[BugFix] Fix update_ KeyError when a key from source is missing in dest

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Stack from ghstack (oldest at bottom):

• -> [BugFix] Fix update_ KeyError when a key from source is missing in dest #1150

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}8$. Worsened: $\large\color{#d91a1a}22$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	48.4310μs	20.9272μs	47.7847 KOps/s	49.7646 KOps/s	$\color{#d91a1a}-3.98\%$
test_plain_set_stack_nested	50.2540μs	21.1283μs	47.3298 KOps/s	49.1133 KOps/s	$\color{#d91a1a}-3.63\%$
test_plain_set_nested_inplace	68.4580μs	22.8945μs	43.6786 KOps/s	45.5770 KOps/s	$\color{#d91a1a}-4.17\%$
test_plain_set_stack_nested_inplace	79.6990μs	22.9083μs	43.6522 KOps/s	45.6875 KOps/s	$\color{#d91a1a}-4.45\%$
test_items	21.9210μs	4.1469μs	241.1416 KOps/s	238.1587 KOps/s	$\color{#35bf28}+1.25\%$
test_items_nested	0.5754ms	0.4045ms	2.4722 KOps/s	2.5002 KOps/s	$\color{#d91a1a}-1.12\%$
test_items_nested_locked	0.9251ms	0.4082ms	2.4498 KOps/s	2.4831 KOps/s	$\color{#d91a1a}-1.34\%$
test_items_nested_leaf	0.1477ms	76.7797μs	13.0243 KOps/s	12.9588 KOps/s	$\color{#35bf28}+0.51\%$
test_items_stack_nested	0.6173ms	0.4058ms	2.4641 KOps/s	2.4512 KOps/s	$\color{#35bf28}+0.53\%$
test_items_stack_nested_leaf	0.1364ms	76.7312μs	13.0325 KOps/s	12.8750 KOps/s	$\color{#35bf28}+1.22\%$
test_items_stack_nested_locked	0.6032ms	0.4042ms	2.4738 KOps/s	2.4832 KOps/s	$\color{#d91a1a}-0.38\%$
test_keys	20.8590μs	3.9637μs	252.2904 KOps/s	287.4870 KOps/s	$\textbf{\color{#d91a1a}-12.24\%}$
test_keys_nested	0.3072ms	0.1645ms	6.0792 KOps/s	6.0392 KOps/s	$\color{#35bf28}+0.66\%$
test_keys_nested_locked	0.7032ms	0.1700ms	5.8824 KOps/s	5.8111 KOps/s	$\color{#35bf28}+1.23\%$
test_keys_nested_leaf	0.2593ms	0.1427ms	7.0070 KOps/s	6.9354 KOps/s	$\color{#35bf28}+1.03\%$
test_keys_stack_nested	0.3088ms	0.1636ms	6.1125 KOps/s	6.0501 KOps/s	$\color{#35bf28}+1.03\%$
test_keys_stack_nested_leaf	0.2356ms	0.1417ms	7.0561 KOps/s	6.9116 KOps/s	$\color{#35bf28}+2.09\%$
test_keys_stack_nested_locked	0.2662ms	0.1688ms	5.9237 KOps/s	5.8090 KOps/s	$\color{#35bf28}+1.97\%$
test_values	8.4056μs	1.0309μs	970.0094 KOps/s	937.2334 KOps/s	$\color{#35bf28}+3.50\%$
test_values_nested	0.1138ms	62.2819μs	16.0560 KOps/s	15.8655 KOps/s	$\color{#35bf28}+1.20\%$
test_values_nested_locked	0.1141ms	62.4646μs	16.0091 KOps/s	14.9510 KOps/s	$\textbf{\color{#35bf28}+7.08\%}$
test_values_nested_leaf	0.1226ms	71.5943μs	13.9676 KOps/s	13.8431 KOps/s	$\color{#35bf28}+0.90\%$
test_values_stack_nested	0.1195ms	62.5943μs	15.9759 KOps/s	15.8162 KOps/s	$\color{#35bf28}+1.01\%$
test_values_stack_nested_leaf	0.1323ms	71.3668μs	14.0121 KOps/s	13.7596 KOps/s	$\color{#35bf28}+1.84\%$
test_values_stack_nested_locked	0.1302ms	62.5306μs	15.9922 KOps/s	15.7774 KOps/s	$\color{#35bf28}+1.36\%$
test_membership	14.4370μs	0.9043μs	1.1058 MOps/s	1.1110 MOps/s	$\color{#d91a1a}-0.47\%$
test_membership_nested	30.0960μs	2.9638μs	337.3996 KOps/s	343.9988 KOps/s	$\color{#d91a1a}-1.92\%$
test_membership_nested_leaf	25.8580μs	2.9569μs	338.1873 KOps/s	340.2090 KOps/s	$\color{#d91a1a}-0.59\%$
test_membership_stacked_nested	35.2560μs	2.9296μs	341.3414 KOps/s	342.0619 KOps/s	$\color{#d91a1a}-0.21\%$
test_membership_stacked_nested_leaf	33.3420μs	2.9063μs	344.0785 KOps/s	342.1405 KOps/s	$\color{#35bf28}+0.57\%$
test_membership_nested_last	33.2710μs	4.3620μs	229.2523 KOps/s	231.2246 KOps/s	$\color{#d91a1a}-0.85\%$
test_membership_nested_leaf_last	28.2930μs	4.4337μs	225.5439 KOps/s	225.7354 KOps/s	$\color{#d91a1a}-0.08\%$
test_membership_stacked_nested_last	52.5080μs	4.3424μs	230.2848 KOps/s	227.8468 KOps/s	$\color{#35bf28}+1.07\%$
test_membership_stacked_nested_leaf_last	24.6760μs	4.3792μs	228.3508 KOps/s	227.9146 KOps/s	$\color{#35bf28}+0.19\%$
test_nested_getleaf	33.9430μs	11.0557μs	90.4512 KOps/s	94.0494 KOps/s	$\color{#d91a1a}-3.83\%$
test_nested_get	46.6970μs	10.5714μs	94.5953 KOps/s	99.0378 KOps/s	$\color{#d91a1a}-4.49\%$
test_stacked_getleaf	41.1760μs	10.9389μs	91.4168 KOps/s	92.0304 KOps/s	$\color{#d91a1a}-0.67\%$
test_stacked_get	43.6920μs	10.3549μs	96.5726 KOps/s	97.9919 KOps/s	$\color{#d91a1a}-1.45\%$
test_nested_getitemleaf	52.4590μs	11.4828μs	87.0869 KOps/s	90.1002 KOps/s	$\color{#d91a1a}-3.34\%$
test_nested_getitem	38.7230μs	10.7898μs	92.6797 KOps/s	95.1008 KOps/s	$\color{#d91a1a}-2.55\%$
test_stacked_getitemleaf	45.3340μs	11.3052μs	88.4552 KOps/s	89.6784 KOps/s	$\color{#d91a1a}-1.36\%$
test_stacked_getitem	37.5110μs	10.6390μs	93.9940 KOps/s	93.7442 KOps/s	$\color{#35bf28}+0.27\%$
test_lock_nested	0.9675ms	0.4571ms	2.1877 KOps/s	2.1758 KOps/s	$\color{#35bf28}+0.55\%$
test_lock_stack_nested	0.8585ms	0.4295ms	2.3284 KOps/s	2.3263 KOps/s	$\color{#35bf28}+0.09\%$
test_unlock_nested	0.9443ms	0.3732ms	2.6795 KOps/s	2.6101 KOps/s	$\color{#35bf28}+2.66\%$
test_unlock_stack_nested	0.6932ms	0.3486ms	2.8685 KOps/s	2.8583 KOps/s	$\color{#35bf28}+0.36\%$
test_flatten_speed	0.1866ms	0.1014ms	9.8596 KOps/s	10.1195 KOps/s	$\color{#d91a1a}-2.57\%$
test_unflatten_speed	0.7564ms	0.5382ms	1.8579 KOps/s	1.8907 KOps/s	$\color{#d91a1a}-1.74\%$
test_common_ops	3.7566ms	0.8411ms	1.1889 KOps/s	1.3143 KOps/s	$\textbf{\color{#d91a1a}-9.54\%}$
test_creation	27.9220μs	2.5282μs	395.5385 KOps/s	399.7091 KOps/s	$\color{#d91a1a}-1.04\%$
test_creation_empty	37.8910μs	12.0735μs	82.8260 KOps/s	98.6878 KOps/s	$\textbf{\color{#d91a1a}-16.07\%}$
test_creation_nested_1	45.8460μs	15.0740μs	66.3393 KOps/s	76.9227 KOps/s	$\textbf{\color{#d91a1a}-13.76\%}$
test_creation_nested_2	53.6000μs	19.5805μs	51.0713 KOps/s	56.8470 KOps/s	$\textbf{\color{#d91a1a}-10.16\%}$
test_clone	0.1182ms	13.6908μs	73.0420 KOps/s	74.2290 KOps/s	$\color{#d91a1a}-1.60\%$
test_getitem[int]	1.4131ms	12.9495μs	77.2228 KOps/s	76.0797 KOps/s	$\color{#35bf28}+1.50\%$
