[Feature] from_modules expand_identical kwarg

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

Total Benchmarks: 144. Improved: $\large\color{#35bf28}10$. Worsened: $\large\color{#d91a1a}5$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	47.9890μs	23.1346μs	43.2253 KOps/s	42.5180 KOps/s	$\color{#35bf28}+1.66\%$
test_plain_set_stack_nested	56.9160μs	23.3865μs	42.7597 KOps/s	42.5296 KOps/s	$\color{#35bf28}+0.54\%$
test_plain_set_nested_inplace	60.6030μs	25.1798μs	39.7145 KOps/s	39.4347 KOps/s	$\color{#35bf28}+0.71\%$
test_plain_set_stack_nested_inplace	60.5030μs	25.1248μs	39.8012 KOps/s	39.6354 KOps/s	$\color{#35bf28}+0.42\%$
test_items	16.9520μs	2.6125μs	382.7770 KOps/s	378.1491 KOps/s	$\color{#35bf28}+1.22\%$
test_items_nested	0.5156ms	0.3667ms	2.7272 KOps/s	2.7661 KOps/s	$\color{#d91a1a}-1.41\%$
test_items_nested_locked	1.3875ms	0.3663ms	2.7301 KOps/s	2.7566 KOps/s	$\color{#d91a1a}-0.96\%$
test_items_nested_leaf	0.1635ms	86.7250μs	11.5307 KOps/s	11.2564 KOps/s	$\color{#35bf28}+2.44\%$
test_items_stack_nested	0.6266ms	0.3670ms	2.7247 KOps/s	2.7495 KOps/s	$\color{#d91a1a}-0.90\%$
test_items_stack_nested_leaf	0.1701ms	88.4321μs	11.3081 KOps/s	11.3087 KOps/s	$-0.01\%$
test_items_stack_nested_locked	0.5832ms	0.3679ms	2.7185 KOps/s	2.7511 KOps/s	$\color{#d91a1a}-1.19\%$
test_keys	17.8440μs	3.9601μs	252.5192 KOps/s	250.4890 KOps/s	$\color{#35bf28}+0.81\%$
test_keys_nested	0.2594ms	0.1437ms	6.9614 KOps/s	6.8706 KOps/s	$\color{#35bf28}+1.32\%$
test_keys_nested_locked	0.7761ms	0.1510ms	6.6246 KOps/s	6.6266 KOps/s	$\color{#d91a1a}-0.03\%$
test_keys_nested_leaf	0.1894ms	0.1229ms	8.1367 KOps/s	7.9478 KOps/s	$\color{#35bf28}+2.38\%$
test_keys_stack_nested	0.3063ms	0.1449ms	6.9028 KOps/s	6.7881 KOps/s	$\color{#35bf28}+1.69\%$
test_keys_stack_nested_leaf	0.2081ms	0.1244ms	8.0366 KOps/s	7.9696 KOps/s	$\color{#35bf28}+0.84\%$
test_keys_stack_nested_locked	0.2939ms	0.1519ms	6.5837 KOps/s	6.6516 KOps/s	$\color{#d91a1a}-1.02\%$
test_values	5.7557μs	1.1477μs	871.2892 KOps/s	851.4647 KOps/s	$\color{#35bf28}+2.33\%$
test_values_nested	94.5760μs	50.0082μs	19.9967 KOps/s	19.8068 KOps/s	$\color{#35bf28}+0.96\%$
test_values_nested_locked	98.4730μs	50.2364μs	19.9059 KOps/s	19.7084 KOps/s	$\color{#35bf28}+1.00\%$
test_values_nested_leaf	92.7430μs	45.1688μs	22.1392 KOps/s	21.7956 KOps/s	$\color{#35bf28}+1.58\%$
test_values_stack_nested	0.1057ms	51.1355μs	19.5559 KOps/s	19.2068 KOps/s	$\color{#35bf28}+1.82\%$
test_values_stack_nested_leaf	85.0880μs	44.8937μs	22.2748 KOps/s	21.7305 KOps/s	$\color{#35bf28}+2.50\%$
test_values_stack_nested_locked	0.1428ms	50.9696μs	19.6195 KOps/s	19.4534 KOps/s	$\color{#35bf28}+0.85\%$
test_membership	4.9507μs	0.7548μs	1.3249 MOps/s	1.2420 MOps/s	$\textbf{\color{#35bf28}+6.67\%}$
test_membership_nested	24.3650μs	2.6213μs	381.4947 KOps/s	368.5423 KOps/s	$\color{#35bf28}+3.51\%$
test_membership_nested_leaf	26.5400μs	2.6576μs	376.2806 KOps/s	370.6125 KOps/s	$\color{#35bf28}+1.53\%$
test_membership_stacked_nested	24.6360μs	2.6349μs	379.5157 KOps/s	371.0964 KOps/s	$\color{#35bf28}+2.27\%$
test_membership_stacked_nested_leaf	30.5160μs	2.6703μs	374.4855 KOps/s	370.1891 KOps/s	$\color{#35bf28}+1.16\%$
test_membership_nested_last	28.1530μs	4.0000μs	249.9980 KOps/s	248.3669 KOps/s	$\color{#35bf28}+0.66\%$
test_membership_nested_leaf_last	27.9920μs	3.9836μs	251.0265 KOps/s	247.5793 KOps/s	$\color{#35bf28}+1.39\%$
test_membership_stacked_nested_last	34.0240μs	7.5332μs	132.7454 KOps/s	247.1101 KOps/s	$\textbf{\color{#d91a1a}-46.28\%}$
test_membership_stacked_nested_leaf_last	0.1428ms	7.9847μs	125.2393 KOps/s	245.9261 KOps/s	$\textbf{\color{#d91a1a}-49.07\%}$
test_nested_getleaf	36.6680μs	10.8825μs	91.8905 KOps/s	93.1421 KOps/s	$\color{#d91a1a}-1.34\%$
test_nested_get	32.2900μs	10.3834μs	96.3078 KOps/s	95.4187 KOps/s	$\color{#35bf28}+0.93\%$
test_stacked_getleaf	38.5620μs	10.8248μs	92.3806 KOps/s	87.1255 KOps/s	$\textbf{\color{#35bf28}+6.03\%}$
test_stacked_get	28.0320μs	10.2522μs	97.5400 KOps/s	94.8731 KOps/s	$\color{#35bf28}+2.81\%$
test_nested_getitemleaf	43.5710μs	11.4157μs	87.5986 KOps/s	85.5973 KOps/s	$\color{#35bf28}+2.34\%$
test_nested_getitem	49.0280μs	10.4425μs	95.7628 KOps/s	92.8310 KOps/s	$\color{#35bf28}+3.16\%$
test_stacked_getitemleaf	0.1702ms	11.9067μs	83.9860 KOps/s	87.0051 KOps/s	$\color{#d91a1a}-3.47\%$
test_stacked_getitem	33.6330μs	10.5165μs	95.0884 KOps/s	94.0309 KOps/s	$\color{#35bf28}+1.12\%$
test_lock_nested	1.2542ms	0.5138ms	1.9464 KOps/s	1.6824 KOps/s	$\textbf{\color{#35bf28}+15.69\%}$
test_lock_stack_nested	1.8940ms	0.4818ms	2.0757 KOps/s	2.0783 KOps/s	$\color{#d91a1a}-0.12\%$
