[BugFix] Allow any tensorclass to have a data field

[vmoens]

No description provided.

[github-actions]

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

Total Benchmarks: 144. Improved: $\large\color{#35bf28}8$. Worsened: $\large\color{#d91a1a}21$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	75.1210μs	24.1447μs	41.4169 KOps/s	46.3057 KOps/s	$\textbf{\color{#d91a1a}-10.56\%}$
test_plain_set_stack_nested	54.7530μs	23.2648μs	42.9835 KOps/s	45.6048 KOps/s	$\textbf{\color{#d91a1a}-5.75\%}$
test_plain_set_nested_inplace	75.8220μs	25.4850μs	39.2388 KOps/s	41.9465 KOps/s	$\textbf{\color{#d91a1a}-6.46\%}$
test_plain_set_stack_nested_inplace	58.8500μs	25.6942μs	38.9193 KOps/s	42.3824 KOps/s	$\textbf{\color{#d91a1a}-8.17\%}$
test_items	16.4310μs	2.6399μs	378.8059 KOps/s	379.0794 KOps/s	$\color{#d91a1a}-0.07\%$
test_items_nested	0.6079ms	0.3660ms	2.7324 KOps/s	2.7174 KOps/s	$\color{#35bf28}+0.55\%$
test_items_nested_locked	1.6325ms	0.3678ms	2.7186 KOps/s	2.6815 KOps/s	$\color{#35bf28}+1.39\%$
test_items_nested_leaf	0.1576ms	88.2295μs	11.3341 KOps/s	11.5881 KOps/s	$\color{#d91a1a}-2.19\%$
test_items_stack_nested	0.6051ms	0.3703ms	2.7003 KOps/s	2.7180 KOps/s	$\color{#d91a1a}-0.65\%$
test_items_stack_nested_leaf	0.2429ms	92.6227μs	10.7965 KOps/s	11.5589 KOps/s	$\textbf{\color{#d91a1a}-6.60\%}$
test_items_stack_nested_locked	2.3419ms	0.3772ms	2.6514 KOps/s	2.7093 KOps/s	$\color{#d91a1a}-2.14\%$
test_keys	19.1660μs	3.9427μs	253.6345 KOps/s	259.7874 KOps/s	$\color{#d91a1a}-2.37\%$
test_keys_nested	0.2193ms	0.1460ms	6.8488 KOps/s	6.9243 KOps/s	$\color{#d91a1a}-1.09\%$
test_keys_nested_locked	0.7524ms	0.1515ms	6.6019 KOps/s	6.6416 KOps/s	$\color{#d91a1a}-0.60\%$
test_keys_nested_leaf	0.2120ms	0.1247ms	8.0191 KOps/s	8.0248 KOps/s	$\color{#d91a1a}-0.07\%$
test_keys_stack_nested	0.2458ms	0.1462ms	6.8377 KOps/s	6.9208 KOps/s	$\color{#d91a1a}-1.20\%$
test_keys_stack_nested_leaf	0.2821ms	0.1255ms	7.9707 KOps/s	8.1381 KOps/s	$\color{#d91a1a}-2.06\%$
test_keys_stack_nested_locked	0.2960ms	0.1526ms	6.5526 KOps/s	6.6890 KOps/s	$\color{#d91a1a}-2.04\%$
test_values	8.0728μs	1.1766μs	849.8810 KOps/s	893.4795 KOps/s	$\color{#d91a1a}-4.88\%$
test_values_nested	99.3950μs	51.3007μs	19.4929 KOps/s	19.8551 KOps/s	$\color{#d91a1a}-1.82\%$
test_values_nested_locked	89.1760μs	50.8439μs	19.6680 KOps/s	19.7445 KOps/s	$\color{#d91a1a}-0.39\%$
test_values_nested_leaf	0.1413ms	45.7151μs	21.8746 KOps/s	22.3410 KOps/s	$\color{#d91a1a}-2.09\%$
test_values_stack_nested	84.0480μs	52.0252μs	19.2214 KOps/s	19.9332 KOps/s	$\color{#d91a1a}-3.57\%$
test_values_stack_nested_leaf	83.4370μs	46.0154μs	21.7319 KOps/s	22.6590 KOps/s	$\color{#d91a1a}-4.09\%$
test_values_stack_nested_locked	97.4330μs	51.3049μs	19.4913 KOps/s	19.9427 KOps/s	$\color{#d91a1a}-2.26\%$
test_membership	3.9387μs	0.7491μs	1.3349 MOps/s	1.0903 MOps/s	$\textbf{\color{#35bf28}+22.44\%}$
test_membership_nested	22.2120μs	2.7746μs	360.4091 KOps/s	369.1447 KOps/s	$\color{#d91a1a}-2.37\%$
test_membership_nested_leaf	28.0220μs	2.8173μs	354.9490 KOps/s	365.7796 KOps/s	$\color{#d91a1a}-2.96\%$
test_membership_stacked_nested	21.3900μs	2.7659μs	361.5404 KOps/s	373.1302 KOps/s	$\color{#d91a1a}-3.11\%$
test_membership_stacked_nested_leaf	26.9400μs	2.8409μs	352.0006 KOps/s	367.6752 KOps/s	$\color{#d91a1a}-4.26\%$
test_membership_nested_last	48.6140μs	4.1599μs	240.3918 KOps/s	246.3561 KOps/s	$\color{#d91a1a}-2.42\%$
test_membership_nested_leaf_last	30.4170μs	4.2074μs	237.6792 KOps/s	243.7546 KOps/s	$\color{#d91a1a}-2.49\%$
test_membership_stacked_nested_last	40.2660μs	5.3338μs	187.4843 KOps/s	247.2349 KOps/s	$\textbf{\color{#d91a1a}-24.17\%}$
test_membership_stacked_nested_leaf_last	28.1620μs	5.3935μs	185.4096 KOps/s	244.3903 KOps/s	$\textbf{\color{#d91a1a}-24.13\%}$
test_nested_getleaf	38.7930μs	10.9383μs	91.4216 KOps/s	90.1078 KOps/s	$\color{#35bf28}+1.46\%$
test_nested_get	33.1520μs	10.4247μs	95.9260 KOps/s	97.4124 KOps/s	$\color{#d91a1a}-1.53\%$
test_stacked_getleaf	55.8820μs	10.9857μs	91.0274 KOps/s	91.3636 KOps/s	$\color{#d91a1a}-0.37\%$
test_stacked_get	33.2430μs	10.3711μs	96.4214 KOps/s	96.7201 KOps/s	$\color{#d91a1a}-0.31\%$
test_nested_getitemleaf	50.9260μs	11.3535μs	88.0785 KOps/s	88.0886 KOps/s	$\color{#d91a1a}-0.01\%$
test_nested_getitem	42.6110μs	10.5825μs	94.4953 KOps/s	95.9017 KOps/s	$\color{#d91a1a}-1.47\%$
test_stacked_getitemleaf	50.8490μs	11.4646μs	87.2250 KOps/s	89.7708 KOps/s	$\color{#d91a1a}-2.84\%$
test_stacked_getitem	40.9370μs	10.3848μs	96.2942 KOps/s	96.6552 KOps/s	$\color{#d91a1a}-0.37\%$
test_lock_nested	0.9993ms	0.5298ms	1.8875 KOps/s	1.6580 KOps/s	$\textbf{\color{#35bf28}+13.84\%}$
