[Versioning] v0.5 bump

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

Total Benchmarks: 144. Improved: $\large\color{#35bf28}13$. Worsened: $\large\color{#d91a1a}4$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	40.7760μs	17.4868μs	57.1858 KOps/s	57.8973 KOps/s	$\color{#d91a1a}-1.23\%$
test_plain_set_stack_nested	45.1050μs	17.7227μs	56.4247 KOps/s	57.3862 KOps/s	$\color{#d91a1a}-1.68\%$
test_plain_set_nested_inplace	99.5120μs	19.9333μs	50.1673 KOps/s	51.1641 KOps/s	$\color{#d91a1a}-1.95\%$
test_plain_set_stack_nested_inplace	65.4030μs	19.8907μs	50.2747 KOps/s	51.1139 KOps/s	$\color{#d91a1a}-1.64\%$
test_items	24.6870μs	2.5795μs	387.6662 KOps/s	385.3614 KOps/s	$\color{#35bf28}+0.60\%$
test_items_nested	0.9640ms	0.2815ms	3.5523 KOps/s	3.6103 KOps/s	$\color{#d91a1a}-1.61\%$
test_items_nested_locked	0.4519ms	0.2867ms	3.4882 KOps/s	3.5821 KOps/s	$\color{#d91a1a}-2.62\%$
test_items_nested_leaf	0.1601ms	78.5900μs	12.7243 KOps/s	12.7210 KOps/s	$\color{#35bf28}+0.03\%$
test_items_stack_nested	0.4286ms	0.2782ms	3.5943 KOps/s	3.5754 KOps/s	$\color{#35bf28}+0.53\%$
test_items_stack_nested_leaf	0.1567ms	78.7905μs	12.6919 KOps/s	12.9009 KOps/s	$\color{#d91a1a}-1.62\%$
test_items_stack_nested_locked	0.6041ms	0.2774ms	3.6046 KOps/s	3.5510 KOps/s	$\color{#35bf28}+1.51\%$
test_keys	21.3500μs	3.8369μs	260.6299 KOps/s	262.0480 KOps/s	$\color{#d91a1a}-0.54\%$
test_keys_nested	0.2325ms	0.1404ms	7.1202 KOps/s	7.2386 KOps/s	$\color{#d91a1a}-1.64\%$
test_keys_nested_locked	1.8592ms	0.1464ms	6.8319 KOps/s	6.9454 KOps/s	$\color{#d91a1a}-1.63\%$
test_keys_nested_leaf	0.2058ms	0.1196ms	8.3579 KOps/s	8.3646 KOps/s	$\color{#d91a1a}-0.08\%$
test_keys_stack_nested	0.2295ms	0.1391ms	7.1876 KOps/s	7.2351 KOps/s	$\color{#d91a1a}-0.66\%$
test_keys_stack_nested_leaf	0.2109ms	0.1179ms	8.4806 KOps/s	8.6476 KOps/s	$\color{#d91a1a}-1.93\%$
test_keys_stack_nested_locked	0.2206ms	0.1440ms	6.9438 KOps/s	7.0991 KOps/s	$\color{#d91a1a}-2.19\%$
test_values	27.3537μs	1.1576μs	863.8714 KOps/s	842.3310 KOps/s	$\color{#35bf28}+2.56\%$
test_values_nested	2.5589ms	50.6972μs	19.7250 KOps/s	19.5329 KOps/s	$\color{#35bf28}+0.98\%$
test_values_nested_locked	0.1048ms	50.9662μs	19.6208 KOps/s	19.4686 KOps/s	$\color{#35bf28}+0.78\%$
test_values_nested_leaf	2.4641ms	46.2428μs	21.6250 KOps/s	21.4526 KOps/s	$\color{#35bf28}+0.80\%$
test_values_stack_nested	0.1078ms	52.1426μs	19.1782 KOps/s	19.0984 KOps/s	$\color{#35bf28}+0.42\%$
test_values_stack_nested_leaf	0.2338ms	45.4371μs	22.0084 KOps/s	21.6832 KOps/s	$\color{#35bf28}+1.50\%$
test_values_stack_nested_locked	1.9693ms	51.6731μs	19.3524 KOps/s	19.0050 KOps/s	$\color{#35bf28}+1.83\%$
test_membership	15.8500μs	1.3723μs	728.7015 KOps/s	740.0227 KOps/s	$\color{#d91a1a}-1.53\%$
test_membership_nested	28.9740μs	3.4086μs	293.3782 KOps/s	282.0260 KOps/s	$\color{#35bf28}+4.03\%$
test_membership_nested_leaf	46.6180μs	3.4333μs	291.2632 KOps/s	275.5114 KOps/s	$\textbf{\color{#35bf28}+5.72\%}$
test_membership_stacked_nested	33.5930μs	3.4064μs	293.5627 KOps/s	260.9690 KOps/s	$\textbf{\color{#35bf28}+12.49\%}$
test_membership_stacked_nested_leaf	19.4170μs	3.4557μs	289.3805 KOps/s	279.5771 KOps/s	$\color{#35bf28}+3.51\%$
test_membership_nested_last	69.5450μs	4.2536μs	235.0957 KOps/s	235.0988 KOps/s	$-0.00\%$
test_membership_nested_leaf_last	35.3270μs	4.2461μs	235.5090 KOps/s	234.0085 KOps/s	$\color{#35bf28}+0.64\%$
test_membership_stacked_nested_last	39.5750μs	8.2282μs	121.5331 KOps/s	74.8771 KOps/s	$\textbf{\color{#35bf28}+62.31\%}$
test_membership_stacked_nested_leaf_last	42.7710μs	8.2718μs	120.8924 KOps/s	75.6067 KOps/s	$\textbf{\color{#35bf28}+59.90\%}$
test_nested_getleaf	34.9660μs	10.8258μs	92.3719 KOps/s	93.1257 KOps/s	$\color{#d91a1a}-0.81\%$