test_unlock_nested	0.8027ms	0.4350ms	2.2988 KOps/s	2.3399 KOps/s	$\color{#d91a1a}-1.76\%$
test_unlock_stack_nested	0.7131ms	0.3951ms	2.5312 KOps/s	2.5407 KOps/s	$\color{#d91a1a}-0.37\%$
test_flatten_speed	0.6115ms	0.1079ms	9.2721 KOps/s	9.3786 KOps/s	$\color{#d91a1a}-1.14\%$
test_unflatten_speed	1.0046ms	0.4563ms	2.1914 KOps/s	2.1955 KOps/s	$\color{#d91a1a}-0.19\%$
test_common_ops	5.0869ms	1.1801ms	847.3864 Ops/s	805.8173 Ops/s	$\textbf{\color{#35bf28}+5.16\%}$
test_creation	15.4580μs	2.5205μs	396.7415 KOps/s	399.5331 KOps/s	$\color{#d91a1a}-0.70\%$
test_creation_empty	55.0730μs	20.5055μs	48.7673 KOps/s	48.4989 KOps/s	$\color{#35bf28}+0.55\%$
test_creation_nested_1	63.8480μs	24.2766μs	41.1919 KOps/s	41.9261 KOps/s	$\color{#d91a1a}-1.75\%$
test_creation_nested_2	92.2520μs	28.1893μs	35.4745 KOps/s	36.0820 KOps/s	$\color{#d91a1a}-1.68\%$
test_clone	65.0910μs	17.7550μs	56.3223 KOps/s	59.0401 KOps/s	$\color{#d91a1a}-4.60\%$
test_getitem[int]	1.3031ms	12.9214μs	77.3910 KOps/s	80.1417 KOps/s	$\color{#d91a1a}-3.43\%$
test_getitem[slice_int]	0.1366ms	34.3209μs	29.1367 KOps/s	30.5954 KOps/s	$\color{#d91a1a}-4.77\%$
test_getitem[range]	0.1619ms	58.3166μs	17.1478 KOps/s	16.8105 KOps/s	$\color{#35bf28}+2.01\%$
test_getitem[tuple]	0.1251ms	27.4851μs	36.3833 KOps/s	37.3770 KOps/s	$\color{#d91a1a}-2.66\%$
test_getitem[list]	0.1813ms	53.5021μs	18.6909 KOps/s	18.2725 KOps/s	$\color{#35bf28}+2.29\%$
test_setitem_dim[int]	73.5270μs	35.4770μs	28.1873 KOps/s	28.1081 KOps/s	$\color{#35bf28}+0.28\%$
test_setitem_dim[slice_int]	0.1247ms	75.3576μs	13.2701 KOps/s	13.3901 KOps/s	$\color{#d91a1a}-0.90\%$
test_setitem_dim[range]	0.1749ms	94.0498μs	10.6327 KOps/s	10.3400 KOps/s	$\color{#35bf28}+2.83\%$
test_setitem_dim[tuple]	0.1028ms	61.7032μs	16.2066 KOps/s	16.1306 KOps/s	$\color{#35bf28}+0.47\%$
test_setitem	84.9090μs	32.0430μs	31.2081 KOps/s	32.7126 KOps/s	$\color{#d91a1a}-4.60\%$
test_set	80.2790μs	30.8765μs	32.3871 KOps/s	33.5999 KOps/s	$\color{#d91a1a}-3.61\%$
test_set_shared	3.0448ms	0.2164ms	4.6204 KOps/s	4.5231 KOps/s	$\color{#35bf28}+2.15\%$
test_update	0.1410ms	39.0498μs	25.6083 KOps/s	26.3296 KOps/s	$\color{#d91a1a}-2.74\%$
test_update_nested	0.1053ms	50.2181μs	19.9131 KOps/s	20.2989 KOps/s	$\color{#d91a1a}-1.90\%$
test_update__nested	96.6300μs	35.6208μs	28.0735 KOps/s	28.8125 KOps/s	$\color{#d91a1a}-2.56\%$
test_set_nested	83.4150μs	33.2221μs	30.1004 KOps/s	31.4621 KOps/s	$\color{#d91a1a}-4.33\%$
test_set_nested_new	90.7090μs	38.4862μs	25.9833 KOps/s	27.0837 KOps/s	$\color{#d91a1a}-4.06\%$
test_select	0.1556ms	56.0216μs	17.8502 KOps/s	18.3562 KOps/s	$\color{#d91a1a}-2.76\%$
test_select_nested	0.9738ms	61.5470μs	16.2477 KOps/s	16.4532 KOps/s	$\color{#d91a1a}-1.25\%$
test_exclude_nested	0.1586ms	80.4035μs	12.4373 KOps/s	12.2985 KOps/s	$\color{#35bf28}+1.13\%$
test_empty[True]	0.5368ms	0.3417ms	2.9269 KOps/s	2.9012 KOps/s	$\color{#35bf28}+0.89\%$
test_empty[False]	7.9497μs	1.2262μs	815.5287 KOps/s	785.2401 KOps/s	$\color{#35bf28}+3.86\%$
test_unbind_speed	0.5865ms	0.3281ms	3.0479 KOps/s	3.0862 KOps/s	$\color{#d91a1a}-1.24\%$
test_unbind_speed_stack0	0.4579ms	0.3160ms	3.1646 KOps/s	3.1687 KOps/s	$\color{#d91a1a}-0.13\%$
test_unbind_speed_stack1	78.9196ms	0.8020ms	1.2469 KOps/s	1.3095 KOps/s	$\color{#d91a1a}-4.78\%$
test_split	77.4570ms	2.2799ms	438.6123 Ops/s	438.6565 Ops/s	$\color{#d91a1a}-0.01\%$
test_chunk	77.6320ms	2.2771ms	439.1481 Ops/s	442.0022 Ops/s	$\color{#d91a1a}-0.65\%$
test_creation[device0]	0.2350ms	0.1210ms	8.2675 KOps/s	8.0849 KOps/s	$\color{#35bf28}+2.26\%$
test_creation_from_tensor	4.4125ms	0.1224ms	8.1720 KOps/s	8.2962 KOps/s	$\color{#d91a1a}-1.50\%$
test_add_one[memmap_tensor0]	0.1887ms	8.1383μs	122.8761 KOps/s	125.8527 KOps/s	$\color{#d91a1a}-2.37\%$
test_contiguous[memmap_tensor0]	23.8250μs	2.1979μs	454.9825 KOps/s	453.6411 KOps/s	$\color{#35bf28}+0.30\%$
test_stack[memmap_tensor0]	34.0130μs	6.1540μs	162.4948 KOps/s	169.2464 KOps/s	$\color{#d91a1a}-3.99\%$
test_memmaptd_index	1.1517ms	0.4443ms	2.2506 KOps/s	2.2436 KOps/s	$\color{#35bf28}+0.31\%$
test_memmaptd_index_astensor	0.7656ms	0.5168ms	1.9350 KOps/s	1.8071 KOps/s	$\textbf{\color{#35bf28}+7.07\%}$
test_memmaptd_index_op	1.8612ms	1.1114ms	899.7748 Ops/s	921.5409 Ops/s	$\color{#d91a1a}-2.36\%$
test_serialize_model	0.2114s	0.1408s	7.1035 Ops/s	7.7341 Ops/s	$\textbf{\color{#d91a1a}-8.15\%}$
test_serialize_model_pickle	0.5028s	0.4106s	2.4356 Ops/s	2.5355 Ops/s	$\color{#d91a1a}-3.94\%$
test_serialize_weights	0.1426s	0.1283s	7.7924 Ops/s	7.1624 Ops/s	$\textbf{\color{#35bf28}+8.80\%}$