test_lock_stack_nested	0.7641ms	0.4976ms	2.0098 KOps/s	2.0220 KOps/s	$\color{#d91a1a}-0.60\%$
test_unlock_nested	0.9754ms	0.4477ms	2.2337 KOps/s	2.2924 KOps/s	$\color{#d91a1a}-2.56\%$
test_unlock_stack_nested	0.5058ms	0.4117ms	2.4292 KOps/s	2.4565 KOps/s	$\color{#d91a1a}-1.11\%$
test_flatten_speed	0.6104ms	0.1077ms	9.2847 KOps/s	9.5295 KOps/s	$\color{#d91a1a}-2.57\%$
test_unflatten_speed	0.9707ms	0.4510ms	2.2171 KOps/s	2.2130 KOps/s	$\color{#35bf28}+0.19\%$
test_common_ops	6.3796ms	1.2049ms	829.9519 Ops/s	859.0020 Ops/s	$\color{#d91a1a}-3.38\%$
test_creation	19.6170μs	2.4630μs	406.0016 KOps/s	398.4733 KOps/s	$\color{#35bf28}+1.89\%$
test_creation_empty	66.5740μs	21.2279μs	47.1078 KOps/s	53.4715 KOps/s	$\textbf{\color{#d91a1a}-11.90\%}$
test_creation_nested_1	87.2040μs	24.9258μs	40.1191 KOps/s	44.4607 KOps/s	$\textbf{\color{#d91a1a}-9.76\%}$
test_creation_nested_2	71.7440μs	28.9752μs	34.5123 KOps/s	38.0885 KOps/s	$\textbf{\color{#d91a1a}-9.39\%}$
test_clone	89.6880μs	18.1327μs	55.1490 KOps/s	54.9509 KOps/s	$\color{#35bf28}+0.36\%$
test_getitem[int]	0.9285ms	13.3032μs	75.1701 KOps/s	75.1025 KOps/s	$\color{#35bf28}+0.09\%$
test_getitem[slice_int]	0.1679ms	33.1909μs	30.1288 KOps/s	28.7917 KOps/s	$\color{#35bf28}+4.64\%$
test_getitem[range]	0.2150ms	59.1132μs	16.9167 KOps/s	17.0207 KOps/s	$\color{#d91a1a}-0.61\%$
test_getitem[tuple]	0.1413ms	27.0761μs	36.9329 KOps/s	35.7911 KOps/s	$\color{#35bf28}+3.19\%$
test_getitem[list]	0.2890ms	53.9488μs	18.5361 KOps/s	18.7747 KOps/s	$\color{#d91a1a}-1.27\%$
test_setitem_dim[int]	85.3400μs	37.2496μs	26.8459 KOps/s	29.4039 KOps/s	$\textbf{\color{#d91a1a}-8.70\%}$
test_setitem_dim[slice_int]	0.1118ms	75.7156μs	13.2073 KOps/s	13.5263 KOps/s	$\color{#d91a1a}-2.36\%$
test_setitem_dim[range]	0.1781ms	97.9818μs	10.2060 KOps/s	10.5785 KOps/s	$\color{#d91a1a}-3.52\%$
test_setitem_dim[tuple]	98.5450μs	62.0693μs	16.1110 KOps/s	16.2254 KOps/s	$\color{#d91a1a}-0.70\%$
test_setitem	0.1276ms	31.9563μs	31.2928 KOps/s	32.5069 KOps/s	$\color{#d91a1a}-3.73\%$
test_set	0.1067ms	31.2686μs	31.9810 KOps/s	33.4120 KOps/s	$\color{#d91a1a}-4.28\%$
test_set_shared	2.9041ms	0.2203ms	4.5395 KOps/s	4.5501 KOps/s	$\color{#d91a1a}-0.23\%$
test_update	0.1787ms	39.7797μs	25.1385 KOps/s	26.4736 KOps/s	$\textbf{\color{#d91a1a}-5.04\%}$
test_update_nested	0.1354ms	49.8414μs	20.0636 KOps/s	20.6678 KOps/s	$\color{#d91a1a}-2.92\%$
test_update__nested	0.1192ms	36.3824μs	27.4858 KOps/s	27.3257 KOps/s	$\color{#35bf28}+0.59\%$
test_set_nested	98.4350μs	33.9878μs	29.4223 KOps/s	30.5709 KOps/s	$\color{#d91a1a}-3.76\%$
test_set_nested_new	0.1540ms	39.5077μs	25.3115 KOps/s	26.0610 KOps/s	$\color{#d91a1a}-2.88\%$
test_select	0.1366ms	56.4041μs	17.7292 KOps/s	17.9889 KOps/s	$\color{#d91a1a}-1.44\%$
test_select_nested	0.1285ms	60.7845μs	16.4516 KOps/s	16.4611 KOps/s	$\color{#d91a1a}-0.06\%$
test_exclude_nested	0.1645ms	80.9896μs	12.3473 KOps/s	12.4711 KOps/s	$\color{#d91a1a}-0.99\%$
test_empty[True]	0.5351ms	0.3406ms	2.9359 KOps/s	2.9248 KOps/s	$\color{#35bf28}+0.38\%$
test_empty[False]	6.8202μs	1.2264μs	815.4039 KOps/s	778.5207 KOps/s	$\color{#35bf28}+4.74\%$
test_unbind_speed	0.4759ms	0.3360ms	2.9764 KOps/s	3.0045 KOps/s	$\color{#d91a1a}-0.94\%$
test_unbind_speed_stack0	0.4589ms	0.3317ms	3.0144 KOps/s	3.0458 KOps/s	$\color{#d91a1a}-1.03\%$
test_unbind_speed_stack1	76.2018ms	0.8364ms	1.1955 KOps/s	1.1767 KOps/s	$\color{#35bf28}+1.60\%$
test_split	81.3536ms	2.3494ms	425.6480 Ops/s	463.9704 Ops/s	$\textbf{\color{#d91a1a}-8.26\%}$
test_chunk	78.2386ms	2.3437ms	426.6777 Ops/s	398.2070 Ops/s	$\textbf{\color{#35bf28}+7.15\%}$
test_creation[device0]	3.7940ms	0.1264ms	7.9136 KOps/s	8.1993 KOps/s	$\color{#d91a1a}-3.48\%$
test_creation_from_tensor	0.2911ms	0.1220ms	8.1959 KOps/s	8.0943 KOps/s	$\color{#35bf28}+1.25\%$
test_add_one[memmap_tensor0]	0.2217ms	8.1530μs	122.6545 KOps/s	121.6949 KOps/s	$\color{#35bf28}+0.79\%$
test_contiguous[memmap_tensor0]	22.1520μs	2.2755μs	439.4612 KOps/s	460.8909 KOps/s	$\color{#d91a1a}-4.65\%$
test_stack[memmap_tensor0]	59.9930μs	6.1353μs	162.9918 KOps/s	162.5652 KOps/s	$\color{#35bf28}+0.26\%$
test_memmaptd_index	1.2245ms	0.4545ms	2.2002 KOps/s	2.2415 KOps/s	$\color{#d91a1a}-1.84\%$
test_memmaptd_index_astensor	1.1235ms	0.5417ms	1.8459 KOps/s	1.9079 KOps/s	$\color{#d91a1a}-3.25\%$
test_memmaptd_index_op	1.5185ms	1.1349ms	881.1704 Ops/s	923.7391 Ops/s	$\color{#d91a1a}-4.61\%$
test_serialize_model	0.1992s	0.1393s	7.1805 Ops/s	7.4404 Ops/s	$\color{#d91a1a}-3.49\%$
test_serialize_model_pickle	0.4404s	0.3922s	2.5498 Ops/s	2.4975 Ops/s	$\color{#35bf28}+2.09\%$
test_serialize_weights	0.1303s	0.1249s	8.0050 Ops/s	7.0313 Ops/s	$\textbf{\color{#35bf28}+13.85\%}$