test_nested_get	46.1870μs	10.1886μs	98.1493 KOps/s	98.4989 KOps/s	$\color{#d91a1a}-0.35\%$
test_stacked_getleaf	74.5650μs	10.7477μs	93.0429 KOps/s	94.4797 KOps/s	$\color{#d91a1a}-1.52\%$
test_stacked_get	29.2850μs	10.1022μs	98.9887 KOps/s	100.6955 KOps/s	$\color{#d91a1a}-1.70\%$
test_nested_getitemleaf	74.6750μs	11.2639μs	88.7791 KOps/s	88.2836 KOps/s	$\color{#35bf28}+0.56\%$
test_nested_getitem	47.2790μs	10.5352μs	94.9196 KOps/s	96.4686 KOps/s	$\color{#d91a1a}-1.61\%$
test_stacked_getitemleaf	43.6420μs	11.3266μs	88.2876 KOps/s	88.9724 KOps/s	$\color{#d91a1a}-0.77\%$
test_stacked_getitem	60.1080μs	10.4765μs	95.4520 KOps/s	98.3175 KOps/s	$\color{#d91a1a}-2.91\%$
test_lock_nested	1.2242ms	0.3392ms	2.9483 KOps/s	2.9522 KOps/s	$\color{#d91a1a}-0.13\%$
test_lock_stack_nested	0.4914ms	0.2997ms	3.3367 KOps/s	3.4053 KOps/s	$\color{#d91a1a}-2.02\%$
test_unlock_nested	0.9135ms	0.3480ms	2.8734 KOps/s	2.9184 KOps/s	$\color{#d91a1a}-1.54\%$
test_unlock_stack_nested	0.4490ms	0.3068ms	3.2595 KOps/s	3.3084 KOps/s	$\color{#d91a1a}-1.48\%$
test_flatten_speed	0.6322ms	99.0028μs	10.1007 KOps/s	10.1223 KOps/s	$\color{#d91a1a}-0.21\%$
test_unflatten_speed	0.8618ms	0.4074ms	2.4547 KOps/s	2.4295 KOps/s	$\color{#35bf28}+1.04\%$
test_common_ops	3.5620ms	0.7606ms	1.3147 KOps/s	1.3374 KOps/s	$\color{#d91a1a}-1.69\%$
test_creation	19.1760μs	1.8810μs	531.6339 KOps/s	506.1085 KOps/s	$\textbf{\color{#35bf28}+5.04\%}$
test_creation_empty	40.8270μs	12.1789μs	82.1093 KOps/s	86.9979 KOps/s	$\textbf{\color{#d91a1a}-5.62\%}$
test_creation_nested_1	91.0850μs	14.6746μs	68.1449 KOps/s	69.8102 KOps/s	$\color{#d91a1a}-2.39\%$
test_creation_nested_2	55.9950μs	18.2318μs	54.8491 KOps/s	56.7860 KOps/s	$\color{#d91a1a}-3.41\%$
test_clone	0.1724ms	13.0650μs	76.5405 KOps/s	75.2390 KOps/s	$\color{#35bf28}+1.73\%$
test_getitem[int]	34.7250μs	11.0654μs	90.3722 KOps/s	91.0987 KOps/s	$\color{#d91a1a}-0.80\%$
test_getitem[slice_int]	85.3000μs	21.8764μs	45.7114 KOps/s	44.5849 KOps/s	$\color{#35bf28}+2.53\%$
test_getitem[range]	81.0120μs	57.9430μs	17.2583 KOps/s	15.3998 KOps/s	$\textbf{\color{#35bf28}+12.07\%}$
test_getitem[tuple]	59.0410μs	18.5556μs	53.8922 KOps/s	53.2487 KOps/s	$\color{#35bf28}+1.21\%$
test_getitem[list]	0.1286ms	39.9483μs	25.0323 KOps/s	24.7814 KOps/s	$\color{#35bf28}+1.01\%$
test_setitem_dim[int]	78.5770μs	36.4897μs	27.4050 KOps/s	27.3235 KOps/s	$\color{#35bf28}+0.30\%$
test_setitem_dim[slice_int]	0.1025ms	64.1563μs	15.5869 KOps/s	15.8240 KOps/s	$\color{#d91a1a}-1.50\%$
test_setitem_dim[range]	0.1513ms	86.8310μs	11.5166 KOps/s	11.4741 KOps/s	$\color{#35bf28}+0.37\%$
test_setitem_dim[tuple]	0.1093ms	52.2736μs	19.1301 KOps/s	19.2658 KOps/s	$\color{#d91a1a}-0.70\%$
test_setitem	72.2860μs	21.1421μs	47.2991 KOps/s	48.6731 KOps/s	$\color{#d91a1a}-2.82\%$
test_set	74.5990μs	20.3123μs	49.2313 KOps/s	50.3743 KOps/s	$\color{#d91a1a}-2.27\%$
test_set_shared	1.5745ms	0.1457ms	6.8641 KOps/s	6.6762 KOps/s	$\color{#35bf28}+2.82\%$
test_update	0.2048ms	23.5159μs	42.5245 KOps/s	43.0131 KOps/s	$\color{#d91a1a}-1.14\%$
test_update_nested	93.0940μs	32.4709μs	30.7968 KOps/s	30.9741 KOps/s	$\color{#d91a1a}-0.57\%$
test_update__nested	70.4120μs	24.6599μs	40.5517 KOps/s	40.0930 KOps/s	$\color{#35bf28}+1.14\%$
test_set_nested	65.8730μs	22.2295μs	44.9853 KOps/s	46.2049 KOps/s	$\color{#d91a1a}-2.64\%$
test_set_nested_new	73.6280μs	26.0836μs	38.3382 KOps/s	38.2786 KOps/s	$\color{#35bf28}+0.16\%$
test_select	0.1504ms	40.8667μs	24.4698 KOps/s	24.8416 KOps/s	$\color{#d91a1a}-1.50\%$
test_select_nested	0.8833ms	56.8178μs	17.6001 KOps/s	17.3229 KOps/s	$\color{#35bf28}+1.60\%$
test_exclude_nested	0.1922ms	0.1188ms	8.4169 KOps/s	8.4109 KOps/s	$\color{#35bf28}+0.07\%$