test_serialize_weights_returnearly	0.1776s	0.1676s	5.9673 Ops/s	6.1107 Ops/s	$\color{#d91a1a}-2.35\%$
test_serialize_weights_pickle	0.4831s	0.4015s	2.4908 Ops/s	2.5339 Ops/s	$\color{#d91a1a}-1.70\%$
test_serialize_weights_filesystem	0.1522s	0.1424s	7.0205 Ops/s	6.9226 Ops/s	$\color{#35bf28}+1.41\%$
test_serialize_model_filesystem	0.1613s	0.1487s	6.7259 Ops/s	6.1264 Ops/s	$\textbf{\color{#35bf28}+9.78\%}$
test_reshape_pytree	93.2830μs	41.3964μs	24.1567 KOps/s	24.3423 KOps/s	$\color{#d91a1a}-0.76\%$
test_reshape_td	91.8510μs	49.7429μs	20.1034 KOps/s	19.9925 KOps/s	$\color{#35bf28}+0.55\%$
test_view_pytree	82.2230μs	39.6692μs	25.2084 KOps/s	25.4828 KOps/s	$\color{#d91a1a}-1.08\%$
test_view_td	0.1225ms	55.9412μs	17.8759 KOps/s	17.5068 KOps/s	$\color{#35bf28}+2.11\%$
test_unbind_pytree	97.4810μs	36.2415μs	27.5927 KOps/s	28.2273 KOps/s	$\color{#d91a1a}-2.25\%$
test_unbind_td	0.3863ms	48.2591μs	20.7215 KOps/s	21.0779 KOps/s	$\color{#d91a1a}-1.69\%$
test_split_pytree	0.1834ms	39.3918μs	25.3860 KOps/s	25.4532 KOps/s	$\color{#d91a1a}-0.26\%$
test_split_td	0.6360ms	63.9391μs	15.6399 KOps/s	16.1949 KOps/s	$\color{#d91a1a}-3.43\%$
test_add_pytree	0.1121ms	44.5795μs	22.4318 KOps/s	21.9943 KOps/s	$\color{#35bf28}+1.99\%$
test_add_td	0.1760ms	87.8301μs	11.3856 KOps/s	11.4732 KOps/s	$\color{#d91a1a}-0.76\%$
test_distributed	0.3688ms	0.1333ms	7.5020 KOps/s	7.4955 KOps/s	$\color{#35bf28}+0.09\%$
test_tdmodule	38.9630μs	18.3845μs	54.3936 KOps/s	54.4706 KOps/s	$\color{#d91a1a}-0.14\%$
test_tdmodule_dispatch	73.2670μs	38.1798μs	26.1918 KOps/s	26.5152 KOps/s	$\color{#d91a1a}-1.22\%$
test_tdseq	45.8550μs	20.4464μs	48.9084 KOps/s	48.7261 KOps/s	$\color{#35bf28}+0.37\%$
test_tdseq_dispatch	69.3490μs	43.3697μs	23.0576 KOps/s	23.8518 KOps/s	$\color{#d91a1a}-3.33\%$
test_instantiation_functorch	1.8030ms	1.5916ms	628.3023 Ops/s	611.2044 Ops/s	$\color{#35bf28}+2.80\%$
test_instantiation_td	2.6964ms	1.2087ms	827.3201 Ops/s	865.5087 Ops/s	$\color{#d91a1a}-4.41\%$
test_exec_functorch	0.2928ms	0.1847ms	5.4132 KOps/s	5.5218 KOps/s	$\color{#d91a1a}-1.97\%$
test_exec_functional_call	5.8400ms	0.1780ms	5.6165 KOps/s	5.7361 KOps/s	$\color{#d91a1a}-2.09\%$
test_exec_td	0.2954ms	0.1855ms	5.3904 KOps/s	5.7570 KOps/s	$\textbf{\color{#d91a1a}-6.37\%}$
test_exec_td_decorator	0.7022ms	0.2599ms	3.8470 KOps/s	3.8558 KOps/s	$\color{#d91a1a}-0.23\%$
test_vmap_mlp_speed[True-True]	1.8699ms	0.6254ms	1.5990 KOps/s	1.6085 KOps/s	$\color{#d91a1a}-0.59\%$
test_vmap_mlp_speed[True-False]	0.7059ms	0.5998ms	1.6673 KOps/s	1.6202 KOps/s	$\color{#35bf28}+2.91\%$
test_vmap_mlp_speed[False-True]	0.7106ms	0.4954ms	2.0187 KOps/s	1.9587 KOps/s	$\color{#35bf28}+3.06\%$
test_vmap_mlp_speed[False-False]	0.7048ms	0.4954ms	2.0187 KOps/s	1.9738 KOps/s	$\color{#35bf28}+2.28\%$
test_vmap_mlp_speed_decorator[True-True]	1.2764ms	0.7012ms	1.4261 KOps/s	1.4044 KOps/s	$\color{#35bf28}+1.55\%$
test_vmap_mlp_speed_decorator[True-False]	1.3146ms	0.7048ms	1.4187 KOps/s	1.4095 KOps/s	$\color{#35bf28}+0.65\%$
test_vmap_mlp_speed_decorator[False-True]	0.9198ms	0.5834ms	1.7141 KOps/s	1.7105 KOps/s	$\color{#35bf28}+0.21\%$
test_vmap_mlp_speed_decorator[False-False]	0.9101ms	0.5843ms	1.7115 KOps/s	1.7111 KOps/s	$\color{#35bf28}+0.02\%$
test_to_module_speed[True]	2.4937ms	1.8667ms	535.7162 Ops/s	553.8411 Ops/s	$\color{#d91a1a}-3.27\%$
test_to_module_speed[False]	2.0749ms	1.8383ms	543.9744 Ops/s	567.2628 Ops/s	$\color{#d91a1a}-4.11\%$
test_tc_init	88.7050μs	45.6718μs	21.8954 KOps/s	22.8922 KOps/s	$\color{#d91a1a}-4.35\%$
test_tc_init_nested	0.1735ms	94.3546μs	10.5983 KOps/s	11.4463 KOps/s	$\textbf{\color{#d91a1a}-7.41\%}$
test_tc_first_layer_tensor	44.1920μs	9.6152μs	104.0025 KOps/s	108.1275 KOps/s	$\color{#d91a1a}-3.81\%$
test_tc_first_layer_nontensor	57.1160μs	9.3772μs	106.6420 KOps/s	108.6628 KOps/s	$\color{#d91a1a}-1.86\%$
test_tc_second_layer_tensor	42.3590μs	2.9235μs	342.0509 KOps/s	348.4032 KOps/s	$\color{#d91a1a}-1.82\%$
test_tc_second_layer_nontensor	39.1130μs	10.5855μs	94.4689 KOps/s	95.7683 KOps/s	$\color{#d91a1a}-1.36\%$
test_unbind	8.9434ms	8.7289ms	114.5621 Ops/s	69.8449 Ops/s	$\textbf{\color{#35bf28}+64.02\%}$
test_full_like	10.1084ms	7.6558ms	130.6198 Ops/s	132.0580 Ops/s	$\color{#d91a1a}-1.09\%$
test_zeros_like	14.0229ms	6.4522ms	154.9856 Ops/s	133.7796 Ops/s	$\textbf{\color{#35bf28}+15.85\%}$
test_ones_like	13.6877ms	7.6355ms	130.9667 Ops/s	132.2644 Ops/s	$\color{#d91a1a}-0.98\%$
test_clone	20.6080ms	9.7000ms	103.0927 Ops/s	98.6638 Ops/s	$\color{#35bf28}+4.49\%$
test_squeeze	85.4190μs	15.1300μs	66.0940 KOps/s	68.9748 KOps/s	$\color{#d91a1a}-4.18\%$
test_unsqueeze	0.2007ms	0.1012ms	9.8861 KOps/s	9.6478 KOps/s	$\color{#35bf28}+2.47\%$
