#d91a1a}-1.29\%$
test_set_nested	52.8830μs	16.9473μs	59.0066 KOps/s	57.9632 KOps/s	$\color{#35bf28}+1.80\%$
test_set_nested_new	64.6830μs	20.2631μs	49.3507 KOps/s	50.2473 KOps/s	$\color{#d91a1a}-1.78\%$
test_select	0.1671ms	33.9908μs	29.4197 KOps/s	30.3289 KOps/s	$\color{#d91a1a}-3.00\%$
test_select_nested	0.6522ms	54.0539μs	18.5001 KOps/s	18.3933 KOps/s	$\color{#35bf28}+0.58\%$
test_exclude_nested	0.1302ms	0.1097ms	9.1120 KOps/s	9.2759 KOps/s	$\color{#d91a1a}-1.77\%$
test_empty[True]	0.4155ms	0.3443ms	2.9045 KOps/s	2.9055 KOps/s	$\color{#d91a1a}-0.04\%$
test_empty[False]	2.4672μs	0.9175μs	1.0899 MOps/s	1.0703 MOps/s	$\color{#35bf28}+1.82\%$
test_to	0.1066ms	78.7941μs	12.6913 KOps/s	13.2375 KOps/s	$\color{#d91a1a}-4.13\%$
test_to_nonblocking	97.8270μs	62.8216μs	15.9181 KOps/s	16.7795 KOps/s	$\textbf{\color{#d91a1a}-5.13\%}$
test_unbind_speed	0.3001ms	0.2679ms	3.7327 KOps/s	3.7327 KOps/s	$-0.00\%$
test_unbind_speed_stack0	0.3829ms	0.2620ms	3.8172 KOps/s	3.7206 KOps/s	$\color{#35bf28}+2.60\%$
test_unbind_speed_stack1	76.0118ms	0.8152ms	1.2267 KOps/s	1.2162 KOps/s	$\color{#35bf28}+0.86\%$
test_split	76.8456ms	1.6581ms	603.0871 Ops/s	592.7987 Ops/s	$\color{#35bf28}+1.74\%$
test_chunk	1.6028ms	1.5348ms	651.5317 Ops/s	641.2141 Ops/s	$\color{#35bf28}+1.61\%$
test_creation[device0]	0.1283ms	58.4179μs	17.1181 KOps/s	17.1561 KOps/s	$\color{#d91a1a}-0.22\%$
test_creation_from_tensor	0.1371ms	53.9366μs	18.5403 KOps/s	18.3469 KOps/s	$\color{#35bf28}+1.05\%$
test_add_one[memmap_tensor0]	94.3150μs	7.1118μs	140.6122 KOps/s	140.9876 KOps/s	$\color{#d91a1a}-0.27\%$
test_contiguous[memmap_tensor0]	25.8820μs	0.7029μs	1.4227 MOps/s	1.4831 MOps/s	$\color{#d91a1a}-4.07\%$
test_stack[memmap_tensor0]	26.0710μs	5.0760μs	197.0043 KOps/s	196.0243 KOps/s	$\color{#35bf28}+0.50\%$
test_memmaptd_index	1.1349ms	0.2921ms	3.4236 KOps/s	3.3837 KOps/s	$\color{#35bf28}+1.18\%$
test_memmaptd_index_astensor	0.8230ms	0.3615ms	2.7665 KOps/s	2.7309 KOps/s	$\color{#35bf28}+1.30\%$
test_memmaptd_index_op	1.1033ms	0.6574ms	1.5212 KOps/s	1.4045 KOps/s	$\textbf{\color{#35bf28}+8.31\%}$
test_serialize_model	0.1068s	0.1023s	9.7738 Ops/s	9.1931 Ops/s	$\textbf{\color{#35bf28}+6.32\%}$
test_serialize_model_pickle	1.3485s	1.2360s	0.8091 Ops/s	0.8087 Ops/s	$\color{#35bf28}+0.04\%$
test_serialize_weights	0.1799s	0.1087s	9.2003 Ops/s	8.7214 Ops/s	$\textbf{\color{#35bf28}+5.49\%}$
test_serialize_weights_returnearly	0.1952s	94.9205ms	10.5351 Ops/s	9.6905 Ops/s	$\textbf{\color{#35bf28}+8.72\%}$
test_serialize_weights_pickle	1.3510s	1.2363s	0.8089 Ops/s	0.8087 Ops/s	$\color{#35bf28}+0.02\%$
test_reshape_pytree	0.1385ms	25.8207μs	38.7285 KOps/s	38.7132 KOps/s	$\color{#35bf28}+0.04\%$