test_empty[True]	0.6578ms	0.3941ms	2.5374 KOps/s	2.5379 KOps/s	$\color{#d91a1a}-0.02\%$
test_empty[False]	7.9348μs	1.0191μs	981.2319 KOps/s	970.4186 KOps/s	$\color{#35bf28}+1.11\%$
test_unbind_speed	0.3295ms	0.2502ms	3.9973 KOps/s	4.0373 KOps/s	$\color{#d91a1a}-0.99\%$
test_unbind_speed_stack0	0.5351ms	0.2430ms	4.1150 KOps/s	4.2160 KOps/s	$\color{#d91a1a}-2.39\%$
test_unbind_speed_stack1	86.5440ms	0.7361ms	1.3585 KOps/s	1.4048 KOps/s	$\color{#d91a1a}-3.30\%$
test_split	78.9387ms	1.6003ms	624.8855 Ops/s	611.2571 Ops/s	$\color{#35bf28}+2.23\%$
test_chunk	78.3521ms	1.6003ms	624.8735 Ops/s	610.0224 Ops/s	$\color{#35bf28}+2.43\%$
test_creation[device0]	0.2498ms	85.9032μs	11.6410 KOps/s	11.4880 KOps/s	$\color{#35bf28}+1.33\%$
test_creation_from_tensor	5.4880ms	87.4676μs	11.4328 KOps/s	11.2440 KOps/s	$\color{#35bf28}+1.68\%$
test_add_one[memmap_tensor0]	0.1103ms	5.3285μs	187.6698 KOps/s	189.1491 KOps/s	$\color{#d91a1a}-0.78\%$
test_contiguous[memmap_tensor0]	23.2030μs	0.6343μs	1.5764 MOps/s	1.5828 MOps/s	$\color{#d91a1a}-0.40\%$
test_stack[memmap_tensor0]	37.0990μs	3.6122μs	276.8398 KOps/s	282.8951 KOps/s	$\color{#d91a1a}-2.14\%$
test_memmaptd_index	1.1085ms	0.2554ms	3.9157 KOps/s	3.9703 KOps/s	$\color{#d91a1a}-1.38\%$
test_memmaptd_index_astensor	1.1263ms	0.3304ms	3.0267 KOps/s	3.0800 KOps/s	$\color{#d91a1a}-1.73\%$
test_memmaptd_index_op	1.6276ms	0.6477ms	1.5440 KOps/s	1.6000 KOps/s	$\color{#d91a1a}-3.50\%$
test_serialize_model	0.1799s	0.1129s	8.8573 Ops/s	8.6839 Ops/s	$\color{#35bf28}+2.00\%$
test_serialize_model_pickle	0.4503s	0.3710s	2.6952 Ops/s	2.6356 Ops/s	$\color{#35bf28}+2.26\%$
test_serialize_weights	0.1124s	98.6766ms	10.1341 Ops/s	9.6964 Ops/s	$\color{#35bf28}+4.51\%$
test_serialize_weights_returnearly	0.1981s	0.1312s	7.6202 Ops/s	7.2468 Ops/s	$\textbf{\color{#35bf28}+5.15\%}$
test_serialize_weights_pickle	1.0086s	0.5858s	1.7069 Ops/s	2.4460 Ops/s	$\textbf{\color{#d91a1a}-30.22\%}$
test_serialize_weights_filesystem	0.1034s	94.6388ms	10.5665 Ops/s	10.2539 Ops/s	$\color{#35bf28}+3.05\%$
test_serialize_model_filesystem	0.1003s	96.9828ms	10.3111 Ops/s	8.9950 Ops/s	$\textbf{\color{#35bf28}+14.63\%}$
test_reshape_pytree	78.1960μs	25.7712μs	38.8030 KOps/s	38.4722 KOps/s	$\color{#35bf28}+0.86\%$
test_reshape_td	0.1012ms	33.8186μs	29.5695 KOps/s	29.3038 KOps/s	$\color{#35bf28}+0.91\%$
test_view_pytree	73.6780μs	25.8885μs	38.6272 KOps/s	38.6501 KOps/s	$\color{#d91a1a}-0.06\%$
test_view_td	0.1142ms	38.7183μs	25.8276 KOps/s	25.5712 KOps/s	$\color{#35bf28}+1.00\%$
test_unbind_pytree	76.5730μs	29.2512μs	34.1867 KOps/s	33.2151 KOps/s	$\color{#35bf28}+2.92\%$
test_unbind_td	0.4367ms	36.3266μs	27.5281 KOps/s	27.7320 KOps/s	$\color{#d91a1a}-0.74\%$
test_split_pytree	91.8520μs	29.4056μs	34.0071 KOps/s	33.6073 KOps/s	$\color{#35bf28}+1.19\%$
test_split_td	0.6109ms	39.4117μs	25.3732 KOps/s	24.8884 KOps/s	$\color{#35bf28}+1.95\%$
test_add_pytree	87.9450μs	34.8575μs	28.6883 KOps/s	28.6922 KOps/s	$\color{#d91a1a}-0.01\%$
test_add_td	0.1726ms	56.9459μs	17.5605 KOps/s	17.5206 KOps/s	$\color{#35bf28}+0.23\%$
test_distributed	0.2699ms	0.1069ms	9.3569 KOps/s	9.2915 KOps/s	$\color{#35bf28}+0.70\%$
test_tdmodule	47.4690μs	18.9716μs	52.7104 KOps/s	48.5122 KOps/s	$\textbf{\color{#35bf28}+8.65\%}$
test_tdmodule_dispatch	72.6960μs	37.4247μs	26.7204 KOps/s	24.5255 KOps/s	$\textbf{\color{#35bf28}+8.95\%}$
test_tdseq	52.1780μs	22.6642μs	44.1225 KOps/s	45.0475 KOps/s	$\color{#d91a1a}-2.05\%$
test_tdseq_dispatch	90.0290μs	43.8178μs	22.8218 KOps/s	23.8342 KOps/s	$\color{#d91a1a}-4.25\%$
test_instantiation_functorch	1.6098ms	1.3348ms	749.1998 Ops/s	757.4950 Ops/s	$\color{#d91a1a}-1.10\%$
