[BugFix] Softly revert get changes

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You can use the syntax close #15213 if this solves the issue #15213

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[github-actions]

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

Total Benchmarks: 219. Improved: $\large\color{#35bf28}24$. Worsened: $\large\color{#d91a1a}24$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	54.2620μs	22.2430μs	44.9580 KOps/s	49.6402 KOps/s	$\textbf{\color{#d91a1a}-9.43\%}$
test_plain_set_stack_nested	0.1458ms	22.9661μs	43.5424 KOps/s	49.1414 KOps/s	$\textbf{\color{#d91a1a}-11.39\%}$
test_plain_set_nested_inplace	0.1156ms	24.2887μs	41.1714 KOps/s	44.5578 KOps/s	$\textbf{\color{#d91a1a}-7.60\%}$
test_plain_set_stack_nested_inplace	59.8220μs	24.3796μs	41.0180 KOps/s	45.0048 KOps/s	$\textbf{\color{#d91a1a}-8.86\%}$
test_items	29.6060μs	2.6544μs	376.7313 KOps/s	377.6866 KOps/s	$\color{#d91a1a}-0.25\%$
test_items_nested	0.6188ms	0.3384ms	2.9555 KOps/s	2.9813 KOps/s	$\color{#d91a1a}-0.87\%$
test_items_nested_locked	2.8456ms	0.3384ms	2.9548 KOps/s	2.9734 KOps/s	$\color{#d91a1a}-0.63\%$
test_items_nested_leaf	0.1704ms	86.6794μs	11.5368 KOps/s	11.9114 KOps/s	$\color{#d91a1a}-3.14\%$
test_items_stack_nested	0.6599ms	0.3367ms	2.9702 KOps/s	2.9832 KOps/s	$\color{#d91a1a}-0.44\%$
test_items_stack_nested_leaf	0.1691ms	87.7462μs	11.3965 KOps/s	12.2899 KOps/s	$\textbf{\color{#d91a1a}-7.27\%}$
test_items_stack_nested_locked	0.4274ms	0.3369ms	2.9679 KOps/s	2.9743 KOps/s	$\color{#d91a1a}-0.22\%$
test_keys	34.1740μs	3.9819μs	251.1374 KOps/s	257.5556 KOps/s	$\color{#d91a1a}-2.49\%$
test_keys_nested	0.3843ms	0.1485ms	6.7347 KOps/s	7.0358 KOps/s	$\color{#d91a1a}-4.28\%$
test_keys_nested_locked	0.7614ms	0.1496ms	6.6846 KOps/s	6.7509 KOps/s	$\color{#d91a1a}-0.98\%$
test_keys_nested_leaf	0.3823ms	0.1265ms	7.9036 KOps/s	8.2417 KOps/s	$\color{#d91a1a}-4.10\%$
test_keys_stack_nested	0.2421ms	0.1434ms	6.9718 KOps/s	7.1047 KOps/s	$\color{#d91a1a}-1.87\%$
test_keys_stack_nested_leaf	0.2421ms	0.1221ms	8.1931 KOps/s	8.2569 KOps/s	$\color{#d91a1a}-0.77\%$
test_keys_stack_nested_locked	0.3057ms	0.1472ms	6.7956 KOps/s	6.8347 KOps/s	$\color{#d91a1a}-0.57\%$
test_values	28.8915μs	1.1939μs	837.6168 KOps/s	818.7262 KOps/s	$\color{#35bf28}+2.31\%$
test_values_nested	0.2236ms	50.0388μs	19.9845 KOps/s	19.8245 KOps/s	$\color{#35bf28}+0.81\%$
test_values_nested_locked	0.1021ms	49.7042μs	20.1190 KOps/s	19.6680 KOps/s	$\color{#35bf28}+2.29\%$
test_values_nested_leaf	83.9070μs	44.8037μs	22.3196 KOps/s	22.0196 KOps/s	$\color{#35bf28}+1.36\%$
test_values_stack_nested	0.1227ms	50.5051μs	19.8000 KOps/s	18.7741 KOps/s	$\textbf{\color{#35bf28}+5.46\%}$
test_values_stack_nested_leaf	0.1269ms	44.5803μs	22.4314 KOps/s	22.0439 KOps/s	$\color{#35bf28}+1.76\%$
test_values_stack_nested_locked	0.1276ms	50.6037μs	19.7614 KOps/s	19.3764 KOps/s	$\color{#35bf28}+1.99\%$
test_membership	16.5810μs	0.8969μs	1.1150 MOps/s	1.1112 MOps/s	$\color{#35bf28}+0.34\%$
test_membership_nested	24.5060μs	2.6141μs	382.5442 KOps/s	381.5341 KOps/s	$\color{#35bf28}+0.26\%$
test_membership_nested_leaf	37.1200μs	2.6211μs	381.5189 KOps/s	366.1926 KOps/s	$\color{#35bf28}+4.19\%$
test_membership_stacked_nested	24.3450μs	2.6200μs	381.6792 KOps/s	374.6617 KOps/s	$\color{#35bf28}+1.87\%$
test_membership_stacked_nested_leaf	52.4760μs	2.6337μs	379.6868 KOps/s	376.6879 KOps/s	$\color{#35bf28}+0.80\%$
test_membership_nested_last	31.6290μs	3.8735μs	258.1664 KOps/s	253.7737 KOps/s	$\color{#35bf28}+1.73\%$
test_membership_nested_leaf_last	61.7780μs	3.8427μs	260.2349 KOps/s	252.5206 KOps/s	$\color{#35bf28}+3.05\%$
test_membership_stacked_nested_last	38.6020μs	3.8622μs	258.9211 KOps/s	77.7265 KOps/s	$\textbf{\color{#35bf28}+233.12\%}$
test_membership_stacked_nested_leaf_last	28.0720μs	3.8392μs	260.4681 KOps/s	77.5213 KOps/s	$\textbf{\color{#35bf28}+236.00\%}$
test_nested_getleaf	78.9970μs	10.5688μs	94.6185 KOps/s	94.0290 KOps/s	$\color{#35bf28}+0.63\%$
test_nested_get	37.2900μs	10.0842μs	99.1650 KOps/s	102.1309 KOps/s	$\color{#d91a1a}-2.90\%$
test_stacked_getleaf	34.7750μs	10.5103μs	95.1445 KOps/s	96.7563 KOps/s	$\color{#d91a1a}-1.67\%$
test_stacked_get	0.2593ms	10.5553μs	94.7392 KOps/s	103.1889 KOps/s	$\textbf{\color{#d91a1a}-8.19\%}$
test_nested_getitemleaf	54.3810μs	11.0780μs	90.2687 KOps/s	91.5389 KOps/s	$\color{#d91a1a}-1.39\%$
test_nested_getitem	38.9630μs	10.1397μs	98.6224 KOps/s	100.6004 KOps/s	$\color{#d91a1a}-1.97\%$
test_stacked_getitemleaf	61.2550μs	10.8357μs	92.2874 KOps/s	92.9886 KOps/s	$\color{#d91a1a}-0.75\%$
test_stacked_getitem	34.2640μs	10.0694μs	99.3109 KOps/s	101.7217 KOps/s	$\color{#d91a1a}-2.37\%$
test_lock_nested	92.1199ms	0.6063ms	1.6494 KOps/s	1.9728 KOps/s	$\textbf{\color{#d91a1a}-16.39\%}$
test_lock_stack_nested	0.8608ms	0.4671ms	2.1409 KOps/s	2.2211 KOps/s	$\color{#d91a1a}-3.61\%$
test_unlock_nested	89.8652ms	0.5125ms	1.9512 KOps/s	2.3590 KOps/s	$\textbf{\color{#d91a1a}-17.29\%}$
test_unlock_stack_nested	0.5672ms	0.3817ms	2.6196 KOps/s	2.7211 KOps/s	$\color{#d91a1a}-3.73\%$
test_flatten_speed	0.5263ms	0.1061ms	9.4252 KOps/s	9.7582 KOps/s	$\color{#d91a1a}-3.41\%$
test_unflatten_speed	0.6739ms	0.4600ms	2.1738 KOps/s	2.1900 KOps/s	$\color{#d91a1a}-0.74\%$
test_common_ops	1.7532ms	1.1125ms	898.9014 Ops/s	929.9893 Ops/s	$\color{#d91a1a}-3.34\%$
test_creation	21.1290μs	2.0788μs	481.0551 KOps/s	485.2517 KOps/s	$\color{#d91a1a}-0.86\%$
test_creation_empty	85.6780μs	18.9661μs	52.7256 KOps/s	61.2964 KOps/s	$\textbf{\color{#d91a1a}-13.98\%}$
test_creation_nested_1	55.2930μs	22.2072μs	45.0304 KOps/s	49.0192 KOps/s	$\textbf{\color{#d91a1a}-8.14\%}$
test_creation_nested_2	67.4460μs	26.2509μs	38.0940 KOps/s	39.6791 KOps/s	$\color{#d91a1a}-3.99\%$
test_clone	62.5770μs	16.4717μs	60.7104 KOps/s	59.6678 KOps/s	$\color{#35bf28}+1.75\%$