test_getitem[slice_int]	0.1434ms	24.5116μs	40.7971 KOps/s	39.5322 KOps/s	$\color{#35bf28}+3.20\%$
test_getitem[range]	0.1771ms	47.6233μs	20.9981 KOps/s	20.8434 KOps/s	$\color{#35bf28}+0.74\%$
test_getitem[tuple]	0.1628ms	20.3551μs	49.1277 KOps/s	49.3542 KOps/s	$\color{#d91a1a}-0.46\%$
test_getitem[list]	0.1649ms	42.8678μs	23.3276 KOps/s	23.3083 KOps/s	$\color{#35bf28}+0.08\%$
test_setitem_dim[int]	41.1970μs	24.1844μs	41.3490 KOps/s	40.6556 KOps/s	$\color{#35bf28}+1.71\%$
test_setitem_dim[slice_int]	95.2980μs	51.5413μs	19.4019 KOps/s	19.6632 KOps/s	$\color{#d91a1a}-1.33\%$
test_setitem_dim[range]	0.1162ms	72.4813μs	13.7967 KOps/s	13.5316 KOps/s	$\color{#35bf28}+1.96\%$
test_setitem_dim[tuple]	60.3530μs	40.1940μs	24.8793 KOps/s	24.6735 KOps/s	$\color{#35bf28}+0.83\%$
test_setitem	70.3110μs	21.0492μs	47.5078 KOps/s	51.0069 KOps/s	$\textbf{\color{#d91a1a}-6.86\%}$
test_set	0.2588ms	20.4029μs	49.0127 KOps/s	52.4551 KOps/s	$\textbf{\color{#d91a1a}-6.56\%}$
test_set_shared	1.1640ms	0.1701ms	5.8795 KOps/s	5.7168 KOps/s	$\color{#35bf28}+2.85\%$
test_update	0.2606ms	23.5850μs	42.3999 KOps/s	48.1234 KOps/s	$\textbf{\color{#d91a1a}-11.89\%}$
test_update_nested	0.2668ms	33.8190μs	29.5692 KOps/s	32.8172 KOps/s	$\textbf{\color{#d91a1a}-9.90\%}$
test_update__nested	1.0981ms	34.3070μs	29.1486 KOps/s	30.3114 KOps/s	$\color{#d91a1a}-3.84\%$
test_set_nested	0.3272ms	22.7337μs	43.9875 KOps/s	47.1801 KOps/s	$\textbf{\color{#d91a1a}-6.77\%}$
test_set_nested_new	0.2720ms	27.8588μs	35.8953 KOps/s	38.6736 KOps/s	$\textbf{\color{#d91a1a}-7.18\%}$
test_select	0.3075ms	45.4244μs	22.0146 KOps/s	23.5096 KOps/s	$\textbf{\color{#d91a1a}-6.36\%}$
test_select_nested	0.1205ms	63.1158μs	15.8439 KOps/s	15.6205 KOps/s	$\color{#35bf28}+1.43\%$
test_exclude_nested	0.3524ms	82.9522μs	12.0551 KOps/s	12.1901 KOps/s	$\color{#d91a1a}-1.11\%$
test_empty[True]	0.6015ms	0.4121ms	2.4267 KOps/s	2.4278 KOps/s	$\color{#d91a1a}-0.05\%$
test_empty[False]	8.0725μs	1.3878μs	720.5868 KOps/s	699.6292 KOps/s	$\color{#35bf28}+3.00\%$
test_unbind_speed	0.3801ms	0.2682ms	3.7287 KOps/s	3.6915 KOps/s	$\color{#35bf28}+1.01\%$
test_unbind_speed_stack0	0.4646ms	0.2681ms	3.7306 KOps/s	3.7052 KOps/s	$\color{#35bf28}+0.69\%$
test_unbind_speed_stack1	0.1111s	0.8233ms	1.2146 KOps/s	1.3488 KOps/s	$\textbf{\color{#d91a1a}-9.95\%}$
test_split	0.1134s	1.7876ms	559.4131 Ops/s	553.8499 Ops/s	$\color{#35bf28}+1.00\%$
test_chunk	0.1136s	1.8021ms	554.8938 Ops/s	555.0341 Ops/s	$\color{#d91a1a}-0.03\%$
test_consolidate_njt[False-None]	8.9112ms	8.1635ms	122.4965 Ops/s	118.7560 Ops/s	$\color{#35bf28}+3.15\%$
test_creation[device0]	0.3197ms	91.9915μs	10.8706 KOps/s	10.9239 KOps/s	$\color{#d91a1a}-0.49\%$
test_creation_from_tensor	0.2959ms	95.3561μs	10.4870 KOps/s	10.3457 KOps/s	$\color{#35bf28}+1.37\%$
test_add_one[memmap_tensor0]	0.1421ms	4.7095μs	212.3356 KOps/s	212.5005 KOps/s	$\color{#d91a1a}-0.08\%$
test_contiguous[memmap_tensor0]	23.9740μs	0.5323μs	1.8786 MOps/s	1.9362 MOps/s	$\color{#d91a1a}-2.97\%$
test_stack[memmap_tensor0]	0.1030ms	3.3430μs	299.1343 KOps/s	295.2226 KOps/s	$\color{#35bf28}+1.33\%$
test_memmaptd_index	1.0510ms	0.2375ms	4.2099 KOps/s	4.1378 KOps/s	$\color{#35bf28}+1.74\%$
test_memmaptd_index_astensor	0.6487ms	0.3253ms	3.0739 KOps/s	3.0390 KOps/s	$\color{#35bf28}+1.15\%$
test_memmaptd_index_op	1.0216ms	0.5874ms	1.7023 KOps/s	1.8057 KOps/s	$\textbf{\color{#d91a1a}-5.72\%}$
test_serialize_model	0.1300s	0.1170s	8.5496 Ops/s	7.1991 Ops/s	$\textbf{\color{#35bf28}+18.76\%}$
test_serialize_model_pickle	0.5040s	0.4001s	2.4997 Ops/s	2.5060 Ops/s	$\color{#d91a1a}-0.25\%$
test_serialize_weights	0.2514s	0.1403s	7.1273 Ops/s	8.5499 Ops/s	$\textbf{\color{#d91a1a}-16.64\%}$
test_serialize_weights_returnearly	0.1837s	0.1631s	6.1325 Ops/s	6.1970 Ops/s	$\color{#d91a1a}-1.04\%$
test_serialize_weights_pickle	1.3468s	0.7405s	1.3505 Ops/s	2.5348 Ops/s	$\textbf{\color{#d91a1a}-46.72\%}$
test_serialize_weights_filesystem	0.1516s	0.1441s	6.9384 Ops/s	6.8537 Ops/s	$\color{#35bf28}+1.24\%$
test_serialize_model_filesystem	0.1525s	0.1436s	6.9649 Ops/s	6.4401 Ops/s	$\textbf{\color{#35bf28}+8.15\%}$
test_reshape_pytree	68.8790μs	27.0051μs	37.0301 KOps/s	37.4539 KOps/s	$\color{#d91a1a}-1.13\%$
test_reshape_td	74.7500μs	33.5292μs	29.8248 KOps/s	30.2022 KOps/s	$\color{#d91a1a}-1.25\%$
test_view_pytree	81.4320μs	27.1970μs	36.7687 KOps/s	37.6621 KOps/s	$\color{#d91a1a}-2.37\%$
test_view_td	73.9980μs	38.2424μs	26.1490 KOps/s	26.2793 KOps/s	$\color{#d91a1a}-0.50\%$
test_unbind_pytree	62.2670μs	29.8474μs	33.5038 KOps/s	33.8897 KOps/s	$\color{#d91a1a}-1.14\%$
test_unbind_td	0.3436ms	39.8394μs	25.1008 KOps/s	25.0914 KOps/s	$\color{#35bf28}+0.04\%$
test_split_pytree	69.0390μs	29.7276μs	33.6388 KOps/s	33.4278 KOps/s	$\color{#35bf28}+0.63\%$
test_split_td	0.1126s	59.6246μs	16.7716 KOps/s	22.0156 KOps/s	$\textbf{\color{#d91a1a}-23.82\%}$
test_add_pytree	0.1345ms	35.9035μs	27.8525 KOps/s	28.6260 KOps/s	$\color{#d91a1a}-2.70\%$
test_add_td	0.1016ms	55.1671μs	18.1267 KOps/s	17.8906 KOps/s	$\color{#35bf28}+1.32\%$
test_compile_add_one_nested[tensordict-compile]	0.1390ms	63.0086μs	15.8709 KOps/s	16.0557 KOps/s	$\color{#d91a1a}-1.15\%$
test_compile_add_one_nested[tensordict-eager]	0.4060ms	0.1685ms	5.9351 KOps/s	5.9202 KOps/s	$\color{#35bf28}+0.25\%$
test_compile_add_one_nested[pytree-compile]	0.1286ms	46.9862μs	21.2829 KOps/s	21.7781 KOps/s	$\color{#d91a1a}-2.27\%$
test_compile_add_one_nested[pytree-eager]	0.1992ms	0.1195ms	8.3683 KOps/s	8.5072 KOps/s	$\color{#d91a1a}-1.63\%$
test_compile_copy_nested[tensordict-compile]	94.0050μs	27.0241μs	37.0040 KOps/s	38.8383 KOps/s	$\color{#d91a1a}-4.72\%$
test_compile_copy_nested[tensordict-eager]	0.1182ms	58.8675μs	16.9873 KOps/s	17.1652 KOps/s	$\color{#d91a1a}-1.04\%$
test_compile_copy_nested[pytree-compile]	0.1521ms	79.4455μs	12.5872 KOps/s	12.9002 KOps/s	$\color{#d91a1a}-2.43\%$