test_instantiation_td	1.7387ms	1.0337ms	967.3963 Ops/s	967.2824 Ops/s	$\color{#35bf28}+0.01\%$
test_exec_functorch	0.3043ms	0.1665ms	6.0078 KOps/s	6.0157 KOps/s	$\color{#d91a1a}-0.13\%$
test_exec_functional_call	0.3026ms	0.1489ms	6.7168 KOps/s	6.4838 KOps/s	$\color{#35bf28}+3.59\%$
test_exec_td	0.2873ms	0.1451ms	6.8933 KOps/s	6.5479 KOps/s	$\textbf{\color{#35bf28}+5.27\%}$
test_exec_td_decorator	1.1029ms	0.2219ms	4.5074 KOps/s	4.3895 KOps/s	$\color{#35bf28}+2.69\%$
test_vmap_mlp_speed[True-True]	0.7050ms	0.5005ms	1.9981 KOps/s	2.0031 KOps/s	$\color{#d91a1a}-0.25\%$
test_vmap_mlp_speed[True-False]	0.7919ms	0.5011ms	1.9956 KOps/s	2.0123 KOps/s	$\color{#d91a1a}-0.83\%$
test_vmap_mlp_speed[False-True]	0.6846ms	0.3972ms	2.5177 KOps/s	2.4878 KOps/s	$\color{#35bf28}+1.20\%$
test_vmap_mlp_speed[False-False]	0.5172ms	0.3985ms	2.5094 KOps/s	2.4707 KOps/s	$\color{#35bf28}+1.56\%$
test_vmap_mlp_speed_decorator[True-True]	1.0616ms	0.5730ms	1.7453 KOps/s	1.7203 KOps/s	$\color{#35bf28}+1.45\%$
test_vmap_mlp_speed_decorator[True-False]	1.0254ms	0.5726ms	1.7466 KOps/s	1.7430 KOps/s	$\color{#35bf28}+0.20\%$
test_vmap_mlp_speed_decorator[False-True]	0.8002ms	0.4705ms	2.1254 KOps/s	2.1356 KOps/s	$\color{#d91a1a}-0.48\%$
test_vmap_mlp_speed_decorator[False-False]	0.7161ms	0.4706ms	2.1249 KOps/s	2.1346 KOps/s	$\color{#d91a1a}-0.46\%$
test_to_module_speed[True]	1.9471ms	1.6775ms	596.1082 Ops/s	586.3354 Ops/s	$\color{#35bf28}+1.67\%$
test_to_module_speed[False]	1.8126ms	1.6603ms	602.2960 Ops/s	603.7024 Ops/s	$\color{#d91a1a}-0.23\%$
test_tc_init	87.8250μs	32.2142μs	31.0422 KOps/s	32.3054 KOps/s	$\color{#d91a1a}-3.91\%$
test_tc_init_nested	0.1598ms	68.7514μs	14.5452 KOps/s	15.7469 KOps/s	$\textbf{\color{#d91a1a}-7.63\%}$
test_tc_first_layer_tensor	4.4741μs	0.7142μs	1.4002 MOps/s	1.1710 MOps/s	$\textbf{\color{#35bf28}+19.57\%}$
test_tc_first_layer_nontensor	2.5713μs	0.7030μs	1.4225 MOps/s	1.3419 MOps/s	$\textbf{\color{#35bf28}+6.01\%}$
test_tc_second_layer_tensor	32.4310μs	1.8902μs	529.0328 KOps/s	521.8837 KOps/s	$\color{#35bf28}+1.37\%$
test_tc_second_layer_nontensor	23.6740μs	1.6750μs	597.0031 KOps/s	585.2281 KOps/s	$\color{#35bf28}+2.01\%$
test_unbind	90.9004ms	8.8334ms	113.2064 Ops/s	144.9805 Ops/s	$\textbf{\color{#d91a1a}-21.92\%}$
test_full_like	20.0914ms	11.9612ms	83.6038 Ops/s	83.3634 Ops/s	$\color{#35bf28}+0.29\%$
test_zeros_like	13.5675ms	6.2550ms	159.8719 Ops/s	167.3888 Ops/s	$\color{#d91a1a}-4.49\%$
test_ones_like	13.4643ms	6.6507ms	150.3610 Ops/s	156.4220 Ops/s	$\color{#d91a1a}-3.87\%$
test_clone	17.2310ms	8.9060ms	112.2841 Ops/s	117.2940 Ops/s	$\color{#d91a1a}-4.27\%$
test_squeeze	0.1070ms	14.0200μs	71.3267 KOps/s	71.0909 KOps/s	$\color{#35bf28}+0.33\%$
test_unsqueeze	0.1285ms	61.9620μs	16.1389 KOps/s	16.2873 KOps/s	$\color{#d91a1a}-0.91\%$
test_split	0.2264ms	0.1149ms	8.7048 KOps/s	8.7069 KOps/s	$\color{#d91a1a}-0.02\%$
test_permute	0.2556ms	0.1265ms	7.9057 KOps/s	7.6279 KOps/s	$\color{#35bf28}+3.64\%$
test_stack	31.3487ms	25.0942ms	39.8499 Ops/s	40.8156 Ops/s	$\color{#d91a1a}-2.37\%$
test_cat	31.1227ms	23.8959ms	41.8481 Ops/s	40.6978 Ops/s	$\color{#35bf28}+2.83\%$

[github-actions]

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

Total Benchmarks: 152. Improved: $\large\color{#35bf28}30$. Worsened: $\large\color{#d91a1a}4$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1055ms	12.0663μs	82.8754 KOps/s	76.7770 KOps/s	$\textbf{\color{#35bf28}+7.94\%}$
test_plain_set_stack_nested	28.3010μs	12.4427μs	80.3686 KOps/s	75.8202 KOps/s	$\textbf{\color{#35bf28}+6.00\%}$
test_plain_set_nested_inplace	41.0110μs	13.5079μs	74.0308 KOps/s	68.7829 KOps/s	$\textbf{\color{#35bf28}+7.63\%}$