test_reshape_td	55.5230μs	30.9546μs	32.3054 KOps/s	32.8362 KOps/s	$\color{#d91a1a}-1.62\%$
test_view_pytree	0.2468ms	25.4033μs	39.3650 KOps/s	39.2226 KOps/s	$\color{#35bf28}+0.36\%$
test_view_td	0.1550ms	36.4689μs	27.4206 KOps/s	28.3657 KOps/s	$\color{#d91a1a}-3.33\%$
test_unbind_pytree	0.2403ms	32.0858μs	31.1664 KOps/s	31.2124 KOps/s	$\color{#d91a1a}-0.15\%$
test_unbind_td	0.4511ms	42.2973μs	23.6422 KOps/s	24.4857 KOps/s	$\color{#d91a1a}-3.45\%$
test_split_pytree	0.2542ms	35.2922μs	28.3349 KOps/s	29.0758 KOps/s	$\color{#d91a1a}-2.55\%$
test_split_td	0.1737ms	39.3897μs	25.3873 KOps/s	25.1060 KOps/s	$\color{#35bf28}+1.12\%$
test_add_pytree	0.2707ms	37.2423μs	26.8512 KOps/s	26.7642 KOps/s	$\color{#35bf28}+0.33\%$
test_add_td	0.1642ms	48.2897μs	20.7084 KOps/s	20.1882 KOps/s	$\color{#35bf28}+2.58\%$
test_distributed	3.3108ms	78.0535μs	12.8117 KOps/s	15.2046 KOps/s	$\textbf{\color{#d91a1a}-15.74\%}$
test_tdmodule	41.0430μs	14.5384μs	68.7832 KOps/s	72.4923 KOps/s	$\textbf{\color{#d91a1a}-5.12\%}$
test_tdmodule_dispatch	44.2230μs	27.9109μs	35.8283 KOps/s	36.4559 KOps/s	$\color{#d91a1a}-1.72\%$
test_tdseq	30.8920μs	15.9802μs	62.5776 KOps/s	63.0150 KOps/s	$\color{#d91a1a}-0.69\%$
test_tdseq_dispatch	50.9030μs	31.0881μs	32.1667 KOps/s	32.2963 KOps/s	$\color{#d91a1a}-0.40\%$
test_instantiation_functorch	81.6346ms	1.6633ms	601.2209 Ops/s	656.2913 Ops/s	$\textbf{\color{#d91a1a}-8.39\%}$
test_instantiation_td	1.5623ms	1.0391ms	962.3893 Ops/s	951.1799 Ops/s	$\color{#35bf28}+1.18\%$
test_exec_functorch	0.1897ms	0.1503ms	6.6512 KOps/s	6.5243 KOps/s	$\color{#35bf28}+1.94\%$
test_exec_functional_call	0.2991ms	0.1411ms	7.0893 KOps/s	6.9677 KOps/s	$\color{#35bf28}+1.75\%$
test_exec_td	0.1747ms	0.1399ms	7.1475 KOps/s	6.9215 KOps/s	$\color{#35bf28}+3.26\%$
test_exec_td_decorator	0.5444ms	0.2103ms	4.7548 KOps/s	4.6019 KOps/s	$\color{#35bf28}+3.32\%$
test_vmap_mlp_speed[True-True]	0.8087ms	0.5785ms	1.7287 KOps/s	1.7099 KOps/s	$\color{#35bf28}+1.10\%$
test_vmap_mlp_speed[True-False]	0.7233ms	0.5757ms	1.7370 KOps/s	1.7161 KOps/s	$\color{#35bf28}+1.22\%$
test_vmap_mlp_speed[False-True]	0.6501ms	0.5076ms	1.9702 KOps/s	1.9395 KOps/s	$\color{#35bf28}+1.58\%$
test_vmap_mlp_speed[False-False]	0.6526ms	0.5075ms	1.9703 KOps/s	1.8870 KOps/s	$\color{#35bf28}+4.41\%$
test_vmap_mlp_speed_decorator[True-True]	0.7814ms	0.6406ms	1.5611 KOps/s	1.5404 KOps/s	$\color{#35bf28}+1.34\%$
test_vmap_mlp_speed_decorator[True-False]	0.8312ms	0.6416ms	1.5587 KOps/s	1.5469 KOps/s	$\color{#35bf28}+0.76\%$
test_vmap_mlp_speed_decorator[False-True]	0.6717ms	0.5671ms	1.7634 KOps/s	1.7378 KOps/s	$\color{#35bf28}+1.47\%$
test_vmap_mlp_speed_decorator[False-False]	0.7375ms	0.5683ms	1.7596 KOps/s	1.7387 KOps/s	$\color{#35bf28}+1.20\%$