test_compile_copy_nested[pytree-eager]	0.1295ms	68.0341μs	14.6985 KOps/s	14.7960 KOps/s	$\color{#d91a1a}-0.66\%$
test_compile_add_one_flat[tensordict-compile]	0.1881ms	0.1053ms	9.4975 KOps/s	9.5270 KOps/s	$\color{#d91a1a}-0.31\%$
test_compile_add_one_flat[tensordict-eager]	0.4137ms	0.2120ms	4.7172 KOps/s	4.6867 KOps/s	$\color{#35bf28}+0.65\%$
test_compile_add_one_flat[tensorclass-compile]	0.1080ms	45.5908μs	21.9343 KOps/s	22.3300 KOps/s	$\color{#d91a1a}-1.77\%$
test_compile_add_one_flat[tensorclass-eager]	0.4870ms	63.7836μs	15.6780 KOps/s	15.5076 KOps/s	$\color{#35bf28}+1.10\%$
test_compile_add_one_flat[pytree-compile]	0.2116ms	0.1039ms	9.6264 KOps/s	9.7539 KOps/s	$\color{#d91a1a}-1.31\%$
test_compile_add_one_flat[pytree-eager]	0.3562ms	0.2023ms	4.9425 KOps/s	4.9540 KOps/s	$\color{#d91a1a}-0.23\%$
test_compile_add_self_flat[tensordict-eager]	0.4554ms	0.2309ms	4.3317 KOps/s	4.2796 KOps/s	$\color{#35bf28}+1.22\%$
test_compile_add_self_flat[tensordict-compile]	0.2225ms	0.1112ms	8.9940 KOps/s	9.5439 KOps/s	$\textbf{\color{#d91a1a}-5.76\%}$
test_compile_add_self_flat[tensorclass-eager]	0.2485ms	57.9800μs	17.2473 KOps/s	16.7457 KOps/s	$\color{#35bf28}+3.00\%$
test_compile_add_self_flat[tensorclass-compile]	0.1132ms	47.2201μs	21.1774 KOps/s	22.1542 KOps/s	$\color{#d91a1a}-4.41\%$
test_compile_add_self_flat[pytree-eager]	0.6926ms	0.1599ms	6.2551 KOps/s	6.2663 KOps/s	$\color{#d91a1a}-0.18\%$
test_compile_add_self_flat[pytree-compile]	0.1896ms	0.1061ms	9.4258 KOps/s	9.3941 KOps/s	$\color{#35bf28}+0.34\%$
test_compile_copy_flat[tensordict-compile]	73.0470μs	22.1060μs	45.2365 KOps/s	47.8726 KOps/s	$\textbf{\color{#d91a1a}-5.51\%}$
test_compile_copy_flat[tensordict-eager]	0.1793ms	66.0165μs	15.1477 KOps/s	15.3421 KOps/s	$\color{#d91a1a}-1.27\%$
test_compile_copy_flat[pytree-compile]	0.1600ms	83.2329μs	12.0145 KOps/s	12.3004 KOps/s	$\color{#d91a1a}-2.32\%$
test_compile_copy_flat[pytree-eager]	0.1293ms	70.6030μs	14.1637 KOps/s	14.3144 KOps/s	$\color{#d91a1a}-1.05\%$
test_compile_assign_and_add[tensordict-compile]	0.4317ms	0.2118ms	4.7220 KOps/s	4.7984 KOps/s	$\color{#d91a1a}-1.59\%$
test_compile_assign_and_add[tensordict-eager]	1.5223ms	1.3036ms	767.1353 Ops/s	741.0378 Ops/s	$\color{#35bf28}+3.52\%$
test_compile_assign_and_add[pytree-compile]	0.3016ms	0.2056ms	4.8629 KOps/s	4.8094 KOps/s	$\color{#35bf28}+1.11\%$
test_compile_assign_and_add[pytree-eager]	0.9608ms	0.7677ms	1.3026 KOps/s	1.2833 KOps/s	$\color{#35bf28}+1.50\%$
test_compile_assign_and_add_stack[compile]	1.0069ms	0.4601ms	2.1737 KOps/s	2.1766 KOps/s	$\color{#d91a1a}-0.13\%$
test_compile_assign_and_add_stack[eager]	2.9936ms	2.7489ms	363.7844 Ops/s	385.1345 Ops/s	$\textbf{\color{#d91a1a}-5.54\%}$
test_compile_indexing[tensor-tensordict-compile]	0.1085ms	37.3215μs	26.7942 KOps/s	28.1077 KOps/s	$\color{#d91a1a}-4.67\%$
test_compile_indexing[tensor-tensordict-eager]	0.7943ms	32.8645μs	30.4279 KOps/s	30.2193 KOps/s	$\color{#35bf28}+0.69\%$
test_compile_indexing[tensor-tensorclass-compile]	83.9570μs	29.8237μs	33.5304 KOps/s	33.6702 KOps/s	$\color{#d91a1a}-0.42\%$
test_compile_indexing[tensor-tensorclass-eager]	63.1380μs	23.4219μs	42.6951 KOps/s	43.9636 KOps/s	$\color{#d91a1a}-2.89\%$
test_compile_indexing[tensor-pytree-compile]	0.1035ms	30.9098μs	32.3522 KOps/s	32.7069 KOps/s	$\color{#d91a1a}-1.08\%$
test_compile_indexing[tensor-pytree-eager]	66.6450μs	23.3548μs	42.8177 KOps/s	44.3556 KOps/s	$\color{#d91a1a}-3.47\%$
test_compile_indexing[slice-tensordict-compile]	0.1079ms	52.7944μs	18.9414 KOps/s	19.4408 KOps/s	$\color{#d91a1a}-2.57\%$
test_compile_indexing[slice-tensordict-eager]	0.6322ms	20.3344μs	49.1778 KOps/s	48.6080 KOps/s	$\color{#35bf28}+1.17\%$
test_compile_indexing[slice-tensorclass-compile]	0.1091ms	45.5308μs	21.9632 KOps/s	22.5390 KOps/s	$\color{#d91a1a}-2.55\%$
test_compile_indexing[slice-tensorclass-eager]	58.3490μs	19.0750μs	52.4248 KOps/s	53.1075 KOps/s	$\color{#d91a1a}-1.29\%$
test_compile_indexing[slice-pytree-compile]	0.1295ms	45.5132μs	21.9717 KOps/s	22.3126 KOps/s	$\color{#d91a1a}-1.53\%$
test_compile_indexing[slice-pytree-eager]	55.5140μs	19.1121μs	52.3229 KOps/s	53.1901 KOps/s	$\color{#d91a1a}-1.63\%$
test_compile_indexing[int-tensordict-compile]	0.1317ms	54.0525μs	18.5005 KOps/s	19.0704 KOps/s	$\color{#d91a1a}-2.99\%$
test_compile_indexing[int-tensordict-eager]	1.1444ms	20.1737μs	49.5696 KOps/s	49.0113 KOps/s	$\color{#35bf28}+1.14\%$
test_compile_indexing[int-tensorclass-compile]	0.2088ms	45.8006μs	21.8338 KOps/s	22.3785 KOps/s	$\color{#d91a1a}-2.43\%$
test_compile_indexing[int-tensorclass-eager]	0.1087ms	18.7700μs	53.2765 KOps/s	53.1362 KOps/s	$\color{#35bf28}+0.26\%$
test_compile_indexing[int-pytree-compile]	0.1359ms	45.5172μs	21.9697 KOps/s	22.5205 KOps/s	$\color{#d91a1a}-2.45\%$
test_compile_indexing[int-pytree-eager]	56.8760μs	19.0418μs	52.5161 KOps/s	52.6291 KOps/s	$\color{#d91a1a}-0.21\%$
test_mod_add[eager]	95.8090μs	34.8679μs	28.6797 KOps/s	29.5124 KOps/s	$\color{#d91a1a}-2.82\%$
test_mod_add[compile]	0.1275ms	48.2863μs	20.7098 KOps/s	19.6606 KOps/s	$\textbf{\color{#35bf28}+5.34\%}$
test_mod_add[compile-overhead]	0.1068ms	47.8485μs	20.8993 KOps/s	20.2374 KOps/s	$\color{#35bf28}+3.27\%$
test_mod_wrap[eager]	0.4319ms	0.2291ms	4.3646 KOps/s	4.4048 KOps/s	$\color{#d91a1a}-0.91\%$
test_mod_wrap[compile]	0.3069ms	0.2089ms	4.7875 KOps/s	4.7148 KOps/s	$\color{#35bf28}+1.54\%$
test_mod_wrap[compile-overhead]	0.4091ms	0.2061ms	4.8511 KOps/s	4.8312 KOps/s	$\color{#35bf28}+0.41\%$
test_mod_wrap_and_backward[eager]	12.4814ms	11.0578ms	90.4342 Ops/s	83.4922 Ops/s	$\textbf{\color{#35bf28}+8.31\%}$
test_mod_wrap_and_backward[compile]	12.5256ms	11.0239ms	90.7120 Ops/s	75.3529 Ops/s	$\textbf{\color{#35bf28}+20.38\%}$
test_mod_wrap_and_backward[compile-overhead]	12.4975ms	10.9688ms	91.1678 Ops/s	73.4791 Ops/s	$\textbf{\color{#35bf28}+24.07\%}$