test_getitem[int]	1.4798ms	16.7292μs	59.7756 KOps/s	57.5865 KOps/s	$\color{#35bf28}+3.80\%$
test_getitem[slice_int]	0.1259ms	31.2639μs	31.9857 KOps/s	31.3306 KOps/s	$\color{#35bf28}+2.09\%$
test_getitem[range]	0.1651ms	56.3077μs	17.7595 KOps/s	17.3350 KOps/s	$\color{#35bf28}+2.45\%$
test_getitem[tuple]	0.1426ms	25.4553μs	39.2845 KOps/s	38.3090 KOps/s	$\color{#35bf28}+2.55\%$
test_getitem[list]	0.2221ms	51.4906μs	19.4210 KOps/s	18.5535 KOps/s	$\color{#35bf28}+4.68\%$
test_setitem_dim[int]	65.2220μs	42.6378μs	23.4534 KOps/s	23.4878 KOps/s	$\color{#d91a1a}-0.15\%$
test_setitem_dim[slice_int]	0.1142ms	73.4676μs	13.6114 KOps/s	13.8513 KOps/s	$\color{#d91a1a}-1.73\%$
test_setitem_dim[range]	0.1712ms	95.6585μs	10.4539 KOps/s	10.8255 KOps/s	$\color{#d91a1a}-3.43\%$
test_setitem_dim[tuple]	0.1200ms	60.1630μs	16.6215 KOps/s	17.3979 KOps/s	$\color{#d91a1a}-4.46\%$
test_setitem	0.1386ms	30.2686μs	33.0375 KOps/s	36.0688 KOps/s	$\textbf{\color{#d91a1a}-8.40\%}$
test_set	0.1140ms	29.2293μs	34.2122 KOps/s	36.6911 KOps/s	$\textbf{\color{#d91a1a}-6.76\%}$
test_set_shared	4.1298ms	0.2165ms	4.6190 KOps/s	4.4940 KOps/s	$\color{#35bf28}+2.78\%$
test_update	0.1410ms	36.5816μs	27.3361 KOps/s	29.6886 KOps/s	$\textbf{\color{#d91a1a}-7.92\%}$
test_update_nested	0.1320ms	45.9571μs	21.7594 KOps/s	22.7864 KOps/s	$\color{#d91a1a}-4.51\%$
test_update__nested	0.1911ms	34.4792μs	29.0030 KOps/s	29.3842 KOps/s	$\color{#d91a1a}-1.30\%$
test_set_nested	0.1674ms	31.1794μs	32.0725 KOps/s	33.4946 KOps/s	$\color{#d91a1a}-4.25\%$
test_set_nested_new	0.1446ms	35.9070μs	27.8497 KOps/s	28.8953 KOps/s	$\color{#d91a1a}-3.62\%$
test_select	0.1267ms	51.9101μs	19.2641 KOps/s	19.4145 KOps/s	$\color{#d91a1a}-0.78\%$
test_select_nested	0.1241ms	58.8276μs	16.9988 KOps/s	17.1133 KOps/s	$\color{#d91a1a}-0.67\%$
test_exclude_nested	0.1415ms	77.4747μs	12.9074 KOps/s	12.9384 KOps/s	$\color{#d91a1a}-0.24\%$
test_empty[True]	0.4389ms	0.3242ms	3.0848 KOps/s	3.1403 KOps/s	$\color{#d91a1a}-1.77\%$
test_empty[False]	11.5040μs	1.1483μs	870.8409 KOps/s	863.5897 KOps/s	$\color{#35bf28}+0.84\%$
test_unbind_speed	0.6359ms	0.3098ms	3.2276 KOps/s	3.1497 KOps/s	$\color{#35bf28}+2.47\%$
test_unbind_speed_stack0	0.5264ms	0.3025ms	3.3059 KOps/s	3.4018 KOps/s	$\color{#d91a1a}-2.82\%$
test_unbind_speed_stack1	94.0431ms	0.8074ms	1.2385 KOps/s	1.4358 KOps/s	$\textbf{\color{#d91a1a}-13.74\%}$
test_split	84.4260ms	2.1653ms	461.8256 Ops/s	460.3768 Ops/s	$\color{#35bf28}+0.31\%$
test_chunk	90.3007ms	2.2337ms	447.6976 Ops/s	459.3073 Ops/s	$\color{#d91a1a}-2.53\%$
test_creation[device0]	0.4338ms	0.1207ms	8.2868 KOps/s	8.2253 KOps/s	$\color{#35bf28}+0.75\%$
test_creation_from_tensor	4.1233ms	0.1217ms	8.2173 KOps/s	8.2586 KOps/s	$\color{#d91a1a}-0.50\%$
test_add_one[memmap_tensor0]	0.4937ms	7.7870μs	128.4187 KOps/s	122.8018 KOps/s	$\color{#35bf28}+4.57\%$
test_contiguous[memmap_tensor0]	19.0860μs	2.0107μs	497.3389 KOps/s	488.6262 KOps/s	$\color{#35bf28}+1.78\%$
test_stack[memmap_tensor0]	43.7810μs	5.8490μs	170.9685 KOps/s	168.5574 KOps/s	$\color{#35bf28}+1.43\%$
test_memmaptd_index	0.9700ms	0.4088ms	2.4460 KOps/s	2.3756 KOps/s	$\color{#35bf28}+2.97\%$
test_memmaptd_index_astensor	0.9378ms	0.4915ms	2.0344 KOps/s	1.9886 KOps/s	$\color{#35bf28}+2.30\%$
test_memmaptd_index_op	1.6720ms	1.0526ms	949.9862 Ops/s	972.0745 Ops/s	$\color{#d91a1a}-2.27\%$
test_serialize_model	0.1278s	0.1181s	8.4684 Ops/s	7.6924 Ops/s	$\textbf{\color{#35bf28}+10.09\%}$
test_serialize_model_pickle	0.4468s	0.3984s	2.5101 Ops/s	2.4496 Ops/s	$\color{#35bf28}+2.47\%$
test_serialize_weights	0.2079s	0.1305s	7.6655 Ops/s	8.5431 Ops/s	$\textbf{\color{#d91a1a}-10.27\%}$
test_serialize_weights_returnearly	0.1833s	0.1633s	6.1225 Ops/s	6.1667 Ops/s	$\color{#d91a1a}-0.72\%$
test_serialize_weights_pickle	0.5024s	0.4527s	2.2091 Ops/s	1.1869 Ops/s	$\textbf{\color{#35bf28}+86.12\%}$
test_serialize_weights_filesystem	0.1479s	0.1437s	6.9573 Ops/s	6.5753 Ops/s	$\textbf{\color{#35bf28}+5.81\%}$
test_serialize_model_filesystem	0.2358s	0.1607s	6.2238 Ops/s	6.9578 Ops/s	$\textbf{\color{#d91a1a}-10.55\%}$
test_reshape_pytree	94.4070μs	40.0640μs	24.9600 KOps/s	24.9945 KOps/s	$\color{#d91a1a}-0.14\%$
test_reshape_td	98.6850μs	47.3145μs	21.1352 KOps/s	21.4608 KOps/s	$\color{#d91a1a}-1.52\%$
test_view_pytree	86.4020μs	40.0969μs	24.9396 KOps/s	24.9181 KOps/s	$\color{#35bf28}+0.09\%$
test_view_td	0.1145ms	54.4001μs	18.3823 KOps/s	19.1476 KOps/s	$\color{#d91a1a}-4.00\%$
test_unbind_pytree	91.8820μs	37.6546μs	26.5572 KOps/s	26.5440 KOps/s	$\color{#35bf28}+0.05\%$
test_unbind_td	0.4287ms	46.0020μs	21.7382 KOps/s	21.4104 KOps/s	$\color{#35bf28}+1.53\%$
test_split_pytree	80.6300μs	40.5102μs	24.6851 KOps/s	24.6575 KOps/s	$\color{#35bf28}+0.11\%$
test_split_td	0.4672ms	58.1202μs	17.2057 KOps/s	16.5500 KOps/s	$\color{#35bf28}+3.96\%$
test_add_pytree	91.6620μs	46.3288μs	21.5848 KOps/s	21.1204 KOps/s	$\color{#35bf28}+2.20\%$
test_add_td	0.2437ms	85.9922μs	11.6290 KOps/s	12.3158 KOps/s	$\textbf{\color{#d91a1a}-5.58\%}$
test_compile_add_one_nested[tensordict-compile]	0.1199ms	54.7079μs	18.2789 KOps/s	18.3417 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_add_one_nested[tensordict-eager]	0.3871ms	0.1902ms	5.2571 KOps/s	4.9929 KOps/s	$\textbf{\color{#35bf28}+5.29\%}$
test_compile_add_one_nested[pytree-compile]	0.2273ms	54.7952μs	18.2498 KOps/s	18.2300 KOps/s	$\color{#35bf28}+0.11\%$
test_compile_add_one_nested[pytree-eager]	0.2912ms	0.1445ms	6.9218 KOps/s	6.8240 KOps/s	$\color{#35bf28}+1.43\%$
test_compile_copy_nested[tensordict-compile]	54.5210μs	20.1628μs	49.5963 KOps/s	47.9031 KOps/s	$\color{#35bf28}+3.53\%$
test_compile_copy_nested[tensordict-eager]	0.1344ms	63.6929μs	15.7003 KOps/s	15.3231 KOps/s	$\color{#35bf28}+2.46\%$
test_compile_copy_nested[pytree-compile]	4.7918ms	79.5637μs	12.5685 KOps/s	12.5963 KOps/s	$\color{#d91a1a}-0.22\%$