test_serialize_weights_returnearly	0.1848s	0.1714s	5.8328 Ops/s	6.2086 Ops/s	$\textbf{\color{#d91a1a}-6.05\%}$
test_serialize_weights_pickle	0.4779s	0.4147s	2.4117 Ops/s	2.5462 Ops/s	$\textbf{\color{#d91a1a}-5.28\%}$
test_serialize_weights_filesystem	0.2264s	0.1565s	6.3909 Ops/s	6.8290 Ops/s	$\textbf{\color{#d91a1a}-6.42\%}$
test_serialize_model_filesystem	0.1542s	0.1490s	6.7100 Ops/s	5.9527 Ops/s	$\textbf{\color{#35bf28}+12.72\%}$
test_reshape_pytree	96.1900μs	41.5289μs	24.0796 KOps/s	25.1604 KOps/s	$\color{#d91a1a}-4.30\%$
test_reshape_td	0.1103ms	50.2262μs	19.9099 KOps/s	20.1817 KOps/s	$\color{#d91a1a}-1.35\%$
test_view_pytree	96.5010μs	40.4680μs	24.7109 KOps/s	25.4993 KOps/s	$\color{#d91a1a}-3.09\%$
test_view_td	0.1168ms	57.2649μs	17.4627 KOps/s	17.7476 KOps/s	$\color{#d91a1a}-1.61\%$
test_unbind_pytree	83.5170μs	37.3991μs	26.7386 KOps/s	27.6140 KOps/s	$\color{#d91a1a}-3.17\%$
test_unbind_td	0.3673ms	50.2633μs	19.8952 KOps/s	20.7545 KOps/s	$\color{#d91a1a}-4.14\%$
test_split_pytree	0.1011ms	40.2486μs	24.8456 KOps/s	25.4193 KOps/s	$\color{#d91a1a}-2.26\%$
test_split_td	0.5391ms	64.4650μs	15.5123 KOps/s	15.6725 KOps/s	$\color{#d91a1a}-1.02\%$
test_add_pytree	96.1710μs	44.8067μs	22.3181 KOps/s	22.0231 KOps/s	$\color{#35bf28}+1.34\%$
test_add_td	0.1734ms	88.2813μs	11.3274 KOps/s	11.6069 KOps/s	$\color{#d91a1a}-2.41\%$
test_distributed	0.2292ms	0.1312ms	7.6245 KOps/s	7.4982 KOps/s	$\color{#35bf28}+1.68\%$
test_tdmodule	44.1830μs	18.8988μs	52.9135 KOps/s	61.0421 KOps/s	$\textbf{\color{#d91a1a}-13.32\%}$
test_tdmodule_dispatch	55.8850μs	38.5754μs	25.9232 KOps/s	28.8591 KOps/s	$\textbf{\color{#d91a1a}-10.17\%}$
test_tdseq	50.3340μs	20.2496μs	49.3838 KOps/s	55.1012 KOps/s	$\textbf{\color{#d91a1a}-10.38\%}$
test_tdseq_dispatch	63.8500μs	42.7170μs	23.4099 KOps/s	25.7866 KOps/s	$\textbf{\color{#d91a1a}-9.22\%}$
test_instantiation_functorch	2.3998ms	1.6582ms	603.0483 Ops/s	610.5732 Ops/s	$\color{#d91a1a}-1.23\%$
test_instantiation_td	2.2135ms	1.1534ms	866.9947 Ops/s	850.9578 Ops/s	$\color{#35bf28}+1.88\%$
test_exec_functorch	0.3916ms	0.1867ms	5.3554 KOps/s	5.2513 KOps/s	$\color{#35bf28}+1.98\%$
test_exec_functional_call	0.2993ms	0.1787ms	5.5975 KOps/s	5.6177 KOps/s	$\color{#d91a1a}-0.36\%$
test_exec_td	0.2815ms	0.1768ms	5.6570 KOps/s	5.5807 KOps/s	$\color{#35bf28}+1.37\%$
test_exec_td_decorator	0.5711ms	0.2630ms	3.8023 KOps/s	3.7864 KOps/s	$\color{#35bf28}+0.42\%$
test_vmap_mlp_speed[True-True]	0.8998ms	0.6260ms	1.5973 KOps/s	1.6007 KOps/s	$\color{#d91a1a}-0.21\%$
test_vmap_mlp_speed[True-False]	0.9255ms	0.6222ms	1.6073 KOps/s	1.6034 KOps/s	$\color{#35bf28}+0.24\%$
test_vmap_mlp_speed[False-True]	0.7069ms	0.5130ms	1.9495 KOps/s	1.9343 KOps/s	$\color{#35bf28}+0.79\%$
test_vmap_mlp_speed[False-False]	0.8019ms	0.5162ms	1.9374 KOps/s	1.9509 KOps/s	$\color{#d91a1a}-0.69\%$
test_vmap_mlp_speed_decorator[True-True]	1.3257ms	0.7207ms	1.3876 KOps/s	1.3920 KOps/s	$\color{#d91a1a}-0.32\%$
test_vmap_mlp_speed_decorator[True-False]	1.5553ms	0.7194ms	1.3901 KOps/s	1.3994 KOps/s	$\color{#d91a1a}-0.67\%$
test_vmap_mlp_speed_decorator[False-True]	0.8875ms	0.5911ms	1.6918 KOps/s	1.6835 KOps/s	$\color{#35bf28}+0.49\%$
test_vmap_mlp_speed_decorator[False-False]	0.9378ms	0.5919ms	1.6894 KOps/s	1.6760 KOps/s	$\color{#35bf28}+0.80\%$
test_to_module_speed[True]	2.2201ms	1.8277ms	547.1224 Ops/s	537.5509 Ops/s	$\color{#35bf28}+1.78\%$
test_to_module_speed[False]	1.9580ms	1.7944ms	557.2767 Ops/s	546.5006 Ops/s	$\color{#35bf28}+1.97\%$
test_tc_init	0.1061ms	47.8902μs	20.8811 KOps/s	22.1792 KOps/s	$\textbf{\color{#d91a1a}-5.85\%}$
test_tc_init_nested	0.1685ms	95.4204μs	10.4799 KOps/s	10.7490 KOps/s	$\color{#d91a1a}-2.50\%$
test_tc_first_layer_tensor	39.2030μs	9.3121μs	107.3876 KOps/s	108.8043 KOps/s	$\color{#d91a1a}-1.30\%$
test_tc_first_layer_nontensor	53.2800μs	9.2950μs	107.5852 KOps/s	109.1078 KOps/s	$\color{#d91a1a}-1.40\%$
test_tc_second_layer_tensor	25.4270μs	2.7810μs	359.5831 KOps/s	354.9288 KOps/s	$\color{#35bf28}+1.31\%$
test_tc_second_layer_nontensor	39.0430μs	10.5601μs	94.6960 KOps/s	97.3652 KOps/s	$\color{#d91a1a}-2.74\%$
test_unbind	8.8957ms	8.6921ms	115.0473 Ops/s	73.6357 Ops/s	$\textbf{\color{#35bf28}+56.24\%}$
test_full_like	8.0755ms	7.1390ms	140.0765 Ops/s	126.4530 Ops/s	$\textbf{\color{#35bf28}+10.77\%}$
test_zeros_like	11.2823ms	6.4729ms	154.4907 Ops/s	132.4493 Ops/s	$\textbf{\color{#35bf28}+16.64\%}$
test_ones_like	14.4500ms	7.5467ms	132.5082 Ops/s	130.1348 Ops/s	$\color{#35bf28}+1.82\%$
test_clone	18.6204ms	9.1407ms	109.4007 Ops/s	106.4577 Ops/s	$\color{#35bf28}+2.76\%$
test_squeeze	64.2710μs	15.3785μs	65.0257 KOps/s	65.6813 KOps/s	$\color{#d91a1a}-1.00\%$