test_plain_set_stack_nested_inplace	42.3210μs	13.5985μs	73.5377 KOps/s	68.6690 KOps/s	$\textbf{\color{#35bf28}+7.09\%}$
test_items	22.0800μs	4.5817μs	218.2578 KOps/s	217.6451 KOps/s	$\color{#35bf28}+0.28\%$
test_items_nested	0.3676ms	0.3391ms	2.9488 KOps/s	2.9287 KOps/s	$\color{#35bf28}+0.69\%$
test_items_nested_locked	0.3732ms	0.3411ms	2.9314 KOps/s	2.9228 KOps/s	$\color{#35bf28}+0.29\%$
test_items_nested_leaf	0.1074ms	82.1650μs	12.1706 KOps/s	12.1390 KOps/s	$\color{#35bf28}+0.26\%$
test_items_stack_nested	0.4042ms	0.3451ms	2.8980 KOps/s	2.9597 KOps/s	$\color{#d91a1a}-2.08\%$
test_items_stack_nested_leaf	0.1095ms	83.8665μs	11.9237 KOps/s	11.8416 KOps/s	$\color{#35bf28}+0.69\%$
test_items_stack_nested_locked	0.3802ms	0.3477ms	2.8758 KOps/s	2.9292 KOps/s	$\color{#d91a1a}-1.82\%$
test_keys	25.1920μs	4.3580μs	229.4631 KOps/s	229.2423 KOps/s	$\color{#35bf28}+0.10\%$
test_keys_nested	91.8620μs	67.8122μs	14.7466 KOps/s	14.3231 KOps/s	$\color{#35bf28}+2.96\%$
test_keys_nested_locked	2.5432ms	75.3214μs	13.2764 KOps/s	13.1936 KOps/s	$\color{#35bf28}+0.63\%$
test_keys_nested_leaf	95.2120μs	59.5465μs	16.7936 KOps/s	16.5381 KOps/s	$\color{#35bf28}+1.54\%$
test_keys_stack_nested	96.9520μs	69.0875μs	14.4744 KOps/s	14.3476 KOps/s	$\color{#35bf28}+0.88\%$
test_keys_stack_nested_leaf	84.7920μs	58.7777μs	17.0132 KOps/s	17.0140 KOps/s	$-0.00\%$
test_keys_stack_nested_locked	0.1136ms	74.7654μs	13.3752 KOps/s	13.2579 KOps/s	$\color{#35bf28}+0.88\%$
test_values	8.6105μs	1.8382μs	544.0121 KOps/s	549.1308 KOps/s	$\color{#d91a1a}-0.93\%$
test_values_nested	64.5110μs	34.8973μs	28.6555 KOps/s	28.3594 KOps/s	$\color{#35bf28}+1.04\%$
test_values_nested_locked	61.1010μs	37.2624μs	26.8367 KOps/s	26.8405 KOps/s	$\color{#d91a1a}-0.01\%$
test_values_nested_leaf	59.8120μs	31.7377μs	31.5083 KOps/s	31.7239 KOps/s	$\color{#d91a1a}-0.68\%$
test_values_stack_nested	68.8710μs	35.3198μs	28.3127 KOps/s	28.1316 KOps/s	$\color{#35bf28}+0.64\%$
test_values_stack_nested_leaf	82.1620μs	31.6122μs	31.6334 KOps/s	31.5234 KOps/s	$\color{#35bf28}+0.35\%$
test_values_stack_nested_locked	65.1910μs	37.3792μs	26.7528 KOps/s	26.7347 KOps/s	$\color{#35bf28}+0.07\%$
test_membership	4.1114μs	0.7225μs	1.3841 MOps/s	1.3519 MOps/s	$\color{#35bf28}+2.38\%$
test_membership_nested	32.3200μs	2.5619μs	390.3391 KOps/s	381.4351 KOps/s	$\color{#35bf28}+2.33\%$
test_membership_nested_leaf	21.6700μs	2.5648μs	389.8985 KOps/s	383.4508 KOps/s	$\color{#35bf28}+1.68\%$
test_membership_stacked_nested	36.7410μs	2.5595μs	390.7015 KOps/s	382.2508 KOps/s	$\color{#35bf28}+2.21\%$
test_membership_stacked_nested_leaf	20.4610μs	2.5373μs	394.1252 KOps/s	382.6106 KOps/s	$\color{#35bf28}+3.01\%$
test_membership_nested_last	18.7100μs	3.0502μs	327.8518 KOps/s	321.4979 KOps/s	$\color{#35bf28}+1.98\%$
test_membership_nested_leaf_last	36.2520μs	3.0568μs	327.1425 KOps/s	318.7654 KOps/s	$\color{#35bf28}+2.63\%$
test_membership_stacked_nested_last	39.9510μs	3.0426μs	328.6636 KOps/s	280.9871 KOps/s	$\textbf{\color{#35bf28}+16.97\%}$
test_membership_stacked_nested_leaf_last	36.1810μs	3.0486μs	328.0206 KOps/s	281.3089 KOps/s	$\textbf{\color{#35bf28}+16.61\%}$
test_nested_getleaf	62.7610μs	8.3574μs	119.6544 KOps/s	119.5464 KOps/s	$\color{#35bf28}+0.09\%$
test_nested_get	42.1710μs	7.8215μs	127.8530 KOps/s	127.9343 KOps/s	$\color{#d91a1a}-0.06\%$
test_stacked_getleaf	39.5010μs	8.3644μs	119.5537 KOps/s	119.7245 KOps/s	$\color{#d91a1a}-0.14\%$
test_stacked_get	22.6400μs	7.8201μs	127.8763 KOps/s	127.3188 KOps/s	$\color{#35bf28}+0.44\%$
test_nested_getitemleaf	37.8610μs	8.5564μs	116.8721 KOps/s	117.0174 KOps/s	$\color{#d91a1a}-0.12\%$
test_nested_getitem	32.3600μs	7.9976μs	125.0382 KOps/s	125.2520 KOps/s	$\color{#d91a1a}-0.17\%$