test_seq_add[eager]	0.2016ms	0.1137ms	8.7957 KOps/s	8.5493 KOps/s	$\color{#35bf28}+2.88\%$
test_seq_add[compile]	0.1582ms	63.1604μs	15.8327 KOps/s	15.8158 KOps/s	$\color{#35bf28}+0.11\%$
test_seq_add[compile-overhead]	0.1454ms	63.4172μs	15.7686 KOps/s	15.9624 KOps/s	$\color{#d91a1a}-1.21\%$
test_seq_wrap[eager]	0.7599ms	0.4589ms	2.1790 KOps/s	2.2284 KOps/s	$\color{#d91a1a}-2.22\%$
test_seq_wrap[compile]	0.4224ms	0.2333ms	4.2859 KOps/s	4.2895 KOps/s	$\color{#d91a1a}-0.08\%$
test_seq_wrap[compile-overhead]	0.4017ms	0.2321ms	4.3077 KOps/s	4.2897 KOps/s	$\color{#35bf28}+0.42\%$
test_func_call_runtime[False-eager]	0.9028ms	0.5480ms	1.8248 KOps/s	1.8284 KOps/s	$\color{#d91a1a}-0.20\%$
test_func_call_runtime[False-compile]	0.8165ms	0.4320ms	2.3147 KOps/s	2.3748 KOps/s	$\color{#d91a1a}-2.53\%$
test_func_call_runtime[False-compile-overhead]	0.5850ms	0.4264ms	2.3451 KOps/s	2.3579 KOps/s	$\color{#d91a1a}-0.54\%$
test_func_call_runtime[True-eager]	1.0026ms	0.7692ms	1.3000 KOps/s	1.3201 KOps/s	$\color{#d91a1a}-1.52\%$
test_func_call_runtime[True-compile]	0.7263ms	0.4686ms	2.1339 KOps/s	2.1496 KOps/s	$\color{#d91a1a}-0.73\%$
test_func_call_runtime[True-compile-overhead]	0.8287ms	0.4682ms	2.1357 KOps/s	2.1463 KOps/s	$\color{#d91a1a}-0.49\%$
test_func_call_cm_runtime[False-eager]	0.7410ms	0.5441ms	1.8379 KOps/s	1.8547 KOps/s	$\color{#d91a1a}-0.91\%$
test_func_call_cm_runtime[False-compile]	0.6656ms	0.4267ms	2.3434 KOps/s	2.3498 KOps/s	$\color{#d91a1a}-0.27\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5398ms	0.4257ms	2.3490 KOps/s	2.3604 KOps/s	$\color{#d91a1a}-0.49\%$
test_func_call_cm_runtime[True-eager]	1.1362ms	0.9103ms	1.0986 KOps/s	1.0936 KOps/s	$\color{#35bf28}+0.46\%$
test_func_call_cm_runtime[True-compile]	0.8880ms	0.4976ms	2.0095 KOps/s	2.0333 KOps/s	$\color{#d91a1a}-1.17\%$
test_func_call_cm_runtime[True-compile-overhead]	0.6253ms	0.4957ms	2.0175 KOps/s	2.0480 KOps/s	$\color{#d91a1a}-1.49\%$
test_vmap_func_call_cm_runtime[eager]	2.5601ms	1.9137ms	522.5509 Ops/s	513.2470 Ops/s	$\color{#35bf28}+1.81\%$
test_vmap_func_call_cm_runtime[compile]	0.9609ms	0.5262ms	1.9006 KOps/s	1.9149 KOps/s	$\color{#d91a1a}-0.75\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.7500ms	0.5256ms	1.9027 KOps/s	1.9338 KOps/s	$\color{#d91a1a}-1.61\%$
test_distributed	0.3386ms	0.1263ms	7.9146 KOps/s	7.8007 KOps/s	$\color{#35bf28}+1.46\%$
test_tdmodule	85.5800μs	26.4302μs	37.8355 KOps/s	38.2026 KOps/s	$\color{#d91a1a}-0.96\%$
test_tdmodule_dispatch	67.8270μs	47.9876μs	20.8387 KOps/s	21.3724 KOps/s	$\color{#d91a1a}-2.50\%$
test_tdseq	48.5410μs	29.2665μs	34.1688 KOps/s	35.5751 KOps/s	$\color{#d91a1a}-3.95\%$
test_tdseq_dispatch	81.1610μs	54.5949μs	18.3167 KOps/s	19.0295 KOps/s	$\color{#d91a1a}-3.75\%$
test_instantiation_functorch	2.2463ms	1.5445ms	647.4766 Ops/s	647.1322 Ops/s	$\color{#35bf28}+0.05\%$
test_exec_functorch	0.4060ms	0.1823ms	5.4863 KOps/s	5.6643 KOps/s	$\color{#d91a1a}-3.14\%$
test_exec_functional_call	0.3246ms	0.1739ms	5.7489 KOps/s	5.9216 KOps/s	$\color{#d91a1a}-2.92\%$
test_exec_td_decorator	0.4945ms	0.2359ms	4.2387 KOps/s	4.1965 KOps/s	$\color{#35bf28}+1.00\%$
test_vmap_mlp_speed_decorator[True-True]	1.0131ms	0.6682ms	1.4965 KOps/s	1.4964 KOps/s	$+0.01\%$
test_vmap_mlp_speed_decorator[True-False]	0.9682ms	0.6699ms	1.4927 KOps/s	1.5003 KOps/s	$\color{#d91a1a}-0.51\%$
test_vmap_mlp_speed_decorator[False-True]	0.9573ms	0.5487ms	1.8225 KOps/s	1.8480 KOps/s	$\color{#d91a1a}-1.38\%$
test_vmap_mlp_speed_decorator[False-False]	1.1514ms	0.5519ms	1.8119 KOps/s	1.8566 KOps/s	$\color{#d91a1a}-2.40\%$
test_to_module_speed[True]	2.2162ms	1.3619ms	734.2706 Ops/s	737.2073 Ops/s	$\color{#d91a1a}-0.40\%$
test_to_module_speed[False]	1.7896ms	1.3163ms	759.6971 Ops/s	755.5638 Ops/s	$\color{#35bf28}+0.55\%$
test_tc_init	85.7100μs	48.6871μs	20.5393 KOps/s	20.6667 KOps/s	$\color{#d91a1a}-0.62\%$
test_tc_init_nested	0.2582ms	96.4770μs	10.3652 KOps/s	10.2852 KOps/s	$\color{#35bf28}+0.78\%$
test_tc_first_layer_tensor	29.1850μs	1.5055μs	664.2414 KOps/s	644.5369 KOps/s	$\color{#35bf28}+3.06\%$
test_tc_first_layer_nontensor	57.8850μs	4.6275μs	216.0992 KOps/s	210.2918 KOps/s	$\color{#35bf28}+2.76\%$
test_tc_second_layer_tensor	25.7680μs	2.8244μs	354.0604 KOps/s	349.0051 KOps/s	$\color{#35bf28}+1.45\%$
test_tc_second_layer_nontensor	33.4630μs	6.0225μs	166.0439 KOps/s	163.2802 KOps/s	$\color{#35bf28}+1.69\%$
test_unbind	0.2256s	14.3516ms	69.6785 Ops/s	76.5862 Ops/s	$\textbf{\color{#d91a1a}-9.02\%}$
test_full_like	10.1407ms	8.3595ms	119.6241 Ops/s	138.5599 Ops/s	$\textbf{\color{#d91a1a}-13.67\%}$
test_zeros_like	3.8951ms	2.9655ms	337.2077 Ops/s	345.1981 Ops/s	$\color{#d91a1a}-2.31\%$
test_ones_like	4.1348ms	3.3978ms	294.3115 Ops/s	288.2015 Ops/s	$\color{#35bf28}+2.12\%$
test_clone	6.2949ms	5.1030ms	195.9628 Ops/s	182.9463 Ops/s	$\textbf{\color{#35bf28}+7.11\%}$
test_squeeze	86.0710μs	12.3447μs	81.0061 KOps/s	79.8689 KOps/s	$\color{#35bf28}+1.42\%$
test_unsqueeze	0.1709ms	92.2111μs	10.8447 KOps/s	10.6510 KOps/s	$\color{#35bf28}+1.82\%$
test_split	0.3615ms	0.2021ms	4.9481 KOps/s	5.0020 KOps/s	$\color{#d91a1a}-1.08\%$
test_permute	0.3005ms	0.2048ms	4.8826 KOps/s	4.7976 KOps/s	$\color{#35bf28}+1.77\%$
test_stack	28.0541ms	24.3841ms	41.0103 Ops/s	40.3021 Ops/s	$\color{#35bf28}+1.76\%$
test_cat	28.7607ms	24.5967ms	40.6559 Ops/s	40.4931 Ops/s	$\color{#35bf28}+0.40\%$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}26$. Worsened: $\large\color{#d91a1a}8$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	32.6910μs	12.8856μs	77.6063 KOps/s	76.0318 KOps/s	$\color{#35bf28}+2.07\%$
test_plain_set_stack_nested	40.0100μs	13.0196μs	76.8070 KOps/s	74.6865 KOps/s	$\color{#35bf28}+2.84\%$
test_plain_set_nested_inplace	54.0610μs	14.1093μs	70.8751 KOps/s	70.2829 KOps/s	$\color{#35bf28}+0.84\%$
test_plain_set_stack_nested_inplace	50.6210μs	14.0040μs	71.4081 KOps/s	71.2742 KOps/s	$\color{#35bf28}+0.19\%$