test_compile_copy_nested[pytree-eager]	0.1659ms	72.3604μs	13.8197 KOps/s	13.7490 KOps/s	$\color{#35bf28}+0.51\%$
test_compile_add_one_flat[tensordict-compile]	0.2989ms	0.1743ms	5.7357 KOps/s	5.6872 KOps/s	$\color{#35bf28}+0.85\%$
test_compile_add_one_flat[tensordict-eager]	0.2993ms	0.1934ms	5.1705 KOps/s	5.2014 KOps/s	$\color{#d91a1a}-0.60\%$
test_compile_add_one_flat[tensorclass-compile]	83.6760μs	38.1400μs	26.2192 KOps/s	25.7356 KOps/s	$\color{#35bf28}+1.88\%$
test_compile_add_one_flat[tensorclass-eager]	0.4770ms	70.5264μs	14.1791 KOps/s	13.8351 KOps/s	$\color{#35bf28}+2.49\%$
test_compile_add_one_flat[pytree-compile]	0.2595ms	0.1710ms	5.8485 KOps/s	5.6957 KOps/s	$\color{#35bf28}+2.68\%$
test_compile_add_one_flat[pytree-eager]	0.4348ms	0.2944ms	3.3969 KOps/s	3.4036 KOps/s	$\color{#d91a1a}-0.20\%$
test_compile_add_self_flat[tensordict-eager]	0.3045ms	0.2048ms	4.8838 KOps/s	4.7867 KOps/s	$\color{#35bf28}+2.03\%$
test_compile_add_self_flat[tensordict-compile]	0.5409ms	0.1789ms	5.5903 KOps/s	5.6156 KOps/s	$\color{#d91a1a}-0.45\%$
test_compile_add_self_flat[tensorclass-eager]	0.4384ms	62.2848μs	16.0553 KOps/s	15.4692 KOps/s	$\color{#35bf28}+3.79\%$
test_compile_add_self_flat[tensorclass-compile]	0.1023ms	39.8779μs	25.0766 KOps/s	25.4008 KOps/s	$\color{#d91a1a}-1.28\%$
test_compile_add_self_flat[pytree-eager]	0.6095ms	0.2436ms	4.1047 KOps/s	4.1975 KOps/s	$\color{#d91a1a}-2.21\%$
test_compile_add_self_flat[pytree-compile]	0.2888ms	0.1725ms	5.7982 KOps/s	5.7259 KOps/s	$\color{#35bf28}+1.26\%$
test_compile_copy_flat[tensordict-compile]	0.2078ms	0.1074ms	9.3153 KOps/s	9.0736 KOps/s	$\color{#35bf28}+2.66\%$
test_compile_copy_flat[tensordict-eager]	0.1186ms	55.9972μs	17.8580 KOps/s	17.2769 KOps/s	$\color{#35bf28}+3.36\%$
test_compile_copy_flat[pytree-compile]	0.1871ms	81.1089μs	12.3291 KOps/s	12.3584 KOps/s	$\color{#d91a1a}-0.24\%$
test_compile_copy_flat[pytree-eager]	0.1712ms	71.9178μs	13.9048 KOps/s	13.7935 KOps/s	$\color{#35bf28}+0.81\%$
test_compile_assign_and_add[tensordict-compile]	0.2838ms	0.1884ms	5.3089 KOps/s	5.2750 KOps/s	$\color{#35bf28}+0.64\%$
test_compile_assign_and_add[tensordict-eager]	3.2730ms	1.6461ms	607.5031 Ops/s	601.8823 Ops/s	$\color{#35bf28}+0.93\%$
test_compile_assign_and_add[pytree-compile]	0.6026ms	0.1907ms	5.2436 KOps/s	5.2720 KOps/s	$\color{#d91a1a}-0.54\%$
test_compile_assign_and_add[pytree-eager]	1.3878ms	1.0955ms	912.8399 Ops/s	914.9189 Ops/s	$\color{#d91a1a}-0.23\%$
test_compile_assign_and_add_stack[compile]	0.7034ms	0.4146ms	2.4117 KOps/s	2.3938 KOps/s	$\color{#35bf28}+0.75\%$
test_compile_assign_and_add_stack[eager]	6.9768ms	3.9288ms	254.5314 Ops/s	267.2659 Ops/s	$\color{#d91a1a}-4.76\%$
test_compile_indexing[tensor-tensordict-compile]	0.2336ms	33.5990μs	29.7628 KOps/s	30.2766 KOps/s	$\color{#d91a1a}-1.70\%$
test_compile_indexing[tensor-tensordict-eager]	1.0547ms	46.4911μs	21.5095 KOps/s	19.9726 KOps/s	$\textbf{\color{#35bf28}+7.70\%}$
test_compile_indexing[tensor-tensorclass-compile]	81.8030μs	27.8988μs	35.8438 KOps/s	35.0547 KOps/s	$\color{#35bf28}+2.25\%$
test_compile_indexing[tensor-tensorclass-eager]	94.9880μs	29.4477μs	33.9585 KOps/s	32.1031 KOps/s	$\textbf{\color{#35bf28}+5.78\%}$
test_compile_indexing[tensor-pytree-compile]	0.1160ms	27.9172μs	35.8202 KOps/s	34.7225 KOps/s	$\color{#35bf28}+3.16\%$
test_compile_indexing[tensor-pytree-eager]	0.1095ms	29.7575μs	33.6049 KOps/s	31.3476 KOps/s	$\textbf{\color{#35bf28}+7.20\%}$
test_compile_indexing[slice-tensordict-compile]	0.3476ms	71.6317μs	13.9603 KOps/s	13.2134 KOps/s	$\textbf{\color{#35bf28}+5.65\%}$
test_compile_indexing[slice-tensordict-eager]	3.4526ms	27.8312μs	35.9310 KOps/s	34.7684 KOps/s	$\color{#35bf28}+3.34\%$
test_compile_indexing[slice-tensorclass-compile]	0.1386ms	66.8645μs	14.9556 KOps/s	14.4161 KOps/s	$\color{#35bf28}+3.74\%$
test_compile_indexing[slice-tensorclass-eager]	84.6380μs	24.1127μs	41.4719 KOps/s	40.0408 KOps/s	$\color{#35bf28}+3.57\%$
test_compile_indexing[slice-pytree-compile]	0.1350ms	67.8474μs	14.7390 KOps/s	14.4883 KOps/s	$\color{#35bf28}+1.73\%$
test_compile_indexing[slice-pytree-eager]	64.5810μs	24.4231μs	40.9448 KOps/s	40.2830 KOps/s	$\color{#35bf28}+1.64\%$
test_compile_indexing[int-tensordict-compile]	1.9929ms	72.3103μs	13.8293 KOps/s	13.3506 KOps/s	$\color{#35bf28}+3.59\%$
test_compile_indexing[int-tensordict-eager]	0.7627ms	27.3875μs	36.5130 KOps/s	35.1414 KOps/s	$\color{#35bf28}+3.90\%$
test_compile_indexing[int-tensorclass-compile]	0.1259ms	66.4828μs	15.0415 KOps/s	14.8175 KOps/s	$\color{#35bf28}+1.51\%$
test_compile_indexing[int-tensorclass-eager]	65.8230μs	24.2341μs	41.2642 KOps/s	40.9161 KOps/s	$\color{#35bf28}+0.85\%$
test_compile_indexing[int-pytree-compile]	0.3355ms	68.9884μs	14.4952 KOps/s	14.6295 KOps/s	$\color{#d91a1a}-0.92\%$
test_compile_indexing[int-pytree-eager]	63.4790μs	24.0126μs	41.6448 KOps/s	40.7984 KOps/s	$\color{#35bf28}+2.07\%$
test_mod_add[eager]	0.1563ms	24.9050μs	40.1525 KOps/s	41.9347 KOps/s	$\color{#d91a1a}-4.25\%$
test_mod_add[compile]	94.1760μs	36.1708μs	27.6466 KOps/s	27.4501 KOps/s	$\color{#35bf28}+0.72\%$
test_mod_add[compile-overhead]	0.1273ms	37.8390μs	26.4277 KOps/s	27.3483 KOps/s	$\color{#d91a1a}-3.37\%$
test_mod_wrap[eager]	0.4413ms	0.2130ms	4.6950 KOps/s	4.6680 KOps/s	$\color{#35bf28}+0.58\%$
test_mod_wrap[compile]	1.4565ms	0.2330ms	4.2925 KOps/s	4.2095 KOps/s	$\color{#35bf28}+1.97\%$
test_mod_wrap[compile-overhead]	0.4904ms	0.2257ms	4.4303 KOps/s	4.3402 KOps/s	$\color{#35bf28}+2.07\%$
test_mod_wrap_and_backward[eager]	11.8448ms	10.8749ms	91.9549 Ops/s	87.5404 Ops/s	$\textbf{\color{#35bf28}+5.04\%}$
test_mod_wrap_and_backward[compile]	13.2671ms	11.0813ms	90.2418 Ops/s	85.9913 Ops/s	$\color{#35bf28}+4.94\%$
test_mod_wrap_and_backward[compile-overhead]	15.0551ms	11.5224ms	86.7875 Ops/s	90.2115 Ops/s	$\color{#d91a1a}-3.80\%$
test_seq_add[eager]	0.2633ms	89.6255μs	11.1575 KOps/s	11.7325 KOps/s	$\color{#d91a1a}-4.90\%$