test_unsqueeze	0.2662ms	97.3906μs	10.2679 KOps/s	10.3030 KOps/s	$\color{#d91a1a}-0.34\%$
test_split	0.4151ms	0.2087ms	4.7926 KOps/s	4.7657 KOps/s	$\color{#35bf28}+0.57\%$
test_permute	0.3503ms	0.2269ms	4.4069 KOps/s	4.4287 KOps/s	$\color{#d91a1a}-0.49\%$
test_stack	34.4359ms	24.7380ms	40.4237 Ops/s	39.8593 Ops/s	$\color{#35bf28}+1.42\%$
test_cat	28.7904ms	24.3533ms	41.0622 Ops/s	39.9918 Ops/s	$\color{#35bf28}+2.68\%$

[github-actions]

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

Total Benchmarks: 219. Improved: $\large\color{#35bf28}13$. Worsened: $\large\color{#d91a1a}14$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.4894ms	17.9837μs	55.6058 KOps/s	58.4476 KOps/s	$\color{#d91a1a}-4.86\%$
test_plain_set_stack_nested	1.7104ms	18.3041μs	54.6327 KOps/s	58.2828 KOps/s	$\textbf{\color{#d91a1a}-6.26\%}$
test_plain_set_nested_inplace	38.3010μs	18.9222μs	52.8480 KOps/s	54.4586 KOps/s	$\color{#d91a1a}-2.96\%$
test_plain_set_stack_nested_inplace	36.6310μs	18.8991μs	52.9125 KOps/s	54.8865 KOps/s	$\color{#d91a1a}-3.60\%$
test_items	26.3100μs	4.7548μs	210.3157 KOps/s	211.5822 KOps/s	$\color{#d91a1a}-0.60\%$
test_items_nested	0.4177ms	0.3955ms	2.5283 KOps/s	2.5269 KOps/s	$\color{#35bf28}+0.05\%$
test_items_nested_locked	0.4258ms	0.3995ms	2.5033 KOps/s	2.5464 KOps/s	$\color{#d91a1a}-1.70\%$
test_items_nested_leaf	0.1151ms	87.3588μs	11.4470 KOps/s	11.4210 KOps/s	$\color{#35bf28}+0.23\%$
test_items_stack_nested	0.4503ms	0.4000ms	2.4998 KOps/s	2.5338 KOps/s	$\color{#d91a1a}-1.34\%$
test_items_stack_nested_leaf	0.1148ms	87.7003μs	11.4025 KOps/s	11.6322 KOps/s	$\color{#d91a1a}-1.98\%$
test_items_stack_nested_locked	0.4405ms	0.4003ms	2.4978 KOps/s	2.5573 KOps/s	$\color{#d91a1a}-2.33\%$
test_keys	19.5910μs	4.4008μs	227.2327 KOps/s	228.3211 KOps/s	$\color{#d91a1a}-0.48\%$
test_keys_nested	97.6910μs	68.8970μs	14.5144 KOps/s	15.1835 KOps/s	$\color{#d91a1a}-4.41\%$
test_keys_nested_locked	0.9564ms	74.1480μs	13.4865 KOps/s	13.5830 KOps/s	$\color{#d91a1a}-0.71\%$
test_keys_nested_leaf	80.9020μs	56.7034μs	17.6356 KOps/s	17.8677 KOps/s	$\color{#d91a1a}-1.30\%$
test_keys_stack_nested	0.1013ms	68.8646μs	14.5213 KOps/s	15.3932 KOps/s	$\textbf{\color{#d91a1a}-5.66\%}$
test_keys_stack_nested_leaf	77.0010μs	58.5157μs	17.0894 KOps/s	17.3584 KOps/s	$\color{#d91a1a}-1.55\%$
test_keys_stack_nested_locked	93.5310μs	73.9529μs	13.5221 KOps/s	13.9643 KOps/s	$\color{#d91a1a}-3.17\%$
test_values	9.1603μs	1.7604μs	568.0576 KOps/s	564.3839 KOps/s	$\color{#35bf28}+0.65\%$
test_values_nested	52.8810μs	34.1994μs	29.2403 KOps/s	29.3087 KOps/s	$\color{#d91a1a}-0.23\%$
test_values_nested_locked	55.9910μs	36.1005μs	27.7004 KOps/s	27.5063 KOps/s	$\color{#35bf28}+0.71\%$
test_values_nested_leaf	52.2510μs	30.3854μs	32.9106 KOps/s	33.1151 KOps/s	$\color{#d91a1a}-0.62\%$
test_values_stack_nested	68.5510μs	34.7177μs	28.8038 KOps/s	28.6930 KOps/s	$\color{#35bf28}+0.39\%$
test_values_stack_nested_leaf	54.0010μs	30.8477μs	32.4173 KOps/s	32.1246 KOps/s	$\color{#35bf28}+0.91\%$
test_values_stack_nested_locked	57.7510μs	36.5486μs	27.3608 KOps/s	27.0902 KOps/s	$\color{#35bf28}+1.00\%$
test_membership	1.2810μs	0.5399μs	1.8522 MOps/s	1.8510 MOps/s	$\color{#35bf28}+0.06\%$
test_membership_nested	15.7300μs	2.0917μs	478.0689 KOps/s	473.8803 KOps/s	$\color{#35bf28}+0.88\%$
test_membership_nested_leaf	10.2600μs	2.0553μs	486.5387 KOps/s	483.5920 KOps/s	$\color{#35bf28}+0.61\%$
test_membership_stacked_nested	23.6200μs	2.1061μs	474.8214 KOps/s	485.5792 KOps/s	$\color{#d91a1a}-2.22\%$
test_membership_stacked_nested_leaf	16.1300μs	2.0659μs	484.0405 KOps/s	481.9617 KOps/s	$\color{#35bf28}+0.43\%$
test_membership_nested_last	20.8110μs	3.0544μs	327.4009 KOps/s	331.2761 KOps/s	$\color{#d91a1a}-1.17\%$
test_membership_nested_leaf_last	18.6900μs	3.0542μs	327.4224 KOps/s	330.0220 KOps/s	$\color{#d91a1a}-0.79\%$
test_membership_stacked_nested_last	36.1810μs	3.4774μs	287.5738 KOps/s	107.8330 KOps/s	$\textbf{\color{#35bf28}+166.68\%}$
test_membership_stacked_nested_leaf_last	20.1210μs	3.4779μs	287.5283 KOps/s	108.1986 KOps/s	$\textbf{\color{#35bf28}+165.74\%}$
test_nested_getleaf	25.9810μs	8.0492μs	124.2353 KOps/s	123.0623 KOps/s	$\color{#35bf28}+0.95\%$
test_nested_get	23.3700μs	7.6059μs	131.4761 KOps/s	131.2801 KOps/s	$\color{#35bf28}+0.15\%$
test_stacked_getleaf	24.8100μs	8.0530μs	124.1780 KOps/s	124.2933 KOps/s	$\color{#d91a1a}-0.09\%$
test_stacked_get	22.4800μs	7.5775μs	131.9696 KOps/s	132.4825 KOps/s	$\color{#d91a1a}-0.39\%$
test_nested_getitemleaf	21.5310μs	8.2009μs	121.9375 KOps/s	122.0549 KOps/s	$\color{#d91a1a}-0.10\%$
test_nested_getitem	25.0700μs	7.7418μs	129.1694 KOps/s	129.1027 KOps/s	$\color{#35bf28}+0.05\%$