test_items	35.1300μs	2.8635μs	349.2225 KOps/s	342.5167 KOps/s	$\color{#35bf28}+1.96\%$
test_items_nested	0.4203ms	0.3566ms	2.8041 KOps/s	2.8043 KOps/s	$-0.01\%$
test_items_nested_locked	0.4232ms	0.3573ms	2.7988 KOps/s	2.7785 KOps/s	$\color{#35bf28}+0.73\%$
test_items_nested_leaf	89.2520μs	58.5798μs	17.0707 KOps/s	17.1214 KOps/s	$\color{#d91a1a}-0.30\%$
test_items_stack_nested	0.4299ms	0.3597ms	2.7803 KOps/s	2.7659 KOps/s	$\color{#35bf28}+0.52\%$
test_items_stack_nested_leaf	87.6820μs	60.2014μs	16.6109 KOps/s	17.1346 KOps/s	$\color{#d91a1a}-3.06\%$
test_items_stack_nested_locked	0.4679ms	0.3574ms	2.7983 KOps/s	2.7882 KOps/s	$\color{#35bf28}+0.36\%$
test_keys	30.7910μs	3.4656μs	288.5537 KOps/s	270.1796 KOps/s	$\textbf{\color{#35bf28}+6.80\%}$
test_keys_nested	0.1217ms	81.0563μs	12.3371 KOps/s	12.3618 KOps/s	$\color{#d91a1a}-0.20\%$
test_keys_nested_locked	0.7810ms	86.3647μs	11.5788 KOps/s	11.5156 KOps/s	$\color{#35bf28}+0.55\%$
test_keys_nested_leaf	0.1070ms	71.4106μs	14.0035 KOps/s	13.9427 KOps/s	$\color{#35bf28}+0.44\%$
test_keys_stack_nested	0.1295ms	82.1291μs	12.1760 KOps/s	12.4628 KOps/s	$\color{#d91a1a}-2.30\%$
test_keys_stack_nested_leaf	0.1326ms	73.3370μs	13.6357 KOps/s	13.9142 KOps/s	$\color{#d91a1a}-2.00\%$
test_keys_stack_nested_locked	0.1233ms	87.6400μs	11.4103 KOps/s	11.5040 KOps/s	$\color{#d91a1a}-0.81\%$
test_values	5.3967μs	0.8503μs	1.1760 MOps/s	1.1807 MOps/s	$\color{#d91a1a}-0.39\%$
test_values_nested	85.8620μs	34.6611μs	28.8507 KOps/s	29.4519 KOps/s	$\color{#d91a1a}-2.04\%$
test_values_nested_locked	78.6120μs	36.0016μs	27.7765 KOps/s	27.9670 KOps/s	$\color{#d91a1a}-0.68\%$
test_values_nested_leaf	76.0710μs	38.7169μs	25.8285 KOps/s	25.8738 KOps/s	$\color{#d91a1a}-0.17\%$
test_values_stack_nested	84.9110μs	35.0494μs	28.5312 KOps/s	29.2866 KOps/s	$\color{#d91a1a}-2.58\%$
test_values_stack_nested_leaf	64.2410μs	39.2835μs	25.4560 KOps/s	25.6782 KOps/s	$\color{#d91a1a}-0.87\%$
test_values_stack_nested_locked	81.6420μs	36.3632μs	27.5004 KOps/s	27.7917 KOps/s	$\color{#d91a1a}-1.05\%$
test_membership	2.0755μs	0.5142μs	1.9449 MOps/s	1.9559 MOps/s	$\color{#d91a1a}-0.56\%$
test_membership_nested	30.5610μs	2.0783μs	481.1695 KOps/s	494.3043 KOps/s	$\color{#d91a1a}-2.66\%$
test_membership_nested_leaf	18.9605μs	1.9937μs	501.5807 KOps/s	494.3853 KOps/s	$\color{#35bf28}+1.46\%$
test_membership_stacked_nested	25.4700μs	2.0928μs	477.8373 KOps/s	476.6855 KOps/s	$\color{#35bf28}+0.24\%$
test_membership_stacked_nested_leaf	28.5710μs	2.0562μs	486.3258 KOps/s	482.7436 KOps/s	$\color{#35bf28}+0.74\%$
test_membership_nested_last	30.9900μs	3.0375μs	329.2147 KOps/s	320.3901 KOps/s	$\color{#35bf28}+2.75\%$
test_membership_nested_leaf_last	28.6100μs	3.0204μs	331.0783 KOps/s	324.3136 KOps/s	$\color{#35bf28}+2.09\%$
test_membership_stacked_nested_last	26.5410μs	3.5849μs	278.9455 KOps/s	320.0903 KOps/s	$\textbf{\color{#d91a1a}-12.85\%}$
test_membership_stacked_nested_leaf_last	0.1100ms	3.5783μs	279.4644 KOps/s	320.8859 KOps/s	$\textbf{\color{#d91a1a}-12.91\%}$
test_nested_getleaf	30.0700μs	6.0715μs	164.7031 KOps/s	160.8461 KOps/s	$\color{#35bf28}+2.40\%$
test_nested_get	48.8100μs	5.8271μs	171.6106 KOps/s	171.2119 KOps/s	$\color{#35bf28}+0.23\%$
test_stacked_getleaf	37.7910μs	6.2353μs	160.3760 KOps/s	162.4153 KOps/s	$\color{#d91a1a}-1.26\%$
test_stacked_get	33.2000μs	5.8312μs	171.4911 KOps/s	170.7976 KOps/s	$\color{#35bf28}+0.41\%$
test_nested_getitemleaf	0.7335ms	6.1840μs	161.7083 KOps/s	158.8203 KOps/s	$\color{#35bf28}+1.82\%$
test_nested_getitem	30.7500μs	5.8547μs	170.8036 KOps/s	166.2618 KOps/s	$\color{#35bf28}+2.73\%$
test_stacked_getitemleaf	34.9300μs	6.3087μs	158.5111 KOps/s	159.7898 KOps/s	$\color{#d91a1a}-0.80\%$
test_stacked_getitem	29.9410μs	5.9244μs	168.7924 KOps/s	168.0495 KOps/s	$\color{#35bf28}+0.44\%$
test_lock_nested	1.0319ms	0.3734ms	2.6781 KOps/s	2.5387 KOps/s	$\textbf{\color{#35bf28}+5.49\%}$
test_lock_stack_nested	0.4164ms	0.3436ms	2.9103 KOps/s	2.7966 KOps/s	$\color{#35bf28}+4.07\%$
test_unlock_nested	0.6414ms	0.3169ms	3.1558 KOps/s	3.0608 KOps/s	$\color{#35bf28}+3.10\%$
test_unlock_stack_nested	0.3337ms	0.2827ms	3.5379 KOps/s	3.3638 KOps/s	$\textbf{\color{#35bf28}+5.18\%}$
test_flatten_speed	0.1161ms	75.4816μs	13.2483 KOps/s	13.2651 KOps/s	$\color{#d91a1a}-0.13\%$
test_unflatten_speed	0.3914ms	0.3216ms	3.1090 KOps/s	3.1905 KOps/s	$\color{#d91a1a}-2.55\%$
test_common_ops	1.5728ms	0.6372ms	1.5694 KOps/s	1.5211 KOps/s	$\color{#35bf28}+3.17\%$
test_creation	0.1176ms	1.7672μs	565.8684 KOps/s	561.5147 KOps/s	$\color{#35bf28}+0.78\%$
test_creation_empty	30.2910μs	9.6758μs	103.3509 KOps/s	98.9972 KOps/s	$\color{#35bf28}+4.40\%$
test_creation_nested_1	46.0010μs	11.2601μs	88.8089 KOps/s	85.1835 KOps/s	$\color{#35bf28}+4.26\%$
test_creation_nested_2	43.4410μs	13.9608μs	71.6290 KOps/s	69.4288 KOps/s	$\color{#35bf28}+3.17\%$
test_clone	0.1121ms	11.1969μs	89.3106 KOps/s	85.5929 KOps/s	$\color{#35bf28}+4.34\%$
test_getitem[int]	1.4080ms	10.6344μs	94.0346 KOps/s	88.4853 KOps/s	$\textbf{\color{#35bf28}+6.27\%}$
test_getitem[slice_int]	0.1122ms	20.8806μs	47.8913 KOps/s	45.3637 KOps/s	$\textbf{\color{#35bf28}+5.57\%}$
test_getitem[range]	0.1315ms	38.7675μs	25.7948 KOps/s	25.3587 KOps/s	$\color{#35bf28}+1.72\%$
test_getitem[tuple]	0.1041ms	18.3028μs	54.6364 KOps/s	52.5856 KOps/s	$\color{#35bf28}+3.90\%$
test_getitem[list]	0.1297ms	33.7857μs	29.5983 KOps/s	28.4675 KOps/s	$\color{#35bf28}+3.97\%$
test_setitem_dim[int]	41.4710μs	19.2854μs	51.8526 KOps/s	48.8879 KOps/s	$\textbf{\color{#35bf28}+6.06\%}$
test_setitem_dim[slice_int]	61.1610μs	39.3255μs	25.4288 KOps/s	24.8822 KOps/s	$\color{#35bf28}+2.20\%$
test_setitem_dim[range]	78.3920μs	54.6153μs	18.3099 KOps/s	18.1021 KOps/s	$\color{#35bf28}+1.15\%$
test_setitem_dim[tuple]	64.3310μs	33.2625μs	30.0639 KOps/s	29.8930 KOps/s	$\color{#35bf28}+0.57\%$