test_split	0.3666ms	0.2105ms	4.7502 KOps/s	4.7259 KOps/s	$\color{#35bf28}+0.51\%$
test_permute	0.3563ms	0.2295ms	4.3572 KOps/s	4.3410 KOps/s	$\color{#35bf28}+0.37\%$
test_stack	31.4041ms	24.6276ms	40.6048 Ops/s	39.0892 Ops/s	$\color{#35bf28}+3.88\%$
test_cat	31.7140ms	24.3596ms	41.0515 Ops/s	39.0554 Ops/s	$\textbf{\color{#35bf28}+5.11\%}$

[github-actions]

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

Total Benchmarks: 219. Improved: $\large\color{#35bf28}10$. Worsened: $\large\color{#d91a1a}2$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1503ms	16.1151μs	62.0536 KOps/s	60.5532 KOps/s	$\color{#35bf28}+2.48\%$
test_plain_set_stack_nested	44.0520μs	16.3405μs	61.1977 KOps/s	60.8847 KOps/s	$\color{#35bf28}+0.51\%$
test_plain_set_nested_inplace	43.2030μs	17.1602μs	58.2744 KOps/s	56.8305 KOps/s	$\color{#35bf28}+2.54\%$
test_plain_set_stack_nested_inplace	48.3930μs	17.2750μs	57.8873 KOps/s	57.1290 KOps/s	$\color{#35bf28}+1.33\%$
test_items	15.6510μs	4.6197μs	216.4662 KOps/s	215.0275 KOps/s	$\color{#35bf28}+0.67\%$
test_items_nested	0.5028ms	0.3945ms	2.5348 KOps/s	2.5119 KOps/s	$\color{#35bf28}+0.91\%$
test_items_nested_locked	0.4186ms	0.3954ms	2.5293 KOps/s	2.5163 KOps/s	$\color{#35bf28}+0.51\%$
test_items_nested_leaf	0.1022ms	85.6951μs	11.6693 KOps/s	11.6972 KOps/s	$\color{#d91a1a}-0.24\%$
test_items_stack_nested	0.4446ms	0.3965ms	2.5219 KOps/s	2.5682 KOps/s	$\color{#d91a1a}-1.80\%$
test_items_stack_nested_leaf	0.1038ms	86.4380μs	11.5690 KOps/s	11.6552 KOps/s	$\color{#d91a1a}-0.74\%$
test_items_stack_nested_locked	0.4585ms	0.3971ms	2.5180 KOps/s	2.5475 KOps/s	$\color{#d91a1a}-1.16\%$
test_keys	17.2610μs	4.3697μs	228.8481 KOps/s	229.6237 KOps/s	$\color{#d91a1a}-0.34\%$
test_keys_nested	89.8450μs	66.9640μs	14.9334 KOps/s	15.1213 KOps/s	$\color{#d91a1a}-1.24\%$
test_keys_nested_locked	2.1728ms	72.5651μs	13.7807 KOps/s	13.6387 KOps/s	$\color{#35bf28}+1.04\%$
test_keys_nested_leaf	76.5240μs	57.1717μs	17.4912 KOps/s	17.2024 KOps/s	$\color{#35bf28}+1.68\%$
test_keys_stack_nested	91.5550μs	66.9998μs	14.9254 KOps/s	15.0768 KOps/s	$\color{#d91a1a}-1.00\%$
test_keys_stack_nested_leaf	75.4640μs	57.4133μs	17.4176 KOps/s	17.3997 KOps/s	$\color{#35bf28}+0.10\%$
test_keys_stack_nested_locked	95.4560μs	71.1789μs	14.0491 KOps/s	14.1107 KOps/s	$\color{#d91a1a}-0.44\%$
test_values	8.5340μs	1.7595μs	568.3377 KOps/s	566.7445 KOps/s	$\color{#35bf28}+0.28\%$
test_values_nested	51.8430μs	33.7316μs	29.6458 KOps/s	29.6333 KOps/s	$\color{#35bf28}+0.04\%$
test_values_nested_locked	57.3930μs	35.3748μs	28.2687 KOps/s	27.6907 KOps/s	$\color{#35bf28}+2.09\%$
test_values_nested_leaf	50.6330μs	29.9890μs	33.3456 KOps/s	33.3724 KOps/s	$\color{#d91a1a}-0.08\%$
test_values_stack_nested	51.3030μs	34.0513μs	29.3675 KOps/s	28.8446 KOps/s	$\color{#35bf28}+1.81\%$
test_values_stack_nested_leaf	54.1830μs	30.2004μs	33.1122 KOps/s	32.6056 KOps/s	$\color{#35bf28}+1.55\%$
test_values_stack_nested_locked	52.0720μs	35.5123μs	28.1593 KOps/s	27.1221 KOps/s	$\color{#35bf28}+3.82\%$
test_membership	1.5156μs	0.5506μs	1.8161 MOps/s	1.7751 MOps/s	$\color{#35bf28}+2.31\%$
test_membership_nested	25.3410μs	2.0758μs	481.7498 KOps/s	505.6741 KOps/s	$\color{#d91a1a}-4.73\%$
test_membership_nested_leaf	12.4805μs	2.0185μs	495.4256 KOps/s	518.1331 KOps/s	$\color{#d91a1a}-4.38\%$
test_membership_stacked_nested	13.8300μs	2.0593μs	485.5928 KOps/s	498.8071 KOps/s	$\color{#d91a1a}-2.65\%$
test_membership_stacked_nested_leaf	21.2810μs	2.0495μs	487.9237 KOps/s	496.0931 KOps/s	$\color{#d91a1a}-1.65\%$
test_membership_nested_last	15.6610μs	2.9572μs	338.1563 KOps/s	337.7853 KOps/s	$\color{#35bf28}+0.11\%$
test_membership_nested_leaf_last	31.0510μs	2.9503μs	338.9491 KOps/s	339.1804 KOps/s	$\color{#d91a1a}-0.07\%$
test_membership_stacked_nested_last	22.3810μs	2.9640μs	337.3868 KOps/s	108.6829 KOps/s	$\textbf{\color{#35bf28}+210.43\%}$
test_membership_stacked_nested_leaf_last	31.8420μs	2.9747μs	336.1703 KOps/s	109.0206 KOps/s	$\textbf{\color{#35bf28}+208.35\%}$
test_nested_getleaf	30.5510μs	7.9978μs	125.0351 KOps/s	124.3522 KOps/s	$\color{#35bf28}+0.55\%$
test_nested_get	26.9120μs	7.5349μs	132.7154 KOps/s	131.6263 KOps/s	$\color{#35bf28}+0.83\%$
test_stacked_getleaf	34.2320μs	8.0269μs	124.5816 KOps/s	123.1861 KOps/s	$\color{#35bf28}+1.13\%$
test_stacked_get	20.7310μs	7.5537μs	132.3861 KOps/s	131.6090 KOps/s	$\color{#35bf28}+0.59\%$
test_nested_getitemleaf	30.5310μs	8.2073μs	121.8428 KOps/s	121.7109 KOps/s	$\color{#35bf28}+0.11\%$
test_nested_getitem	25.8210μs	7.7179μs	129.5696 KOps/s	129.6423 KOps/s	$\color{#d91a1a}-0.06\%$