test_seq_add[compile]	0.1866ms	60.5190μs	16.5237 KOps/s	16.1344 KOps/s	$\color{#35bf28}+2.41\%$
test_seq_add[compile-overhead]	0.1665ms	60.1710μs	16.6193 KOps/s	16.9235 KOps/s	$\color{#d91a1a}-1.80\%$
test_seq_wrap[eager]	0.6475ms	0.3871ms	2.5830 KOps/s	2.7113 KOps/s	$\color{#d91a1a}-4.73\%$
test_seq_wrap[compile]	0.7321ms	0.2672ms	3.7428 KOps/s	3.7714 KOps/s	$\color{#d91a1a}-0.76\%$
test_seq_wrap[compile-overhead]	0.4725ms	0.2640ms	3.7873 KOps/s	3.7702 KOps/s	$\color{#35bf28}+0.45\%$
test_func_call_runtime[False-eager]	0.9266ms	0.5329ms	1.8764 KOps/s	1.8412 KOps/s	$\color{#35bf28}+1.91\%$
test_func_call_runtime[False-compile]	0.6785ms	0.4935ms	2.0263 KOps/s	1.9895 KOps/s	$\color{#35bf28}+1.85\%$
test_func_call_runtime[False-compile-overhead]	1.0359ms	0.4976ms	2.0097 KOps/s	1.9886 KOps/s	$\color{#35bf28}+1.06\%$
test_func_call_runtime[True-eager]	1.0171ms	0.7564ms	1.3221 KOps/s	1.2889 KOps/s	$\color{#35bf28}+2.58\%$
test_func_call_runtime[True-compile]	0.7114ms	0.5072ms	1.9717 KOps/s	1.8793 KOps/s	$\color{#35bf28}+4.92\%$
test_func_call_runtime[True-compile-overhead]	0.8825ms	0.5079ms	1.9687 KOps/s	1.8711 KOps/s	$\textbf{\color{#35bf28}+5.22\%}$
test_func_call_cm_runtime[False-eager]	0.9018ms	0.5346ms	1.8704 KOps/s	1.8165 KOps/s	$\color{#35bf28}+2.97\%$
test_func_call_cm_runtime[False-compile]	0.6501ms	0.4940ms	2.0245 KOps/s	1.9337 KOps/s	$\color{#35bf28}+4.69\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6153ms	0.4957ms	2.0173 KOps/s	1.9414 KOps/s	$\color{#35bf28}+3.91\%$
test_func_call_cm_runtime[True-eager]	1.2608ms	0.8760ms	1.1416 KOps/s	1.0783 KOps/s	$\textbf{\color{#35bf28}+5.87\%}$
test_func_call_cm_runtime[True-compile]	1.0910ms	0.8373ms	1.1943 KOps/s	1.1241 KOps/s	$\textbf{\color{#35bf28}+6.24\%}$
test_func_call_cm_runtime[True-compile-overhead]	0.9634ms	0.8420ms	1.1877 KOps/s	1.1528 KOps/s	$\color{#35bf28}+3.03\%$
test_distributed	0.3563ms	0.1317ms	7.5943 KOps/s	7.5024 KOps/s	$\color{#35bf28}+1.22\%$
test_tdmodule	0.1174ms	17.9491μs	55.7131 KOps/s	64.1415 KOps/s	$\textbf{\color{#d91a1a}-13.14\%}$
test_tdmodule_dispatch	64.0290μs	37.5747μs	26.6137 KOps/s	29.6721 KOps/s	$\textbf{\color{#d91a1a}-10.31\%}$
test_tdseq	51.0750μs	19.6425μs	50.9100 KOps/s	58.7712 KOps/s	$\textbf{\color{#d91a1a}-13.38\%}$
test_tdseq_dispatch	71.7340μs	41.1089μs	24.3257 KOps/s	27.1711 KOps/s	$\textbf{\color{#d91a1a}-10.47\%}$
test_instantiation_functorch	1.8407ms	1.6278ms	614.3311 Ops/s	592.5961 Ops/s	$\color{#35bf28}+3.67\%$
test_instantiation_td	1.7732ms	1.1714ms	853.6841 Ops/s	853.3606 Ops/s	$\color{#35bf28}+0.04\%$
test_exec_functorch	0.3251ms	0.1809ms	5.5267 KOps/s	5.5247 KOps/s	$\color{#35bf28}+0.04\%$
test_exec_functional_call	0.3328ms	0.1713ms	5.8383 KOps/s	5.7752 KOps/s	$\color{#35bf28}+1.09\%$
test_exec_td	0.2719ms	0.1757ms	5.6913 KOps/s	5.7117 KOps/s	$\color{#d91a1a}-0.36\%$
test_exec_td_decorator	1.0723ms	0.2401ms	4.1655 KOps/s	4.3940 KOps/s	$\textbf{\color{#d91a1a}-5.20\%}$
test_vmap_mlp_speed[True-True]	1.0519ms	0.5981ms	1.6720 KOps/s	1.7134 KOps/s	$\color{#d91a1a}-2.42\%$
test_vmap_mlp_speed[True-False]	0.7843ms	0.5763ms	1.7351 KOps/s	1.7236 KOps/s	$\color{#35bf28}+0.67\%$
test_vmap_mlp_speed[False-True]	0.7459ms	0.4757ms	2.1021 KOps/s	2.0542 KOps/s	$\color{#35bf28}+2.33\%$
test_vmap_mlp_speed[False-False]	0.8482ms	0.4767ms	2.0977 KOps/s	2.0616 KOps/s	$\color{#35bf28}+1.75\%$
test_vmap_mlp_speed_decorator[True-True]	1.2988ms	0.6335ms	1.5786 KOps/s	1.5403 KOps/s	$\color{#35bf28}+2.49\%$
test_vmap_mlp_speed_decorator[True-False]	0.9399ms	0.6353ms	1.5741 KOps/s	1.5325 KOps/s	$\color{#35bf28}+2.71\%$
test_vmap_mlp_speed_decorator[False-True]	0.7336ms	0.5225ms	1.9137 KOps/s	1.8363 KOps/s	$\color{#35bf28}+4.22\%$
test_vmap_mlp_speed_decorator[False-False]	1.0050ms	0.5235ms	1.9101 KOps/s	1.8285 KOps/s	$\color{#35bf28}+4.46\%$
test_to_module_speed[True]	2.1485ms	1.3380ms	747.3790 Ops/s	733.1241 Ops/s	$\color{#35bf28}+1.94\%$
test_to_module_speed[False]	1.4173ms	1.3003ms	769.0478 Ops/s	776.5428 Ops/s	$\color{#d91a1a}-0.97\%$
test_tc_init	83.9670μs	45.5164μs	21.9701 KOps/s	23.3398 KOps/s	$\textbf{\color{#d91a1a}-5.87\%}$
test_tc_init_nested	0.2110ms	94.8433μs	10.5437 KOps/s	11.6640 KOps/s	$\textbf{\color{#d91a1a}-9.61\%}$
test_tc_first_layer_tensor	25.7180μs	1.4303μs	699.1619 KOps/s	671.3518 KOps/s	$\color{#35bf28}+4.14\%$
test_tc_first_layer_nontensor	30.7870μs	4.1903μs	238.6442 KOps/s	225.9259 KOps/s	$\textbf{\color{#35bf28}+5.63\%}$
test_tc_second_layer_tensor	25.4780μs	2.6706μs	374.4407 KOps/s	372.0306 KOps/s	$\color{#35bf28}+0.65\%$
test_tc_second_layer_nontensor	32.5810μs	5.4208μs	184.4747 KOps/s	183.5538 KOps/s	$\color{#35bf28}+0.50\%$
test_unbind	0.4571s	13.8122ms	72.3996 Ops/s	63.8742 Ops/s	$\textbf{\color{#35bf28}+13.35\%}$
test_full_like	9.2468ms	7.2404ms	138.1140 Ops/s	102.3873 Ops/s	$\textbf{\color{#35bf28}+34.89\%}$
test_zeros_like	12.3081ms	6.6363ms	150.6873 Ops/s	128.2236 Ops/s	$\textbf{\color{#35bf28}+17.52\%}$
test_ones_like	12.8032ms	7.3603ms	135.8632 Ops/s	118.1992 Ops/s	$\textbf{\color{#35bf28}+14.94\%}$
test_clone	14.6502ms	8.9758ms	111.4109 Ops/s	93.6129 Ops/s	$\textbf{\color{#35bf28}+19.01\%}$
test_squeeze	63.5990μs	12.5608μs	79.6127 KOps/s	77.1291 KOps/s	$\color{#35bf28}+3.22\%$
test_unsqueeze	0.1732ms	92.0450μs	10.8642 KOps/s	10.2745 KOps/s	$\textbf{\color{#35bf28}+5.74\%}$
test_split	0.4909ms	0.1983ms	5.0439 KOps/s	4.8053 KOps/s	$\color{#35bf28}+4.97\%$
test_permute	0.3807ms	0.2185ms	4.5760 KOps/s	4.4670 KOps/s	$\color{#35bf28}+2.44\%$
test_stack	32.7312ms	25.5840ms	39.0869 Ops/s	34.8550 Ops/s	$\textbf{\color{#35bf28}+12.14\%}$
test_cat	35.0363ms	25.3951ms	39.3777 Ops/s	35.3363 Ops/s	$\textbf{\color{#35bf28}+11.44\%}$

[github-actions]

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