test_setitem	48.2510μs	16.3623μs	61.1162 KOps/s	57.8380 KOps/s	$\textbf{\color{#35bf28}+5.67\%}$
test_set	41.7610μs	15.9700μs	62.6173 KOps/s	59.1529 KOps/s	$\textbf{\color{#35bf28}+5.86\%}$
test_set_shared	1.5316ms	0.1510ms	6.6216 KOps/s	6.5601 KOps/s	$\color{#35bf28}+0.94\%$
test_update	0.3481ms	19.3415μs	51.7024 KOps/s	48.4434 KOps/s	$\textbf{\color{#35bf28}+6.73\%}$
test_update_nested	75.5810μs	24.8110μs	40.3047 KOps/s	38.5607 KOps/s	$\color{#35bf28}+4.52\%$
test_update__nested	0.5222ms	26.0655μs	38.3649 KOps/s	36.9151 KOps/s	$\color{#35bf28}+3.93\%$
test_set_nested	0.1186ms	17.4789μs	57.2118 KOps/s	55.2037 KOps/s	$\color{#35bf28}+3.64\%$
test_set_nested_new	0.1200ms	19.5805μs	51.0712 KOps/s	49.1904 KOps/s	$\color{#35bf28}+3.82\%$
test_select	62.0210μs	30.6576μs	32.6183 KOps/s	31.3142 KOps/s	$\color{#35bf28}+4.16\%$
test_select_nested	69.3310μs	43.6214μs	22.9245 KOps/s	22.9630 KOps/s	$\color{#d91a1a}-0.17\%$
test_exclude_nested	92.8720μs	62.6179μs	15.9699 KOps/s	15.8566 KOps/s	$\color{#35bf28}+0.71\%$
test_empty[True]	0.3349ms	0.2851ms	3.5079 KOps/s	3.5105 KOps/s	$\color{#d91a1a}-0.07\%$
test_empty[False]	3.1190μs	0.8432μs	1.1860 MOps/s	1.2099 MOps/s	$\color{#d91a1a}-1.98\%$
test_to	86.4210μs	57.1080μs	17.5107 KOps/s	17.6137 KOps/s	$\color{#d91a1a}-0.59\%$
test_to_nonblocking	86.4520μs	49.0194μs	20.4001 KOps/s	20.7306 KOps/s	$\color{#d91a1a}-1.59\%$
test_unbind_speed	1.4404ms	0.2399ms	4.1680 KOps/s	4.0448 KOps/s	$\color{#35bf28}+3.05\%$
test_unbind_speed_stack0	0.3215ms	0.2361ms	4.2361 KOps/s	4.0070 KOps/s	$\textbf{\color{#35bf28}+5.72\%}$
test_unbind_speed_stack1	92.3967ms	0.6664ms	1.5005 KOps/s	1.5747 KOps/s	$\color{#d91a1a}-4.71\%$
test_split	93.3719ms	1.5996ms	625.1454 Ops/s	612.1593 Ops/s	$\color{#35bf28}+2.12\%$
test_chunk	93.5363ms	1.5971ms	626.1354 Ops/s	615.0765 Ops/s	$\color{#35bf28}+1.80\%$
test_consolidate[False-None]	96.0181ms	2.9518ms	338.7792 Ops/s	334.5206 Ops/s	$\color{#35bf28}+1.27\%$
test_consolidate[default-None]	1.8352ms	1.7386ms	575.1758 Ops/s	574.5203 Ops/s	$\color{#35bf28}+0.11\%$
test_consolidate[reduce-overhead-None]	1.8715ms	1.7840ms	560.5535 Ops/s	561.5731 Ops/s	$\color{#d91a1a}-0.18\%$
test_consolidate_njt[False-None]	7.1226ms	6.8482ms	146.0229 Ops/s	147.6372 Ops/s	$\color{#d91a1a}-1.09\%$
test_to[False-False-None]	1.8831ms	1.7689ms	565.3390 Ops/s	572.7462 Ops/s	$\color{#d91a1a}-1.29\%$
test_to[True-False-None]	1.6188ms	1.3465ms	742.6754 Ops/s	723.0302 Ops/s	$\color{#35bf28}+2.72\%$
test_to[within-False-None]	4.4645ms	4.1829ms	239.0697 Ops/s	236.3845 Ops/s	$\color{#35bf28}+1.14\%$
test_to[True-default-None]	5.6859ms	5.4208ms	184.4738 Ops/s	182.0049 Ops/s	$\color{#35bf28}+1.36\%$
test_to_njt[False-False-None]	7.2827ms	7.1096ms	140.6557 Ops/s	141.6759 Ops/s	$\color{#d91a1a}-0.72\%$
test_to_njt[True-False-None]	6.1666ms	5.7454ms	174.0520 Ops/s	176.2351 Ops/s	$\color{#d91a1a}-1.24\%$
test_to_njt[within-False-None]	12.7954ms	12.6358ms	79.1403 Ops/s	79.3883 Ops/s	$\color{#d91a1a}-0.31\%$
test_creation[device0]	0.3876ms	79.6406μs	12.5564 KOps/s	12.3589 KOps/s	$\color{#35bf28}+1.60\%$
test_creation_from_tensor	0.8761ms	84.1111μs	11.8890 KOps/s	11.7161 KOps/s	$\color{#35bf28}+1.48\%$
test_add_one[memmap_tensor0]	0.4159ms	7.2505μs	137.9213 KOps/s	135.7426 KOps/s	$\color{#35bf28}+1.61\%$
test_contiguous[memmap_tensor0]	1.8260μs	0.4502μs	2.2213 MOps/s	2.2189 MOps/s	$\color{#35bf28}+0.11\%$
test_stack[memmap_tensor0]	40.3410μs	4.4545μs	224.4908 KOps/s	217.8628 KOps/s	$\color{#35bf28}+3.04\%$
test_memmaptd_index	1.5395ms	0.2571ms	3.8896 KOps/s	3.6992 KOps/s	$\textbf{\color{#35bf28}+5.15\%}$
test_memmaptd_index_astensor	0.6071ms	0.3173ms	3.1520 KOps/s	2.9891 KOps/s	$\textbf{\color{#35bf28}+5.45\%}$
test_memmaptd_index_op	1.0983ms	0.6271ms	1.5946 KOps/s	1.5342 KOps/s	$\color{#35bf28}+3.94\%$
test_serialize_model	0.1326s	0.1309s	7.6398 Ops/s	7.6206 Ops/s	$\color{#35bf28}+0.25\%$
test_serialize_model_pickle	1.3907s	1.2212s	0.8189 Ops/s	0.8255 Ops/s	$\color{#d91a1a}-0.80\%$
test_serialize_weights	0.1330s	0.1308s	7.6439 Ops/s	7.6734 Ops/s	$\color{#d91a1a}-0.38\%$
test_serialize_weights_returnearly	0.4391s	71.0460ms	14.0754 Ops/s	22.6659 Ops/s	$\textbf{\color{#d91a1a}-37.90\%}$
test_serialize_weights_pickle	1.3792s	1.1954s	0.8366 Ops/s	0.8407 Ops/s	$\color{#d91a1a}-0.50\%$
test_reshape_pytree	57.4710μs	22.1407μs	45.1657 KOps/s	43.4166 KOps/s	$\color{#35bf28}+4.03\%$
test_reshape_td	66.4210μs	27.3618μs	36.5473 KOps/s	32.5330 KOps/s	$\textbf{\color{#35bf28}+12.34\%}$
test_view_pytree	54.3510μs	22.1557μs	45.1351 KOps/s	44.6806 KOps/s	$\color{#35bf28}+1.02\%$
test_view_td	72.8810μs	31.4069μs	31.8401 KOps/s	30.2525 KOps/s	$\textbf{\color{#35bf28}+5.25\%}$
test_unbind_pytree	62.5410μs	27.7729μs	36.0063 KOps/s	35.0576 KOps/s	$\color{#35bf28}+2.71\%$
test_unbind_td	0.7502ms	36.3538μs	27.5074 KOps/s	25.5968 KOps/s	$\textbf{\color{#35bf28}+7.46\%}$
test_split_pytree	64.4020μs	29.7939μs	33.5639 KOps/s	32.1934 KOps/s	$\color{#35bf28}+4.26\%$
test_split_td	0.9107ms	38.9325μs	25.6855 KOps/s	25.2203 KOps/s	$\color{#35bf28}+1.84\%$
test_add_pytree	77.7620μs	36.7586μs	27.2046 KOps/s	27.3976 KOps/s	$\color{#d91a1a}-0.70\%$
test_add_td	0.2141ms	52.5324μs	19.0359 KOps/s	18.2884 KOps/s	$\color{#35bf28}+4.09\%$
test_compile_add_one_nested[tensordict-compile]	0.1755ms	0.1212ms	8.2535 KOps/s	7.9497 KOps/s	$\color{#35bf28}+3.82\%$
test_compile_add_one_nested[tensordict-eager]	0.2192ms	0.1298ms	7.7016 KOps/s	7.6450 KOps/s	$\color{#35bf28}+0.74\%$
test_compile_add_one_nested[pytree-compile]	0.1995ms	94.5794μs	10.5731 KOps/s	9.9414 KOps/s	$\textbf{\color{#35bf28}+6.35\%}$
test_compile_add_one_nested[pytree-eager]	1.5013ms	0.1555ms	6.4300 KOps/s	6.5189 KOps/s	$\color{#d91a1a}-1.36\%$
test_compile_copy_nested[tensordict-compile]	0.1052ms	23.4253μs	42.6888 KOps/s	42.5635 KOps/s	$\color{#35bf28}+0.29\%$