test_stacked_getitemleaf	24.1010μs	8.1871μs	122.1435 KOps/s	120.1426 KOps/s	$\color{#35bf28}+1.67\%$
test_stacked_getitem	29.3810μs	7.7332μs	129.3122 KOps/s	128.8823 KOps/s	$\color{#35bf28}+0.33\%$
test_lock_nested	7.0491ms	0.4827ms	2.0718 KOps/s	2.0889 KOps/s	$\color{#d91a1a}-0.82\%$
test_lock_stack_nested	0.4663ms	0.4342ms	2.3029 KOps/s	2.3717 KOps/s	$\color{#d91a1a}-2.90\%$
test_unlock_nested	0.8590ms	0.3952ms	2.5304 KOps/s	2.5360 KOps/s	$\color{#d91a1a}-0.22\%$
test_unlock_stack_nested	0.3955ms	0.3533ms	2.8301 KOps/s	2.9272 KOps/s	$\color{#d91a1a}-3.32\%$
test_flatten_speed	0.4030ms	0.1064ms	9.4024 KOps/s	9.3839 KOps/s	$\color{#35bf28}+0.20\%$
test_unflatten_speed	0.3181ms	0.2931ms	3.4119 KOps/s	3.3725 KOps/s	$\color{#35bf28}+1.17\%$
test_common_ops	1.5125ms	1.2825ms	779.7463 Ops/s	749.2621 Ops/s	$\color{#35bf28}+4.07\%$
test_creation	15.4110μs	1.9727μs	506.9118 KOps/s	506.1312 KOps/s	$\color{#35bf28}+0.15\%$
test_creation_empty	44.7530μs	15.9105μs	62.8517 KOps/s	60.7270 KOps/s	$\color{#35bf28}+3.50\%$
test_creation_nested_1	44.4720μs	17.7768μs	56.2532 KOps/s	54.4193 KOps/s	$\color{#35bf28}+3.37\%$
test_creation_nested_2	43.1320μs	20.5124μs	48.7511 KOps/s	47.9906 KOps/s	$\color{#35bf28}+1.58\%$
test_clone	90.9950μs	29.1828μs	34.2668 KOps/s	31.5411 KOps/s	$\textbf{\color{#35bf28}+8.64\%}$
test_getitem[int]	1.1373ms	16.7624μs	59.6573 KOps/s	57.7972 KOps/s	$\color{#35bf28}+3.22\%$
test_getitem[slice_int]	0.1568ms	29.0661μs	34.4043 KOps/s	31.9388 KOps/s	$\textbf{\color{#35bf28}+7.72\%}$
test_getitem[range]	0.2901ms	0.1149ms	8.7049 KOps/s	8.7305 KOps/s	$\color{#d91a1a}-0.29\%$
test_getitem[tuple]	0.1562ms	24.7785μs	40.3575 KOps/s	39.5676 KOps/s	$\color{#35bf28}+2.00\%$
test_getitem[list]	0.2332ms	0.1044ms	9.5797 KOps/s	9.6300 KOps/s	$\color{#d91a1a}-0.52\%$
test_setitem_dim[int]	70.1640μs	51.3111μs	19.4890 KOps/s	19.9335 KOps/s	$\color{#d91a1a}-2.23\%$
test_setitem_dim[slice_int]	98.5760μs	77.5812μs	12.8897 KOps/s	13.3516 KOps/s	$\color{#d91a1a}-3.46\%$
test_setitem_dim[range]	0.3087ms	0.1402ms	7.1308 KOps/s	7.2756 KOps/s	$\color{#d91a1a}-1.99\%$
test_setitem_dim[tuple]	0.1073ms	70.1597μs	14.2532 KOps/s	14.7160 KOps/s	$\color{#d91a1a}-3.15\%$
test_setitem	75.8040μs	41.9050μs	23.8635 KOps/s	23.4159 KOps/s	$\color{#35bf28}+1.91\%$
test_set	79.6940μs	40.8289μs	24.4924 KOps/s	23.4228 KOps/s	$\color{#35bf28}+4.57\%$
test_set_shared	0.3917ms	52.9694μs	18.8788 KOps/s	18.8961 KOps/s	$\color{#d91a1a}-0.09\%$
test_update	76.3540μs	49.0549μs	20.3853 KOps/s	20.0044 KOps/s	$\color{#35bf28}+1.90\%$
test_update_nested	88.4350μs	57.7283μs	17.3225 KOps/s	16.7255 KOps/s	$\color{#35bf28}+3.57\%$
test_update__nested	85.6950μs	60.3602μs	16.5672 KOps/s	15.5767 KOps/s	$\textbf{\color{#35bf28}+6.36\%}$
test_set_nested	74.3240μs	43.8046μs	22.8287 KOps/s	21.7203 KOps/s	$\textbf{\color{#35bf28}+5.10\%}$
test_set_nested_new	74.8040μs	46.9945μs	21.2791 KOps/s	20.0185 KOps/s	$\textbf{\color{#35bf28}+6.30\%}$
test_select	0.1479ms	62.4507μs	16.0126 KOps/s	15.3570 KOps/s	$\color{#35bf28}+4.27\%$
test_select_nested	75.1240μs	52.5391μs	19.0335 KOps/s	19.1845 KOps/s	$\color{#d91a1a}-0.79\%$
test_exclude_nested	91.6360μs	71.9874μs	13.8913 KOps/s	14.1696 KOps/s	$\color{#d91a1a}-1.96\%$
test_empty[True]	0.3186ms	0.2954ms	3.3852 KOps/s	3.4127 KOps/s	$\color{#d91a1a}-0.81\%$
test_empty[False]	2.9482μs	0.9763μs	1.0243 MOps/s	1.0678 MOps/s	$\color{#d91a1a}-4.07\%$
test_to	69.5040μs	36.2015μs	27.6232 KOps/s	27.0540 KOps/s	$\color{#35bf28}+2.10\%$
test_to_nonblocking	49.1730μs	23.0876μs	43.3133 KOps/s	43.7317 KOps/s	$\color{#d91a1a}-0.96\%$
test_unbind_speed	1.2864ms	0.3000ms	3.3336 KOps/s	3.2666 KOps/s	$\color{#35bf28}+2.05\%$
test_unbind_speed_stack0	0.3459ms	0.2925ms	3.4184 KOps/s	3.3618 KOps/s	$\color{#35bf28}+1.68\%$
test_unbind_speed_stack1	89.5938ms	0.7807ms	1.2809 KOps/s	1.3126 KOps/s	$\color{#d91a1a}-2.42\%$
test_split	91.0505ms	2.3208ms	430.8933 Ops/s	432.3662 Ops/s	$\color{#d91a1a}-0.34\%$
test_chunk	93.6567ms	2.3320ms	428.8196 Ops/s	428.9476 Ops/s	$\color{#d91a1a}-0.03\%$
test_creation[device0]	0.1812ms	0.1012ms	9.8795 KOps/s	9.7374 KOps/s	$\color{#35bf28}+1.46\%$
test_creation_from_tensor	0.1543ms	0.1013ms	9.8728 KOps/s	9.9989 KOps/s	$\color{#d91a1a}-1.26\%$
test_add_one[memmap_tensor0]	0.1546ms	8.9755μs	111.4147 KOps/s	109.6679 KOps/s	$\color{#35bf28}+1.59\%$
test_contiguous[memmap_tensor0]	28.8010μs	2.1450μs	466.1927 KOps/s	456.0233 KOps/s	$\color{#35bf28}+2.23\%$
test_stack[memmap_tensor0]	28.8820μs	6.6566μs	150.2265 KOps/s	145.6105 KOps/s	$\color{#35bf28}+3.17\%$
test_memmaptd_index	1.1215ms	0.4228ms	2.3651 KOps/s	2.3795 KOps/s	$\color{#d91a1a}-0.60\%$