test_stacked_getitemleaf	24.4300μs	8.5064μs	117.5587 KOps/s	117.6613 KOps/s	$\color{#d91a1a}-0.09\%$
test_stacked_getitem	40.5110μs	8.0590μs	124.0847 KOps/s	124.7451 KOps/s	$\color{#d91a1a}-0.53\%$
test_lock_nested	58.9489ms	0.4002ms	2.4989 KOps/s	2.5115 KOps/s	$\color{#d91a1a}-0.51\%$
test_lock_stack_nested	0.3644ms	0.2952ms	3.3873 KOps/s	3.3695 KOps/s	$\color{#35bf28}+0.53\%$
test_unlock_nested	61.2463ms	0.4022ms	2.4866 KOps/s	2.4878 KOps/s	$\color{#d91a1a}-0.05\%$
test_unlock_stack_nested	0.3489ms	0.3045ms	3.2844 KOps/s	3.2833 KOps/s	$\color{#35bf28}+0.04\%$
test_flatten_speed	0.4058ms	0.1028ms	9.7303 KOps/s	9.8444 KOps/s	$\color{#d91a1a}-1.16\%$
test_unflatten_speed	0.3448ms	0.2900ms	3.4488 KOps/s	3.4129 KOps/s	$\color{#35bf28}+1.05\%$
test_common_ops	1.0447ms	0.5671ms	1.7633 KOps/s	1.6299 KOps/s	$\textbf{\color{#35bf28}+8.19\%}$
test_creation	37.1200μs	1.5871μs	630.0866 KOps/s	634.4693 KOps/s	$\color{#d91a1a}-0.69\%$
test_creation_empty	23.7400μs	7.3922μs	135.2775 KOps/s	108.2224 KOps/s	$\textbf{\color{#35bf28}+25.00\%}$
test_creation_nested_1	33.2600μs	9.1091μs	109.7802 KOps/s	90.7365 KOps/s	$\textbf{\color{#35bf28}+20.99\%}$
test_creation_nested_2	47.7910μs	11.2304μs	89.0440 KOps/s	74.1106 KOps/s	$\textbf{\color{#35bf28}+20.15\%}$
test_clone	92.1620μs	11.0934μs	90.1435 KOps/s	81.8758 KOps/s	$\textbf{\color{#35bf28}+10.10\%}$
test_getitem[int]	28.3700μs	10.5567μs	94.7269 KOps/s	89.2273 KOps/s	$\textbf{\color{#35bf28}+6.16\%}$
test_getitem[slice_int]	41.6310μs	21.5126μs	46.4844 KOps/s	46.5775 KOps/s	$\color{#d91a1a}-0.20\%$
test_getitem[range]	66.8410μs	48.7870μs	20.4973 KOps/s	20.2860 KOps/s	$\color{#35bf28}+1.04\%$
test_getitem[tuple]	40.0510μs	18.8178μs	53.1412 KOps/s	52.7468 KOps/s	$\color{#35bf28}+0.75\%$
test_getitem[list]	0.1453ms	33.9929μs	29.4179 KOps/s	29.3809 KOps/s	$\color{#35bf28}+0.13\%$
test_setitem_dim[int]	73.9010μs	28.0796μs	35.6130 KOps/s	32.8504 KOps/s	$\textbf{\color{#35bf28}+8.41\%}$
test_setitem_dim[slice_int]	77.4120μs	50.8802μs	19.6540 KOps/s	18.9874 KOps/s	$\color{#35bf28}+3.51\%$
test_setitem_dim[range]	99.3720μs	71.0214μs	14.0803 KOps/s	14.0088 KOps/s	$\color{#35bf28}+0.51\%$
test_setitem_dim[tuple]	66.2910μs	44.3735μs	22.5360 KOps/s	21.5272 KOps/s	$\color{#35bf28}+4.69\%$
test_setitem	45.1610μs	15.4936μs	64.5428 KOps/s	55.0928 KOps/s	$\textbf{\color{#35bf28}+17.15\%}$
test_set	53.8010μs	14.5126μs	68.9057 KOps/s	59.3029 KOps/s	$\textbf{\color{#35bf28}+16.19\%}$
test_set_shared	1.6666ms	97.5790μs	10.2481 KOps/s	10.1996 KOps/s	$\color{#35bf28}+0.48\%$
test_update	91.7120μs	17.6388μs	56.6933 KOps/s	48.8767 KOps/s	$\textbf{\color{#35bf28}+15.99\%}$
test_update_nested	69.1510μs	23.4459μs	42.6513 KOps/s	38.4163 KOps/s	$\textbf{\color{#35bf28}+11.02\%}$
test_update__nested	63.4010μs	21.3403μs	46.8598 KOps/s	44.8314 KOps/s	$\color{#35bf28}+4.52\%$
test_set_nested	59.0910μs	15.5441μs	64.3331 KOps/s	55.8057 KOps/s	$\textbf{\color{#35bf28}+15.28\%}$
test_set_nested_new	57.8710μs	18.3680μs	54.4425 KOps/s	47.6065 KOps/s	$\textbf{\color{#35bf28}+14.36\%}$
test_select	71.4120μs	31.1638μs	32.0885 KOps/s	29.9708 KOps/s	$\textbf{\color{#35bf28}+7.07\%}$
test_select_nested	0.4529ms	50.9990μs	19.6082 KOps/s	19.1784 KOps/s	$\color{#35bf28}+2.24\%$
test_exclude_nested	0.1417ms	0.1068ms	9.3643 KOps/s	9.0528 KOps/s	$\color{#35bf28}+3.44\%$
test_empty[True]	0.3972ms	0.3428ms	2.9172 KOps/s	2.8661 KOps/s	$\color{#35bf28}+1.79\%$
test_empty[False]	3.1061μs	0.8396μs	1.1910 MOps/s	1.2079 MOps/s	$\color{#d91a1a}-1.39\%$
test_to	89.1320μs	58.3480μs	17.1385 KOps/s	17.0038 KOps/s	$\color{#35bf28}+0.79\%$
test_to_nonblocking	79.2410μs	36.0355μs	27.7504 KOps/s	28.7750 KOps/s	$\color{#d91a1a}-3.56\%$