test_compile_copy_nested[tensordict-eager]	56.1510μs	30.1035μs	33.2187 KOps/s	32.8129 KOps/s	$\color{#35bf28}+1.24\%$
test_compile_copy_nested[pytree-compile]	0.3376ms	64.7860μs	15.4354 KOps/s	15.1000 KOps/s	$\color{#35bf28}+2.22\%$
test_compile_copy_nested[pytree-eager]	77.3910μs	49.7133μs	20.1153 KOps/s	19.8763 KOps/s	$\color{#35bf28}+1.20\%$
test_compile_add_one_flat[tensordict-compile]	0.1823ms	0.1462ms	6.8381 KOps/s	6.8613 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_add_one_flat[tensordict-eager]	0.3119ms	0.2157ms	4.6362 KOps/s	4.6685 KOps/s	$\color{#d91a1a}-0.69\%$
test_compile_add_one_flat[tensorclass-compile]	0.1352ms	98.0172μs	10.2023 KOps/s	9.2357 KOps/s	$\textbf{\color{#35bf28}+10.47\%}$
test_compile_add_one_flat[tensorclass-eager]	0.1092ms	54.7546μs	18.2633 KOps/s	19.0186 KOps/s	$\color{#d91a1a}-3.97\%$
test_compile_add_one_flat[pytree-compile]	0.2251ms	0.1348ms	7.4168 KOps/s	7.2288 KOps/s	$\color{#35bf28}+2.60\%$
test_compile_add_one_flat[pytree-eager]	0.5517ms	0.5040ms	1.9840 KOps/s	2.0169 KOps/s	$\color{#d91a1a}-1.63\%$
test_compile_add_self_flat[tensordict-eager]	0.3649ms	0.2581ms	3.8742 KOps/s	3.8544 KOps/s	$\color{#35bf28}+0.51\%$
test_compile_add_self_flat[tensordict-compile]	0.1849ms	0.1433ms	6.9778 KOps/s	6.8822 KOps/s	$\color{#35bf28}+1.39\%$
test_compile_add_self_flat[tensorclass-eager]	0.1476ms	64.0829μs	15.6048 KOps/s	15.3532 KOps/s	$\color{#35bf28}+1.64\%$
test_compile_add_self_flat[tensorclass-compile]	0.1564ms	97.9896μs	10.2052 KOps/s	9.9396 KOps/s	$\color{#35bf28}+2.67\%$
test_compile_add_self_flat[pytree-eager]	0.5018ms	0.4221ms	2.3693 KOps/s	2.4338 KOps/s	$\color{#d91a1a}-2.65\%$
test_compile_add_self_flat[pytree-compile]	1.5782ms	0.1382ms	7.2344 KOps/s	7.3253 KOps/s	$\color{#d91a1a}-1.24\%$
test_compile_copy_flat[tensordict-compile]	59.2810μs	19.7316μs	50.6801 KOps/s	55.0404 KOps/s	$\textbf{\color{#d91a1a}-7.92\%}$
test_compile_copy_flat[tensordict-eager]	67.2410μs	31.4424μs	31.8041 KOps/s	31.6738 KOps/s	$\color{#35bf28}+0.41\%$
test_compile_copy_flat[pytree-compile]	0.2408ms	70.7730μs	14.1297 KOps/s	14.2741 KOps/s	$\color{#d91a1a}-1.01\%$
test_compile_copy_flat[pytree-eager]	94.7220μs	51.6299μs	19.3686 KOps/s	19.4373 KOps/s	$\color{#d91a1a}-0.35\%$
test_compile_assign_and_add[tensordict-compile]	1.6699ms	0.4051ms	2.4686 KOps/s	2.2089 KOps/s	$\textbf{\color{#35bf28}+11.75\%}$
test_compile_assign_and_add[tensordict-eager]	2.9459ms	2.7201ms	367.6282 Ops/s	373.1937 Ops/s	$\color{#d91a1a}-1.49\%$
test_compile_assign_and_add[pytree-compile]	1.5998ms	0.3806ms	2.6276 KOps/s	2.2282 KOps/s	$\textbf{\color{#35bf28}+17.92\%}$
test_compile_assign_and_add[pytree-eager]	2.8896ms	2.7447ms	364.3332 Ops/s	353.8397 Ops/s	$\color{#35bf28}+2.97\%$
test_compile_indexing[tensor-tensordict-compile]	0.2365ms	0.1178ms	8.4893 KOps/s	8.1204 KOps/s	$\color{#35bf28}+4.54\%$
test_compile_indexing[tensor-tensordict-eager]	0.5718ms	84.1162μs	11.8883 KOps/s	11.7885 KOps/s	$\color{#35bf28}+0.85\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1737ms	0.1125ms	8.8875 KOps/s	8.8019 KOps/s	$\color{#35bf28}+0.97\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1307ms	70.2830μs	14.2282 KOps/s	14.4112 KOps/s	$\color{#d91a1a}-1.27\%$
test_compile_indexing[tensor-pytree-compile]	0.1768ms	0.1158ms	8.6364 KOps/s	8.9834 KOps/s	$\color{#d91a1a}-3.86\%$
test_compile_indexing[tensor-pytree-eager]	0.2086ms	70.1565μs	14.2538 KOps/s	13.9633 KOps/s	$\color{#35bf28}+2.08\%$
test_compile_indexing[slice-tensordict-compile]	0.1549ms	0.1027ms	9.7338 KOps/s	9.4689 KOps/s	$\color{#35bf28}+2.80\%$
test_compile_indexing[slice-tensordict-eager]	0.1445ms	17.2215μs	58.0668 KOps/s	55.0152 KOps/s	$\textbf{\color{#35bf28}+5.55\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1418ms	95.9037μs	10.4271 KOps/s	9.7580 KOps/s	$\textbf{\color{#35bf28}+6.86\%}$
test_compile_indexing[slice-tensorclass-eager]	52.0910μs	15.7401μs	63.5321 KOps/s	61.9711 KOps/s	$\color{#35bf28}+2.52\%$
test_compile_indexing[slice-pytree-compile]	0.1511ms	96.9084μs	10.3190 KOps/s	9.8690 KOps/s	$\color{#35bf28}+4.56\%$
test_compile_indexing[slice-pytree-eager]	54.6300μs	15.8151μs	63.2308 KOps/s	61.4268 KOps/s	$\color{#35bf28}+2.94\%$
test_compile_indexing[int-tensordict-compile]	0.1655ms	0.1026ms	9.7434 KOps/s	9.6302 KOps/s	$\color{#35bf28}+1.18\%$
test_compile_indexing[int-tensordict-eager]	0.6010ms	17.2680μs	57.9105 KOps/s	55.4305 KOps/s	$\color{#35bf28}+4.47\%$
test_compile_indexing[int-tensorclass-compile]	0.1462ms	97.1754μs	10.2907 KOps/s	10.0493 KOps/s	$\color{#35bf28}+2.40\%$
test_compile_indexing[int-tensorclass-eager]	60.3210μs	15.7664μs	63.4260 KOps/s	61.6969 KOps/s	$\color{#35bf28}+2.80\%$
test_compile_indexing[int-pytree-compile]	0.1937ms	97.8095μs	10.2240 KOps/s	10.0678 KOps/s	$\color{#35bf28}+1.55\%$
test_compile_indexing[int-pytree-eager]	43.4200μs	15.8206μs	63.2085 KOps/s	61.6397 KOps/s	$\color{#35bf28}+2.55\%$
test_mod_add[eager]	89.9210μs	39.7850μs	25.1351 KOps/s	24.6303 KOps/s	$\color{#35bf28}+2.05\%$
test_mod_add[compile]	0.1394ms	81.1664μs	12.3204 KOps/s	12.2616 KOps/s	$\color{#35bf28}+0.48\%$
test_mod_add[compile-overhead]	0.3267ms	0.1674ms	5.9736 KOps/s	5.5667 KOps/s	$\textbf{\color{#35bf28}+7.31\%}$
test_mod_wrap[eager]	0.3391ms	0.2542ms	3.9335 KOps/s	3.9274 KOps/s	$\color{#35bf28}+0.15\%$
test_mod_wrap[compile]	0.3891ms	0.2913ms	3.4327 KOps/s	3.4401 KOps/s	$\color{#d91a1a}-0.22\%$
test_mod_wrap[compile-overhead]	7.2913ms	3.7605ms	265.9244 Ops/s	272.2437 Ops/s	$\color{#d91a1a}-2.32\%$
test_mod_wrap_and_backward[eager]	1.7976ms	1.3741ms	727.7638 Ops/s	682.3845 Ops/s	$\textbf{\color{#35bf28}+6.65\%}$
test_mod_wrap_and_backward[compile]	1.3993ms	1.2826ms	779.6945 Ops/s	712.6672 Ops/s	$\textbf{\color{#35bf28}+9.41\%}$
test_mod_wrap_and_backward[compile-overhead]	1.4041ms	0.9469ms	1.0561 KOps/s	948.6836 Ops/s	$\textbf{\color{#35bf28}+11.33\%}$