Total Benchmarks: 225. Improved: $\large\color{#35bf28}15$. Worsened: $\large\color{#d91a1a}24$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1520ms	16.7182μs	59.8151 KOps/s	63.2210 KOps/s	$\textbf{\color{#d91a1a}-5.39\%}$
test_plain_set_stack_nested	35.3310μs	16.8412μs	59.3783 KOps/s	63.0315 KOps/s	$\textbf{\color{#d91a1a}-5.80\%}$
test_plain_set_nested_inplace	53.7110μs	17.8906μs	55.8954 KOps/s	59.3114 KOps/s	$\textbf{\color{#d91a1a}-5.76\%}$
test_plain_set_stack_nested_inplace	41.6310μs	17.8598μs	55.9918 KOps/s	59.1493 KOps/s	$\textbf{\color{#d91a1a}-5.34\%}$
test_items	18.6710μs	4.7019μs	212.6781 KOps/s	210.7114 KOps/s	$\color{#35bf28}+0.93\%$
test_items_nested	0.4006ms	0.3645ms	2.7434 KOps/s	2.6952 KOps/s	$\color{#35bf28}+1.79\%$
test_items_nested_locked	0.4005ms	0.3666ms	2.7277 KOps/s	2.6380 KOps/s	$\color{#35bf28}+3.40\%$
test_items_nested_leaf	0.1126ms	83.4886μs	11.9777 KOps/s	11.9713 KOps/s	$\color{#35bf28}+0.05\%$
test_items_stack_nested	0.4374ms	0.3663ms	2.7301 KOps/s	2.6724 KOps/s	$\color{#35bf28}+2.16\%$
test_items_stack_nested_leaf	0.2677ms	84.5307μs	11.8300 KOps/s	11.7402 KOps/s	$\color{#35bf28}+0.77\%$
test_items_stack_nested_locked	0.5797ms	0.3722ms	2.6871 KOps/s	2.7061 KOps/s	$\color{#d91a1a}-0.70\%$
test_keys	18.4200μs	4.3723μs	228.7141 KOps/s	227.1713 KOps/s	$\color{#35bf28}+0.68\%$
test_keys_nested	0.1070ms	67.4549μs	14.8247 KOps/s	14.9675 KOps/s	$\color{#d91a1a}-0.95\%$
test_keys_nested_locked	0.6482ms	73.0549μs	13.6883 KOps/s	13.6780 KOps/s	$\color{#35bf28}+0.08\%$
test_keys_nested_leaf	90.8420μs	57.9577μs	17.2540 KOps/s	17.4631 KOps/s	$\color{#d91a1a}-1.20\%$
test_keys_stack_nested	95.0220μs	67.9018μs	14.7272 KOps/s	14.6920 KOps/s	$\color{#35bf28}+0.24\%$
test_keys_stack_nested_leaf	94.5120μs	58.1485μs	17.1974 KOps/s	17.0572 KOps/s	$\color{#35bf28}+0.82\%$
test_keys_stack_nested_locked	0.1168ms	73.2853μs	13.6453 KOps/s	13.5667 KOps/s	$\color{#35bf28}+0.58\%$
test_values	9.4500μs	1.7703μs	564.8636 KOps/s	568.7677 KOps/s	$\color{#d91a1a}-0.69\%$
test_values_nested	0.1077ms	33.5186μs	29.8342 KOps/s	29.8287 KOps/s	$\color{#35bf28}+0.02\%$
test_values_nested_locked	91.2620μs	35.6280μs	28.0678 KOps/s	28.1341 KOps/s	$\color{#d91a1a}-0.24\%$
test_values_nested_leaf	53.8910μs	29.7205μs	33.6468 KOps/s	33.6459 KOps/s	$+0.00\%$
test_values_stack_nested	73.4120μs	34.4495μs	29.0280 KOps/s	29.0576 KOps/s	$\color{#d91a1a}-0.10\%$
test_values_stack_nested_leaf	54.7720μs	30.4142μs	32.8793 KOps/s	32.7249 KOps/s	$\color{#35bf28}+0.47\%$
test_values_stack_nested_locked	90.2020μs	36.2351μs	27.5976 KOps/s	27.5467 KOps/s	$\color{#35bf28}+0.18\%$
test_membership	1.3330μs	0.5353μs	1.8682 MOps/s	1.8275 MOps/s	$\color{#35bf28}+2.23\%$
test_membership_nested	9.2050μs	1.9806μs	504.9014 KOps/s	485.3293 KOps/s	$\color{#35bf28}+4.03\%$
test_membership_nested_leaf	14.2750μs	1.9998μs	500.0440 KOps/s	512.0470 KOps/s	$\color{#d91a1a}-2.34\%$
test_membership_stacked_nested	20.9600μs	2.0204μs	494.9551 KOps/s	497.7068 KOps/s	$\color{#d91a1a}-0.55\%$
test_membership_stacked_nested_leaf	19.9610μs	2.0201μs	495.0172 KOps/s	498.2423 KOps/s	$\color{#d91a1a}-0.65\%$
test_membership_nested_last	21.9410μs	2.9468μs	339.3543 KOps/s	339.9525 KOps/s	$\color{#d91a1a}-0.18\%$
test_membership_nested_leaf_last	15.8400μs	2.9623μs	337.5739 KOps/s	337.7384 KOps/s	$\color{#d91a1a}-0.05\%$
test_membership_stacked_nested_last	24.4410μs	2.9653μs	337.2375 KOps/s	340.4713 KOps/s	$\color{#d91a1a}-0.95\%$
test_membership_stacked_nested_leaf_last	22.6810μs	2.9293μs	341.3741 KOps/s	339.8723 KOps/s	$\color{#35bf28}+0.44\%$
test_nested_getleaf	27.7300μs	7.8766μs	126.9590 KOps/s	128.8636 KOps/s	$\color{#d91a1a}-1.48\%$
test_nested_get	45.0620μs	7.3785μs	135.5281 KOps/s	136.6831 KOps/s	$\color{#d91a1a}-0.84\%$
test_stacked_getleaf	27.4810μs	7.9717μs	125.4436 KOps/s	127.9245 KOps/s	$\color{#d91a1a}-1.94\%$
test_stacked_get	66.3620μs	7.4105μs	134.9443 KOps/s	137.4962 KOps/s	$\color{#d91a1a}-1.86\%$
test_nested_getitemleaf	21.6000μs	8.1373μs	122.8915 KOps/s	123.0272 KOps/s	$\color{#d91a1a}-0.11\%$
test_nested_getitem	26.8710μs	7.6614μs	130.5238 KOps/s	130.4013 KOps/s	$\color{#35bf28}+0.09\%$
test_stacked_getitemleaf	26.3710μs	8.1663μs	122.4551 KOps/s	122.9005 KOps/s	$\color{#d91a1a}-0.36\%$
test_stacked_getitem	21.2700μs	7.7029μs	129.8213 KOps/s	130.5585 KOps/s	$\color{#d91a1a}-0.56\%$
test_lock_nested	0.9220ms	0.4682ms	2.1359 KOps/s	2.1064 KOps/s	$\color{#35bf28}+1.40\%$
test_lock_stack_nested	0.5665ms	0.4358ms	2.2945 KOps/s	2.2752 KOps/s	$\color{#35bf28}+0.85\%$
test_unlock_nested	0.8221ms	0.3887ms	2.5726 KOps/s	2.5195 KOps/s	$\color{#35bf28}+2.11\%$
test_unlock_stack_nested	0.4916ms	0.3560ms	2.8091 KOps/s	2.7832 KOps/s	$\color{#35bf28}+0.93\%$
test_flatten_speed	94.7136ms	0.1166ms	8.5748 KOps/s	9.6622 KOps/s	$\textbf{\color{#d91a1a}-11.25\%}$
test_unflatten_speed	0.3730ms	0.3143ms	3.1817 KOps/s	3.1985 KOps/s	$\color{#d91a1a}-0.53\%$
test_common_ops	1.6142ms	1.3858ms	721.5999 Ops/s	754.2480 Ops/s	$\color{#d91a1a}-4.33\%$
test_creation	15.9400μs	1.6823μs	594.4358 KOps/s	606.7345 KOps/s	$\color{#d91a1a}-2.03\%$
test_creation_empty	0.1522ms	16.7539μs	59.6878 KOps/s	66.6796 KOps/s	$\textbf{\color{#d91a1a}-10.49\%}$
test_creation_nested_1	0.1227ms	18.6656μs	53.5746 KOps/s	59.1377 KOps/s	$\textbf{\color{#d91a1a}-9.41\%}$
test_creation_nested_2	43.7710μs	21.4322μs	46.6587 KOps/s	50.6193 KOps/s	$\textbf{\color{#d91a1a}-7.82\%}$
test_clone	0.1843ms	30.5742μs	32.7074 KOps/s	31.1291 KOps/s	$\textbf{\color{#35bf28}+5.07\%}$
test_getitem[int]	1.1452ms	18.2971μs	54.6535 KOps/s	57.2756 KOps/s	$\color{#d91a1a}-4.58\%$
test_getitem[slice_int]	0.1657ms	29.0626μs	34.4085 KOps/s	32.0008 KOps/s	$\textbf{\color{#35bf28}+7.52\%}$
test_getitem[range]	0.2483ms	0.1173ms	8.5239 KOps/s	8.3945 KOps/s	$\color{#35bf28}+1.54\%$
test_getitem[tuple]	0.1403ms	25.1228μs	39.8045 KOps/s	38.9600 KOps/s	$\color{#35bf28}+2.17\%$