test_memmaptd_index_astensor	0.7444ms	0.4881ms	2.0489 KOps/s	2.0453 KOps/s	$\color{#35bf28}+0.18\%$
test_memmaptd_index_op	1.3928ms	1.0096ms	990.4644 Ops/s	972.6125 Ops/s	$\color{#35bf28}+1.84\%$
test_serialize_model	98.2257ms	94.5216ms	10.5796 Ops/s	10.2507 Ops/s	$\color{#35bf28}+3.21\%$
test_serialize_model_pickle	1.3481s	1.2361s	0.8090 Ops/s	0.8073 Ops/s	$\color{#35bf28}+0.22\%$
test_serialize_weights	0.1874s	0.1025s	9.7586 Ops/s	9.3361 Ops/s	$\color{#35bf28}+4.53\%$
test_serialize_weights_returnearly	0.2961s	86.8233ms	11.5176 Ops/s	11.5587 Ops/s	$\color{#d91a1a}-0.36\%$
test_serialize_weights_pickle	1.3486s	1.2365s	0.8087 Ops/s	0.8085 Ops/s	$\color{#35bf28}+0.03\%$
test_reshape_pytree	67.8140μs	38.4009μs	26.0411 KOps/s	26.0292 KOps/s	$\color{#35bf28}+0.05\%$
test_reshape_td	67.4230μs	43.4809μs	22.9986 KOps/s	22.9846 KOps/s	$\color{#35bf28}+0.06\%$
test_view_pytree	59.5240μs	37.1411μs	26.9244 KOps/s	26.4767 KOps/s	$\color{#35bf28}+1.69\%$
test_view_td	70.5240μs	47.8034μs	20.9190 KOps/s	20.6744 KOps/s	$\color{#35bf28}+1.18\%$
test_unbind_pytree	60.8640μs	36.4035μs	27.4699 KOps/s	27.1035 KOps/s	$\color{#35bf28}+1.35\%$
test_unbind_td	0.3825ms	45.5273μs	21.9648 KOps/s	21.4838 KOps/s	$\color{#35bf28}+2.24\%$
test_split_pytree	0.3557ms	50.3481μs	19.8617 KOps/s	19.8289 KOps/s	$\color{#35bf28}+0.17\%$
test_split_td	0.1681ms	58.1451μs	17.1984 KOps/s	16.9217 KOps/s	$\color{#35bf28}+1.63\%$
test_add_pytree	93.0950μs	59.8685μs	16.7033 KOps/s	16.9145 KOps/s	$\color{#d91a1a}-1.25\%$
test_add_td	0.1284ms	91.0626μs	10.9815 KOps/s	9.8495 KOps/s	$\textbf{\color{#35bf28}+11.49\%}$
test_compile_add_one_nested[tensordict-compile]	0.4089ms	0.2074ms	4.8213 KOps/s	4.8450 KOps/s	$\color{#d91a1a}-0.49\%$
test_compile_add_one_nested[tensordict-eager]	0.2620ms	0.1765ms	5.6644 KOps/s	5.8389 KOps/s	$\color{#d91a1a}-2.99\%$
test_compile_add_one_nested[pytree-compile]	0.1832ms	0.1427ms	7.0083 KOps/s	6.9756 KOps/s	$\color{#35bf28}+0.47\%$
test_compile_add_one_nested[pytree-eager]	0.2556ms	0.1951ms	5.1253 KOps/s	5.1692 KOps/s	$\color{#d91a1a}-0.85\%$
test_compile_copy_nested[tensordict-compile]	46.9920μs	22.2679μs	44.9076 KOps/s	44.9561 KOps/s	$\color{#d91a1a}-0.11\%$
test_compile_copy_nested[tensordict-eager]	74.6640μs	48.5825μs	20.5836 KOps/s	20.4688 KOps/s	$\color{#35bf28}+0.56\%$
test_compile_copy_nested[pytree-compile]	0.1025ms	71.8815μs	13.9118 KOps/s	14.0386 KOps/s	$\color{#d91a1a}-0.90\%$
test_compile_copy_nested[pytree-eager]	80.4340μs	59.8818μs	16.6996 KOps/s	16.7849 KOps/s	$\color{#d91a1a}-0.51\%$
test_compile_add_one_flat[tensordict-compile]	0.4118ms	0.3206ms	3.1187 KOps/s	3.1125 KOps/s	$\color{#35bf28}+0.20\%$
test_compile_add_one_flat[tensordict-eager]	0.2692ms	0.2217ms	4.5104 KOps/s	4.5411 KOps/s	$\color{#d91a1a}-0.68\%$
test_compile_add_one_flat[tensorclass-compile]	0.2061ms	0.1288ms	7.7658 KOps/s	7.8060 KOps/s	$\color{#d91a1a}-0.52\%$
test_compile_add_one_flat[tensorclass-eager]	0.1265ms	64.1869μs	15.5795 KOps/s	15.9490 KOps/s	$\color{#d91a1a}-2.32\%$
test_compile_add_one_flat[pytree-compile]	0.3732ms	0.3202ms	3.1230 KOps/s	3.1417 KOps/s	$\color{#d91a1a}-0.59\%$
test_compile_add_one_flat[pytree-eager]	0.6909ms	0.6274ms	1.5938 KOps/s	1.5938 KOps/s	$+0.00\%$
test_compile_add_self_flat[tensordict-eager]	0.3194ms	0.2719ms	3.6782 KOps/s	3.7439 KOps/s	$\color{#d91a1a}-1.76\%$
test_compile_add_self_flat[tensordict-compile]	0.3624ms	0.3235ms	3.0912 KOps/s	3.0940 KOps/s	$\color{#d91a1a}-0.09\%$
test_compile_add_self_flat[tensorclass-eager]	0.1722ms	78.3853μs	12.7575 KOps/s	13.2040 KOps/s	$\color{#d91a1a}-3.38\%$
test_compile_add_self_flat[tensorclass-compile]	0.2591ms	0.1290ms	7.7546 KOps/s	7.7577 KOps/s	$\color{#d91a1a}-0.04\%$
test_compile_add_self_flat[pytree-eager]	0.5887ms	0.5307ms	1.8844 KOps/s	1.8606 KOps/s	$\color{#35bf28}+1.28\%$
test_compile_add_self_flat[pytree-compile]	0.3646ms	0.3206ms	3.1192 KOps/s	3.1353 KOps/s	$\color{#d91a1a}-0.51\%$
test_compile_copy_flat[tensordict-compile]	42.7620μs	18.6984μs	53.4804 KOps/s	49.9210 KOps/s	$\textbf{\color{#35bf28}+7.13\%}$
test_compile_copy_flat[tensordict-eager]	53.5530μs	32.1989μs	31.0570 KOps/s	31.0680 KOps/s	$\color{#d91a1a}-0.04\%$
test_compile_copy_flat[pytree-compile]	0.1073ms	74.9095μs	13.3494 KOps/s	13.3583 KOps/s	$\color{#d91a1a}-0.07\%$
test_compile_copy_flat[pytree-eager]	87.8050μs	60.6165μs	16.4972 KOps/s	16.4582 KOps/s	$\color{#35bf28}+0.24\%$
test_compile_assign_and_add[tensordict-compile]	2.5256ms	0.9203ms	1.0867 KOps/s	1.0856 KOps/s	$\color{#35bf28}+0.10\%$