test_seq_add[eager]	0.1669ms	0.1178ms	8.4906 KOps/s	8.1850 KOps/s	$\color{#35bf28}+3.73\%$
test_seq_add[compile]	0.1353ms	89.1401μs	11.2183 KOps/s	11.2440 KOps/s	$\color{#d91a1a}-0.23\%$
test_seq_add[compile-overhead]	0.1731ms	0.1289ms	7.7575 KOps/s	7.6193 KOps/s	$\color{#35bf28}+1.81\%$
test_seq_wrap[eager]	0.5358ms	0.4243ms	2.3567 KOps/s	2.2830 KOps/s	$\color{#35bf28}+3.23\%$
test_seq_wrap[compile]	0.4008ms	0.3041ms	3.2886 KOps/s	3.2896 KOps/s	$\color{#d91a1a}-0.03\%$
test_seq_wrap[compile-overhead]	0.2851ms	0.2279ms	4.3884 KOps/s	4.3583 KOps/s	$\color{#35bf28}+0.69\%$
test_func_call_runtime[False-eager]	0.8426ms	0.7428ms	1.3463 KOps/s	1.3254 KOps/s	$\color{#35bf28}+1.58\%$
test_func_call_runtime[False-compile]	0.8663ms	0.7522ms	1.3294 KOps/s	1.3082 KOps/s	$\color{#35bf28}+1.62\%$
test_func_call_runtime[False-compile-overhead]	0.4232ms	0.3754ms	2.6641 KOps/s	2.6561 KOps/s	$\color{#35bf28}+0.30\%$
test_func_call_runtime[True-eager]	1.0488ms	0.9424ms	1.0611 KOps/s	1.0811 KOps/s	$\color{#d91a1a}-1.85\%$
test_func_call_runtime[True-compile]	0.8460ms	0.7778ms	1.2856 KOps/s	1.2835 KOps/s	$\color{#35bf28}+0.16\%$
test_func_call_runtime[True-compile-overhead]	0.4670ms	0.3947ms	2.5333 KOps/s	2.5241 KOps/s	$\color{#35bf28}+0.36\%$
test_func_call_cm_runtime[False-eager]	0.8710ms	0.7434ms	1.3451 KOps/s	1.3351 KOps/s	$\color{#35bf28}+0.75\%$
test_func_call_cm_runtime[False-compile]	0.8321ms	0.7586ms	1.3182 KOps/s	1.3111 KOps/s	$\color{#35bf28}+0.54\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4494ms	0.3779ms	2.6465 KOps/s	2.6316 KOps/s	$\color{#35bf28}+0.57\%$
test_func_call_cm_runtime[True-eager]	1.7112ms	1.0232ms	977.3596 Ops/s	976.4847 Ops/s	$\color{#35bf28}+0.09\%$
test_func_call_cm_runtime[True-compile]	0.8784ms	0.8074ms	1.2385 KOps/s	1.2342 KOps/s	$\color{#35bf28}+0.35\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4969ms	0.4202ms	2.3796 KOps/s	2.3518 KOps/s	$\color{#35bf28}+1.18\%$
test_vmap_func_call_cm_runtime[eager]	2.5328ms	2.1110ms	473.7064 Ops/s	470.1542 Ops/s	$\color{#35bf28}+0.76\%$
test_vmap_func_call_cm_runtime[compile]	0.9189ms	0.8292ms	1.2059 KOps/s	1.2040 KOps/s	$\color{#35bf28}+0.16\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5024ms	0.4231ms	2.3633 KOps/s	2.3478 KOps/s	$\color{#35bf28}+0.66\%$
test_distributed	6.1174ms	0.1683ms	5.9432 KOps/s	8.7768 KOps/s	$\textbf{\color{#d91a1a}-32.29\%}$
test_tdmodule	82.1010μs	20.2718μs	49.3297 KOps/s	45.5214 KOps/s	$\textbf{\color{#35bf28}+8.37\%}$
test_tdmodule_dispatch	56.9310μs	37.1816μs	26.8950 KOps/s	26.3462 KOps/s	$\color{#35bf28}+2.08\%$
test_tdseq	41.1700μs	21.5465μs	46.4113 KOps/s	44.9875 KOps/s	$\color{#35bf28}+3.16\%$
test_tdseq_dispatch	62.3820μs	40.1423μs	24.9114 KOps/s	23.9652 KOps/s	$\color{#35bf28}+3.95\%$
test_instantiation_functorch	1.9474ms	1.5767ms	634.2372 Ops/s	619.9258 Ops/s	$\color{#35bf28}+2.31\%$
test_exec_functorch	0.1864ms	0.1475ms	6.7804 KOps/s	6.5549 KOps/s	$\color{#35bf28}+3.44\%$
test_exec_functional_call	0.5301ms	0.1411ms	7.0873 KOps/s	6.8340 KOps/s	$\color{#35bf28}+3.71\%$
test_exec_td_decorator	0.5885ms	0.1876ms	5.3295 KOps/s	5.1378 KOps/s	$\color{#35bf28}+3.73\%$
test_vmap_mlp_speed_decorator[True-True]	1.0921ms	0.7061ms	1.4161 KOps/s	1.4293 KOps/s	$\color{#d91a1a}-0.92\%$
test_vmap_mlp_speed_decorator[True-False]	1.1149ms	0.7055ms	1.4175 KOps/s	1.4348 KOps/s	$\color{#d91a1a}-1.21\%$
test_vmap_mlp_speed_decorator[False-True]	1.0162ms	0.6267ms	1.5957 KOps/s	1.6561 KOps/s	$\color{#d91a1a}-3.65\%$
test_vmap_mlp_speed_decorator[False-False]	1.0272ms	0.6242ms	1.6020 KOps/s	1.6559 KOps/s	$\color{#d91a1a}-3.26\%$
test_vmap_transformer_speed_decorator[True-True]	20.6500ms	19.5944ms	51.0350 Ops/s	51.6319 Ops/s	$\color{#d91a1a}-1.16\%$
test_vmap_transformer_speed_decorator[True-False]	20.3280ms	19.4774ms	51.3416 Ops/s	51.5592 Ops/s	$\color{#d91a1a}-0.42\%$
test_vmap_transformer_speed_decorator[False-True]	19.8987ms	19.4065ms	51.5290 Ops/s	52.0233 Ops/s	$\color{#d91a1a}-0.95\%$
test_vmap_transformer_speed_decorator[False-False]	19.9493ms	19.4021ms	51.5409 Ops/s	51.9634 Ops/s	$\color{#d91a1a}-0.81\%$
test_to_module_speed[True]	1.3871ms	0.9799ms	1.0205 KOps/s	1.0224 KOps/s	$\color{#d91a1a}-0.19\%$
test_to_module_speed[False]	1.5083ms	0.9437ms	1.0596 KOps/s	1.0437 KOps/s	$\color{#35bf28}+1.52\%$
test_tc_init	63.9910μs	38.9515μs	25.6730 KOps/s	25.6586 KOps/s	$\color{#35bf28}+0.06\%$
test_tc_init_nested	0.4769ms	75.9600μs	13.1648 KOps/s	12.8658 KOps/s	$\color{#35bf28}+2.32\%$
test_tc_first_layer_tensor	56.1280μs	0.6969μs	1.4350 MOps/s	1.4340 MOps/s	$\color{#35bf28}+0.07\%$
test_tc_first_layer_nontensor	31.9000μs	2.3457μs	426.3113 KOps/s	423.2274 KOps/s	$\color{#35bf28}+0.73\%$
test_tc_second_layer_tensor	98.0242μs	1.4102μs	709.1175 KOps/s	710.4230 KOps/s	$\color{#d91a1a}-0.18\%$
test_tc_second_layer_nontensor	24.6800μs	3.0477μs	328.1133 KOps/s	327.0047 KOps/s	$\color{#35bf28}+0.34\%$
test_unbind	0.2380s	10.4666ms	95.5420 Ops/s	144.3081 Ops/s	$\textbf{\color{#d91a1a}-33.79\%}$
test_full_like	11.5390ms	9.1486ms	109.3061 Ops/s	107.3914 Ops/s	$\color{#35bf28}+1.78\%$
test_zeros_like	11.6290ms	8.6977ms	114.9728 Ops/s	230.7705 Ops/s	$\textbf{\color{#d91a1a}-50.18\%}$
test_ones_like	4.8169ms	4.2875ms	233.2383 Ops/s	231.3990 Ops/s	$\color{#35bf28}+0.79\%$
test_clone	11.6004ms	9.1467ms	109.3291 Ops/s	157.1471 Ops/s	$\textbf{\color{#d91a1a}-30.43\%}$
test_squeeze	59.0410μs	9.9513μs	100.4899 KOps/s	100.6927 KOps/s	$\color{#d91a1a}-0.20\%$
test_unsqueeze	0.1187ms	72.7062μs	13.7540 KOps/s	13.5185 KOps/s	$\color{#35bf28}+1.74\%$
test_split	0.3135ms	0.1696ms	5.8958 KOps/s	6.0613 KOps/s	$\color{#d91a1a}-2.73\%$
test_permute	0.6260ms	0.1894ms	5.2787 KOps/s	5.4047 KOps/s	$\color{#d91a1a}-2.33\%$
test_stack	51.6825ms	50.6503ms	19.7432 Ops/s	19.6597 Ops/s	$\color{#35bf28}+0.42\%$
test_cat	53.1239ms	50.7573ms	19.7016 Ops/s	19.7186 Ops/s	$\color{#d91a1a}-0.09\%$