test_stacked_getitemleaf	27.3810μs	8.2530μs	121.1688 KOps/s	121.4940 KOps/s	$\color{#d91a1a}-0.27\%$
test_stacked_getitem	23.5400μs	7.7710μs	128.6832 KOps/s	128.7931 KOps/s	$\color{#d91a1a}-0.09\%$
test_lock_nested	1.3000ms	0.4818ms	2.0756 KOps/s	2.0723 KOps/s	$\color{#35bf28}+0.16\%$
test_lock_stack_nested	0.4955ms	0.4423ms	2.2608 KOps/s	2.2985 KOps/s	$\color{#d91a1a}-1.64\%$
test_unlock_nested	0.8256ms	0.3957ms	2.5269 KOps/s	2.4633 KOps/s	$\color{#35bf28}+2.58\%$
test_unlock_stack_nested	0.5009ms	0.3584ms	2.7902 KOps/s	2.8156 KOps/s	$\color{#d91a1a}-0.90\%$
test_flatten_speed	0.2057ms	0.1067ms	9.3733 KOps/s	9.3557 KOps/s	$\color{#35bf28}+0.19\%$
test_unflatten_speed	0.3327ms	0.2955ms	3.3843 KOps/s	3.3822 KOps/s	$\color{#35bf28}+0.06\%$
test_common_ops	1.7973ms	1.4351ms	696.8128 Ops/s	732.8676 Ops/s	$\color{#d91a1a}-4.92\%$
test_creation	17.6100μs	2.0410μs	489.9464 KOps/s	487.3441 KOps/s	$\color{#35bf28}+0.53\%$
test_creation_empty	41.8400μs	19.2156μs	52.0410 KOps/s	55.9380 KOps/s	$\textbf{\color{#d91a1a}-6.97\%}$
test_creation_nested_1	38.7810μs	21.2844μs	46.9828 KOps/s	50.6431 KOps/s	$\textbf{\color{#d91a1a}-7.23\%}$
test_creation_nested_2	0.1928ms	24.0049μs	41.6581 KOps/s	44.5547 KOps/s	$\textbf{\color{#d91a1a}-6.50\%}$
test_clone	63.4110μs	34.0724μs	29.3493 KOps/s	30.3786 KOps/s	$\color{#d91a1a}-3.39\%$
test_getitem[int]	1.1611ms	17.6809μs	56.5584 KOps/s	56.6221 KOps/s	$\color{#d91a1a}-0.11\%$
test_getitem[slice_int]	0.1570ms	30.4462μs	32.8448 KOps/s	32.9723 KOps/s	$\color{#d91a1a}-0.39\%$
test_getitem[range]	0.2945ms	0.1209ms	8.2741 KOps/s	8.3908 KOps/s	$\color{#d91a1a}-1.39\%$
test_getitem[tuple]	0.1528ms	26.3236μs	37.9887 KOps/s	37.9445 KOps/s	$\color{#35bf28}+0.12\%$
test_getitem[list]	0.2372ms	0.1097ms	9.1140 KOps/s	8.9997 KOps/s	$\color{#35bf28}+1.27\%$
test_setitem_dim[int]	77.9120μs	57.2353μs	17.4717 KOps/s	17.0231 KOps/s	$\color{#35bf28}+2.64\%$
test_setitem_dim[slice_int]	0.1127ms	82.6383μs	12.1009 KOps/s	12.3045 KOps/s	$\color{#d91a1a}-1.65\%$
test_setitem_dim[range]	0.1752ms	0.1467ms	6.8183 KOps/s	6.5660 KOps/s	$\color{#35bf28}+3.84\%$
test_setitem_dim[tuple]	0.1013ms	75.4410μs	13.2554 KOps/s	13.4929 KOps/s	$\color{#d91a1a}-1.76\%$
test_setitem	94.2320μs	46.6644μs	21.4296 KOps/s	21.0788 KOps/s	$\color{#35bf28}+1.66\%$
test_set	70.1410μs	45.1199μs	22.1632 KOps/s	21.8592 KOps/s	$\color{#35bf28}+1.39\%$
test_set_shared	0.3868ms	55.8149μs	17.9164 KOps/s	17.6462 KOps/s	$\color{#35bf28}+1.53\%$
test_update	98.9230μs	54.9657μs	18.1932 KOps/s	18.4083 KOps/s	$\color{#d91a1a}-1.17\%$
test_update_nested	95.7810μs	66.8269μs	14.9640 KOps/s	16.0038 KOps/s	$\textbf{\color{#d91a1a}-6.50\%}$
test_update__nested	0.1075ms	69.9336μs	14.2993 KOps/s	15.2341 KOps/s	$\textbf{\color{#d91a1a}-6.14\%}$
test_set_nested	0.4695ms	51.1338μs	19.5565 KOps/s	20.7837 KOps/s	$\textbf{\color{#d91a1a}-5.90\%}$
test_set_nested_new	93.0520μs	55.1227μs	18.1414 KOps/s	18.7293 KOps/s	$\color{#d91a1a}-3.14\%$
test_select	0.1047ms	70.4632μs	14.1918 KOps/s	14.1451 KOps/s	$\color{#35bf28}+0.33\%$
test_select_nested	77.8010μs	54.3300μs	18.4060 KOps/s	18.9318 KOps/s	$\color{#d91a1a}-2.78\%$
test_exclude_nested	92.5710μs	72.3394μs	13.8237 KOps/s	13.7927 KOps/s	$\color{#35bf28}+0.23\%$
test_empty[True]	0.3524ms	0.3015ms	3.3166 KOps/s	3.3462 KOps/s	$\color{#d91a1a}-0.88\%$
test_empty[False]	2.4291μs	0.9309μs	1.0742 MOps/s	1.0747 MOps/s	$\color{#d91a1a}-0.04\%$
test_to	65.5320μs	38.1935μs	26.1825 KOps/s	26.4149 KOps/s	$\color{#d91a1a}-0.88\%$
test_to_nonblocking	51.8310μs	24.2673μs	41.2076 KOps/s	42.0147 KOps/s	$\color{#d91a1a}-1.92\%$
test_unbind_speed	0.3590ms	0.3112ms	3.2134 KOps/s	3.2261 KOps/s	$\color{#d91a1a}-0.39\%$
test_unbind_speed_stack0	0.3618ms	0.3080ms	3.2463 KOps/s	3.2611 KOps/s	$\color{#d91a1a}-0.45\%$
test_unbind_speed_stack1	86.9174ms	0.7888ms	1.2678 KOps/s	1.2790 KOps/s	$\color{#d91a1a}-0.87\%$
test_split	89.0993ms	2.3581ms	424.0649 Ops/s	416.3638 Ops/s	$\color{#35bf28}+1.85\%$
test_chunk	2.3252ms	2.1887ms	456.8836 Ops/s	416.3445 Ops/s	$\textbf{\color{#35bf28}+9.74\%}$
test_creation[device0]	0.1569ms	0.1062ms	9.4174 KOps/s	8.9936 KOps/s	$\color{#35bf28}+4.71\%$
test_creation_from_tensor	0.1604ms	0.1032ms	9.6936 KOps/s	9.2338 KOps/s	$\color{#35bf28}+4.98\%$
test_add_one[memmap_tensor0]	22.2210μs	9.3923μs	106.4705 KOps/s	96.6671 KOps/s	$\textbf{\color{#35bf28}+10.14\%}$
test_contiguous[memmap_tensor0]	20.3110μs	2.2575μs	442.9765 KOps/s	437.2904 KOps/s	$\color{#35bf28}+1.30\%$
test_stack[memmap_tensor0]	31.9110μs	6.7117μs	148.9945 KOps/s	141.8527 KOps/s	$\textbf{\color{#35bf28}+5.03\%}$