test_unbind_speed	1.5801ms	0.2584ms	3.8701 KOps/s	3.7961 KOps/s	$\color{#35bf28}+1.95\%$
test_unbind_speed_stack0	0.3236ms	0.2574ms	3.8854 KOps/s	3.6915 KOps/s	$\textbf{\color{#35bf28}+5.25\%}$
test_unbind_speed_stack1	76.4954ms	0.7769ms	1.2871 KOps/s	1.2742 KOps/s	$\color{#35bf28}+1.01\%$
test_split	76.6317ms	1.6352ms	611.5513 Ops/s	596.7821 Ops/s	$\color{#35bf28}+2.47\%$
test_chunk	76.7409ms	1.6275ms	614.4391 Ops/s	610.6804 Ops/s	$\color{#35bf28}+0.62\%$
test_creation[device0]	0.1369ms	56.6034μs	17.6668 KOps/s	17.6169 KOps/s	$\color{#35bf28}+0.28\%$
test_creation_from_tensor	0.1326ms	53.1281μs	18.8224 KOps/s	17.4518 KOps/s	$\textbf{\color{#35bf28}+7.85\%}$
test_add_one[memmap_tensor0]	73.6110μs	6.6404μs	150.5934 KOps/s	150.9850 KOps/s	$\color{#d91a1a}-0.26\%$
test_contiguous[memmap_tensor0]	11.4510μs	0.6643μs	1.5053 MOps/s	1.4683 MOps/s	$\color{#35bf28}+2.52\%$
test_stack[memmap_tensor0]	19.2800μs	4.8297μs	207.0511 KOps/s	210.4842 KOps/s	$\color{#d91a1a}-1.63\%$
test_memmaptd_index	0.9883ms	0.2754ms	3.6316 KOps/s	3.6270 KOps/s	$\color{#35bf28}+0.13\%$
test_memmaptd_index_astensor	0.6407ms	0.3344ms	2.9907 KOps/s	2.9821 KOps/s	$\color{#35bf28}+0.29\%$
test_memmaptd_index_op	1.0053ms	0.6077ms	1.6455 KOps/s	1.5819 KOps/s	$\color{#35bf28}+4.02\%$
test_serialize_model	99.8213ms	96.2107ms	10.3939 Ops/s	10.0416 Ops/s	$\color{#35bf28}+3.51\%$
test_serialize_model_pickle	1.3511s	1.2359s	0.8091 Ops/s	0.8088 Ops/s	$\color{#35bf28}+0.05\%$
test_serialize_weights	97.9463ms	93.8256ms	10.6581 Ops/s	9.2265 Ops/s	$\textbf{\color{#35bf28}+15.52\%}$
test_serialize_weights_returnearly	0.2142s	83.0631ms	12.0390 Ops/s	11.4956 Ops/s	$\color{#35bf28}+4.73\%$
test_serialize_weights_pickle	1.3460s	1.2352s	0.8096 Ops/s	0.8044 Ops/s	$\color{#35bf28}+0.65\%$
test_reshape_pytree	56.0910μs	25.8949μs	38.6176 KOps/s	38.2936 KOps/s	$\color{#35bf28}+0.85\%$
test_reshape_td	67.5520μs	32.2199μs	31.0367 KOps/s	31.5624 KOps/s	$\color{#d91a1a}-1.67\%$
test_view_pytree	0.2430ms	26.3742μs	37.9159 KOps/s	39.4365 KOps/s	$\color{#d91a1a}-3.86\%$
test_view_td	64.5810μs	36.7838μs	27.1859 KOps/s	27.1965 KOps/s	$\color{#d91a1a}-0.04\%$
test_unbind_pytree	0.2307ms	32.0740μs	31.1779 KOps/s	31.6468 KOps/s	$\color{#d91a1a}-1.48\%$
test_unbind_td	0.4410ms	39.6028μs	25.2508 KOps/s	25.4661 KOps/s	$\color{#d91a1a}-0.85\%$
test_split_pytree	0.2760ms	38.0041μs	26.3130 KOps/s	26.5757 KOps/s	$\color{#d91a1a}-0.99\%$
test_split_td	0.1722ms	38.9162μs	25.6962 KOps/s	26.3241 KOps/s	$\color{#d91a1a}-2.39\%$
test_add_pytree	69.6420μs	38.2322μs	26.1560 KOps/s	27.6741 KOps/s	$\textbf{\color{#d91a1a}-5.49\%}$
test_add_td	0.2899ms	47.8709μs	20.8895 KOps/s	20.7811 KOps/s	$\color{#35bf28}+0.52\%$
test_distributed	0.9743ms	72.2924μs	13.8327 KOps/s	14.1303 KOps/s	$\color{#d91a1a}-2.11\%$
test_tdmodule	75.8520μs	15.0004μs	66.6648 KOps/s	63.9710 KOps/s	$\color{#35bf28}+4.21\%$
test_tdmodule_dispatch	51.0210μs	28.6107μs	34.9519 KOps/s	33.1775 KOps/s	$\textbf{\color{#35bf28}+5.35\%}$
test_tdseq	31.4510μs	16.1901μs	61.7660 KOps/s	58.8691 KOps/s	$\color{#35bf28}+4.92\%$
test_tdseq_dispatch	55.5710μs	33.0125μs	30.2916 KOps/s	30.0629 KOps/s	$\color{#35bf28}+0.76\%$
test_instantiation_functorch	1.4885ms	1.4181ms	705.1478 Ops/s	714.5185 Ops/s	$\color{#d91a1a}-1.31\%$
test_instantiation_td	79.4214ms	1.0856ms	921.1445 Ops/s	1.0243 KOps/s	$\textbf{\color{#d91a1a}-10.07\%}$
test_exec_functorch	0.2279ms	0.1468ms	6.8108 KOps/s	7.0104 KOps/s	$\color{#d91a1a}-2.85\%$
test_exec_functional_call	0.1879ms	0.1338ms	7.4763 KOps/s	7.7960 KOps/s	$\color{#d91a1a}-4.10\%$
test_exec_td	0.1985ms	0.1316ms	7.5984 KOps/s	7.9281 KOps/s	$\color{#d91a1a}-4.16\%$
test_exec_td_decorator	0.7935ms	0.2062ms	4.8507 KOps/s	4.9481 KOps/s	$\color{#d91a1a}-1.97\%$