test_getitem[list]	0.3313ms	0.1074ms	9.3142 KOps/s	9.3414 KOps/s	$\color{#d91a1a}-0.29\%$
test_setitem_dim[int]	0.1886ms	56.4243μs	17.7229 KOps/s	18.3092 KOps/s	$\color{#d91a1a}-3.20\%$
test_setitem_dim[slice_int]	0.1222ms	83.6051μs	11.9610 KOps/s	12.9284 KOps/s	$\textbf{\color{#d91a1a}-7.48\%}$
test_setitem_dim[range]	0.2882ms	0.1538ms	6.5036 KOps/s	7.1129 KOps/s	$\textbf{\color{#d91a1a}-8.57\%}$
test_setitem_dim[tuple]	0.2219ms	78.7870μs	12.6924 KOps/s	14.1073 KOps/s	$\textbf{\color{#d91a1a}-10.03\%}$
test_setitem	0.2225ms	47.5003μs	21.0525 KOps/s	21.3771 KOps/s	$\color{#d91a1a}-1.52\%$
test_set	0.2212ms	46.8459μs	21.3466 KOps/s	23.0017 KOps/s	$\textbf{\color{#d91a1a}-7.20\%}$
test_set_shared	0.3809ms	55.2698μs	18.0931 KOps/s	17.6869 KOps/s	$\color{#35bf28}+2.30\%$
test_update	0.1997ms	52.9035μs	18.9023 KOps/s	19.2854 KOps/s	$\color{#d91a1a}-1.99\%$
test_update_nested	0.2164ms	64.5432μs	15.4935 KOps/s	16.4802 KOps/s	$\textbf{\color{#d91a1a}-5.99\%}$
test_update__nested	0.2498ms	68.5947μs	14.5784 KOps/s	14.8238 KOps/s	$\color{#d91a1a}-1.66\%$
test_set_nested	0.2018ms	48.6185μs	20.5683 KOps/s	21.5903 KOps/s	$\color{#d91a1a}-4.73\%$
test_set_nested_new	0.2033ms	53.1300μs	18.8218 KOps/s	19.8630 KOps/s	$\textbf{\color{#d91a1a}-5.24\%}$
test_select	0.2264ms	69.0563μs	14.4809 KOps/s	15.1323 KOps/s	$\color{#d91a1a}-4.30\%$
test_select_nested	76.2320μs	51.1973μs	19.5323 KOps/s	19.5541 KOps/s	$\color{#d91a1a}-0.11\%$
test_exclude_nested	95.4830μs	69.7362μs	14.3397 KOps/s	14.3816 KOps/s	$\color{#d91a1a}-0.29\%$
test_empty[True]	0.3489ms	0.2831ms	3.5322 KOps/s	3.4527 KOps/s	$\color{#35bf28}+2.30\%$
test_empty[False]	1.8520μs	0.8589μs	1.1643 MOps/s	1.1606 MOps/s	$\color{#35bf28}+0.32\%$
test_to	64.0210μs	25.6985μs	38.9128 KOps/s	36.5339 KOps/s	$\textbf{\color{#35bf28}+6.51\%}$
test_to_nonblocking	47.5610μs	25.1218μs	39.8060 KOps/s	36.3296 KOps/s	$\textbf{\color{#35bf28}+9.57\%}$
test_unbind_speed	0.4483ms	0.3027ms	3.3032 KOps/s	3.3020 KOps/s	$\color{#35bf28}+0.04\%$
test_unbind_speed_stack0	0.3504ms	0.3023ms	3.3084 KOps/s	3.2492 KOps/s	$\color{#35bf28}+1.82\%$
test_unbind_speed_stack1	91.5653ms	0.7703ms	1.2982 KOps/s	1.2655 KOps/s	$\color{#35bf28}+2.58\%$
test_split	93.7822ms	2.4013ms	416.4395 Ops/s	418.0717 Ops/s	$\color{#d91a1a}-0.39\%$
test_chunk	2.3164ms	2.1866ms	457.3348 Ops/s	419.9192 Ops/s	$\textbf{\color{#35bf28}+8.91\%}$
test_creation[device0]	0.2519ms	0.1064ms	9.4014 KOps/s	9.3549 KOps/s	$\color{#35bf28}+0.50\%$
test_creation_from_tensor	0.2762ms	0.1092ms	9.1593 KOps/s	9.6149 KOps/s	$\color{#d91a1a}-4.74\%$
test_add_one[memmap_tensor0]	0.1567ms	9.3393μs	107.0739 KOps/s	110.5579 KOps/s	$\color{#d91a1a}-3.15\%$
test_contiguous[memmap_tensor0]	0.1706ms	2.2186μs	450.7359 KOps/s	444.7646 KOps/s	$\color{#35bf28}+1.34\%$
test_stack[memmap_tensor0]	0.2021ms	7.0617μs	141.6099 KOps/s	145.1317 KOps/s	$\color{#d91a1a}-2.43\%$
test_memmaptd_index	1.3299ms	0.4385ms	2.2807 KOps/s	2.3179 KOps/s	$\color{#d91a1a}-1.61\%$
test_memmaptd_index_astensor	99.1266ms	0.5555ms	1.8002 KOps/s	2.0240 KOps/s	$\textbf{\color{#d91a1a}-11.05\%}$
test_memmaptd_index_op	1.6459ms	1.0705ms	934.1620 Ops/s	960.9092 Ops/s	$\color{#d91a1a}-2.78\%$
test_serialize_model	94.9624ms	90.5848ms	11.0394 Ops/s	10.8415 Ops/s	$\color{#35bf28}+1.83\%$
test_serialize_model_pickle	1.3511s	1.2363s	0.8089 Ops/s	0.8084 Ops/s	$\color{#35bf28}+0.06\%$
test_serialize_weights	87.8333ms	86.3346ms	11.5828 Ops/s	9.6327 Ops/s	$\textbf{\color{#35bf28}+20.24\%}$
test_serialize_weights_returnearly	55.8990ms	51.8285ms	19.2944 Ops/s	14.7924 Ops/s	$\textbf{\color{#35bf28}+30.43\%}$
test_serialize_weights_pickle	1.3525s	1.2371s	0.8083 Ops/s	0.8036 Ops/s	$\color{#35bf28}+0.59\%$
test_reshape_pytree	0.2375ms	38.5326μs	25.9521 KOps/s	25.3404 KOps/s	$\color{#35bf28}+2.41\%$
test_reshape_td	0.2139ms	44.3874μs	22.5289 KOps/s	21.3552 KOps/s	$\textbf{\color{#35bf28}+5.50\%}$
test_view_pytree	0.1412ms	38.1601μs	26.2054 KOps/s	25.0454 KOps/s	$\color{#35bf28}+4.63\%$
test_view_td	0.2166ms	49.8220μs	20.0715 KOps/s	19.0823 KOps/s	$\textbf{\color{#35bf28}+5.18\%}$
test_unbind_pytree	0.2543ms	37.0495μs	26.9910 KOps/s	26.6588 KOps/s	$\color{#35bf28}+1.25\%$
test_unbind_td	0.3940ms	45.1729μs	22.1372 KOps/s	21.7790 KOps/s	$\color{#35bf28}+1.64\%$
test_split_pytree	0.3451ms	50.5006μs	19.8017 KOps/s	19.7961 KOps/s	$\color{#35bf28}+0.03\%$
test_split_td	0.1986ms	62.1371μs	16.0935 KOps/s	15.4912 KOps/s	$\color{#35bf28}+3.89\%$
test_add_pytree	0.2030ms	60.3920μs	16.5585 KOps/s	14.8743 KOps/s	$\textbf{\color{#35bf28}+11.32\%}$
test_add_td	0.2464ms	97.2783μs	10.2798 KOps/s	9.9439 KOps/s	$\color{#35bf28}+3.38\%$
test_compile_add_one_nested[tensordict-compile]	0.4137ms	0.2146ms	4.6608 KOps/s	4.5778 KOps/s	$\color{#35bf28}+1.81\%$
test_compile_add_one_nested[tensordict-eager]	0.3216ms	0.1757ms	5.6907 KOps/s	5.6836 KOps/s	$\color{#35bf28}+0.13\%$
test_compile_add_one_nested[pytree-compile]	0.2995ms	0.1495ms	6.6887 KOps/s	6.6468 KOps/s	$\color{#35bf28}+0.63\%$
test_compile_add_one_nested[pytree-eager]	0.3503ms	0.1991ms	5.0227 KOps/s	4.9636 KOps/s	$\color{#35bf28}+1.19\%$
test_compile_copy_nested[tensordict-compile]	0.1441ms	22.2131μs	45.0185 KOps/s	44.4145 KOps/s	$\color{#35bf28}+1.36\%$
test_compile_copy_nested[tensordict-eager]	0.1160ms	48.1909μs	20.7508 KOps/s	20.7220 KOps/s	$\color{#35bf28}+0.14\%$
test_compile_copy_nested[pytree-compile]	0.1534ms	74.4271μs	13.4360 KOps/s	13.5859 KOps/s	$\color{#d91a1a}-1.10\%$
test_compile_copy_nested[pytree-eager]	86.3020μs	60.0953μs	16.6402 KOps/s	16.5738 KOps/s	$\color{#35bf28}+0.40\%$
test_compile_add_one_flat[tensordict-compile]	0.5142ms	0.3357ms	2.9785 KOps/s	2.9739 KOps/s	$\color{#35bf28}+0.15\%$
test_compile_add_one_flat[tensordict-eager]	0.3737ms	0.2223ms	4.4986 KOps/s	4.4006 KOps/s	$\color{#35bf28}+2.23\%$
test_compile_add_one_flat[tensorclass-compile]	0.2789ms	0.1339ms	7.4708 KOps/s	7.4368 KOps/s	$\color{#35bf28}+0.46\%$