test_compile_assign_and_add[tensordict-eager]	3.4465ms	3.3030ms	302.7596 Ops/s	300.4911 Ops/s	$\color{#35bf28}+0.75\%$
test_compile_assign_and_add[pytree-compile]	2.4870ms	0.9023ms	1.1082 KOps/s	1.0923 KOps/s	$\color{#35bf28}+1.46\%$
test_compile_assign_and_add[pytree-eager]	3.3601ms	3.2918ms	303.7806 Ops/s	300.8587 Ops/s	$\color{#35bf28}+0.97\%$
test_compile_indexing[tensor-tensordict-compile]	0.1383ms	0.1094ms	9.1445 KOps/s	9.0807 KOps/s	$\color{#35bf28}+0.70\%$
test_compile_indexing[tensor-tensordict-eager]	0.2340ms	62.6558μs	15.9602 KOps/s	15.4238 KOps/s	$\color{#35bf28}+3.48\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1332ms	0.1015ms	9.8555 KOps/s	9.7545 KOps/s	$\color{#35bf28}+1.04\%$
test_compile_indexing[tensor-tensorclass-eager]	82.9550μs	45.6193μs	21.9205 KOps/s	21.9240 KOps/s	$\color{#d91a1a}-0.02\%$
test_compile_indexing[tensor-pytree-compile]	0.1484ms	0.1036ms	9.6566 KOps/s	9.6404 KOps/s	$\color{#35bf28}+0.17\%$
test_compile_indexing[tensor-pytree-eager]	91.3150μs	45.5959μs	21.9318 KOps/s	22.2766 KOps/s	$\color{#d91a1a}-1.55\%$
test_compile_indexing[slice-tensordict-compile]	0.1801ms	0.1382ms	7.2356 KOps/s	7.2331 KOps/s	$\color{#35bf28}+0.03\%$
test_compile_indexing[slice-tensordict-eager]	0.1885ms	26.2222μs	38.1356 KOps/s	38.1632 KOps/s	$\color{#d91a1a}-0.07\%$
test_compile_indexing[slice-tensorclass-compile]	0.2305ms	0.1299ms	7.6967 KOps/s	7.6960 KOps/s	$+0.01\%$
test_compile_indexing[slice-tensorclass-eager]	52.8730μs	22.3485μs	44.7457 KOps/s	45.7893 KOps/s	$\color{#d91a1a}-2.28\%$
test_compile_indexing[slice-pytree-compile]	0.1704ms	0.1295ms	7.7245 KOps/s	7.3912 KOps/s	$\color{#35bf28}+4.51\%$
test_compile_indexing[slice-pytree-eager]	49.9730μs	22.2336μs	44.9770 KOps/s	44.1257 KOps/s	$\color{#35bf28}+1.93\%$
test_compile_indexing[int-tensordict-compile]	0.2058ms	0.1373ms	7.2831 KOps/s	7.2632 KOps/s	$\color{#35bf28}+0.27\%$
test_compile_indexing[int-tensordict-eager]	0.5280ms	26.2072μs	38.1574 KOps/s	39.0316 KOps/s	$\color{#d91a1a}-2.24\%$
test_compile_indexing[int-tensorclass-compile]	0.1712ms	0.1293ms	7.7326 KOps/s	7.4475 KOps/s	$\color{#35bf28}+3.83\%$
test_compile_indexing[int-tensorclass-eager]	53.3830μs	21.7753μs	45.9237 KOps/s	45.8961 KOps/s	$\color{#35bf28}+0.06\%$
test_compile_indexing[int-pytree-compile]	0.1840ms	0.1290ms	7.7528 KOps/s	7.5564 KOps/s	$\color{#35bf28}+2.60\%$
test_compile_indexing[int-pytree-eager]	55.1730μs	22.2112μs	45.0224 KOps/s	46.2377 KOps/s	$\color{#d91a1a}-2.63\%$
test_mod_add[eager]	81.9350μs	37.4959μs	26.6696 KOps/s	26.1562 KOps/s	$\color{#35bf28}+1.96\%$
test_mod_add[compile]	0.2223ms	66.5021μs	15.0371 KOps/s	14.8957 KOps/s	$\color{#35bf28}+0.95\%$
test_mod_add[compile-overhead]	0.2776ms	0.1471ms	6.7991 KOps/s	6.8597 KOps/s	$\color{#d91a1a}-0.88\%$
test_mod_wrap[eager]	0.3496ms	0.2536ms	3.9438 KOps/s	3.8417 KOps/s	$\color{#35bf28}+2.66\%$
test_mod_wrap[compile]	1.2290ms	0.2895ms	3.4547 KOps/s	3.3895 KOps/s	$\color{#35bf28}+1.92\%$
test_mod_wrap[compile-overhead]	8.1905ms	4.3093ms	232.0582 Ops/s	227.7363 Ops/s	$\color{#35bf28}+1.90\%$
test_mod_wrap_and_backward[eager]	1.5305ms	1.4265ms	701.0390 Ops/s	695.9611 Ops/s	$\color{#35bf28}+0.73\%$
test_mod_wrap_and_backward[compile]	1.5696ms	1.4356ms	696.5696 Ops/s	749.9832 Ops/s	$\textbf{\color{#d91a1a}-7.12\%}$
test_mod_wrap_and_backward[compile-overhead]	1.4473ms	0.9902ms	1.0099 KOps/s	1.0411 KOps/s	$\color{#d91a1a}-3.00\%$
test_seq_add[eager]	0.1585ms	0.1083ms	9.2319 KOps/s	9.3196 KOps/s	$\color{#d91a1a}-0.94\%$
test_seq_add[compile]	0.2078ms	84.4950μs	11.8350 KOps/s	12.0624 KOps/s	$\color{#d91a1a}-1.89\%$
test_seq_add[compile-overhead]	0.1592ms	0.1215ms	8.2290 KOps/s	8.0952 KOps/s	$\color{#35bf28}+1.65\%$
test_seq_wrap[eager]	0.4815ms	0.4182ms	2.3910 KOps/s	2.3390 KOps/s	$\color{#35bf28}+2.22\%$
test_seq_wrap[compile]	1.4694ms	0.3193ms	3.1321 KOps/s	3.1191 KOps/s	$\color{#35bf28}+0.42\%$
test_seq_wrap[compile-overhead]	0.3082s	0.1475s	6.7819 Ops/s	6.8147 Ops/s	$\color{#d91a1a}-0.48\%$
test_func_call_runtime[False-eager]	0.7784ms	0.7425ms	1.3468 KOps/s	1.3438 KOps/s	$\color{#35bf28}+0.22\%$
test_func_call_runtime[False-compile]	0.8627ms	0.8010ms	1.2484 KOps/s	1.2114 KOps/s	$\color{#35bf28}+3.05\%$
test_func_call_runtime[False-compile-overhead]	0.4103ms	0.3564ms	2.8061 KOps/s	2.7911 KOps/s	$\color{#35bf28}+0.54\%$
test_func_call_runtime[True-eager]	1.0494ms	0.9838ms	1.0165 KOps/s	993.1818 Ops/s	$\color{#35bf28}+2.35\%$
test_func_call_runtime[True-compile]	0.8865ms	0.8416ms	1.1882 KOps/s	1.1683 KOps/s	$\color{#35bf28}+1.71\%$
test_func_call_runtime[True-compile-overhead]	0.4539ms	0.3975ms	2.5158 KOps/s	2.4943 KOps/s	$\color{#35bf28}+0.86\%$