test_vmap_transformer_speed[True-True]	7.8055ms	7.6207ms	131.2221 Ops/s	129.1978 Ops/s	$\color{#35bf28}+1.57\%$
test_vmap_transformer_speed[True-False]	8.0031ms	7.7117ms	129.6730 Ops/s	129.2732 Ops/s	$\color{#35bf28}+0.31\%$
test_vmap_transformer_speed[False-True]	7.8988ms	7.6240ms	131.1643 Ops/s	130.2706 Ops/s	$\color{#35bf28}+0.69\%$
test_vmap_transformer_speed[False-False]	7.8599ms	7.5999ms	131.5804 Ops/s	130.0286 Ops/s	$\color{#35bf28}+1.19\%$
test_vmap_transformer_speed_decorator[True-True]	19.1960ms	18.6161ms	53.7169 Ops/s	53.3749 Ops/s	$\color{#35bf28}+0.64\%$
test_vmap_transformer_speed_decorator[True-False]	19.0744ms	18.4963ms	54.0650 Ops/s	53.3293 Ops/s	$\color{#35bf28}+1.38\%$
test_vmap_transformer_speed_decorator[False-True]	18.5178ms	18.3695ms	54.4380 Ops/s	53.6767 Ops/s	$\color{#35bf28}+1.42\%$
test_vmap_transformer_speed_decorator[False-False]	19.0285ms	18.4441ms	54.2178 Ops/s	53.8156 Ops/s	$\color{#35bf28}+0.75\%$
test_to_module_speed[True]	3.1389ms	1.5144ms	660.3252 Ops/s	660.3647 Ops/s	$-0.01\%$
test_to_module_speed[False]	2.0084ms	1.4926ms	669.9780 Ops/s	673.7126 Ops/s	$\color{#d91a1a}-0.55\%$
test_tc_init	44.3030μs	23.3807μs	42.7703 KOps/s	45.6545 KOps/s	$\textbf{\color{#d91a1a}-6.32\%}$
test_tc_init_nested	83.5750μs	51.0374μs	19.5935 KOps/s	23.6734 KOps/s	$\textbf{\color{#d91a1a}-17.23\%}$
test_tc_first_layer_tensor	0.6768μs	0.3616μs	2.7654 MOps/s	2.7887 MOps/s	$\color{#d91a1a}-0.84\%$
test_tc_first_layer_nontensor	1.8225μs	0.3961μs	2.5248 MOps/s	2.5777 MOps/s	$\color{#d91a1a}-2.05\%$
test_tc_second_layer_tensor	15.7500μs	1.0473μs	954.8297 KOps/s	941.8251 KOps/s	$\color{#35bf28}+1.38\%$
test_tc_second_layer_nontensor	3.3868μs	0.8196μs	1.2202 MOps/s	1.2468 MOps/s	$\color{#d91a1a}-2.13\%$
test_unbind	0.1138s	6.9043ms	144.8363 Ops/s	146.5602 Ops/s	$\color{#d91a1a}-1.18\%$
test_full_like	14.3617ms	13.5585ms	73.7543 Ops/s	75.0312 Ops/s	$\color{#d91a1a}-1.70\%$
test_zeros_like	8.4042ms	7.9495ms	125.7940 Ops/s	127.4109 Ops/s	$\color{#d91a1a}-1.27\%$
test_ones_like	8.2422ms	7.9485ms	125.8096 Ops/s	126.8065 Ops/s	$\color{#d91a1a}-0.79\%$
test_clone	10.2541ms	9.6362ms	103.7755 Ops/s	104.4430 Ops/s	$\color{#d91a1a}-0.64\%$
test_squeeze	60.6330μs	10.7033μs	93.4295 KOps/s	91.3727 KOps/s	$\color{#35bf28}+2.25\%$
test_unsqueeze	0.1100ms	50.2109μs	19.9160 KOps/s	19.3748 KOps/s	$\color{#35bf28}+2.79\%$
test_split	0.1458ms	95.0603μs	10.5196 KOps/s	9.9154 KOps/s	$\textbf{\color{#35bf28}+6.09\%}$
test_permute	0.1678ms	0.1084ms	9.2230 KOps/s	9.0910 KOps/s	$\color{#35bf28}+1.45\%$
test_stack	28.7045ms	27.8049ms	35.9649 Ops/s	36.3247 Ops/s	$\color{#d91a1a}-0.99\%$
test_cat	28.2263ms	27.6497ms	36.1668 Ops/s	36.1740 Ops/s	$\color{#d91a1a}-0.02\%$