test_memmaptd_index	90.2815ms	0.4998ms	2.0007 KOps/s	2.2001 KOps/s	$\textbf{\color{#d91a1a}-9.06\%}$
test_memmaptd_index_astensor	0.7773ms	0.5062ms	1.9755 KOps/s	1.9230 KOps/s	$\color{#35bf28}+2.73\%$
test_memmaptd_index_op	1.5167ms	1.1004ms	908.7743 Ops/s	894.3267 Ops/s	$\color{#35bf28}+1.62\%$
test_serialize_model	0.1007s	96.7170ms	10.3394 Ops/s	10.1723 Ops/s	$\color{#35bf28}+1.64\%$
test_serialize_model_pickle	1.3684s	1.2364s	0.8088 Ops/s	0.7464 Ops/s	$\textbf{\color{#35bf28}+8.36\%}$
test_serialize_weights	0.1878s	0.1024s	9.7669 Ops/s	9.2226 Ops/s	$\textbf{\color{#35bf28}+5.90\%}$
test_serialize_weights_returnearly	82.7812ms	72.3278ms	13.8259 Ops/s	11.2790 Ops/s	$\textbf{\color{#35bf28}+22.58\%}$
test_serialize_weights_pickle	1.3471s	1.2360s	0.8091 Ops/s	0.8035 Ops/s	$\color{#35bf28}+0.70\%$
test_reshape_pytree	73.3210μs	39.1696μs	25.5300 KOps/s	25.3131 KOps/s	$\color{#35bf28}+0.86\%$
test_reshape_td	88.8620μs	44.9046μs	22.2694 KOps/s	22.3750 KOps/s	$\color{#d91a1a}-0.47\%$
test_view_pytree	64.0620μs	38.8112μs	25.7658 KOps/s	25.1216 KOps/s	$\color{#35bf28}+2.56\%$
test_view_td	82.0920μs	51.0189μs	19.6006 KOps/s	19.2695 KOps/s	$\color{#35bf28}+1.72\%$
test_unbind_pytree	0.1904ms	38.4662μs	25.9968 KOps/s	26.2086 KOps/s	$\color{#d91a1a}-0.81\%$
test_unbind_td	0.4763ms	47.7490μs	20.9429 KOps/s	20.6963 KOps/s	$\color{#35bf28}+1.19\%$
test_split_pytree	81.8120μs	51.6126μs	19.3751 KOps/s	19.1219 KOps/s	$\color{#35bf28}+1.32\%$
test_split_td	88.5572ms	69.5585μs	14.3764 KOps/s	15.8405 KOps/s	$\textbf{\color{#d91a1a}-9.24\%}$
test_add_pytree	0.1018ms	60.9340μs	16.4112 KOps/s	16.0067 KOps/s	$\color{#35bf28}+2.53\%$
test_add_td	0.1598ms	0.1020ms	9.8075 KOps/s	10.1099 KOps/s	$\color{#d91a1a}-2.99\%$
test_compile_add_one_nested[tensordict-compile]	0.4160ms	0.2122ms	4.7118 KOps/s	4.6636 KOps/s	$\color{#35bf28}+1.03\%$
test_compile_add_one_nested[tensordict-eager]	0.2620ms	0.1778ms	5.6249 KOps/s	5.5824 KOps/s	$\color{#35bf28}+0.76\%$
test_compile_add_one_nested[pytree-compile]	0.1809ms	0.1477ms	6.7722 KOps/s	6.7829 KOps/s	$\color{#d91a1a}-0.16\%$
test_compile_add_one_nested[pytree-eager]	0.2655ms	0.1964ms	5.0926 KOps/s	4.9974 KOps/s	$\color{#35bf28}+1.91\%$
test_compile_copy_nested[tensordict-compile]	92.9120μs	22.0486μs	45.3545 KOps/s	45.0575 KOps/s	$\color{#35bf28}+0.66\%$
test_compile_copy_nested[tensordict-eager]	67.9610μs	50.1598μs	19.9363 KOps/s	20.3097 KOps/s	$\color{#d91a1a}-1.84\%$
test_compile_copy_nested[pytree-compile]	99.9720μs	72.8188μs	13.7327 KOps/s	14.0106 KOps/s	$\color{#d91a1a}-1.98\%$
test_compile_copy_nested[pytree-eager]	80.0210μs	60.1926μs	16.6133 KOps/s	16.7698 KOps/s	$\color{#d91a1a}-0.93\%$
test_compile_add_one_flat[tensordict-compile]	0.3746ms	0.3345ms	2.9899 KOps/s	3.0085 KOps/s	$\color{#d91a1a}-0.62\%$
test_compile_add_one_flat[tensordict-eager]	0.3238ms	0.2241ms	4.4616 KOps/s	4.5343 KOps/s	$\color{#d91a1a}-1.60\%$
test_compile_add_one_flat[tensorclass-compile]	0.1832ms	0.1333ms	7.5014 KOps/s	7.3633 KOps/s	$\color{#35bf28}+1.88\%$
test_compile_add_one_flat[tensorclass-eager]	0.1309ms	64.7912μs	15.4342 KOps/s	14.6652 KOps/s	$\textbf{\color{#35bf28}+5.24\%}$
test_compile_add_one_flat[pytree-compile]	0.3872ms	0.3333ms	3.0001 KOps/s	2.9980 KOps/s	$\color{#35bf28}+0.07\%$
test_compile_add_one_flat[pytree-eager]	0.7064ms	0.6444ms	1.5518 KOps/s	1.5329 KOps/s	$\color{#35bf28}+1.23\%$
test_compile_add_self_flat[tensordict-eager]	0.3456ms	0.2728ms	3.6653 KOps/s	3.7000 KOps/s	$\color{#d91a1a}-0.94\%$
test_compile_add_self_flat[tensordict-compile]	0.3738ms	0.3378ms	2.9599 KOps/s	2.9750 KOps/s	$\color{#d91a1a}-0.51\%$
test_compile_add_self_flat[tensorclass-eager]	0.1611ms	77.3605μs	12.9265 KOps/s	12.8175 KOps/s	$\color{#35bf28}+0.85\%$
test_compile_add_self_flat[tensorclass-compile]	0.2811ms	0.1333ms	7.5000 KOps/s	7.4314 KOps/s	$\color{#35bf28}+0.92\%$
test_compile_add_self_flat[pytree-eager]	0.6103ms	0.5503ms	1.8173 KOps/s	1.7576 KOps/s	$\color{#35bf28}+3.40\%$
test_compile_add_self_flat[pytree-compile]	0.3683ms	0.3323ms	3.0091 KOps/s	3.0088 KOps/s	$+0.01\%$
test_compile_copy_flat[tensordict-compile]	36.4710μs	19.3224μs	51.7535 KOps/s	52.3361 KOps/s	$\color{#d91a1a}-1.11\%$
test_compile_copy_flat[tensordict-eager]	51.8210μs	31.7711μs	31.4751 KOps/s	31.0560 KOps/s	$\color{#35bf28}+1.35\%$
test_compile_copy_flat[pytree-compile]	98.5510μs	75.6689μs	13.2155 KOps/s	13.1901 KOps/s	$\color{#35bf28}+0.19\%$
test_compile_copy_flat[pytree-eager]	78.1020μs	60.8864μs	16.4240 KOps/s	16.4987 KOps/s	$\color{#d91a1a}-0.45\%$
test_compile_assign_and_add[tensordict-compile]	2.5584ms	0.9482ms	1.0546 KOps/s	1.0566 KOps/s	$\color{#d91a1a}-0.19\%$