test_distributed	0.2678ms	67.9732μs	14.7117 KOps/s	13.9846 KOps/s	$\textbf{\color{#35bf28}+5.20\%}$
test_tdmodule	40.1520μs	15.2450μs	65.5954 KOps/s	63.2390 KOps/s	$\color{#35bf28}+3.73\%$
test_tdmodule_dispatch	46.8520μs	31.2317μs	32.0188 KOps/s	30.6596 KOps/s	$\color{#35bf28}+4.43\%$
test_tdseq	31.0420μs	15.8082μs	63.2585 KOps/s	60.4443 KOps/s	$\color{#35bf28}+4.66\%$
test_tdseq_dispatch	53.1730μs	33.0989μs	30.2125 KOps/s	29.1364 KOps/s	$\color{#35bf28}+3.69\%$
test_instantiation_functorch	2.0828ms	2.0056ms	498.6105 Ops/s	502.3022 Ops/s	$\color{#d91a1a}-0.73\%$
test_instantiation_td	2.0019ms	1.2939ms	772.8581 Ops/s	779.5555 Ops/s	$\color{#d91a1a}-0.86\%$
test_exec_functorch	0.2796ms	0.2209ms	4.5266 KOps/s	4.5544 KOps/s	$\color{#d91a1a}-0.61\%$
test_exec_functional_call	0.3648ms	0.2173ms	4.6028 KOps/s	4.5375 KOps/s	$\color{#35bf28}+1.44\%$
test_exec_td	0.2428ms	0.2164ms	4.6219 KOps/s	4.4410 KOps/s	$\color{#35bf28}+4.07\%$
test_exec_td_decorator	1.0915ms	0.2933ms	3.4094 KOps/s	3.3420 KOps/s	$\color{#35bf28}+2.02\%$
test_vmap_mlp_speed[True-True]	0.8101ms	0.6694ms	1.4938 KOps/s	1.4714 KOps/s	$\color{#35bf28}+1.52\%$
test_vmap_mlp_speed[True-False]	0.7281ms	0.6680ms	1.4970 KOps/s	1.4807 KOps/s	$\color{#35bf28}+1.10\%$
test_vmap_mlp_speed[False-True]	0.6295ms	0.5879ms	1.7009 KOps/s	1.6971 KOps/s	$\color{#35bf28}+0.22\%$
test_vmap_mlp_speed[False-False]	0.6555ms	0.5896ms	1.6962 KOps/s	1.6869 KOps/s	$\color{#35bf28}+0.55\%$
test_vmap_mlp_speed_decorator[True-True]	1.2639ms	0.7506ms	1.3323 KOps/s	1.3346 KOps/s	$\color{#d91a1a}-0.18\%$
test_vmap_mlp_speed_decorator[True-False]	0.8644ms	0.7495ms	1.3342 KOps/s	1.3397 KOps/s	$\color{#d91a1a}-0.41\%$
test_vmap_mlp_speed_decorator[False-True]	0.8871ms	0.6546ms	1.5276 KOps/s	1.5254 KOps/s	$\color{#35bf28}+0.14\%$
test_vmap_mlp_speed_decorator[False-False]	0.8142ms	0.6549ms	1.5269 KOps/s	1.5346 KOps/s	$\color{#d91a1a}-0.50\%$
test_vmap_transformer_speed[True-True]	8.8948ms	8.8067ms	113.5498 Ops/s	113.4149 Ops/s	$\color{#35bf28}+0.12\%$
test_vmap_transformer_speed[True-False]	8.8767ms	8.8076ms	113.5377 Ops/s	113.6520 Ops/s	$\color{#d91a1a}-0.10\%$
test_vmap_transformer_speed[False-True]	9.1055ms	8.7650ms	114.0904 Ops/s	114.9823 Ops/s	$\color{#d91a1a}-0.78\%$
test_vmap_transformer_speed[False-False]	8.8007ms	8.7055ms	114.8702 Ops/s	114.8687 Ops/s	$+0.00\%$
test_vmap_transformer_speed_decorator[True-True]	21.0758ms	21.0062ms	47.6050 Ops/s	47.4779 Ops/s	$\color{#35bf28}+0.27\%$
test_vmap_transformer_speed_decorator[True-False]	21.0788ms	20.9918ms	47.6376 Ops/s	47.5675 Ops/s	$\color{#35bf28}+0.15\%$
test_vmap_transformer_speed_decorator[False-True]	21.2681ms	20.8074ms	48.0598 Ops/s	48.0192 Ops/s	$\color{#35bf28}+0.08\%$
test_vmap_transformer_speed_decorator[False-False]	20.9405ms	20.8057ms	48.0638 Ops/s	47.9699 Ops/s	$\color{#35bf28}+0.20\%$
test_to_module_speed[True]	2.8941ms	1.4815ms	675.0067 Ops/s	672.7747 Ops/s	$\color{#35bf28}+0.33\%$
test_to_module_speed[False]	1.9151ms	1.4656ms	682.3212 Ops/s	682.1307 Ops/s	$\color{#35bf28}+0.03\%$
test_tc_init	51.0730μs	33.8570μs	29.5360 KOps/s	28.8001 KOps/s	$\color{#35bf28}+2.56\%$
test_tc_init_nested	0.2006ms	71.3604μs	14.0134 KOps/s	14.2723 KOps/s	$\color{#d91a1a}-1.81\%$
test_tc_first_layer_tensor	17.4910μs	4.0045μs	249.7209 KOps/s	247.8738 KOps/s	$\color{#35bf28}+0.75\%$
test_tc_first_layer_nontensor	16.5110μs	4.0213μs	248.6787 KOps/s	246.4074 KOps/s	$\color{#35bf28}+0.92\%$
test_tc_second_layer_tensor	30.7068μs	1.3028μs	767.5665 KOps/s	775.0990 KOps/s	$\color{#d91a1a}-0.97\%$
test_tc_second_layer_nontensor	17.4910μs	4.6231μs	216.3066 KOps/s	218.6052 KOps/s	$\color{#d91a1a}-1.05\%$
test_unbind	0.3183s	12.9437ms	77.2578 Ops/s	82.5423 Ops/s	$\textbf{\color{#d91a1a}-6.40\%}$
test_full_like	0.6619ms	0.5774ms	1.7318 KOps/s	1.7318 KOps/s	$+0.00\%$
test_zeros_like	0.2659ms	0.1977ms	5.0582 KOps/s	5.0559 KOps/s	$\color{#35bf28}+0.05\%$
test_ones_like	0.2179ms	0.1975ms	5.0630 KOps/s	5.0580 KOps/s	$\color{#35bf28}+0.10\%$
test_clone	0.4441ms	0.4146ms	2.4118 KOps/s	2.4141 KOps/s	$\color{#d91a1a}-0.09\%$
test_squeeze	28.2210μs	11.6828μs	85.5963 KOps/s	84.9616 KOps/s	$\color{#35bf28}+0.75\%$
test_unsqueeze	0.2612ms	81.1712μs	12.3196 KOps/s	11.9810 KOps/s	$\color{#35bf28}+2.83\%$
test_split	0.4694ms	0.1815ms	5.5107 KOps/s	5.5152 KOps/s	$\color{#d91a1a}-0.08\%$
test_permute	0.3005ms	0.1919ms	5.2119 KOps/s	5.1288 KOps/s	$\color{#35bf28}+1.62\%$
test_stack	1.2518ms	0.9072ms	1.1023 KOps/s	1.1345 KOps/s	$\color{#d91a1a}-2.84\%$
test_cat	1.2490ms	1.2316ms	811.9562 Ops/s	812.0408 Ops/s	$\color{#d91a1a}-0.01\%$