test_compile_add_one_flat[tensorclass-eager]	0.2103ms	64.3834μs	15.5320 KOps/s	15.0760 KOps/s	$\color{#35bf28}+3.02\%$
test_compile_add_one_flat[pytree-compile]	0.5322ms	0.3360ms	2.9762 KOps/s	2.9927 KOps/s	$\color{#d91a1a}-0.55\%$
test_compile_add_one_flat[pytree-eager]	0.8650ms	0.6599ms	1.5153 KOps/s	1.5186 KOps/s	$\color{#d91a1a}-0.22\%$
test_compile_add_self_flat[tensordict-eager]	0.3855ms	0.2692ms	3.7150 KOps/s	3.6404 KOps/s	$\color{#35bf28}+2.05\%$
test_compile_add_self_flat[tensordict-compile]	0.4806ms	0.3369ms	2.9683 KOps/s	2.9596 KOps/s	$\color{#35bf28}+0.29\%$
test_compile_add_self_flat[tensorclass-eager]	0.2266ms	76.2062μs	13.1223 KOps/s	12.8944 KOps/s	$\color{#35bf28}+1.77\%$
test_compile_add_self_flat[tensorclass-compile]	0.3094ms	0.1351ms	7.4046 KOps/s	7.3650 KOps/s	$\color{#35bf28}+0.54\%$
test_compile_add_self_flat[pytree-eager]	0.7225ms	0.5641ms	1.7727 KOps/s	1.7731 KOps/s	$\color{#d91a1a}-0.02\%$
test_compile_add_self_flat[pytree-compile]	0.5186ms	0.3343ms	2.9913 KOps/s	2.9878 KOps/s	$\color{#35bf28}+0.12\%$
test_compile_copy_flat[tensordict-compile]	0.2280ms	19.1853μs	52.1231 KOps/s	51.1114 KOps/s	$\color{#35bf28}+1.98\%$
test_compile_copy_flat[tensordict-eager]	65.8110μs	31.4363μs	31.8104 KOps/s	30.3017 KOps/s	$\color{#35bf28}+4.98\%$
test_compile_copy_flat[pytree-compile]	0.2738ms	76.7027μs	13.0374 KOps/s	12.9762 KOps/s	$\color{#35bf28}+0.47\%$
test_compile_copy_flat[pytree-eager]	0.2456ms	60.8345μs	16.4380 KOps/s	16.4059 KOps/s	$\color{#35bf28}+0.20\%$
test_compile_assign_and_add[tensordict-compile]	2.4685ms	0.8578ms	1.1658 KOps/s	1.0650 KOps/s	$\textbf{\color{#35bf28}+9.47\%}$
test_compile_assign_and_add[tensordict-eager]	3.5343ms	3.3746ms	296.3301 Ops/s	288.6321 Ops/s	$\color{#35bf28}+2.67\%$
test_compile_assign_and_add[pytree-compile]	2.4560ms	0.8498ms	1.1767 KOps/s	1.0780 KOps/s	$\textbf{\color{#35bf28}+9.16\%}$
test_compile_assign_and_add[pytree-eager]	3.6320ms	3.4249ms	291.9808 Ops/s	293.0317 Ops/s	$\color{#d91a1a}-0.36\%$
test_compile_indexing[tensor-tensordict-compile]	0.2544ms	0.1139ms	8.7814 KOps/s	8.7196 KOps/s	$\color{#35bf28}+0.71\%$
test_compile_indexing[tensor-tensordict-eager]	0.2490ms	67.2042μs	14.8800 KOps/s	15.2632 KOps/s	$\color{#d91a1a}-2.51\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2588ms	0.1061ms	9.4253 KOps/s	9.2449 KOps/s	$\color{#35bf28}+1.95\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2240ms	50.8688μs	19.6584 KOps/s	21.2943 KOps/s	$\textbf{\color{#d91a1a}-7.68\%}$
test_compile_indexing[tensor-pytree-compile]	0.2796ms	0.1102ms	9.0724 KOps/s	9.2951 KOps/s	$\color{#d91a1a}-2.40\%$
test_compile_indexing[tensor-pytree-eager]	0.2309ms	50.9432μs	19.6297 KOps/s	21.1715 KOps/s	$\textbf{\color{#d91a1a}-7.28\%}$
test_compile_indexing[slice-tensordict-compile]	0.2714ms	0.1429ms	6.9998 KOps/s	6.8128 KOps/s	$\color{#35bf28}+2.75\%$
test_compile_indexing[slice-tensordict-eager]	0.1774ms	26.7036μs	37.4481 KOps/s	36.5091 KOps/s	$\color{#35bf28}+2.57\%$
test_compile_indexing[slice-tensorclass-compile]	0.2838ms	0.1342ms	7.4494 KOps/s	7.3311 KOps/s	$\color{#35bf28}+1.61\%$
test_compile_indexing[slice-tensorclass-eager]	0.1248ms	23.0287μs	43.4242 KOps/s	43.1354 KOps/s	$\color{#35bf28}+0.67\%$
test_compile_indexing[slice-pytree-compile]	0.3075ms	0.1336ms	7.4857 KOps/s	7.2590 KOps/s	$\color{#35bf28}+3.12\%$
test_compile_indexing[slice-pytree-eager]	61.7120μs	22.8365μs	43.7896 KOps/s	42.6197 KOps/s	$\color{#35bf28}+2.74\%$
test_compile_indexing[int-tensordict-compile]	0.3053ms	0.1419ms	7.0458 KOps/s	6.9395 KOps/s	$\color{#35bf28}+1.53\%$
test_compile_indexing[int-tensordict-eager]	0.4484ms	26.8689μs	37.2178 KOps/s	37.0497 KOps/s	$\color{#35bf28}+0.45\%$
test_compile_indexing[int-tensorclass-compile]	0.3274ms	0.1343ms	7.4433 KOps/s	7.3541 KOps/s	$\color{#35bf28}+1.21\%$
test_compile_indexing[int-tensorclass-eager]	80.7520μs	23.0704μs	43.3455 KOps/s	43.4090 KOps/s	$\color{#d91a1a}-0.15\%$
test_compile_indexing[int-pytree-compile]	0.3459ms	0.1339ms	7.4689 KOps/s	7.3553 KOps/s	$\color{#35bf28}+1.54\%$
test_compile_indexing[int-pytree-eager]	0.3255ms	23.0272μs	43.4270 KOps/s	43.2019 KOps/s	$\color{#35bf28}+0.52\%$
test_mod_add[eager]	0.2512ms	33.6670μs	29.7027 KOps/s	30.0902 KOps/s	$\color{#d91a1a}-1.29\%$
test_mod_add[compile]	0.2090ms	70.3575μs	14.2131 KOps/s	13.5692 KOps/s	$\color{#35bf28}+4.75\%$
test_mod_add[compile-overhead]	0.2642ms	0.1378ms	7.2558 KOps/s	6.2185 KOps/s	$\textbf{\color{#35bf28}+16.68\%}$
test_mod_wrap[eager]	0.4415ms	0.2720ms	3.6760 KOps/s	3.7922 KOps/s	$\color{#d91a1a}-3.06\%$
test_mod_wrap[compile]	1.2215ms	0.3065ms	3.2623 KOps/s	3.2158 KOps/s	$\color{#35bf28}+1.45\%$
test_mod_wrap[compile-overhead]	8.2738ms	4.3381ms	230.5172 Ops/s	222.6593 Ops/s	$\color{#35bf28}+3.53\%$
test_mod_wrap_and_backward[eager]	1.5811ms	1.3812ms	724.0173 Ops/s	719.0035 Ops/s	$\color{#35bf28}+0.70\%$
test_mod_wrap_and_backward[compile]	2.7295ms	1.3681ms	730.9550 Ops/s	718.4106 Ops/s	$\color{#35bf28}+1.75\%$
test_mod_wrap_and_backward[compile-overhead]	1.3813ms	0.9240ms	1.0822 KOps/s	1.0733 KOps/s	$\color{#35bf28}+0.83\%$
test_seq_add[eager]	0.2597ms	0.1031ms	9.6994 KOps/s	9.7898 KOps/s	$\color{#d91a1a}-0.92\%$
test_seq_add[compile]	0.2280ms	84.1553μs	11.8828 KOps/s	11.7829 KOps/s	$\color{#35bf28}+0.85\%$
test_seq_add[compile-overhead]	0.2712ms	0.1198ms	8.3458 KOps/s	8.3008 KOps/s	$\color{#35bf28}+0.54\%$
test_seq_wrap[eager]	0.5794ms	0.4010ms	2.4935 KOps/s	2.4348 KOps/s	$\color{#35bf28}+2.41\%$
test_seq_wrap[compile]	0.4907ms	0.3195ms	3.1295 KOps/s	3.0490 KOps/s	$\color{#35bf28}+2.64\%$
test_seq_wrap[compile-overhead]	0.4041ms	0.2293ms	4.3607 KOps/s	4.3043 KOps/s	$\color{#35bf28}+1.31\%$
test_func_call_runtime[False-eager]	1.0438ms	0.8093ms	1.2356 KOps/s	1.3050 KOps/s	$\textbf{\color{#d91a1a}-5.31\%}$