test_compile_assign_and_add[tensordict-eager]	3.8813ms	3.4869ms	286.7854 Ops/s	287.4858 Ops/s	$\color{#d91a1a}-0.24\%$
test_compile_assign_and_add[pytree-compile]	2.5300ms	0.9370ms	1.0672 KOps/s	1.0742 KOps/s	$\color{#d91a1a}-0.65\%$
test_compile_assign_and_add[pytree-eager]	3.5384ms	3.4700ms	288.1825 Ops/s	287.0704 Ops/s	$\color{#35bf28}+0.39\%$
test_compile_indexing[tensor-tensordict-compile]	0.1474ms	0.1131ms	8.8401 KOps/s	8.8150 KOps/s	$\color{#35bf28}+0.28\%$
test_compile_indexing[tensor-tensordict-eager]	0.2385ms	66.7049μs	14.9914 KOps/s	14.7177 KOps/s	$\color{#35bf28}+1.86\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1506ms	0.1059ms	9.4391 KOps/s	9.4435 KOps/s	$\color{#d91a1a}-0.05\%$
test_compile_indexing[tensor-tensorclass-eager]	73.0820μs	47.2233μs	21.1760 KOps/s	20.8144 KOps/s	$\color{#35bf28}+1.74\%$
test_compile_indexing[tensor-pytree-compile]	0.1500ms	0.1047ms	9.5511 KOps/s	9.0179 KOps/s	$\textbf{\color{#35bf28}+5.91\%}$
test_compile_indexing[tensor-pytree-eager]	0.1171ms	47.1000μs	21.2314 KOps/s	19.4722 KOps/s	$\textbf{\color{#35bf28}+9.03\%}$
test_compile_indexing[slice-tensordict-compile]	0.1837ms	0.1425ms	7.0182 KOps/s	6.9865 KOps/s	$\color{#35bf28}+0.45\%$
test_compile_indexing[slice-tensordict-eager]	0.1959ms	27.0429μs	36.9783 KOps/s	35.5292 KOps/s	$\color{#35bf28}+4.08\%$
test_compile_indexing[slice-tensorclass-compile]	0.2136ms	0.1341ms	7.4548 KOps/s	7.1832 KOps/s	$\color{#35bf28}+3.78\%$
test_compile_indexing[slice-tensorclass-eager]	53.1510μs	23.0247μs	43.4316 KOps/s	42.1337 KOps/s	$\color{#35bf28}+3.08\%$
test_compile_indexing[slice-pytree-compile]	0.1852ms	0.1374ms	7.2792 KOps/s	7.2638 KOps/s	$\color{#35bf28}+0.21\%$
test_compile_indexing[slice-pytree-eager]	47.5600μs	22.6176μs	44.2134 KOps/s	42.5948 KOps/s	$\color{#35bf28}+3.80\%$
test_compile_indexing[int-tensordict-compile]	0.2041ms	0.1417ms	7.0588 KOps/s	7.0131 KOps/s	$\color{#35bf28}+0.65\%$
test_compile_indexing[int-tensordict-eager]	0.5501ms	26.6618μs	37.5068 KOps/s	35.5832 KOps/s	$\textbf{\color{#35bf28}+5.41\%}$
test_compile_indexing[int-tensorclass-compile]	0.1594ms	0.1331ms	7.5107 KOps/s	7.4530 KOps/s	$\color{#35bf28}+0.77\%$
test_compile_indexing[int-tensorclass-eager]	48.9910μs	22.7280μs	43.9986 KOps/s	42.5840 KOps/s	$\color{#35bf28}+3.32\%$
test_compile_indexing[int-pytree-compile]	0.1835ms	0.1334ms	7.4961 KOps/s	7.3896 KOps/s	$\color{#35bf28}+1.44\%$
test_compile_indexing[int-pytree-eager]	46.0610μs	22.7864μs	43.8858 KOps/s	42.5553 KOps/s	$\color{#35bf28}+3.13\%$
test_mod_add[eager]	71.1410μs	39.7918μs	25.1308 KOps/s	25.1097 KOps/s	$\color{#35bf28}+0.08\%$
test_mod_add[compile]	0.1154ms	69.4774μs	14.3932 KOps/s	14.3967 KOps/s	$\color{#d91a1a}-0.02\%$
test_mod_add[compile-overhead]	0.2630ms	0.1491ms	6.7071 KOps/s	6.7164 KOps/s	$\color{#d91a1a}-0.14\%$
test_mod_wrap[eager]	0.3498ms	0.2641ms	3.7859 KOps/s	3.6592 KOps/s	$\color{#35bf28}+3.46\%$
test_mod_wrap[compile]	1.2029ms	0.2993ms	3.3412 KOps/s	3.3055 KOps/s	$\color{#35bf28}+1.08\%$
test_mod_wrap[compile-overhead]	7.7715ms	4.1275ms	242.2792 Ops/s	236.0045 Ops/s	$\color{#35bf28}+2.66\%$
test_mod_wrap_and_backward[eager]	1.5865ms	1.4740ms	678.4348 Ops/s	725.7881 Ops/s	$\textbf{\color{#d91a1a}-6.52\%}$
test_mod_wrap_and_backward[compile]	1.5682ms	1.4797ms	675.8340 Ops/s	670.6832 Ops/s	$\color{#35bf28}+0.77\%$
test_mod_wrap_and_backward[compile-overhead]	1.4544ms	1.0019ms	998.0865 Ops/s	999.8928 Ops/s	$\color{#d91a1a}-0.18\%$
test_seq_add[eager]	0.1834ms	0.1168ms	8.5625 KOps/s	8.4198 KOps/s	$\color{#35bf28}+1.70\%$
test_seq_add[compile]	0.2130ms	86.9830μs	11.4965 KOps/s	11.2143 KOps/s	$\color{#35bf28}+2.52\%$
test_seq_add[compile-overhead]	0.1605ms	0.1254ms	7.9726 KOps/s	8.0322 KOps/s	$\color{#d91a1a}-0.74\%$
test_seq_wrap[eager]	0.5105ms	0.4439ms	2.2528 KOps/s	2.2826 KOps/s	$\color{#d91a1a}-1.30\%$
test_seq_wrap[compile]	1.4858ms	0.3319ms	3.0132 KOps/s	2.9896 KOps/s	$\color{#35bf28}+0.79\%$
test_seq_wrap[compile-overhead]	0.3072s	0.1439s	6.9493 Ops/s	6.9115 Ops/s	$\color{#35bf28}+0.55\%$
test_func_call_runtime[False-eager]	0.8706ms	0.7722ms	1.2951 KOps/s	1.3070 KOps/s	$\color{#d91a1a}-0.91\%$
test_func_call_runtime[False-compile]	0.9434ms	0.8435ms	1.1856 KOps/s	1.2046 KOps/s	$\color{#d91a1a}-1.58\%$
test_func_call_runtime[False-compile-overhead]	0.4557ms	0.3673ms	2.7225 KOps/s	2.7019 KOps/s	$\color{#35bf28}+0.76\%$
test_func_call_runtime[True-eager]	1.1821ms	1.0239ms	976.6486 Ops/s	973.9417 Ops/s	$\color{#35bf28}+0.28\%$
test_func_call_runtime[True-compile]	0.9562ms	0.8716ms	1.1473 KOps/s	1.1471 KOps/s	$\color{#35bf28}+0.02\%$
test_func_call_runtime[True-compile-overhead]	0.4877ms	0.4080ms	2.4509 KOps/s	2.4432 KOps/s	$\color{#35bf28}+0.32\%$