test_vmap_mlp_speed[True-True]	0.7065ms	0.5652ms	1.7692 KOps/s	1.7690 KOps/s	$\color{#35bf28}+0.01\%$
test_vmap_mlp_speed[True-False]	1.2797ms	0.5651ms	1.7695 KOps/s	1.7632 KOps/s	$\color{#35bf28}+0.36\%$
test_vmap_mlp_speed[False-True]	0.8272ms	0.5031ms	1.9876 KOps/s	1.8956 KOps/s	$\color{#35bf28}+4.85\%$
test_vmap_mlp_speed[False-False]	0.7033ms	0.4940ms	2.0241 KOps/s	1.9602 KOps/s	$\color{#35bf28}+3.26\%$
test_vmap_mlp_speed_decorator[True-True]	0.9101ms	0.6303ms	1.5865 KOps/s	1.5931 KOps/s	$\color{#d91a1a}-0.41\%$
test_vmap_mlp_speed_decorator[True-False]	0.8436ms	0.6275ms	1.5936 KOps/s	1.5962 KOps/s	$\color{#d91a1a}-0.16\%$
test_vmap_mlp_speed_decorator[False-True]	0.7746ms	0.5550ms	1.8017 KOps/s	1.8099 KOps/s	$\color{#d91a1a}-0.45\%$
test_vmap_mlp_speed_decorator[False-False]	0.7572ms	0.5557ms	1.7996 KOps/s	1.8123 KOps/s	$\color{#d91a1a}-0.70\%$
test_vmap_transformer_speed[True-True]	7.7079ms	7.4342ms	134.5129 Ops/s	134.4408 Ops/s	$\color{#35bf28}+0.05\%$
test_vmap_transformer_speed[True-False]	8.5667ms	7.6304ms	131.0549 Ops/s	133.6932 Ops/s	$\color{#d91a1a}-1.97\%$
test_vmap_transformer_speed[False-True]	8.0918ms	7.5345ms	132.7224 Ops/s	136.0689 Ops/s	$\color{#d91a1a}-2.46\%$
test_vmap_transformer_speed[False-False]	7.4948ms	7.3094ms	136.8104 Ops/s	136.1486 Ops/s	$\color{#35bf28}+0.49\%$
test_vmap_transformer_speed_decorator[True-True]	17.9830ms	17.9081ms	55.8407 Ops/s	54.5061 Ops/s	$\color{#35bf28}+2.45\%$
test_vmap_transformer_speed_decorator[True-False]	18.1747ms	17.9349ms	55.7571 Ops/s	55.6750 Ops/s	$\color{#35bf28}+0.15\%$
test_vmap_transformer_speed_decorator[False-True]	17.9470ms	17.7258ms	56.4150 Ops/s	55.6636 Ops/s	$\color{#35bf28}+1.35\%$
test_vmap_transformer_speed_decorator[False-False]	18.4502ms	17.7947ms	56.1966 Ops/s	55.9376 Ops/s	$\color{#35bf28}+0.46\%$
test_to_module_speed[True]	1.6131ms	1.5009ms	666.2806 Ops/s	669.2818 Ops/s	$\color{#d91a1a}-0.45\%$
test_to_module_speed[False]	1.5876ms	1.4836ms	674.0280 Ops/s	682.8866 Ops/s	$\color{#d91a1a}-1.30\%$
test_tc_init	41.3800μs	22.6447μs	44.1604 KOps/s	38.4013 KOps/s	$\textbf{\color{#35bf28}+15.00\%}$
test_tc_init_nested	71.6510μs	49.1727μs	20.3365 KOps/s	18.1998 KOps/s	$\textbf{\color{#35bf28}+11.74\%}$
test_tc_first_layer_tensor	0.7895μs	0.3707μs	2.6973 MOps/s	2.6118 MOps/s	$\color{#35bf28}+3.27\%$
test_tc_first_layer_nontensor	2.2485μs	0.4017μs	2.4892 MOps/s	2.4779 MOps/s	$\color{#35bf28}+0.46\%$
test_tc_second_layer_tensor	3.6660μs	1.0037μs	996.2702 KOps/s	978.2449 KOps/s	$\color{#35bf28}+1.84\%$
test_tc_second_layer_nontensor	3.3968μs	0.8521μs	1.1736 MOps/s	1.1484 MOps/s	$\color{#35bf28}+2.19\%$
test_unbind	0.1073s	7.9946ms	125.0842 Ops/s	146.0244 Ops/s	$\textbf{\color{#d91a1a}-14.34\%}$
test_full_like	11.4563ms	11.1602ms	89.6045 Ops/s	74.2490 Ops/s	$\textbf{\color{#35bf28}+20.68\%}$
test_zeros_like	7.0886ms	6.9132ms	144.6516 Ops/s	125.8041 Ops/s	$\textbf{\color{#35bf28}+14.98\%}$
test_ones_like	7.1171ms	6.9213ms	144.4825 Ops/s	125.8167 Ops/s	$\textbf{\color{#35bf28}+14.84\%}$
test_clone	9.0264ms	8.6445ms	115.6798 Ops/s	104.8557 Ops/s	$\textbf{\color{#35bf28}+10.32\%}$
test_squeeze	72.2310μs	11.4353μs	87.4483 KOps/s	92.5922 KOps/s	$\textbf{\color{#d91a1a}-5.56\%}$
test_unsqueeze	96.2620μs	52.9851μs	18.8732 KOps/s	19.3836 KOps/s	$\color{#d91a1a}-2.63\%$
test_split	0.1380ms	97.0660μs	10.3023 KOps/s	10.1798 KOps/s	$\color{#35bf28}+1.20\%$
test_permute	0.1523ms	0.1142ms	8.7574 KOps/s	8.8696 KOps/s	$\color{#d91a1a}-1.27\%$
test_stack	28.6752ms	27.2581ms	36.6863 Ops/s	36.6974 Ops/s	$\color{#d91a1a}-0.03\%$
test_cat	27.4208ms	27.1219ms	36.8706 Ops/s	36.8960 Ops/s	$\color{#d91a1a}-0.07\%$