test_func_call_runtime[False-compile]	1.0184ms	0.8095ms	1.2353 KOps/s	1.2231 KOps/s	$\color{#35bf28}+1.00\%$
test_func_call_runtime[False-compile-overhead]	0.5797ms	0.3738ms	2.6751 KOps/s	2.6247 KOps/s	$\color{#35bf28}+1.92\%$
test_func_call_runtime[True-eager]	1.1571ms	0.9533ms	1.0489 KOps/s	1.0381 KOps/s	$\color{#35bf28}+1.05\%$
test_func_call_runtime[True-compile]	1.1090ms	0.8584ms	1.1649 KOps/s	1.1464 KOps/s	$\color{#35bf28}+1.61\%$
test_func_call_runtime[True-compile-overhead]	0.5587ms	0.4180ms	2.3925 KOps/s	2.3489 KOps/s	$\color{#35bf28}+1.86\%$
test_func_call_cm_runtime[False-eager]	0.9431ms	0.7545ms	1.3254 KOps/s	1.2347 KOps/s	$\textbf{\color{#35bf28}+7.35\%}$
test_func_call_cm_runtime[False-compile]	0.9828ms	0.8185ms	1.2218 KOps/s	1.2091 KOps/s	$\color{#35bf28}+1.05\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5182ms	0.3738ms	2.6755 KOps/s	2.6232 KOps/s	$\color{#35bf28}+2.00\%$
test_func_call_cm_runtime[True-eager]	1.2072ms	1.0538ms	948.9175 Ops/s	900.8351 Ops/s	$\textbf{\color{#35bf28}+5.34\%}$
test_func_call_cm_runtime[True-compile]	1.2034ms	1.0398ms	961.7157 Ops/s	949.0728 Ops/s	$\color{#35bf28}+1.33\%$
test_func_call_cm_runtime[True-compile-overhead]	1.2925ms	1.0554ms	947.4691 Ops/s	950.7106 Ops/s	$\color{#d91a1a}-0.34\%$
test_distributed	1.1018ms	73.2294μs	13.6557 KOps/s	13.8871 KOps/s	$\color{#d91a1a}-1.67\%$
test_tdmodule	54.9610μs	15.9612μs	62.6521 KOps/s	68.1826 KOps/s	$\textbf{\color{#d91a1a}-8.11\%}$
test_tdmodule_dispatch	48.2110μs	32.6764μs	30.6031 KOps/s	33.0504 KOps/s	$\textbf{\color{#d91a1a}-7.40\%}$
test_tdseq	31.7210μs	16.5848μs	60.2960 KOps/s	63.0168 KOps/s	$\color{#d91a1a}-4.32\%$
test_tdseq_dispatch	50.9010μs	34.1535μs	29.2796 KOps/s	30.2842 KOps/s	$\color{#d91a1a}-3.32\%$
test_instantiation_functorch	2.1906ms	2.0357ms	491.2337 Ops/s	476.0856 Ops/s	$\color{#35bf28}+3.18\%$
test_instantiation_td	2.1257ms	1.3451ms	743.4496 Ops/s	737.9527 Ops/s	$\color{#35bf28}+0.74\%$
test_exec_functorch	0.4097ms	0.2309ms	4.3305 KOps/s	4.3305 KOps/s	$+0.00\%$
test_exec_functional_call	0.4045ms	0.2267ms	4.4120 KOps/s	4.4128 KOps/s	$\color{#d91a1a}-0.02\%$
test_exec_td	0.4033ms	0.2264ms	4.4174 KOps/s	4.2906 KOps/s	$\color{#35bf28}+2.96\%$
test_exec_td_decorator	0.5897ms	0.2788ms	3.5863 KOps/s	3.4989 KOps/s	$\color{#35bf28}+2.50\%$
test_vmap_mlp_speed[True-True]	0.8321ms	0.6550ms	1.5267 KOps/s	1.5121 KOps/s	$\color{#35bf28}+0.96\%$
test_vmap_mlp_speed[True-False]	0.7938ms	0.6533ms	1.5307 KOps/s	1.5300 KOps/s	$\color{#35bf28}+0.05\%$
test_vmap_mlp_speed[False-True]	0.8137ms	0.6028ms	1.6590 KOps/s	1.7292 KOps/s	$\color{#d91a1a}-4.06\%$
test_vmap_mlp_speed[False-False]	0.8017ms	0.5927ms	1.6871 KOps/s	1.7351 KOps/s	$\color{#d91a1a}-2.77\%$
test_vmap_mlp_speed_decorator[True-True]	1.5948ms	0.7174ms	1.3940 KOps/s	1.4220 KOps/s	$\color{#d91a1a}-1.97\%$
test_vmap_mlp_speed_decorator[True-False]	0.9241ms	0.7144ms	1.3997 KOps/s	1.4190 KOps/s	$\color{#d91a1a}-1.36\%$
test_vmap_mlp_speed_decorator[False-True]	0.8577ms	0.6260ms	1.5975 KOps/s	1.6139 KOps/s	$\color{#d91a1a}-1.01\%$
test_vmap_mlp_speed_decorator[False-False]	0.8485ms	0.6330ms	1.5798 KOps/s	1.6097 KOps/s	$\color{#d91a1a}-1.86\%$
test_vmap_transformer_speed[True-True]	9.0158ms	8.8393ms	113.1305 Ops/s	113.2016 Ops/s	$\color{#d91a1a}-0.06\%$
test_vmap_transformer_speed[True-False]	9.2702ms	8.7970ms	113.6756 Ops/s	113.4200 Ops/s	$\color{#35bf28}+0.23\%$
test_vmap_transformer_speed[False-True]	8.9875ms	8.7366ms	114.4615 Ops/s	114.7378 Ops/s	$\color{#d91a1a}-0.24\%$
test_vmap_transformer_speed[False-False]	8.8626ms	8.7075ms	114.8432 Ops/s	114.7891 Ops/s	$\color{#35bf28}+0.05\%$
test_vmap_transformer_speed_decorator[True-True]	21.0927ms	20.8231ms	48.0235 Ops/s	48.1073 Ops/s	$\color{#d91a1a}-0.17\%$
test_vmap_transformer_speed_decorator[True-False]	21.0641ms	20.8835ms	47.8848 Ops/s	47.9258 Ops/s	$\color{#d91a1a}-0.09\%$
test_vmap_transformer_speed_decorator[False-True]	21.5130ms	20.7393ms	48.2177 Ops/s	48.4467 Ops/s	$\color{#d91a1a}-0.47\%$
test_vmap_transformer_speed_decorator[False-False]	20.9555ms	20.7089ms	48.2885 Ops/s	48.3938 Ops/s	$\color{#d91a1a}-0.22\%$
test_to_module_speed[True]	2.4273ms	1.1579ms	863.5981 Ops/s	866.8960 Ops/s	$\color{#d91a1a}-0.38\%$
test_to_module_speed[False]	1.6255ms	1.1366ms	879.8518 Ops/s	881.2403 Ops/s	$\color{#d91a1a}-0.16\%$
test_tc_init	82.1120μs	38.2978μs	26.1111 KOps/s	27.7478 KOps/s	$\textbf{\color{#d91a1a}-5.90\%}$
test_tc_init_nested	0.2037ms	76.5708μs	13.0598 KOps/s	13.6811 KOps/s	$\color{#d91a1a}-4.54\%$
test_tc_first_layer_tensor	16.8700μs	0.9272μs	1.0786 MOps/s	1.2783 MOps/s	$\textbf{\color{#d91a1a}-15.62\%}$
test_tc_first_layer_nontensor	21.4510μs	2.5531μs	391.6814 KOps/s	392.0741 KOps/s	$\color{#d91a1a}-0.10\%$
test_tc_second_layer_tensor	23.8500μs	1.7318μs	577.4196 KOps/s	619.6230 KOps/s	$\textbf{\color{#d91a1a}-6.81\%}$
test_tc_second_layer_nontensor	18.7710μs	3.4240μs	292.0579 KOps/s	296.5386 KOps/s	$\color{#d91a1a}-1.51\%$
test_unbind	0.1883s	13.1743ms	75.9052 Ops/s	81.1499 Ops/s	$\textbf{\color{#d91a1a}-6.46\%}$
test_full_like	0.7615ms	0.5789ms	1.7273 KOps/s	1.7313 KOps/s	$\color{#d91a1a}-0.23\%$
test_zeros_like	0.3482ms	0.1979ms	5.0534 KOps/s	5.0546 KOps/s	$\color{#d91a1a}-0.02\%$
test_ones_like	0.3485ms	0.1978ms	5.0565 KOps/s	5.0564 KOps/s	$+0.00\%$
test_clone	0.5906ms	0.4150ms	2.4095 KOps/s	2.4069 KOps/s	$\color{#35bf28}+0.11\%$
test_squeeze	29.0110μs	10.7612μs	92.9266 KOps/s	91.8588 KOps/s	$\color{#35bf28}+1.16\%$
test_unsqueeze	0.2439ms	79.4173μs	12.5917 KOps/s	12.2763 KOps/s	$\color{#35bf28}+2.57\%$
test_split	0.4228ms	0.1723ms	5.8030 KOps/s	5.5362 KOps/s	$\color{#35bf28}+4.82\%$
test_permute	0.2646ms	0.1882ms	5.3124 KOps/s	5.2233 KOps/s	$\color{#35bf28}+1.71\%$
test_stack	1.3779ms	0.9133ms	1.0949 KOps/s	1.1380 KOps/s	$\color{#d91a1a}-3.79\%$
test_cat	1.3827ms	1.2320ms	811.7191 Ops/s	811.4115 Ops/s	$\color{#35bf28}+0.04\%$