test_distributed	0.8512ms	70.8252μs	14.1193 KOps/s	14.6739 KOps/s	$\color{#d91a1a}-3.78\%$
test_tdmodule	33.5110μs	17.0287μs	58.7242 KOps/s	60.7354 KOps/s	$\color{#d91a1a}-3.31\%$
test_tdmodule_dispatch	52.8400μs	34.6784μs	28.8364 KOps/s	30.1436 KOps/s	$\color{#d91a1a}-4.34\%$
test_tdseq	33.3400μs	17.7097μs	56.4661 KOps/s	58.6927 KOps/s	$\color{#d91a1a}-3.79\%$
test_tdseq_dispatch	53.3410μs	36.7850μs	27.1850 KOps/s	28.3537 KOps/s	$\color{#d91a1a}-4.12\%$
test_instantiation_functorch	2.1093ms	2.0245ms	493.9424 Ops/s	491.7527 Ops/s	$\color{#35bf28}+0.45\%$
test_instantiation_td	2.0532ms	1.3169ms	759.3381 Ops/s	754.6258 Ops/s	$\color{#35bf28}+0.62\%$
test_exec_functorch	0.3382ms	0.2288ms	4.3716 KOps/s	4.3864 KOps/s	$\color{#d91a1a}-0.34\%$
test_exec_functional_call	0.2678ms	0.2288ms	4.3698 KOps/s	4.4382 KOps/s	$\color{#d91a1a}-1.54\%$
test_exec_td	0.2721ms	0.2264ms	4.4165 KOps/s	4.4334 KOps/s	$\color{#d91a1a}-0.38\%$
test_exec_td_decorator	0.5252ms	0.3046ms	3.2834 KOps/s	3.3261 KOps/s	$\color{#d91a1a}-1.29\%$
test_vmap_mlp_speed[True-True]	0.7418ms	0.6882ms	1.4531 KOps/s	1.4575 KOps/s	$\color{#d91a1a}-0.31\%$
test_vmap_mlp_speed[True-False]	0.7644ms	0.6846ms	1.4607 KOps/s	1.4622 KOps/s	$\color{#d91a1a}-0.10\%$
test_vmap_mlp_speed[False-True]	0.6524ms	0.5997ms	1.6676 KOps/s	1.6775 KOps/s	$\color{#d91a1a}-0.59\%$
test_vmap_mlp_speed[False-False]	0.6385ms	0.5998ms	1.6672 KOps/s	1.6730 KOps/s	$\color{#d91a1a}-0.34\%$
test_vmap_mlp_speed_decorator[True-True]	1.3071ms	0.7672ms	1.3034 KOps/s	1.3102 KOps/s	$\color{#d91a1a}-0.52\%$
test_vmap_mlp_speed_decorator[True-False]	0.9152ms	0.7656ms	1.3062 KOps/s	1.3177 KOps/s	$\color{#d91a1a}-0.87\%$
test_vmap_mlp_speed_decorator[False-True]	0.8842ms	0.6671ms	1.4991 KOps/s	1.5113 KOps/s	$\color{#d91a1a}-0.81\%$
test_vmap_mlp_speed_decorator[False-False]	0.8055ms	0.6654ms	1.5028 KOps/s	1.5155 KOps/s	$\color{#d91a1a}-0.84\%$
test_vmap_transformer_speed[True-True]	9.1757ms	8.9715ms	111.4642 Ops/s	111.5347 Ops/s	$\color{#d91a1a}-0.06\%$
test_vmap_transformer_speed[True-False]	9.3763ms	9.0226ms	110.8328 Ops/s	110.9224 Ops/s	$\color{#d91a1a}-0.08\%$
test_vmap_transformer_speed[False-True]	9.0375ms	8.8897ms	112.4896 Ops/s	112.7141 Ops/s	$\color{#d91a1a}-0.20\%$
test_vmap_transformer_speed[False-False]	8.9739ms	8.8903ms	112.4815 Ops/s	112.9106 Ops/s	$\color{#d91a1a}-0.38\%$
test_vmap_transformer_speed_decorator[True-True]	22.4365ms	21.4286ms	46.6667 Ops/s	46.9578 Ops/s	$\color{#d91a1a}-0.62\%$
test_vmap_transformer_speed_decorator[True-False]	21.4672ms	21.3936ms	46.7430 Ops/s	46.9427 Ops/s	$\color{#d91a1a}-0.43\%$
test_vmap_transformer_speed_decorator[False-True]	21.2463ms	21.1746ms	47.2264 Ops/s	47.4754 Ops/s	$\color{#d91a1a}-0.52\%$
test_vmap_transformer_speed_decorator[False-False]	21.3033ms	21.2345ms	47.0932 Ops/s	47.3390 Ops/s	$\color{#d91a1a}-0.52\%$
test_to_module_speed[True]	1.6134ms	1.4939ms	669.4010 Ops/s	675.5912 Ops/s	$\color{#d91a1a}-0.92\%$
test_to_module_speed[False]	1.6195ms	1.4799ms	675.7418 Ops/s	681.5817 Ops/s	$\color{#d91a1a}-0.86\%$
test_tc_init	62.6410μs	40.4992μs	24.6918 KOps/s	26.8175 KOps/s	$\textbf{\color{#d91a1a}-7.93\%}$
test_tc_init_nested	0.1642ms	85.1739μs	11.7407 KOps/s	13.3440 KOps/s	$\textbf{\color{#d91a1a}-12.02\%}$
test_tc_first_layer_tensor	19.4900μs	3.9863μs	250.8596 KOps/s	253.6091 KOps/s	$\color{#d91a1a}-1.08\%$
test_tc_first_layer_nontensor	19.2500μs	4.0667μs	245.9016 KOps/s	251.2515 KOps/s	$\color{#d91a1a}-2.13\%$
test_tc_second_layer_tensor	4.8952μs	1.2866μs	777.2181 KOps/s	768.9088 KOps/s	$\color{#35bf28}+1.08\%$
test_tc_second_layer_nontensor	22.4010μs	4.6432μs	215.3710 KOps/s	219.2738 KOps/s	$\color{#d91a1a}-1.78\%$
test_unbind	0.3159s	13.1512ms	76.0386 Ops/s	82.7279 Ops/s	$\textbf{\color{#d91a1a}-8.09\%}$
test_full_like	0.6570ms	0.5780ms	1.7300 KOps/s	1.7303 KOps/s	$\color{#d91a1a}-0.01\%$
test_zeros_like	0.2592ms	0.1979ms	5.0535 KOps/s	5.0582 KOps/s	$\color{#d91a1a}-0.09\%$
test_ones_like	0.3464ms	0.1978ms	5.0559 KOps/s	5.0618 KOps/s	$\color{#d91a1a}-0.12\%$
test_clone	0.4369ms	0.4138ms	2.4168 KOps/s	2.4153 KOps/s	$\color{#35bf28}+0.06\%$
test_squeeze	28.6510μs	11.8294μs	84.5354 KOps/s	84.3698 KOps/s	$\color{#35bf28}+0.20\%$
test_unsqueeze	0.2980ms	84.6329μs	11.8157 KOps/s	11.2204 KOps/s	$\textbf{\color{#35bf28}+5.31\%}$
test_split	0.4748ms	0.1858ms	5.3813 KOps/s	5.5506 KOps/s	$\color{#d91a1a}-3.05\%$
test_permute	0.2332ms	0.1958ms	5.1061 KOps/s	5.2228 KOps/s	$\color{#d91a1a}-2.24\%$
test_stack	1.2505ms	0.9192ms	1.0879 KOps/s	1.1145 KOps/s	$\color{#d91a1a}-2.39\%$
test_cat	1.2489ms	1.2317ms	811.9126 Ops/s	811.8387 Ops/s	$+0.01\%$